identifier
stringlengths 11
32
| pdf_url
stringlengths 17
4.62k
⌀ | lang
stringclasses 120
values | error
stringclasses 1
value | title
stringlengths 2
500
⌀ | source_name
stringlengths 1
435
⌀ | publication_year
float64 1.9k
2.02k
| license
stringclasses 3
values | word_count
int64 0
1.64M
| text
stringlengths 1
9.75M
|
|---|---|---|---|---|---|---|---|---|---|
https://openalex.org/W2162073279
|
https://europepmc.org/articles/pmc3684091?pdf=render
|
English
| null |
Ankle Fracture Surgery on a Pregnant Patient Complicated by Intraoperative Emergency Caesarian Section
|
Case reports in orthopedics
| 2,013
|
cc-by
| 2,303
|
Case Report
Ankle Fracture Surgery on a Pregnant Patient Complicated by
Intraoperative Emergency Caesarian Section Ran Schwarzkopf,1 Steven C. Gross,2 Allen Coopersmith,3 and Ramesh Gidumal2
1 Department of Orthopaedic Surgery, UC Irvine Medical Center, 101 The City Drive South Pavillion III, Orange, CA 92868, USA
2 Department of Orthopaedic Surgery, NYU Hospital for Joint Diseases, 301 E. 17th Street, New York, NY 10003, USA
3 Department of Anesthesia, NYU Hospital for Joint Diseases, 301 E. 17th Street, New York, NY 10003, USA Correspondence should be addressed to Ran Schwarzkopf; schwarzk@gmail.com Received 28 April 2013; Accepted 21 May 2013 Academic Editors: K. Erler, I. Han, P. Perrini, and T. Tsurumoto Copyright © 2013 Ran Schwarzkopf 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. We report the case of a woman in the third trimester of pregnancy who sustained an ankle fracture dislocation that could not
be adequately closed reduced. After discussions with the patient, her obstetrician, and the anesthesiologists, she was indicated for
surgical fixation. A heart tone monitor was used to assess fetal health during the procedure. During surgical incision, the fetus
went into distress, and an emergency caesarian section was performed. After delivery of the infant and abdominal closer, surgery
was completed. Due to a cohesive team effort, both the patient and her infant had excellent outcomes. There are many important
considerations in the surgical management of the pregnant patient with traumatic orthopaedic injuries. Of especial importance to
the orthopaedic surgeon is the impact of patient positioning on uteroplacental blood flow. This report discusses factors that should
be taken into account by any orthopaedist who plans to operate on a pregnant patient. Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 962794, 4 pages
http://dx.doi.org/10.1155/2013/962794 Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 962794, 4 pages
http://dx.doi.org/10.1155/2013/962794 Hindawi Publishing Corporation
Case Reports in Orthopedics
Volume 2013, Article ID 962794, 4 pages
http://dx.doi.org/10.1155/2013/962794 3. Discussion it
A fetal heart rate monitor was used for continuous fetal
assessment while in the operating room. Spinal anesthesia
was performed with the patient in the lateral decubitus posi-
tion, as this was deemed more appropriate than general anes-
thesia with relation to the pregnancy. Following the induction
of anesthesia, the patient was placed in the supine position
with a bump under her right side to displace the uterus. Sterile
draping was begun. During this time, the fetal monitor began
to show prolonged heart rate decelerations to 50–60 beats per
minute, which did not correct with changing the patient’s
position. The obstetrical team, who had been previously
notified about the case and was present in the hospital,
was immediately called. Upon their arrival, the obstetricians
decided to perform an emergent cesarean section. Though the
fetal heart rate had stabilized by the time they completed their
evaluation, they were committed to an emergent delivery in
order to avoid further distress to the fetus.h Many pregnant patients in the United States undergo nonob-
stetric surgery each year, with current estimates placing the
number at greater than 80,000 [4]. Although the vast majority
of these procedures are performed without significant com-
plication, it is important to take note of the inherent risks
involved. While in many situations it is preferable to delay
surgery on a pregnant patient until the postpartum period,
this is not always possible. The most recent ACOG Commit-
tee Opinion on nonobstetric surgery in pregnancy stresses
the importance of obtaining preoperative obstetric consulta-
tion. It also states that there are inadequate data to make spe-
cific guidelines for these procedures, including the utility of
using continuous intraoperative fetal heart monitoring [5].h g
p
g
The current evidence for using continuous fetal heart
monitoring in order to avoid adverse outcomes is anecdotal
[4]. In general it is recommended that pregnant patients who
have sustained traumatic injury and exhibit signs of fetal
distress, including fetal heart rate of less than 100 beats per
minute and/or prolonged decelerations, undergo emergent
cesarean section if the fetus is older than 26 weeks [6]. How-
ever, this decision can only be made after consultation by an
obstetrician. In our case, it seems that use of continuous fetal
monitoring detected a significant abnormality and led to a
timely intervention, potentially avoiding a poor outcome. 1. Introduction In the United States, traumatic injury remains a significant
complication of many pregnancies. Trauma affects as many
as 8% of pregnancies and represents the leading nonobstetric
cause of maternal death [1–3]. While major injury can poten-
tially result in life-threatening sequelae, minor trauma can
nonetheless also create diagnostic and therapeutic challenges
for the patient and surgeon. We present the case of a thirty-
nine-year-old female who was thirty-six weeks pregnant
when she sustained a left ankle twisting injury resulting in
an ankle fracture dislocation. Her surgical procedure was
complicated by fetal heart rate abnormalities resulting in
emergent cesarean section. We believe this scenario, while
described in the obstetrical literature, is unique in the ortho-
paedic literature and illustrative of a few important points
related to perioperative management of the pregnant patient. Written consent for publication of this case was obtained
from the patient involved. A thirty-nine-year-old woman who was thirty-six weeks
pregnant sustained a left ankle injury during a mechanical
slip and fall, resulting in significant pain and deformity. Her
pregnancy had been uncomplicated up until that point. She
had no significant past medical or surgical history and did
not take any medications at the time of injury. On initial
presentation to the emergency department at an outside
institution, the patient was diagnosed with a trimalleolar left
ankle fracture dislocation (Figure 1). The fracture pattern was
consistent with a Lauge-Hansen supination-external rotation
IV injury. The patient’s neurovascular status was intact. She
was closed reduced and transferred in a splint from the
outside hospital to our institution for further care. Upon arrival at our emergency room, we reviewed
the radiographic images, which revealed an incompletely
reduced tibiotalar joint and proceeded to remove the splint in
order to fully examine the site of injury. At this time, the ankle 2 2 Case Reports in Orthopedics (a)
(b)
Figure 1: Initial anteroposterior and lateral radiographs showing an
ankle fracture dislocation with lateral and posterior displacement of
the talus. (a)
(b)
Figure 2: Postoperative mortise and lateral radiographs taken three
months after surgery. (a) (b) (a) (b) (b) (a) (b) (a) Figure 2: Postoperative mortise and lateral radiographs taken three
months after surgery. Figure 1: Initial anteroposterior and lateral radiographs showing an
ankle fracture dislocation with lateral and posterior displacement of
the talus. the procedure well, and there were no further complications. 1. Introduction Postoperatively, the patient was transferred to the postpartum
unit, where she progressed well over the ensuing days in
terms of rehabilitation and physical therapy. The patient was
changed from a plaster splint to a fiberglass cast after several
days. She was discharged from the hospital on postoperative
day four in good condition. Clinical followups in the twelve
months since the operation have shown no complications,
with both the patient and her daughter doing well and
progressing appropriately. was noted to be highly unstable. Attempts at closed reduction
and splinting yielded the same incomplete restoration of
the ankle mortise with persistent subluxation of the talus. The patient was counseled that her injury was unstable,
incompletely reduced, and that it would require surgical
intervention. The risks and benefits of surgery, not only to the
patient but also to the fetus, were discussed with her in
conjunction with the obstetricians. The decision was reached
to proceed the following day with open reduction and inter-
nal fixation of the left ankle. 3. Discussion The patient was again placed in the lateral decubitus
position in order to receive an epidural catheter. After this
was placed, the patient was returned supine, and a caesarian
section was performed. A healthy infant female was success-
fully delivered, with APGAR scores of eight at one minute and
nine at five minutes. The obstetricians closed the uterus and
abdomen without incident.t After the anesthesiologists and obstetricians reassessed
the patient and determined that she was stable for fur-
ther surgery, we proceeded with open reduction and inter-
nal fixation of the ankle (Figure 2). The patient tolerated Surgical positioning is another important consideration
in the pregnant patient, particularly in the third trimester. 3 Case Reports in Orthopedics Figure 3: Preoperative positioning of a pregnant patient with a
bump under the right hip and a lead apron draped over the abdomen
and pelvis. anesthesiologist. There are many case-specific factors to con-
sider, including patient positioning and method of anesthesia. While there is no consensus recommendation on the use of
continuous intraoperative fetal heart monitoring, in our case
the monitor helped identify a potential problem before it led
to an adverse outcome. As a result of cohesive patient care
by multiple providers in the perioperative period, we were
successfully able to deliver a healthy infant as well as perform
surgical fixation of an orthopaedic injury in a timely and safe
fashion. Traumatic injury complicates many pregnancies. Surgical
management of orthopaedic injuries in the pregnant patient
is complex and requires a team-oriented approach. Consul-
tation by an obstetrician is mandatory preoperatively, and an
appropriate plan for surgical anesthesia is essential. The use of
a heart tone monitor can aid in identifying fetal distress and
potentially prevent poor outcomes. The orthopaedic surgeon
must be aware of limitations in anesthesia and surgical posi-
tioning when operating on a pregnant patient, particularly
during the third trimester. Special attention must be given
to the effect of patient positioning on uteroplacental blood
flow. Through teamwork and careful planning, it is possible to
deliver safe and effective surgical care to the injured pregnant
patient. Figure 3: Preoperative positioning of a pregnant patient with a
bump under the right hip and a lead apron draped over the abdomen
and pelvis. 3. Discussion Placing the patient supine during this time can result in com-
pression of the inferior vena cava by the uterus, which in turn
can reduce maternal cardiac output by up to 30% and cause
alterations in uteroplacental blood flow [7]. This compressive
effect can be partially relieved or eliminated by angling the
patient’s body to the left during positioning (Figure 3). The
lateral decubitus position is ideal, but the necessity of certain
surgical approaches may prevent its use. In our case, the
patient required a lateral incision over the left ankle as part of
the planned repair, so a left lateral decubitus position was not
possible. However, even though a bump was used under her
right side, the fact that our patient was placed supine for the
planned ankle fixation may have contributed somewhat to the
onset of the observed fetal heart rate abnormalities. This high-
lights the importance of the orthopaedic surgeon being cog-
nizant and flexible in terms of positioning a pregnant patient. It is recommended to avoid a purely supine position if pos-
sible. Placing a wedge under the right hip and/or tilting the
operating table can help in positioning if desired. Disclosure No authors received any outside support, including aid from
pharmaceutical or industrial sources, in the creation of this
paper. Authors’ Contribution Ran Schwarzkopf and Steven C. Gross contributed equally to
the paper. [7] A. J. Shah and B. A. Kilcline, “Trauma in pregnancy,” Emergency
Medicine Clinics of North America, vol. 21, no. 3, pp. 615–629,
2003. References There are some important distinctions between the goals
of obstetric and nonobstetric anesthesia in the pregnant
patient. Obstetric anesthesia is designed for pain relief with-
out hindering uterine contractility. In contrast, a central func-
tion of nonobstetric surgical anesthesia is prevention of pre-
mature labor or spontaneous abortion. Also, obstetric anes-
thesia should avoid depression of the fetal central nervous
system, whereas these concerns are not theoretically relevant
in nonobstetric anesthesia [8]. For our patient, the original
decision was made to use spinal anesthesia, which is associ-
ated with less fetal drug exposure, less impact on fetal heart
rate variability than general anesthesia, and absent risk of
unintentional dural puncture with an epidural needle [4]. However, the need for emergent cesarean section required
that the patient’s anesthesia be augmented with an epidural. Our patient’s clinical situation emphasizes the importance of
an appropriate anesthetic plan for pregnant surgical patients. [1] K. Flik, P. Kloen, J. B. Toro, W. Urmey, J. G. Nijhuis, and D. L. Helfet, “Orthopaedic trauma in the pregnant patient,” Journal
of the American Academy of Orthopaedic Surgeons, vol. 14, no. 3,
pp. 175–182, 2006. [2] J. W. Van Hook, “Trauma in pregnancy,” Clinical Obstetrics and
Gynecology, vol. 45, no. 2, pp. 414–424, 2002. [3] B. M. Lo, E. J. Downs, and J. C. Dooley, “Open-book pelvic frac-
ture in late pregnancy,” Pediatric Emergency Care, vol. 25, no. 9,
pp. 586–587, 2009. [4] T. G. Cheek and E. Baird, “Anesthesia for nonobstetric surgery:
maternal and fetal considerations,” Clinical Obstetrics and Gyne-
cology, vol. 52, no. 4, pp. 535–545, 2009. [5] ACOG Committee on Obstetric Practice, “ACOG committee
opinion: nonobstetric surgery in pregnancy,” Obstetrics & Gyne-
cology, vol. 102, no. 2, article 431, 2003. Management of pregnant patients with operative frac-
tures is complex. A team-based approach is warranted,
incorporating the orthopaedic surgeon, obstetrician, and [6] J. A. Morris Jr., T. J. Rosenbower, G. J. Jurkovich et al., “Infant
survival after cesarean section for trauma,” Annals of Surgery,
vol. 223, no. 5, pp. 481–491, 1996. Case Reports in Orthopedics 4 [7] A. J. Shah and B. A. Kilcline, “Trauma in pregnancy,” Emergency
Medicine Clinics of North America, vol. 21, no. 3, pp. 615–629,
2003. [8] E. S. Steinberg and A. C. Santos, “Surgical anesthesia during
pregnancy,” International Anesthesiology Clinics, vol. 28, no. 1,
pp. 58–66, 1990.
|
W4391194632.txt
|
https://www.degruyter.com/document/doi/10.1515/9783839469811-016/pdf
|
de
|
Handbuch zum Kurzfilm Schweigemahl (2020)
|
transcript Verlag eBooks
| 2,024
|
cc-by
| 5,719
|
Handbuch zum Kurzfilm Schweigemahl (2020)
An Anti-Racism Pedagogy
Leona-Maike Wenning
Kurzfilme schaffen es, in einer sehr kurzen Zeit ein zentrales Thema in den Fokus
zu setzen. Sie konzentrieren sich auf eine Situation oder Problematik, beschreiben
diese und regen die Zuschauenden zur Auseinandersetzung mit eben diesem Thema an. Trotz ihrer Kürze können sie durch die Prägnanz ein Thema vertieft darstellen. Das Genre des Kurzfilms umfasst verschiedene Produktionsstile. Häufig wird
großer Fokus auf die Gestaltung der Filmästhetik gelegt, wie etwa die Kameraeinstellungen, Schnitte und Bildkompositionen.
Diese Arbeit beschäftigt sich speziell mit deutschen Kurzfilmen, die ein zentrales Thema innerhalb der deutschen Kultur repräsentieren. Es soll ein Filmhandbuch
entwickelt werden, das orientiert ist an der Zielgruppe US-amerikanischer Studierender des Studienganges German Studies. Bevor die Auswahl getroffen wurde, den
Kurzfilm Schweigemahl (http://www.youtube.com/watch?v=3ornrMXetmQ&t=8
s) in den Fokus der Arbeit zu setzen, standen zahlreiche, ebenso interessante und
wertvolle Kurzfilme zur Auswahl.1
Bereits die Vorarbeit in der Filmauswahl war sehr interessant, da sie ein Eindenken in die Zielsituation erforderte, um herauszufinden, welche Kriterien relevant
sind für die finale Entscheidung für einen Kurzfilm. Wie lang darf der Film sein (es
muss die Möglichkeit bestehen, ihn zweimal gucken zu können)? Ist der Film inhaltlich und sprachlich verständlich für die Zielgruppe? Und am schwierigsten – repräsentiert der Film Deutschland? Was soll überhaupt von Deutschland repräsentiert
werden? Was verstehen wir Deutsche unter deutscher Kultur, »typisch Deutsch«?
Was verstehen die Studierenden bisher unter deutscher Kultur? Wie soll Deutschland von den Studierenden gesehen werden?
1
Die Kurzfilme, die ebenfalls als geeignet und wertvoll bewertet wurden, können über folgenden Link abgerufen werden, online unter http://www.youtube.com/playlist?list=PLl05GkD4
-hBdogKFNg79YtpgzO2rSt3it.
186
Forum on Pedagogy/Fachdidaktik
Prolog
Mit der Auswahl des Kurzfilms Schweigemahl wurde entschieden, den Fokus auf
Rassismus in Deutschland zu lenken. Alltagsrassismus zeigt sich in Deutschland auf
vielerlei Art und Weise. Seien es Stereotypen verstärkende ›Komplimente‹, abwertende Blicke oder die immer wieder gestellte Frage: »Wo kommst du denn eigentlich her?« Einige dieser typischen Strukturen des Alltagsrassismus werden in dem
Kurzfilm Schweigemahl von Horst Wegener und Arne Schramm thematisiert. Der
Kurzfilm ist in Verbindung mit Wegeners Song werden zwölf/zwölf im Jahr 2020 produziert worden und bietet einen Einblick in den Alltag einer Familie mit schwarzer
Mutter und weißem Vater. Mit der Mutter und den beiden Kindern werden Situationen aufgezeigt, in denen intentionaler und nicht intentionaler Alltagsrassismus
deutlich werden. Der Kurzfilm soll die Zuschauenden zur Reflexion anregen, über
eigene Rassismen und Ungleichbehandlungen nachzudenken.
Der Film schafft es, authentisch und zeitgemäß ein Bild von Alltagsrassismus zu
zeichnen, in dem sich vermutlich viele Zuschauende wiederfinden werden können
– als Opfer, aber definitiv auch als Täter. Es werden unterschwellige, aber auch offensichtliche rassistische Ungleichbehandlungen dargestellt, deren Situationen geprägt sind von Naivität, Unwissen, aber auch bewussten Anfeindungen. Der Film
spielt viel mit Kamera- und Lichteinstellungen sowie Ton und Schnitten. Dadurch
lädt er zur Analyse auf inhaltlicher und gestalterischer Ebene ein. Die Aussage des
Films ist zwar nicht versteckt, wird aber auch nicht direkt ausgesprochen und erfordert so ein Weiterdenken vonseiten der Zuschauenden.
Der Kurzfilm ist sprachlich einfach gehalten, auch dadurch, dass alltägliche
Familienunterhaltungen im Fokus stehen. Außerdem sprechen die Schauspieler/innen klares Deutsch ohne Dialekt oder Akzent und das Audiomaterial wird visuell
gut unterstützt. Durch diese Aspekte eignet sich der Film insbesondere auch für
den Fremdsprachenunterricht.
Das generelle Thema Rassismus stellt allerdings den Hauptaspekt dar, der den
Film relevant macht für den Fremdsprachenunterricht oder für Studierende des
Studiengangs German Studies an US-amerikanischen Hochschulen, die in dieser
Arbeit als Zielgruppe im Fokus stehen. Der Studiengang German Studies umfasst
mehr als nur das Lehren der deutschen Sprache und Literatur. Stärker im Fokus
steht auch die deutsche Kultur und die fächerübergreifende, also interdisziplinäre
Arbeit und das Aneignen selbstkritischer und selbstreflexiver Gewohnheiten (vgl.
Donahue et al. 22). Dazu gehört die Auseinandersetzung mit Diskriminierung und
Rassismus. Deutschland wird häufig in Bezug auf seine Erinnerungskultur eine
besondere Position zugeschrieben, aber auch hier stellt der Alltagsrassismus ein
dringendes Problem dar. Am Beispiel Deutschlands soll deutlich gemacht werden,
dass, wenn es um das Thema Diskriminierung und Rassismus geht, immer mehr
gegen Diskriminierung gemacht werden kann. Rassismus ist Teil der deutschen
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
Geschichte, aber nicht nur in der Vergangenheit, weil eben diese Vergangenheit
Auswirkungen auf die Gegenwart hat. Man sollte sich nicht darauf ausruhen,
dass in Deutschland die Erinnerungskultur existiert und gelehrt wird, sondern
sie muss auch zum aktiven Nach- und Überdenken führen, zum Immer-wiederHinterfragen der eigenen Handlungen (vgl. Moffitt). Der Kurzfilm Schweigemahl
ist eine der Möglichkeiten, weiterhin Aufmerksamkeit auf das Thema zu lenken in
Deutschland, aber auch in den USA.
Insbesondere der ›Stop Woke Act‹, der regulieren soll, wie Identität und Herkunft (›race‹) an US-amerikanischen Schulen, Universitäten und Arbeitsplätzen behandelt wird, würde so eine Auseinandersetzung mit Rassismus in den USA aufhalten (vgl. Svrluga /Rosza). Aus einer liberalen, ›blauen‹ Sicht heraus lässt sich das
Gesetz nur als problematisch einstufen, denn mit Blick auf Deutschland wird deutlich, dass eine ausgeprägte Erinnerungskultur und Aufarbeitung nicht ausreichen,
Alltagsrassismus in Deutschland einzugrenzen. Wie kann bei so einer Aussicht verboten werden, generell über diese Thematiken zu reden?
Der Kurzfilm Schweigemahl findet seine Relevanz also darin, dass er verdeutlicht, wie aktuell das Thema Alltagsrassismus ist. Er fordert Zuschauende zur Selbstreflexion auf und zur Auseinandersetzung mit eigenen Erfahrungen. Er hebt hervor,
wie wichtig die Sensibilisierung insbesondere für unterschwelligen Rassismus ist.
Mit diesen Thematiken erfüllt er die Forderungen des Studienganges German Studies, nicht nur den Spracherwerb der Studierenden zu fördern, sondern auch deren
Entwicklung zu kritischen, selbsthinterfragenden Individuen.
Filmanalyse
Wie bereits angesprochen, haben die Kameraeinstellung, Bildkomposition und
Schnitttechnik einen großen Einfluss auf die Perzeption des Inhalts bei den Zuschauenden. Die folgende Übersicht dieser Faktoren2 soll als Grundlage für eine
spätere Analyse dienen.
2
Aufgrund der vielen wechselnden Einstellungen würde es den Rahmen dieser Arbeit übertreffen, alle einzelnen Schnitte aufzulisten. Deswegen werden hier nur Beispiele aufgeführt,
die als besonders hervorstechend gesehen wurden.
187
188
Forum on Pedagogy/Fachdidaktik
Einstellungsgliederung
Time Marker
Einheit nach
Inhalt
Ton & Musik
Kameraführung
& Montage
Mise-en-scéne
0.26–0.31
In der Sequenz:
Titel wird eingeblendet
Musik stoppt
und setzt wieder
ein
Nahaufnahme
1.10–1.30
Familie sitzt
beim Essen am
Tisch, Vater
greift nach
Zeitung
Essensgeräusche z.B. Geschirrklappern,
sonst Stille
Totale Einstellung in Zentralperspektive
Sehr aufgeräumtes Esszimmer
mit hochwertigen Möbeln
ausgestattet, in
dunklen Tönen
gehalten
1.48–1.55
Tochter im
Fokus, Wechsel
zur Erinnerung
der Tochter in
der Schule
Schulklingel
ertönt
Halbnahe Aufnahme
Kamera filmt
Tochter von
links, erst Mutter im Hintergrund, dann ein
anderes Kind
verschwommen
im Vordergrund,
Tochter weiterhin im Fokus
1.55–2.40
Sequenz: Gemalte Bilder,
Hände, die
malen, Tochter greift nach
›hautfarbenem‹
Stift, fragt dann
nach dem braunen
Hintergrundgeräusche
Musik setzt ein
(2.12)
Nahaufnahme
vom Gesicht
des Mädchens,
Hände der
Kinder und
Stifte,
Halbtotale
Einstellung
Im Hintergrund
Weltkarte, Materialien auf
dem Tisch verteilt, sehr dunkel
beleuchtet
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
Time Marker
Einheit nach
Inhalt
Ton & Musik
Kameraführung
& Montage
Mise-en-scéne
3.30–3.37
Sohn im Fokus,
Wechsel zur
Erinnerung des
Sohnes im Supermarkt, Frau
blickt wieder
nach vorne und
zieht ihre Tasche
vor sich
Frau: »Man muss
es ihnen ja nicht
immer gleich so
leicht machen.«
Kameraschwenk
von unten nach
oben, der Tasche folgend,
Nahaufnahme
Fokus erst auf
Tasche, dann
auf Gesicht
der Frau, die
die Kassiererin
anblickt, Sohn
im Hintergrund
5.55–7.00
Sequenz: Vater
putzt sich die
Zähne und
nach der Reihe
erscheinen der
Sohn, der sich
ins Gesicht fasst,
die Tochter,
die ihr Gesicht
mit weißem
Rasierschaum
anmalt, und die
Mutter, die ihre
Haare glättet,
im Spiegel
Anschwellende
Musik, im Hintergrund werden Aussagen
wiederholt (z.B.
»Das ist mein
Sohnemann«;
»Ich bin noch
nicht fertig mit
Ausmalen« und
»diese Exotik …«)
Amerikanische
Einstellung
in Zentralperspektive, dann
Nahaufnahme
der Gesichter im
Spiegel; Sohn,
Tochter und
Mutter sind nur
im Spiegel zu
sehen, nicht im
Badezimmer vor
dem Spiegel
Badezimmer
sehr dunkel
gehalten von
Farben und
Belichtung,
Gesichter durch
Spiegellicht hell
angeleuchtet
8.25–9.00
Sequenz: Vater
komplimentiert
Mutter, weiter
im Gespräch,
aber beobachtet, wie Mutter
ein Glas in die
Hand gedrückt
bekommt; sie
lässt das Glas
fallen
Anschwellende
Musik, weiterhin
Hintergrundgeräusche, aber
hallend; Kommentare hörbar
wie: »Ihre Frau
ist eine wahre
Schönheit. Woher kommt sie
eigentlich? «
Nahaufnahme
Vater und Gesprächspartner,
amerikanische
Einstellung auf
die Mutter;
Zoom auf Gesicht des Vaters
und der Mutter
Im Fokus stehen
die Mutter und
der Vater, die
anderen Person
rücken in den
Hintergrund
und auch deren
Stimmen
189
190
Forum on Pedagogy/Fachdidaktik
Time Marker
Einheit nach
Inhalt
Ton & Musik
Kameraführung
& Montage
9.40–9.47
Mann auf der
Bühne stellt
Glas auf ein
Tablett, das von
der Mutter als
Schauspielerin
gehalten wird
Musik nimmt
weiter zu, Gespräch am Tisch,
Uhrenticken
setzt ein
Detailaufnahme des Glases,
Geschwindigkeit
etwas verzögert,
als Glas aufs
Tablett gestellt
wird, und Kameraschwenk
diagonal nach
oben auf das
Gesicht der
Mutter
9.56–10.32
Sequenz: Mutter
lässt Glas und
Tablett fallen,
wendet sich
langsam dem
Zuschauerraum
zu, Vater steht
auf
Laute Musik, andere Geräusche
sind hallend
(z.B. Klirren des
Glases), Musik
schwellt an,
als der Vater
aufsteht
Amerikanische
Einstellung
auf die Mutter, Kamera
auf ihren Rücken gerichtet,
zeitlich leichte
Verlangsamung,
Detailaufnahme
des Gesichtes
der Mutter, Kameraschwenk,
halbnahe Einstellung aus
Vogelperspektive auf den Vater,
Kamerabewegung mit dem
aufstehenden
Vater
Mise-en-scéne
Spotlight auf
die Mutter gerichtet auf der
Bühne und auf
den Vater im
Zuschauerraum,
als er aufsteht;
andere Zuschauer/-innen
starren geradeaus auf die
Bühne
Kurzanalyse
Für den gesamten Kurzfilm wird eine Standkamera verwendet. Der Film beginnt
mit einer Szenensequenz, die das Zubereiten eines wahrscheinlich afrikanischen
Gerichtes zeigt. Dabei werden zunächst Nahaufnahmen verwendet und halbnahe
Einstellungen. Durch diesen Wechsel, der immer im Zwei-Sekunden-Takt erfolgt,
sowie die schnelle Musik und die Bildkomposition – drei Menschen in einer recht
kleinen, vollgestellten Küche – wird man eingeführt in das etwas hektische, aber ty-
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
pische3 Familienleben. Auch die anschließende Szene, die das gemeinsame Essen
darstellt, bei dem über Hausaufgaben gesprochen wird und erledigte Einkäufe, vermittelt den Zuschauenden ein vertrautes Gefühl. Der Vater redet laut und offen über
die Dinge, die ihn während des Tages geärgert haben, und insbesondere im Kontrast
zu seinen eher unwichtig erscheinenden Problemen stehen dann die Erlebnisse der
Kinder, die ihnen im Laufe des Tages widerfahren sind. Allerdings scheint es für
diese Probleme im Esszimmer keinen Raum zu geben, da Zuschauende nur über
Rückblicke, also Erinnerungen, von ihnen erfahren, die jeweils eingeleitet werden
durch Nahaufnahmen der Gesichter. Dass die rassistischen Erlebnisse der Kinder
und auch der Mutter unausgesprochen bleiben, wird auch in der Badezimmerszene verdeutlicht. Hier hallen all die Momente wider, die der Ausgangspunkt hätten
sein können für eine offene Unterhaltung über den erlebten Alltagsrassismus. Aber
wieder finden sie nicht ihren Weg in die ›echte‹ Welt, sondern bleiben verbannt im
Spiegelbild. Der Sohn fasst sich nachdenklich ins Gesicht, die Tochter ›bemalt‹ ihr
Gesicht mit weißem Rasierschaum und die Mutter glättet ihre natürlichen Locken.
Das sind die Szenen, die man nur im Spiegel zu sehen bekommt, und sie scheinen
in einer Welt stattzufinden, die für den Vater nicht ersichtlich, nicht zugänglich zu
sein scheint. Denn in dieser ›Spiegelwelt‹ fühlen sich die anderen, als müssten sie
sich verändern, und hinterfragen ihr natürliches Selbst. Der Vater ist in der echten
und der Spiegelwelt derselbe.
Im Laufe des Kurzfilms wird zudem deutlich, dass ein Glas das Leitmotiv darstellt. Während die Mutter abwäscht, reicht der Vater ihr ein Glas und sie ist kurz davor, über ihre Diskriminierung zu reden, im Theaterfoyer reicht ein fremder Mann
ihr ein Glas, der Annahme folgend, dass sie die Bedienung sei, und im Theaterspiel
wird ihr erneut ein Glas gereicht, dieses Mal, während sie die Rolle des Hausmädchens spielt. Hier folgt die Verbindung beziehungsweise die Erinnerung der Zuschauenden an die zuvor vorgelesene Kritik, dass die Mutter als Schauspielerin eine »authentische Darstellung ihrer Rolle« abliefere (Wegener/Schramm). Das Glas
steht dann im Fokus, wenn zentrale Momente im Erkenntnisprozess des Vaters hervorgehoben werden sollen. Im zweiten Akt ist die Stimmung und Wahrnehmung
des Vaters deutlich verändert und nach dem Vorfall im Theaterfoyer beginnt er die
Bühnenereignisse auf sich zu beziehen. Dies wird zum Beispiel deutlich durch die
anschwellende, Spannung aufbauende Musik und den Schnitt vom Schauspieler auf
der Bühne zum Vater im Publikum bei dem Wort »angespannt«. Auch aufseiten der
Mutter ist das Glasmotiv entscheidend. Denn auch sie führt den Vorfall im Foyer
3
Ursprüngliche Formulierung, die nun in der Bearbeitung die Frage aufbringt, für wen dieses Szenario eigentlich ›typisch‹ ist. Dieser Gedanke kann auch als Ausgangspunkt für eine
Fragestellung im Kurs mit Studierenden sein, aus der eine Diskussion über ›typische‹ Familienbilder in unterschiedlichen Kulturen entwachsen kann.
191
192
Forum on Pedagogy/Fachdidaktik
mit ihrer Rolle auf der Bühne zusammen und scheint dann, zumindest in Gedanken, auszubrechen und sich zu wehren. Das Spotlight, das auf die Mutter auf der
Bühne gerichtet wird und beleuchtet, wie diese das Tablett und das Glas fallen lässt,
gibt den Zuschauenden einen Ausbruch zu erwarten – alle Lichter und Augen sind
auf sie gerichtet und warten darauf, was sie zu sagen hat. Und auch der Vater erhebt
sich und stellt sich zu ihr ins Spotlight, alle anderen starren stumpf nach vorne, nur
er »sieht« den Ausbruch seiner Frau. Er scheint schlussendlich offen zu sein zu hören, was seine Frau ihm versucht zu sagen. Insbesondere in dieser Szene sowie in
der Szene im Badezimmer fällt der intendierte Wechsel zwischen Licht und Schatten auf. Einerseits wird dadurch der Fokus der Zuschauenden gelenkt, andererseits
wird dadurch auch gezeigt, dass einige der Probleme wortwörtlich im Dunkeln liegen und sie erst ans Licht gebracht werden müssen.
Generell ist noch anzufügen, dass der Kurzfilm so produziert ist, dass immer
dann eine Nahaufnahme oder ein leichter Zoom erfolgt, wenn die Reaktion einer
Person im Fokus stehen soll. Außerdem spielt die Kamera eine Rolle und der Schnitt
mit wiederholenden Motiven, wie der Rückblende in die Erinnerungen der Kinder
oder die totale Einstellung auf den Esszimmertisch der Familie und den Tisch der
Theaterfamilie, wodurch die beiden Szenen in Verbindung gebracht werden. Außerdem wird viel akzentuiert durch anschwellende oder gestoppte Musik.
Arbeit mit dem Kurzfilm
Es soll nun im Folgenden beispielhaft gezeigt werden, welche Erarbeitungsweisen
sich für den Kurzfilm Schweigemahl eignen. Die Zielgruppe der Aufgaben sind
Studierende des Studienganges German Studies an US-amerikanischen Hochschulen.
Glossar
Deutsch
Englisch
Lächerlich machen
(to) become a common laughing-stock
Kammerspiel
Chamber play/chamber drama
Premiere feiern
(to) premier, (to) debut
SMS-Terror
(to) flood sb. with text messages
Sohnemann
Coll. for son, can be translated with junior or
sonny
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
Prise
Pinch
Hab dich doch nicht so
Don’t be like that
In höchsten Tönen schwärmen
(to) praise sth. or sb. very highly
Lokalpresse
Local press
Leibspeise
Favorite food
Schlawiner
Dodger or mischief
Alltagsrassismus
Everyday racism or routine racism of everyday
life
Quotenschwarzer
Token black man or woman
Fremdzuschreibung
Ascription
Vergangenheitsaufarbeitung
(to) cope with the past – in Germany especially
used to describe dealing with the time after
1945
Erinnerungskultur
Commemorative culture
Intertexte, Anspielungen und Quellen zur Erläuterung
Eines der Merkmale des Kurzfilms Schweigemahl ist, dass er leicht ohne viel benötigtes Hintergrundwissen zu verstehen ist. Durch die Kleidung und Produktion wird deutlich, dass der Film zur heutigen Zeit spielt und die einzelnen Rollen,
wie Familienverhältnisse, sind auch eindeutig zuzuordnen. Die Sprache ist gut zu
verstehen und das Vokabular ist auf einem einfachen Niveau gehalten. Einige umgangssprachliche Wörter, wie zum Beispiel »Sohnemann«, lassen sich im Vornherein erklären.
Allerdings wird es hilfreich sein, an die Thematik Rassismus anzuknüpfen und
genügend Material zu Rassismus in Deutschland bereitzustellen. Wahrscheinlich
werden die Studierenden ungefähr einschätzen können, wie die Lage in Deutschland ist, aber sie werden nicht im Detail die Hintergründe von Rassismus in
Deutschland kennen, deren Auswirkungen auf die heutige Zeit oder die verschiedenen Situationen, in denen schwarze Menschen Alltagsrassismus begegnen.
Für allgemeine Hintergrundinformationen zum Thema Rassismus in Deutschland eignen sich die Internetseiten der Bundeszentrale für politische Bildung:
•
Seite des BpB, die zahlreiche weitere Artikel vorschlägt zum Themenbereich
Rassismus: http://www.bpb.de/themen/rassismus-diskriminierung/rassismu
s/#skip-nav-target
193
194
Forum on Pedagogy/Fachdidaktik
•
•
•
Allgemeiner Artikel zum Thema Rassismus. Erklärt grundlegende Begriffe: htt
p://www.bpb.de/themen/migration-integration/dossier-migration/223738/ras
sismus
Artikel zum Thema Alltagsrassismus in Deutschland: http://www.bpb.de/them
en/rechtsextremismus/dossier–rechtsextremismus/194569/offensichtlich-und
zugedeckt-alltagsrassismus-in-deutschland
Verschriftlichung eines Webtalks an einer Schule in Berlin: http://www.bpb.de
/themen/rechtsextremismus/dossier–rechtsextremismus/194137/wo-kommstdu-denn-her-alltagsrassismus-in-deutschland
Etwas anspruchsvoller, aber nicht weniger informativ sind auch Videos über Alltagsrassismus in Deutschland, die zum Beispiel über YouTube zu streamen sind. ZDF,
ein großer öffentlich-rechtlicher Fernsehsender, hat beispielsweise eine afroamerikanische Familie begleitet, die in Deutschland lebt und von Alltagsrassismus betroffen ist (http://www.youtube.com/watch?v=mP64SY9pYnE). Zum Einstieg könnten
die Student/-innen auch englischsprachige Hintergrundinformationen sammeln,
die das Thema grob zusammenfassen. Ein interessantes Video ist das dokumentarische Racism in Germany, produziert vom Auslandsrundfunk DW (http://www.
youtube.com/watch?v=dMk-XpjK98M). Hier lohnt sich auch ein Blick in die Kommentare, in denen andere Betroffene von ihren Erlebnissen berichten.
Als Beispiel für Alltagsrassismus in Deutschland wird in dem Kurzfilm das ›Typecasting‹ thematisiert. Viele der schwarzen Schauspieler/-innen in Deutschland
beklagen sich genau darüber, dass sie ausschließlich Rollen zugeteilt bekommen,
die rassistische Stereotype unterstützen. Auch die Mutter im Kurzfilm erlebt dies
in ihrer Rollenbesetzung als Hausmädchen, zu der die Kritik sogar noch ihre »Authentizität« lobt (vgl. Wegener/Schramm). Schauspieler/-innen beklagen, dass
sie nicht die Chance erhalten, Rollen wie Akademiker/-innen und Ärzt/-innen zu
spielen, und dass generell Theaterprogramme zu wenig divers sind. Einen Einblick in dieses Thema gibt der Artikel »Rassismus an deutschen Bühnen – ein
strukturelles Problem?«, veröffentlicht auf der Seite des Auslandsrundfunks Deutsche Welle: http://www.dw.com/de/rassismus-an-deutschen-b%C3%BChnen–einstrukturelles–problem/a-57056069.
Ein anderer interessanter Artikel, der auch auf der Seite der Deutschen Welle
veröffentlicht wurde, spricht die Kritik an, dass Deutschland nicht als Beispiel für
Antirassismus gelten kann (http://www.dw.com/en/germany-anti-racist-nazi-pas
t/a-54210136). Insbesondere während der Black-Lives-Matter-Proteste im Frühjahr
2020 wurde der Blick auf Deutschland gelenkt und seinen Umgang mit Denkmälern
im Vergleich zu den USA, wo neben Denkmälern auch zahlreiche Statuen an historische rassistische Figuren erinnern. Der Artikel verweist darauf, dass Deutschland
trotz Vergangenheitsaufarbeitung der Nazizeit, die Zeit vor dem Naziregime und
die Zeit danach und deren Auswirkungen auf den Umgang mit Rassismus heut-
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
zutage vernachlässigt. Auch das Gespräch von Sven Beckstette, Veronika Fuechtner und Oliver Hardt »Rassismus benennen« sieht den Grund für den anhaltenden
Rassismus in Deutschland in der Reaktion auf die Nazivergangenheit (http://www
.textezurkunst.de/de/113/naming-racism/). Das ist so zu erklären, dass als Reaktion auf unter anderem den Holocaust zum Beispiel der Begriff ›Rasse‹ in Deutschland nicht mehr verwendet wird, da er zu sehr auf die biologische Unterscheidung
von Menschen fokussiert. Außerdem kann die stark ausgeprägte Erinnerungskultur, laut Hardt, dazu führen, dass die Kritik an der rassistischen Vergangenheit den
gegenwärtigen Rassismus sozusagen verdrängt (vgl. Beckstette). Oberflächlich gesehen, lehnen Deutsche Rassismus demnach ab, zumindest in der Vergangenheit,
haben dies aber nicht internalisiert, was nun negative Auswirkungen auf die Gegenwart hat. Deswegen folgt von den Gesprächsteilnehmer/-innen die Aufforderung,
nicht nur mit Betroffenen, sondern mit allen über Rassismus zu reden und diesen
nicht nur zu tabuisieren. Am Ende des Gesprächs wird noch die Verbindung zu den
USA gezogen. Im Gegensatz zu Deutschland gebe es in den USA schon eine »kritische Masse«, die Bewegungen wie ›MeTwo‹ und ›BLM‹ ermöglichen (ebd.). Diese Masse konnte in Deutschland noch nicht erreicht werden. Insbesondere dieser
letzte Vergleich kann den Studierenden aufzeigen, wie man aus verschiedenen historisch und gesellschaftlich bedingten Perspektiven auf Rassismus blicken kann. Er
regt zu weiteren Vergleichen an und zeigt auf, was man von anderen Ländern lernen
kann – oder auch nicht.
Auch auf der Seite des Tagesspiegels wurde ein Artikel veröffentlicht, der sich mit
den Auswirkungen des Alltagsrassismus auf Opfer und Täter beschäftigt (www.tag
esspiegel.de/wissen/alltagsrassismus-in-deutschland-wenn-der-hass-krank-mac
ht/25295914.html). Hier werden aktuelle politische Entwicklungen kontextualisiert,
Ereignisse basierend auf rassistischen Einstellungen, aber auch Lösungsansätze
vorgestellt. Neben den inhaltlichen Informationen ist dieser Artikel auch hilfreich,
um einen Einblick in den medialen Umgang mit rassistisch geleiteten Ereignissen
zu geben.
Diese Artikel und Quellen bereitzustellen, hilft den Studierenden nicht nur dabei, sich thematisch mit dem Thema Rassismus in Deutschland auseinanderzusetzen und sich zu informieren. Weiter zeigt die Menge an Informationsquellen auch,
dass Rassismus in Deutschland als relevant gesehen wird, ein aktuelles Problem darstellt und dass zu Veränderungen aufgerufen wird. Besonders wichtig ist dabei zu
sehen, dass zahlreiche Quellen von einer staatlichen Behörde (BpB) veröffentlicht
werden, die das Ziel verfolgt, politisches Wissen und Bildung in der Bevölkerung zu
fördern. Eine damit vergleichbare zentrale Einrichtung existiert in den USA nicht.
195
196
Forum on Pedagogy/Fachdidaktik
Prompt – Einstiegsarbeit
Es lohnt sich, auch bereits vor dem ersten Gucken, den Studierenden einen ›Prompt‹
bereitzustellen, der den Fokus der Zuschauenden lenkt und spezifiziert. Dafür bietet es sich an, einen Vorschlag zu wählen, der die Studierenden in die Richtung
lenkt, in die die anschließende Diskussion starten möchte beziehungsweise die eine
Diskussion anfachen könnte. Gleichzeitig sollte der ›Prompt‹ inhaltlich nichts vorwegnehmen.
Für den hier bearbeiteten Kurzfilm würde sich ein ›Prompt‹ anbieten, der den
Sohn der Familie in den Fokus setzt: »Beobachten Sie beim Gucken des Kurzfilms
Schweigemahl insbesondere den Sohn der Familie. Versuchen Sie sich zu überlegen, was in seinem Kopf vorgeht.«
Es ist offensichtlich, dass der Kurzfilm den Fokus auf den Vater der Familie
lenkt. Er steht am häufigsten im Fokus der Kamera und der Film verdeutlicht
seine Erkenntnis über die diskriminierende Behandlung seiner Frau. Im Verlauf
des Films wird aber auch deutlich, dass nicht nur der Mutter die Diskriminierung
schon lange bewusst ist, sondern auch den Kindern. Der Sohn wird direkt Opfer
einer rassistischen Handlung, indem die Frau im Supermarkt ihm unterstellt,
er würde ihre Tasche stehlen wollen. Anhand seines Gesichtsausdruckes und der
Szene im Bad, wo er sich im Spiegel betrachtet, wird auch den Zuschauenden
deutlich, dass er diese Behandlung – zu Recht – als rassistisch oder zumindest
als ungerecht bewertet. Auch in der Szene am Esstisch, in der der Vater die Kritik
des Kammerspiels vorliest, ist die Kamera auf sein Gesicht gerichtet, aber auch
auf das der Mutter, um die Reaktion zu zeigen, die durch die Kritik hervorgerufen
wird. Die Mutter bezieht sich in ihrem Kommentar nur auf den Teil der Rezension,
der sie eine »Newcomerin« (Wegener/Schramm) nennt, nicht aber auf den Teil, in
dem sie beschrieben wird mit »eine Prise Exotik«, ihre Darbietung »authentisch«
genannt wird und gelobt wird, dass sie »nicht nur Farbe« auf die Bühne bringe
(ebd.). Dadurch, dass gezeigt wird, dass der Sohn selbst bereits Rassismus erleben
musste, kann man davon ausgehen, dass nicht nur die Mutter4 , sondern auch er
mehr Problematiken in der Kritik sieht, als dass sie eine »Newcomerin« genannt
wird. Man kann nicht sicher sein, ob der Sohn mitbekommt, wie die Mutter im Foyer das Glas in die Hand gedrückt bekommt, in der Annahme eines Zuschauenden,
dass sie die Bedienung sei, da er in dem Moment nicht mehr im Bildrahmen zu
sehen ist. Allerdings kann man davon ausgehen, dass er zumindest das Glas fallen
4
Bei dem Hinweis, dass sie Farbe auf die Bühne bringt, verweilt die Kamera auf ihrem Gesicht
und zeigt, wie sie in ihrem Handeln stoppt und leicht geschockt auf ihren Mann blickt. Diese Reaktion kam nicht bei der Beschreibung »Newcomerin«, weshalb man davon ausgehen
kann, dass ihr die weiteren rassistischen Bemerkungen durchaus bewusst sind, sie aber sich
dazu entschließt, nicht darauf einzugehen.
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
gehört hat und aufmerksam geworden ist. Mit diesen Anmerkungen im Hinterkopf
bleibt nun offen, welchen Gedanken der Sohn bei dem Zuschauen der Theaterszene
nachhängt.
Eine Antwort des ›Prompts‹ könnte also in die Richtung gehen, dass dem Sohn
die Diskriminierung seiner Mutter wahrscheinlich bewusst ist, da er selbst bereits
Opfer rassistischer Behandlung wurde. Deswegen werden seine Gedanken am Essenstisch vermutlich davon handeln, dass die Kritik über seine Mutter nicht so zufriedenstellend ist, wie sein Vater es einschätzt. Außerdem könnten seine Gedanken
davon handeln, dass er keinen Sinn darin sieht, seiner Familie von seinen Erlebnissen im Supermarkt zu erzählen. Er bekommt anhand der Reaktion seiner Mutter –
die den Rassismus nicht direkt anspricht – vermittelt, dass der Essenstisch nicht der
geeignete Ort zu sein scheint, die diskriminierenden Handlungen anzusprechen.
Arbeitsblätter für den Unterricht
Schweigemahl (2020)
Kurzfilmanalyse
Regie: Arne Schramm und Horst Wegener
a) Beobachten Sie beim Gucken des Kurzfilms Schweigemahl insbesondere den
Sohn der Familie. Versuchen Sie sich zu überlegen, was in seinem Kopf vorgeht.
Machen Sie Ihre Beobachtungen am Film fest, indem Sie zum Beispiel eine Tabelle erstellen mit den Spalten ›Handlung im Film‹ und ›Gedanken/Emotionen
des Sohnes‹.
b) Gucken Sie sich erneut die Szene am Esstisch und die Szene im Badezimmer
an. Beschreiben Sie die Erlebnisse der Familienmitglieder mit Alltagsrassismus
und ihre Reaktion darauf. Füllen Sie die Tabelle aus.
In welchen Momenten wird deutlich, dass nicht alle Familienmitglieder den Alltagsrassismus erkennen? Wie wird dies durch die Kameraarbeit und Montage
unterstützt? (Z.B. Kamerafokus, Nahaufnahmen, Ton …)
Vater
Mutter
Sohn
Tochter
…
…
…
…
197
198
Forum on Pedagogy/Fachdidaktik
c) Schauen Sie sich folgendes Musikvideo an: Horst Wegener – werden 12/12 ft.
Roger Rekless & Ami Warning (http://www.youtube.com/watch?v=RtlM5m-4jE
U).
d) Das Video ist im Zusammenhang mit dem Kurzfilm Schweigemahl entstanden. Inwiefern kann man die Lyrics des Songs mit dem Kurzfilm zusammenführen? Gibt es einen Vers, der für Sie die Problematik am besten zusammenfassen
kann? (in Partnerarbeit)
Songtext zu werden zwölf/zwölf :
https://genius.com/Horst-wegener-roger-rekless-and-ami-warning-werden-zwo
lf-zwolf-lyrics
1. Hier finden Sie einen informierenden Artikel von der Bundeszentrale für politische Bildung zum Thema Alltagsrassismus in Deutschland: http://www.bpb.
de/themen/rechtsextremismus/dossier-rechtsextremismus/194569/offensichtl
ich-und-zugedeckt-alltagsrassismus-in-deutschland/
Dieser gibt einen guten Einblick in die aktuelle Lage in Deutschland. Diskutieren Sie, ob und inwiefern der Zusatz ›Alltags-‹ rassistische Taten und dessen Folgen verharmlost.
2. In dem Interview »Rassismus benennen« von Sven Beckstette, Veronika Fuechtner und Oliver Hardt wird unter anderem der Zusammenhang von Rassismus
und der deutschen Vergangenheit beleuchtet.
a) Lesen Sie den Artikel und fokussieren Sie sich auf die Zusammenhänge,
die genannt werden zwischen dem aktuellen Deutschland und seiner Geschichte.
b) Äußern Sie sich zu dem Gedanken, dass der Ursprung von Rassismus in
Deutschland oft auf die Zeit unter dem Nationalsozialismus zurückgeführt
wird. Stimmen Sie zu? Warum oder warum nicht?
Link zum Artikel: http://www.textezurkunst.de/de/113/naming-racism/
Abschließende Gedanken
The analysis of the short film not only asks students to reflect on the issue of daily
racism – whether in the USA or Germany – but also the lecturer who presents
the unit. In the context of preparing this short film, I have read many articles and
watched many videos addressing racism in Germany or in general around the
world. And even before that, I thought a lot about topics and issues that would not
only be interesting but also relevant to an American classroom. One starts to take
another perspective on one’s own country and culture. Where are intersections or
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
differences between Germany and the USA; where do the differences stem from;
what impact can it have to talk about these intersections and differences? The
challenge is also to find an adequate film in terms of length and language level
and in ratio of language to visual elements. As I am convinced that there are many
additional films that would have been suitable for this context, I am also sure that
the film I picked would not be suitable for every student group. However, I would
argue that it is always important to prepare the material, provide background information, listen to the students’ opinions, and discuss together the advantages and
disadvantages of the film and the way it conveys its message. Every time I watch the
short film I discover something new about the film as my focus is on the smallest
details. That might be something the characters say or how the camera focuses on
a specific object or person. The film also has encouraged me to reflect on my own
behavior and look out for issues I might be oblivious to at the moment – starting
with not naming a light color »skin-colored,« or even questioning whether the term
»Alltagsrassismus« is suitable, or if it perhaps downplays racist actions.
I think the change of perspective is one of the most useful tools when it comes
to this kind of reflection. Several literary courses I took at university before highlight this thought. In my bachelor thesis for example, I focused on the use of medieval literature in German classes in order to develop a sensitive perception of others. There I argued that the finding of ›otherness‹ in one’s history fosters students’
»interculturality« insofar as the perception of themselves and their culture is positively unsettled. Literary courses in general teach about how a change of perspective
can bring these insights, and one of my English pedagogy seminars highlights this
as one of the aspects of global education. Global education means that nowadays
students are expected to be able to act globally. Teaching English is not only about
teaching the language, but concerned to foster the students’ development to become
intercultural speakers and better citizens. Kroschweski (2015) for example refers to
awareness of the positive value of diversity, cultural appreciation and empathy as a
part of global education. One of the things I was taught and that stuck with me was
the appreciation for various accents. American English is only the standardized version of one dialect and from an objective perspective there is nothing ›better‹ about
it than an English spoken with a Spanish accent. These are also relevant considerations when it comes to studying German as a second or foreign language. In the
courses concerning multilingual classrooms, we often discuss how we can include
students’ language background and how the inclusion of the first language can for
example foster motivation when the students are not yet fluent in German. Therefore, we talk about creating fair situations, how to avoid language-based discrimination or picturing students whose parents were born in other countries than Germany
as ›others‹. Every one of these aspects is relevant to expose and fight (institutional)
racism.
199
200
Forum on Pedagogy/Fachdidaktik
When including the short film Schweigemahl in an American German Studies classroom, one could expect the students to already have some knowledge about
racism in Germany. I would also argue that the scenes in which the discrimination
of the children are portrayed are quite easily understood without the need of background information. Only the racism the mother has to face might be a bit troubling,
at least watching it for the first time. The scene in which she is handed the glass in the
foyer of the theater is also understandable without words or context. However, one
might not catch the function of the glass as a leitmotif during the first time watching. The discrimination towards the mother also becomes more complex when one
takes into account the review that was read aloud or the talk she has with the father/husband in the kitchen.
Overall, the purpose of the film is to show daily racism people of color encounter
in Germany. The producers chose to portray mostly subliminal or »subtle« discrimination. Meaning, they do not show scenes of physical violence or other open forms
of racism (excluding the scene in the supermarket). Some students might response
to the film saying the depiction of racism is not ›alarming‹ enough – that there are
worse forms of racism and discrimination. This is definitely true; however, I would
argue that the portrayed form of discrimination might be even more alarming. For
example, even the father, who is married to a Black woman, appears not to be aware
of the discrimination his family faces and even contributes to that discrimination.
As explained above, many Germans declare themselves against racism and discrimination and praise the German commemorative culture and continue to mistreat
non-white Germans. The short film is able to portray this predicament in an accountable way. Many white Germans favor being open-minded, yet are not aware
of underlying issues like institutional or daily racism. As the film was produced in
2020, it is very up to date in its depiction.
Another scene that could lead to good discussion is the scene in which the
mother gets the glass pushed into her hands in the theater foyer at intermission.
As she is wearing a maid’s costume in this scene – because of her role in the play –
one could argue that the man mistook her for a waitress because of her clothing.
However, the camera work – zooming in on the husband, blurry sound – and the
following reactions by the protagonists show the audience that this act indicates a
larger underlying issue. As the moment of the father’s awareness, it places importance on discriminatory behavior. Even if students were to see it as less egregious
than more obviously harmful (physical) acts of racism, one could mention the prior
part of the film in which the critics praised the play for its »authentic cast,« which
of course type-cast the mother as maid. This reveals the same racist stereotype, only
that it first appears in written form and then, during the intermission, is »acted
out.«
Such a discussion of daily racism in Germany might reveal how American students feel about the critical handling of racism in Germany and the USA in general.
Leona-Maike Wenning: Handbuch zum Kurzfilm Schweigemahl (2020)
The short film and its analysis will spark a conversation about this issue and will invite the students to compare a problem in two countries that differ so greatly in their
history. It will be interesting to see how the students’ own experiences, perceptions
and knowledge will influence the discussion. I would argue that there is no other
›goal‹ for the discussion but the development of a holistic approach to global issues
within a global perspective.
Literatur
Auma, Maureen Maisha (2022): Rassismus. Dossier am 30.11.2017, online unter http://www.bpb.de/themen/migration-integration/dossier-migration/2237
38/rassismus.
Beckstette, Sven (2022): Rassismus benennen. In: Texte zur Kunst 113 (2019), online
unter http://www.textezurkunst.de/de/113/naming-racism.
Der Tagesspiegel (2022): Wenn der Hass krank macht. Beitrag am 04.12.2019, online unter http://www.tagesspiegel.de/wissen/alltagsrassismus-in-deutschlan
d-wenn-der-hass-krank-macht/25295914.html.
Donahue, William Collins et al. (2021): Transatlantic German Studies in the American College Classroom. Student Voices on Race, Complicity, and Ideology via
Short German Film. In: andererseits 9/10, S. 21–32.
DW Documentary (2022): Racism in Germany. Videobeitrag auf YouTube veröffentlicht 2021, online unter http://www.youtube.com/watch?v=dMk-XpjK98M.
DW (2022): Rassismus an deutschen Bühnen. Ein strukturelles Problem. Artikel am
22.04.2022, online unter www.dw.com/de/rassismus-an-deutschen-b%C3%BC
hnen-ein-strukturelles-problem/a-57056069.
Haruna, Hadija (2022): Wo kommst du denn her? Alltagsrassismus in Deutschland.
Artikel am 17.11.2014, online unter http://www.bpb.de/themen/rechtsextremis
mus/dossier-rechtsextremismus/194137/wo-kommst-du-denn-her-alltagsrassi
smus-in-deutschland.
Kroschewski, Annette (2015): From British Diversity to Global Diversity: Perspectives
for the EFL Classroom. In: Global Education. Perspectives for English Language
Teaching. Hg. von Christiane Lütge. Münster, S. 93–126.
Moffitt, Ursula (2022): Germany is not the anti-racist model the US is looking for.
17.07.2020, online unter www.dw.com/en/germany-anti-racist-nazi-past/a-54
210136.
Nguyen, Toan Quoc (2022): Offensichtlich und zugedeckt. Alltagsrassismus in
Deutschland. 06.11.2014, online unter http://www.bpb.de/themen/rechtsextre
mismus/dossier-rechtsextremismus/194569/offensichtlich-und-zugedeckt-allt
agsrassismus-in-deutschland.
201
202
Forum on Pedagogy/Fachdidaktik
Svrluga /Rosza: In Florida, De Santis’s plans for colleges rattle some academics.
01.06.2022. Washington Post.
Wegener, Horst (2022): werden 12/12. Videobeitrag auf YouTube veröffentlicht
2020, online unter www.youtube.com/watch?v=RtlM5m-4jEU.
WUPPERwerft (2022): Schweigemahl. Videobeitrag auf YouTube veröffentlicht
2020, online unter http://www.youtube.com/watch?v=3ornrMXetmQ.
ZDF Heute Nachrichten (2022): Der alltägliche Rassismus in Deutschland. Videobeitrag auf YouTube, veröffentlicht 2020, online unter http://www.youtube.com/w
atch?v=mP64SY9pYnE.
|
|
https://openalex.org/W2550996618
|
https://europepmc.org/articles/pmc5138035?pdf=render
|
English
| null |
An evidence based hypothesis on the existence of two pathways of mitochondrial crista formation
|
eLife
| 2,016
|
cc-by
| 16,160
|
An evidence based hypothesis on the
existence of two pathways of
mitochondrial crista formation An evidence based hypothesis on the
existence of two pathways of
mitochondrial crista formation Max E Harner1,2, Ann-Katrin Unger3, Willie JC Geerts4, Muriel Mari5,
Toshiaki Izawa1, Maria Stenger3, Stefan Geimer3, Fulvio Reggiori5,
Benedikt Westermann3, Walter Neupert1,6* Max E Harner1,2, Ann-Katrin Unger3, Willie JC Geerts4, Muriel Mari5,
Toshiaki Izawa1, Maria Stenger3, Stefan Geimer3, Fulvio Reggiori5,
Benedikt Westermann3, Walter Neupert1,6* 1Max Planck Institute of Biochemistry, Martinsried, Germany; 2Walter Brendel
Centre of Experimental Medicine, Ludwig-Maximilians-Universita¨t Mu¨ nchen,
Martinsried, Germany; 3Cell Biology and Electron Microscopy, Universita¨t Bayreuth,
Bayreuth, Germany; 4Biomolecular Imaging, Bijvoet Center, Universiteit Utrecht,
Utrecht, Netherlands; 5Department of Cell Biology, University Medical Center
Groningen, University of Groningen, Groningen, Netherlands; 6Department of
Anatomy and Cell Biology, Biomedical Center, Ludwig-Maximilians Universita¨t
Mu¨ nchen, Martinsried, Germany Abstract Metabolic function and architecture of mitochondria are intimately linked. More than
60 years ago, cristae were discovered as characteristic elements of mitochondria that harbor the
protein complexes of oxidative phosphorylation, but how cristae are formed, remained an open
question. Here we present experimental results obtained with yeast that support a novel
hypothesis on the existence of two molecular pathways that lead to the generation of lamellar and
tubular cristae. Formation of lamellar cristae depends on the mitochondrial fusion machinery
through a pathway that is required also for homeostasis of mitochondria and mitochondrial DNA. Tubular cristae are formed via invaginations of the inner boundary membrane by a pathway
independent of the fusion machinery. Dimerization of the F1FO-ATP synthase and the presence of
the MICOS complex are necessary for both pathways. The proposed hypothesis is suggested to
apply also to higher eukaryotes, since the key components are conserved in structure and function
throughout evolution. *For correspondence: Neupert@
biochem.mpg.de
Competing interests: The
authors declare that no
competing interests exist. DOI: 10.7554/eLife.18853.001 Introduction Mitochondria have a multitude of functions in the eukaryotic cell. They perform respiration-depen-
dent energy transduction to generate proton-motive force and ATP, and house a large number of
metabolic enzymes. They have their own genetic system but are closely connected with the rest of
the cell by a number of pathways, such as metabolite, protein and lipid transport, protein quality
control, autophagy and apoptosis. Light microscopy has revealed mitochondria as threadlike bodies
that form three-dimensional networks. Mitochondria are dynamic organelles undergoing continual
fission and fusion (Bereiter-Hahn and Vo¨th, 1994). The dynamics of mitochondria is essential for
their function as well as maintenance, inheritance and integrity of their DNA (mtDNA). Recent
research has revealed the involvement of this organelle in a multitude of human pathological condi-
tions, including neurodegeneration, cardiomyopathies, metabolic diseases and cancer (Chan, 2012;
Costa and Scorrano, 2012; Itoh et al., 2013; Mourier et al., 2014; Nunnari and Suomalainen,
2012; Pickrell and Youle, 2013; Youle and van der Bliek, 2012). Reviewing editor: Nikolaus
Pfanner, University of Freiburg,
Germany RESEARCH ARTICLE Reviewing editor: Nikolaus
Pfanner, University of Freiburg,
Germany Copyright Harner et al. This
article is distributed under the
terms of the Creative Commons
Attribution License, which
permits unrestricted use and
redistribution provided that the
original author and source are
credited. 1 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article Research article Biochemistry
Cell Biology eLife digest Cells contain compartments called mitochondria, which are often called the
powerhouses of the cell because they provide energy that drives vital cellular processes. Mitochondria have two membranes: an outer and an inner membrane. The outer membrane
separates the mitochondria from the rest of the cell. The inner membrane is elaborately folded and
the folds – called cristae – create a larger space to accommodate all of the protein machinery
involved in producing energy. The cristae can be shaped as flat sac-like structures called lamellar
cristae or as tubes known as tubular cristae. Mitochondria are dynamic and are constantly fusing with other mitochondria and splitting up. Even though the internal architecture of mitochondria was first revealed around 60 years ago, it is
still not clear how the cristae form. Harner et al. now address this question in yeast cells by
combining imaging, biochemistry and genetic approaches. The experiments show that lamellar cristae form when two mitochondria fuse with each other. The outer membranes merge and then the inner membranes start to fuse around their edges to
generate the sac-like structure of lamellar cristae. A yeast protein called Mgm1 (known as Opa1 in
mammals) drives the fusion of the inner membranes, but this process only takes place when enzymes
called F1FO-ATP synthases on the inner membrane form pairs with one another. These F1FO-ATP
synthase pairs stabilize the cristae membranes as they curve to form the sac-like structure. Later on,
the formation of a group of proteins called the MICOS complex halts the fusion process to prevent
the lamellar cristae from completely separating from the rest of the inner membrane. Harner et al. also found that tubular cristae form using a different mechanism when the inner
membrane of the mitochondria grows inwards. This process also requires pairs of F1FO-ATP
synthases and the MICOS complex, but does not involve Mgm1/Opa1. Together, these findings
show that lamellar and tubular cristae in yeast form using two different mechanisms. Since the key
components of these mechanisms are also found in virtually all other eukaryotes, the findings of
Harner et al. Reviewing editor: Nikolaus
Pfanner, University of Freiburg,
Germany are also likely to apply to many other organisms including animals. DOI: 10.7554/eLife.18853.002 Mitochondrial ultrastructure, also referred to as the mitochondrial architecture, is intimately linked
to the function and homeostasis of this organelle, and has therefore been investigated in a large
number of cell types, tissues and organisms (Fawcett, 1981). There is a considerable diversity in
mitochondrial architecture, but common basic structural elements can be recognized (Man-
nella, 2008; Perkins et al., 2010; Sun et al., 2007). Mitochondria are delimited from the cytosol by
the outer membrane (OM). The inner membrane (IM) is composed of the inner boundary membrane
(IBM) and the crista membranes. The cristae are invaginations of the IM into the interior of the mito-
chondria (Figure 1). In most cases they form lamellae, but tubules are also observed (Faw-
cett, 1981). Crista junctions (CJs) join the cristae with the IBM. They represent small ring or slot like
openings that connect the intermembrane space with the intracrista space. The IM encloses the
matrix space. Cristae do not cross the matrix space completely, but they are closed by strongly bent
crista rims. Septa completely cross the matrix space and separate it into distinct compartments. They are virtually absent in wild type (WT) cells, but are frequent in a variety of mutant cells. Continu-
ous protein and lipid import leads to generation of curved septa which can be seen as onion-like
structures in cross sections (Figure 1). Over the past 20 years a number of proteins have been identi-
fied which play key roles in mitochondrial function, dynamics and homeostasis. Still, our knowledge
concerning the molecular mechanisms that determine the formation and maintenance of mitochon-
drial architecture is quite limited. A molecular understanding of these complex processes is possible only when biochemical and
genetic analyses are combined with 3D electron microscopy (EM) analysis, whose resolution is suffi-
cient to precisely evaluate the ultrastructure of mitochondrial membranes and localize proteins with
nano-scale precision. With this as a guiding principle, we have addressed a central question of the
molecular biology of mitochondria, the mechanisms of the biogenesis and maintenance of cristae. This question is open ever since the structural organization of mitochondria was discovered (Pal-
ade, 1953; Sjostrand and Hanzon, 1954). Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 2 of 25 Research article Biochemistry
Cell Biology Figure 1. Schematic representation of the ultrastructure of the mitochondria. Mgm1 plays a direct role in cristae formation Mgm1 plays a direct role in cristae formation
The dynamin-related GTPase, Mgm1 (yeast)/Opa1 (higher eukaryotes), is essential for fusion of the
mitochondrial IM. Its deletion in yeast leads to fragmentation of mitochondria and loss of respira-
tion-dependent growth as well as of mtDNA (Cipolat et al., 2004; Jones and Fangman, 1992;
Meeusen et al., 2006; Song et al., 2009; Wong et al., 2000). Previous EM analyses showed an
altered IM structure in Dmgm1 cells that includes the loss of cristae (Sesaki et al., 2003). Consistent
with these observations, quantitative EM of Dmgm1 cells revealed mitochondrial profiles that were
mainly empty or contained one or a few septa. Vesicular and crista-like membranes were present
only to a minor extent (Figure 2—figure supplement 1). Moreover, the levels of mitochondrial
respiratory components were strongly reduced (Figure 2—figure supplement 2). These observations raised the possibility that Mgm1 is required for the formation of cristae. Cris-
tae membranes accommodate the respiratory chain complexes which consist of both nuclear and
mitochondria-encoded subunits. Thus, it is conceivable that loss of mtDNA first leads to the loss of
respiratory chain complexes and then indirectly also to the loss of cristae. Alternatively, Mgm1 might
be required for cristae formation, and in the absence of cristae mtDNA is not maintained. To dis-
criminate between these two scenarios, we made use of the temperature sensitive mgm1-5 mutant
in which a shift to non-permissive temperature leads to the inactivation of the protein and concomi-
tant
fragmentation
and
alteration
of
mitochondrial
ultrastructure
(Meeusen
et
al.,
2006;
Wong et al., 2000). We performed quantitative EM of WT and mgm1-5 cells grown at 25˚C, shifted
to 37˚C for 25 min, and back again to 25˚C for 30 min. In WT cells almost only cristae were present
and no significant changes were observed upon exposure to 37˚C and return to 25˚C (Figure 2A
and B). In mgm1-5 cells grown at 25˚C, cristae made up about 70%; apparently the temperature sen-
sitive mutant was leaky. Exposure to 37˚C and thus inactivation of Mgm1 led to a drastic loss of cris-
tae (Figure 2A and B). We expected that a time period of 25 min, which is much less than one
generation time of yeast, would be too short to result in loss of mtDNA. Reviewing editor: Nikolaus
Pfanner, University of Freiburg,
Germany Upper panel, a wild type mitochondrion containing a crista. Lower left
panel, a mitochondrion containing a septum. A septum separates the matrix into two discontinuous subcompartments. Lower right panel, a
mitochondrion containing an extended curved septum, appearing as an onion-like profile in EM. The drawings illustrate the reconstruction of the 3D
structures from the 2D EM sections whose directions are indicated by the grey planes. Blue line, outer membrane (OM); green line, inner membrane
(inner boundary membrane (IBM), crista membrane (CM) and septa membranes); small light rings, assembled MICOS complex forming a crista juncti
In the lower panels, the inner boundary membranes of two matrix subcompartments are drawn in red and green to point out that the matrix is divide
by a septum. DOI: 10 7554/eLife 18853 003 Figure 1. Schematic representation of the ultrastructure of the mitochondria. Upper panel, a wild type mitochondrion containing a crista. Lower left
panel, a mitochondrion containing a septum. A septum separates the matrix into two discontinuous subcompartments. Lower right panel, a
mitochondrion containing an extended curved septum, appearing as an onion-like profile in EM. The drawings illustrate the reconstruction of the 3D
structures from the 2D EM sections whose directions are indicated by the grey planes. Blue line, outer membrane (OM); green line, inner membrane
(inner boundary membrane (IBM), crista membrane (CM) and septa membranes); small light rings, assembled MICOS complex forming a crista junction. In the lower panels, the inner boundary membranes of two matrix subcompartments are drawn in red and green to point out that the matrix is divided
by a septum. DOI: 10.7554/eLife.18853.003 Our approach has led us to an entirely novel hypothesis on the formation and homeostasis of cris-
tae and CJs. Based on our results we present a model that postulates the existence of two different
pathways of crista formation and is fully consistent with published data on mitochondrial structure,
function and dynamics in yeast and mammalian cells. In the first pathway, two IBM sheets are con-
verted into a single lamellar crista upon fusion of mitochondria. This process not only requires 3 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article Biochemistry
Cell Biology Mgm1, the dynamin-like fusion protein of the IM, but also the dimeric form of the F1FO-ATP syn-
thase (F1FO) and the MICOS complex. Reviewing editor: Nikolaus
Pfanner, University of Freiburg,
Germany Mgm1 appears to mediate fusion of the IM only when dimeric
F1FO is available to stabilize bending of the newly formed crista membrane and to thereby generate
crista rims. Assembly of the MICOS complex is proposed to limit the fusion process by forming a CJ. In the second pathway, crista formation is independent of Mgm1, but dependent on dimeric F1FO
and MICOS. It entails formation of tubular cristae and not of lamellar cristae. Our results suggest a
mechanism by which growth of membranes from the IBM, driven by the influx of newly synthesized
proteins and lipids, creates these tubular cristae. Importantly, all proteins found to be involved in
crista biogenesis are conserved from yeast to human, emphasizing the general importance of this
process. Research article Mgm1 plays a direct role in cristae formation Indeed, staining of mtDNA
and test on respiratory competence revealed no loss of functional mtDNA upon exposure to 37˚C
for 25 min (Figure 2C and Figure 2—figure supplement 3). However, longer exposure (72 hr) of
mgm1-5 cells to non-permissive temperature led to inhibition of cell growth on respiratory medium
(Figure 2—figure supplement 3). Strikingly, upon return of the mgm1-5 cells to 25˚C for 30 min cris-
tae reappeared and septa were reduced, comparable to the situation before incubation at non-per-
missive temperature (Figure 2A and B). Interestingly, mitochondrial respiratory complexes in both
WT and mutant, as determined for Complex III and IV, remained intact during the temperature shifts
(Figure 2—figure supplement 4). In parallel to the ultrastructure of the IM, the morphology of mitochondria was determined by
fluorescence microscopy. While the normal mitochondrial tubular network was not altered by the
temperature shift in WT, it was converted to numerous small fragments in almost all mgm1-5 cells
that were exposed to 37˚C. Normal mitochondrial morphology was largely restored in mgm1-5 cells
during recovery at 25˚C (Figure 2D). Although the structural analysis of the mgm1-5 mutant strongly suggested that crista formation
and maintenance depends on Mgm1, reproducibly about 20% of the mitochondrial cristae remained
intact after inactivation of Mgm1 in the various experiments (Figure 2B). To analyze the structure of
these cristae we used electron tomography. Notably, exposure of mgm1-5 cells to 37˚C led to a Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 4 of 25 Research article Research article Biochemistry
Cell Biology Figure 2. Mgm1 controls mitochondrial ultrastructure. (A) Inactivation of Mgm1 leads to rapid loss, and reactivation to the r
WT cells and cells expressing the temperature sensitive mgm1-5 mutant were grown in YPD medium at 25˚C to logarithmic
cultures were incubated for 25 min at either 25˚C or 37˚C; further aliquots were incubated for 25 min at 37˚C and shifted bac
were analyzed by EM. Scale bars, 0.2 mm. (B) Quantitative evaluation. 150–200 mitochondrial profiles were analyzed for each
Figure 2 continued on next page
Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Figure 2. Mgm1 controls mitochondrial ultrastructure. (A) Inactivation of Mgm1 leads to rapid loss, and reactivation to the rapid regeneration of cristae. WT cells and cells expressing the temperature sensitive mgm1-5 mutant were grown in YPD medium at 25˚C to logarithmic phase. Figure 2 continued We conclude that the formation of lamellar and tubular cristae relies on two dif-
ferent pathways. Moreover, Mgm1 plays a direct role in the formation and maintenance of lamellar but
not of tubular cristae. To further study the role of Mgm1 in cristae formation we first explored where Mgm1 is exactly
located in mitochondria. Quantitative immuno-EM revealed that the majority of Mgm1 was localized
to the OM/IBM and only about one third to the matrix/crista space (Figure 3A). Mgm1 is present in
two isoforms (Shepard and Yaffe, 1999; Wong et al., 2000). l-Mgm1 contains a transmembrane
helix that anchors it to the IM; in contrast, s-Mgm1 lacks the transmembrane helix and was reported
to be present at the IBM or OM (Sesaki et al., 2003; Wong et al., 2000) and a short form of Opa1
was found to be co-localized with the OM fission machinery (Anand et al., 2014). Importantly, both
l-Mgm1 and s-Mgm1 forms are required for Mgm1 function in mitochondrial fusion (DeVay et al.,
2009; Zick et al., 2009). To test where s-Mgm1 is located, we generated sub-mitochondrial vesicles
by sonication and separated them by gradient density centrifugation. Remarkably, s-Mgm1 co-frac-
tionated with the outer membrane marker Tom70, indicating that it is associated with the outer
membrane (Figure 3B). These data suggest that Mgm1 could interact with the OM in the course of
IM fusion. Thus, as outlined below, it is possible that after fusion of the OM a septum is formed by
IMs that are not yet fused, and that Mgm1 at IM/OM contact sites initiates the conversion of these Video 1. 3D reconstruction with modelling of a
mitochondrion in wild type cells. Grey, OM; green, IBM
and cristae connected to the IBM; blue, tubular cristae
without visible connection to the IBM. DOI: 10.7554/eLife.18853.009
Video 2. 3D reconstruction with modelling of a
mitochondrion in mgm1-5 cells incubated for 25 min at
37˚C. Grey, OM; green, IBM and cristae connected to
the IBM. DOI: 10.7554/eLife.18853.010 Video 1. 3D reconstruction with modelling of a
mitochondrion in wild type cells. Grey, OM; green, IBM
and cristae connected to the IBM; blue, tubular cristae
without visible connection to the IBM. DOI: 10.7554/eLife.18853.009 Video 2. 3D reconstruction with modelling of a
mitochondrion in mgm1-5 cells incubated for 25 min at
37˚C. Grey, OM; green, IBM and cristae connected to
the IBM. DOI: 10.7554/eLife.18853.010 Video 1. Figure 2 continued Figure 2 continued mtDNA in the mgm1-5 mutant upon exposure to 37˚C. WT and mgm1-5 cells were grown in YPD medium at 25˚C and incubated at 37˚C for 25 min. The percentage of cells containing mtDNA was determined by DAPI staining. (D), Mitochondrial morphology in WT and in the mgm1-5 cells expressing
mitochondrially targeted GFP. Cells were treated as described in (A). The morphology of the mitochondrial network in 100 cells per sample was
analyzed by fluorescence microscopy. (E) EM tomographic reconstruction of a mitochondrion of a WT yeast cell. Green, IBM and lamellar cristae
connected to the IBM; blue, tubular crista. (F) Tomographic reconstruction of a mitochondrion of a mgm1-5 cell grown at 25˚C and shifted to 37˚C for
25 min. Green, IBM and cristae connected to the IBM. DOI: 10.7554/eLife.18853.004 The following figure supplements are available for figure 2: Figure supplement 1. Mgm1 is required for wild type inner membrane structure. DOI: 10.7554/eLife.18853.005 Figure supplement 2. Mgm1 is required for wild type protein composition. DOI: 10.7554/eLife.18853.006 DOI: 10.7554/eLife.18853.006
Figure supplement 3. Incubation of mgm1-5 cells for 25 min at non-permissive temperature does not lead to loss of functional mtDNA. DOI: 10.7554/eLife.18853.007 Figure supplement 3. Incubation of mgm1-5 cells for 25 min at non-permissive temperature does not lead to loss of functional mtDNA. DOI: 10.7554/eLife.18853.007 ges of mitochondrial ultrastructure upon inactivation of Mgm1 do not affect the assembly state of respiratory cha Figure supplement 4. Changes of mitochondrial ultrastructure upon inactivation of Mgm1 do not affect the assembly state of respiratory chain
supercomplexes. O
/
f Figure supplement 4. Changes of mitochondrial ultrastructure upon inactivation of Mgm1 do not affect the assembly state of respiratory chain
supercomplexes. decrease of lamellar and an increase of tubular cristae as compared to WT (Figure 2E and F; Videos 1
and 2). These results show that the disappearance and reappearance of cristae are rapid and depend
on functional Mgm1. We conclude that the formation of lamellar and tubular cristae relies on two dif-
ferent pathways. Moreover, Mgm1 plays a direct role in the formation and maintenance of lamellar but
not of tubular cristae. decrease of lamellar and an increase of tubular cristae as compared to WT (Figure 2E and F; Videos 1
and 2). These results show that the disappearance and reappearance of cristae are rapid and depend
on functional Mgm1. Research article Biochemistry
Cell Biology Research article Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Mgm1 plays a direct role in cristae formation Aliquots of the
cultures were incubated for 25 min at either 25˚C or 37˚C; further aliquots were incubated for 25 min at 37˚C and shifted back to 25˚C for 30 min. Cells
were analyzed by EM. Scale bars, 0.2 mm. (B) Quantitative evaluation. 150–200 mitochondrial profiles were analyzed for each sample. (C) Maintenance of
Figure 2 continued on next page Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 5 of 25 Research article R Figure 2 continued 3D reconstruction with modelling of a
mitochondrion in wild type cells. Grey, OM; green, IBM
and cristae connected to the IBM; blue, tubular cristae
without visible connection to the IBM. DOI: 10.7554/eLife.18853.009 Video 1. 3D reconstruction with modelling of a
mitochondrion in wild type cells. Grey, OM; green, IBM
and cristae connected to the IBM; blue, tubular cristae
without visible connection to the IBM. DOI: 10.7554/eLife.18853.009 Video 2. 3D reconstruction with modelling of a
mitochondrion in mgm1-5 cells incubated for 25 min at
37˚C. Grey, OM; green, IBM and cristae connected to
the IBM. 6 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article Biochemistry
Cell Biology Figure 3. Mgm1 is present at the mitochondrial inner and outer membranes. (A) Distribution of Mgm1 between OM/IBM and cristae. Cells expressing
3xHA tagged Mgm1 were analyzed by immuno-EM. Left panel, four mitochondrial profiles (M) showing gold particles at the IBM. Scale bar, 0.2 mm. Right panel, quantification of gold particles. (B) Distribution of Mgm1 between OM and IM. Mitochondrial vesicles generated by sonication were
subjected to sucrose density gradient centrifugation followed by fractionation, SDS-PAGE and immunoblotting. Arrow, s-Mgm1. The membrane anchor
of l-Mgm1 is notorious for being clipped off during isolation of mitochondria (c.f. Figures 5C and 7C). Therefore, l-Mgm1 was not detected after
mitochondrial subfractionation. Cor2, subunit two of respiratory chain complex III. DOI: 10.7554/eLife.18853.011 Figure 3. Mgm1 is present at the mitochondrial inner and outer membranes. (A) Distribution of Mgm1 between OM/IBM and cristae. Cells expressing
3xHA tagged Mgm1 were analyzed by immuno-EM. Left panel, four mitochondrial profiles (M) showing gold particles at the IBM. Scale bar, 0.2 mm. Right panel, quantification of gold particles. (B) Distribution of Mgm1 between OM and IM. Mitochondrial vesicles generated by sonication were
subjected to sucrose density gradient centrifugation followed by fractionation, SDS-PAGE and immunoblotting. Arrow, s-Mgm1. The membrane anchor
of l-Mgm1 is notorious for being clipped off during isolation of mitochondria (c.f. Figures 5C and 7C). Therefore, l-Mgm1 was not detected after
mitochondrial subfractionation. Cor2, subunit two of respiratory chain complex III. DOI: 10.7554/eLife.18853.011 Dimeric F1FO-ATP synthase is preferentially located at crista
membranes, but the monomeric form is present at septa and inner
boundary membrane Dimeric F1FO provides positive curvature to crista membranes (Dudkina et al., 2005; Strauss et al.,
2008; Thomas et al., 2008). The subunits of the FO sector, Su e/Atp21 and Su g/Atp20, mediate
the formation of F1FO dimers (Arnold et al., 1998; Habersetzer et al., 2013). Deletion of Su e or Su
g leads to the formation of membrane sheets that are crossing the matrix space completely and to 7 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article Biochemistry
Cell Biology Figure 4. Localization and dimerization of F1FO are relevant to mitochondrial architecture. (A) Distribution of F1FO b
WT cells expressing 3xHA tagged F1b were subjected to immuno-EM and quantified. (B) Distribution of F1FO betwe
cells. Dsu e cells expressing 3xHA tagged F1b were analyzed as in (A). (C) Distribution of Su e between IBM and crist
3xHA tagged Su e were analyzed as in (A). Scale bars, 0.2 mm. f Figure 4. Localization and dimerization of F1FO are relevant to mitochondrial architecture. (A) Distribution of F1FO between IBM and cristae
WT cells expressing 3xHA tagged F1b were subjected to immuno-EM and quantified. (B) Distribution of F1FO between IBM and cristae/sept
cells. Dsu e cells expressing 3xHA tagged F1b were analyzed as in (A). (C) Distribution of Su e between IBM and cristae in WT. WT cells expr
3xHA tagged Su e were analyzed as in (A). Scale bars, 0.2 mm. DOI: 10.7554/eLife.18853.012 Figure 4. Localization and dimerization of F1FO are relevant to mitochondrial architecture. (A) Distribution of F1FO between IBM and cristae in WT cells. WT cells expressing 3xHA tagged F1b were subjected to immuno-EM and quantified. (B) Distribution of F1FO between IBM and cristae/septa in Dsu e
cells. Dsu e cells expressing 3xHA tagged F1b were analyzed as in (A). (C) Distribution of Su e between IBM and cristae in WT. WT cells expressing
3xHA tagged Su e were analyzed as in (A). Scale bars, 0.2 mm. DOI: 10.7554/eLife.18853.012 onion-like structures. Examination of a large number of EM sections showed that these membrane
sheets are not cristae as previously assumed, but septa. Onions represent cross sections of curved
septa (Figure 1). This is also apparent upon tomographic reconstruction of isolated mitochondria
from cells lacking dimeric F1FO (Davies et al., 2012). Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 The internal membranes in MICOS deficient mitochondria are
structurally and functionally similar to crista membranes The MICOS complex is located in the mitochondrial IM of yeast and higher eukaryotes, where it is
required for the formation of CJs as well as the formation of contact sites with the OM. Mitochondria
lacking Mic60 contain characteristic stacked membranes in the matrix that have no connections to
the IBM (Alkhaja et al., 2012; Darshi et al., 2011; Harner et al., 2011; Hoppins et al., 2011;
Jans et al., 2013; John et al., 2005; Rabl et al., 2009; von der Malsburg et al., 2011). Since CJs
are essential elements of cristae, we asked whether MICOS has a function in the formation of cristae. A so far unanswered question is whether the cristae in WT and the stacked membranes in the
Dmic60 mutant differ in their functions. The protein composition of these mitochondria is very similar
to that of WT cells (Harner et al., 2014). Importantly F1FO is present in the dimeric form (Rabl et al.,
2009). To analyze whether there is a difference in the distribution of IM proteins in the stacked
membranes in the Dmic60 mutant as compared to WT cristae, we examined the distribution of F1b
and the cytochrome c oxidase subunit Cox5a by immuno-EM. F1b was found almost exclusively in
the IM stacks of Dmic60 mitochondria as in WT (Figure 5A). Likewise, the distribution of Cox5a
between the IBM and the cristae in WT cells and between IBM and the internal membranes in the
Dmic60 mutant was almost identical (Figure 5B). The fact that the distribution of these two proteins
is not changed in mitochondria of Dmic60 cells suggests that CJs are not required for assembly of
protein complexes in the mitochondria and integration into crista membranes. Consistently, mito-
chondria of the Dmic60 mutant are able to perform oxidative phosphorylation (OXPHOS) and thus
maintain mtDNA. Deletion of Su e did not lead to a reduction of MICOS subunits both during respiratory growth
and fermentative growth (Figure 5C). The level of the assembled MICOS complex, however, was
strongly diminished (Figure 5D). This suggests that MICOS is partly dissociated when cristae are
absent. Interestingly, the MICOS subunit Mic10 was found to be strongly enriched at the sites where
septa membranes meet the IBM and the bending of septa is strongest (Figure 5E). Dimeric F1FO-ATP synthase is preferentially located at crista
membranes, but the monomeric form is present at septa and inner
boundary membrane A fundamental difference between cristae and
septa is that crista membranes are strongly bent to generate crista rims and thus the sac-like crista
structure, whereas septa are not closed but divide the matrix into membrane-limited subcompart-
ments. In spite of this drastic alteration of mitochondrial architecture, growth is only moderately
retarded under respiratory conditions (Paumard et al., 2002; Rabl et al., 2009). It is presently
unknown how and when during crista formation this bending is taking place. We localized fully
assembled F1FO by detection of its subunit F1b and found it almost exclusively in the crista mem-
branes of WT mitochondria (Figure 4A). In the Su e deletion mutant, however, the fraction of mono-
meric F1FO detected in the IBM was increased by a factor of three in comparison to WT (Figure 4B). Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 8 of 25 Research article Research article Research article Biochemistry
Cell Biology Figure 5. The stacked membrane sheets in mitochondria lacking Mic60 are functionally similar to crista membranes. (A) Distributi
cells. Dmic60 cells expressing 3xHA tagged F1b were analyzed by immuno-EM and quantified. (B) Distribution of Cox5A in Dmic60
expressing 3xHA tagged Cox5A were analyzed as in (A). (C) Levels of MICOS subunits in Dsu e cells. WT cells and cells lacking Su
(left) or YPD (right). Aliquots of mitochondrial protein were analyzed by SDS-PAGE and immunoblotting. Arrow head, l-Mgm1; arr
Figure 5 continued on next page
Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Figure 5. The stacked membrane sheets in mitochondria lacking Mic60 are functionally similar to crista membranes. (A) Distribution of F1b in Dmic60
cells. Dmic60 cells expressing 3xHA tagged F1b were analyzed by immuno-EM and quantified. (B) Distribution of Cox5A in Dmic60 cells. Dmic60 cells
expressing 3xHA tagged Cox5A were analyzed as in (A). (C) Levels of MICOS subunits in Dsu e cells. WT cells and cells lacking Su e were grown on YPG
(left) or YPD (right). Aliquots of mitochondrial protein were analyzed by SDS-PAGE and immunoblotting. Arrow head, l-Mgm1; arrow, s-Mgm1; asterisk,
Figure 5 continued on next page Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 9 of 25 Research article R Biochemistry
Cell Biology Research article Figure 5 continued Figure 5 continued cross-reaction of the Mic60 antibody. (D) Assembly state of MICOS subunits in Dsu e cells. Mitochondria were isolated and lysed using digitonin. MICOS complex was analyzed by BN-PAGE and immunoblotting. Dimeric F1FO-ATP synthase is preferentially located at crista
membranes, but the monomeric form is present at septa and inner
boundary membrane Arrow, assembled MICOS complex. The result of one of four independently
performed experiments is shown. (E) Distribution of Mic10 in Dsu e cells. Dsu e cells expressing 3xHA tagged Mic10 were analyzed as in (A). SM,
septum membrane; SJ, septum junction. Scale bars, 0.2 mm. DOI: 10.7554/eLife.18853.013 This observation is compatible with the assumption that the distribution of F1FO in cristae and IBM
correlates with its oligomeric state. Similar to F1b, Su e was present in crista membranes of WT mito-
chondria (Figure 4C). Very low levels of F1b, monomeric F1FO and unassembled Su e may exist in
the IBM into which new components are continually being inserted, but dimeric F1FO is present
almost exclusively in cristae and does not assemble in the planar IBM. Thus, the assembly of dimeric
F1FO is likely to take place during the formation of cristae when the bending of membranes has to
occur. The internal membranes in MICOS deficient mitochondria are
structurally and functionally similar to crista membranes This observation
is in line with the finding that this MICOS subunit has an important role in the formation of the nar-
row ring or slot like structure of the crista junctions (Barbot et al., 2015; Bohnert et al., 2015;
Milenkovic and Larsson, 2015). Taken together, this suggests that cristae and stacks are functionally similar if not identical. Fur-
thermore, in the absence of the dimeric ATP synthase assembled MICOS is not sufficient to allow
the generation of cristae. These findings raise the questions of how the internal membrane stacks
originate and how proteins reach them in view of the virtually complete absence of connections with
the IBM. Figure 6. Structure and protein composition of cristae in cells deficient in Dnm1. (A) Ultrastructure and quantitative evaluation of mitochondria in
Ddnm1 cells grown on YPG (scale bars, 0.2 mm). (B) Tomographic reconstruction of a mitochondrion of a Ddnm1 cell. Green, IBM and cristae connected
to the IBM; blue, tubular cristae without visible connection to the IBM. (C) Steady state levels of mitochondrial proteins of Ddnm1 cells. WT and Ddnm1
Figure 6 continued on next page Mitochondria lacking Dnm1 show altered crista structure 3D reconstruction revealed that the vesicular profiles mostly represent inter-
connected highly convoluted and branched tubular structures (Figure 6B; Video 3). These tubules
seem to have the ability to fuse and to branch. Interestingly, we identified tubular cristae also in WT
cells by tomography, albeit much less frequently (Figure 2E; Video 1). Normal levels of components
of OXPHOS as well as assembled MICOS and dimeric F1FO were present in these mitochondria
(Figure 6C and D). Notably, the level of the assembled MICOS complex in the Ddnm1 mutant was
significantly increased. This is consistent with the higher number of cristae and CJs in this mutant. The necessity for the accommodation of OXPHOS and other membrane proteins likely requires an
increase of the number of cristae since the surface area of tubular cristae compared to lamellar cris-
tae is much lower. In summary, we reasoned that the mitochondrial network is in an almost
completely fused state in the absence of Dnm1, and thus the rate of fusion is strongly decreased. The diminished Mgm1 activity might then result in a drastically reduced formation of lamellar cristae
and massive production of tubular cristae. Mitochondria lacking Dnm1 show altered crista structure Analysis as in Figure 4D. Arrow head, assembled MICOS complex. DOI: 10.7554/eLife.18853.014 observation appeared to contradict our suggestion that Mgm1 is directly required for crista forma-
tion and maintenance. To resolve this apparent discrepancy, we first analyzed the ultrastructure of
mitochondria in the Ddnm1 mutant. We observed that mitochondrial architecture differed signifi-
cantly from that in WT. These mitochondria are considerably enlarged, densely filled with vesicular
profiles and short tubular cristae, while CJs are abundant along the IBM (Figure 6A). In comparison
to WT, the number of cristae with lamellar structure was found to be much lower as highlighted by
electron tomography. 3D reconstruction revealed that the vesicular profiles mostly represent inter-
connected highly convoluted and branched tubular structures (Figure 6B; Video 3). These tubules
seem to have the ability to fuse and to branch. Interestingly, we identified tubular cristae also in WT
cells by tomography, albeit much less frequently (Figure 2E; Video 1). Normal levels of components
of OXPHOS as well as assembled MICOS and dimeric F1FO were present in these mitochondria
(Figure 6C and D). Notably, the level of the assembled MICOS complex in the Ddnm1 mutant was
significantly increased. This is consistent with the higher number of cristae and CJs in this mutant. The necessity for the accommodation of OXPHOS and other membrane proteins likely requires an
increase of the number of cristae since the surface area of tubular cristae compared to lamellar cris-
tae is much lower. In summary, we reasoned that the mitochondrial network is in an almost
completely fused state in the absence of Dnm1, and thus the rate of fusion is strongly decreased. The diminished Mgm1 activity might then result in a drastically reduced formation of lamellar cristae
and massive production of tubular cristae. observation appeared to contradict our suggestion that Mgm1 is directly required for crista forma-
tion and maintenance. To resolve this apparent discrepancy, we first analyzed the ultrastructure of
mitochondria in the Ddnm1 mutant. We observed that mitochondrial architecture differed signifi-
cantly from that in WT. These mitochondria are considerably enlarged, densely filled with vesicular
profiles and short tubular cristae, while CJs are abundant along the IBM (Figure 6A). In comparison
to WT, the number of cristae with lamellar structure was found to be much lower as highlighted by
electron tomography. Mitochondria lacking Dnm1 show altered crista structure Dnm1 (in yeast)/Drp1 (in higher eukaryotes), a dynamin-related GTPase, is an essential component
of the fission machinery. Its deletion leads to the formation of a highly branched and interconnected
mitochondrial network (Bleazard et al., 1999; Otsuga et al., 1998; Smirnova et al., 1998). Loss of
Mgm1 in cells depleted of Dnm1 does not lead to loss of cristae (Sesaki et al., 2003). This surprising Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 10 of 25 10 of 25 Research article Research article Biochemistry
Cell Biology Figure 6. Structure and protein composition of cristae in cells deficient in Dnm1. (A) Ultrastructure and quantitative evaluation of mitochondria in
Ddnm1 cells grown on YPG (scale bars, 0.2 mm). (B) Tomographic reconstruction of a mitochondrion of a Ddnm1 cell. Green, IBM and cristae con
to the IBM; blue, tubular cristae without visible connection to the IBM. (C) Steady state levels of mitochondrial proteins of Ddnm1 cells. WT and D
Figure 6 continued on next page Figure 6. Structure and protein composition of cristae in cells deficient in Dnm1. (A) Ultrastructure and quantitative evaluation of mitochondria in
Ddnm1 cells grown on YPG (scale bars, 0.2 mm). (B) Tomographic reconstruction of a mitochondrion of a Ddnm1 cell. Green, IBM and cristae connecte
o the IBM; blue, tubular cristae without visible connection to the IBM. (C) Steady state levels of mitochondrial proteins of Ddnm1 cells. WT and Ddnm
Figure 6 continued on next page Figure 6. Structure and protein composition of cristae in cells deficient in Dnm1. (A) Ultrastructure and quantitative evaluation of mitochondria in
Ddnm1 cells grown on YPG (scale bars, 0.2 mm). (B) Tomographic reconstruction of a mitochondrion of a Ddnm1 cell. Green, IBM and cristae connected
to the IBM; blue, tubular cristae without visible connection to the IBM. (C) Steady state levels of mitochondrial proteins of Ddnm1 cells. WT and Ddnm1
Figure 6 continued on next page 11 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article R Biochemistry
Cell Biology Research article Biochemistry
Cell Biology Figure 6 continued
cells were grown on YPG, aliquots of mitochondrial protein were analyzed by SDS-PAGE and immunoblotting. (D) Assembly state of MICOS and of
F1FO in Ddnm1 cells. Analysis as in Figure 4D. Arrow head, assembled MICOS complex. DOI: 10.7554/eLife.18853.014 cells were grown on YPG, aliquots of mitochondrial protein were analyzed by SDS-PAGE and immunoblotting. (D) Assembly state of MICOS and of
F1FO in Ddnm1 cells. Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Mitochondrial fusion/fission dynamics contributes to the formation of
lamellar cristae In order to obtain more insight into the role of Mgm1 in the formation of cristae, we analyzed the
biochemical composition and ultrastructure of mitochondria in the Ddnm1Dmgm1 double deletion
mutant. Growth of the Ddnm1 and Ddnm1Dmgm1 strains on non-fermentable carbon sources was
similar (Figure 7A). On fermentable carbon source, however, the double deletion mutant displayed
a high rate of loss of mtDNA, pointing to a residual function of Mgm1 in mitochondria of the Ddnm1
mutant (Figure 7B). The steady state levels of a number of mitochondrial proteins were similar in
WT, Ddnm1, and Ddnm1Dmgm1 strains (Figure 7C). The interior of Ddnm1Dmgm1 mitochondria,
like that of the Ddnm1 mutant, was full of tubular cristae. Strikingly, lamellar cristae were not
observed in mitochondria of the Ddnm1Dmgm1 mutant (Figure 7D and E; Video 4). Thus, Mgm1
appears to be essential for the formation of Video 4. 3D reconstruction with modelling of a
mitochondrion in the Ddnm1Dmgm1 double deletion
mutant. Green, IBM and cristae connected to the IBM;
blue, tubular cristae without visible connection to the
IBM; yellow, tubular cristae without connection to the
IBM. DOI: 10 7554/eLife 18853 018 Video 3. 3D reconstruction with modelling of a
mitochondrion in the Ddnm1 mutant. Green, IBM and
cristae connected to the IBM; blue, tubular cristae
without visible connection to the IBM; yellow, tubular
cristae without connection to the IBM. DOI: 10.7554/eLife.18853.015 Video 4. 3D reconstruction with modelling of a
mitochondrion in the Ddnm1Dmgm1 double deletion
mutant. Green, IBM and cristae connected to the IBM;
blue, tubular cristae without visible connection to the
IBM; yellow, tubular cristae without connection to the
IBM. Video 3. 3D reconstruction with modelling of a
mitochondrion in the Ddnm1 mutant. Green, IBM and
cristae connected to the IBM; blue, tubular cristae
without visible connection to the IBM; yellow, tubular
cristae without connection to the IBM. DOI: 10.7554/eLife.18853.015 DOI: 10.7554/eLife.18853.018 DOI: 10.7554/eLife.18853.018 DOI: 10.7554/eLife.18853.018 12 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article Figure 7. Growth, structure and protein composition of cristae in mutants lacking either Mgm1, Mic10, Mic60 or Su e in the
background. (A) Growth of double mutant strains deficient in Dnm1 and Mgm1, Mic10, Mic60 or Su e. The strains were cult
logarithmic phase followed by growth analysis on the indicated media by drop dilution assay. (B) mtDNA maintenance in ce
dimeric F1FO or MICOS in the Ddnm1 background. lamellar cristae, but is not required for the formation of tubular cristae and CJs. To further study the role of mitochondrial fusion in the formation of lamellar cristae, we analyzed
mitochondrial architecture in 4dnm14fzo1 cells, which have a block of outer membrane fusion and
fission. Indeed, we observed mitochondria with numerous tubular cristae (Figure 7—figure supple-
ment 1), supporting the idea that tubular cristae are the predominant type in the absence of fusion
activity. However, this phenotype was observed to a much lesser degree than in the 4dnm14mgm1
mutant. Strikingly, 4dnm14fzo1 cells quite frequently contained constricted mitochondria and mito-
chondria with septa (Figure 7—figure supplement 1). Since it has been repeatedly suggested that a
separate Dnm1-independent fission mechanism exists for the IM (Gorsich and Shaw, 2004;
Ishihara et al., 2013; Westermann, 2010), we consider it possible that these structures represent
division events of the IM in the absence of OM fusion. This could then provide Mgm1 with suitable
inner membrane structures for the formation of lamellar cristae and explain why the cristae pheno-
type of 4dnm14fzo1 is less severe than that of 4dnm14mgm1. Together, these observations sug-
gest that mitochondrial fusion is important for generating crista structure. We further investigated the mitochondria in the Ddnm1Dmic60 mutant; they displayed a virtually
complete absence of cristae and CJs. Vesicular-tubular profiles, often located close to the IBM and
associated with sheet-like membrane structures, were present in the interior of the mitochondria. Tomographic reconstructions revealed a rather corrugated and perforated appearance, in contrast
to the planar structure of WT lamellar cristae. Therefore, these membranes are most likely formed
by association of extended tubules, which partly fuse with each other (Figure 7F; Video 5). Interest-
ingly, in contrast to the Ddnm1Dmgm1 mutant, growth of Ddnm1Dmic60 cells was very slow on respi-
ratory medium (Figure 7A) and the rate of mtDNA loss was higher in this mutant, indicating that in
the absence of fully functional Mgm1, MICOS and thereby CJs and tubular cristae contribute to
maintenance of mtDNA (Figure 7B). The steady state levels of the mitochondrial proteins analyzed
were similar to those in Ddnm1 cells. MICOS components were an exception, as they were reduced
to different degrees. This was, however, also observed with the 4mic10 or 4mic60 single deletion
mutants. The level of Cox2, a mitochondrial gene product, was also reduced (Figure 7C). Research article Biochemistry
Cell Biology Figure 7 continued percentage of cells containing mtDNA was determined by DAPI staining. Mean values of three independent experiments. Error bars, standard
deviation. (C), Steady state levels of mitochondrial proteins in the Ddnm1 double mutant cells. Cells were grown on YPG medium, proteins were
extracted and their levels were analyzed by SDS-PAGE and immunoblotting. Arrow head, l-Mgm1; arrow, s-Mgm1. (D) Mitochondrial ultrastructure of
Ddnm1Dmgm1 cells analyzed by EM. (E) Tomographic reconstruction of a mitochondrion of a Ddnm1Dmgm1 cell. Green, IBM and cristae connected to
the IBM; blue, tubular cristae without visible connection to the IBM; yellow, tubular cristae without connection to the IBM. (F) Tomographic
reconstruction of a mitochondrion of a Ddnm1Dmic60 cell. Green, IBM; other colors, perforated tubular-sheet like membrane structures in the matrix
without connections to the IBM. To be able to discriminate between the different tubular elements they are shown in different colors. (G) Ultrastructure
of mitochondria in Ddnm1Dsu e cells. (H) Quantitative evaluation of the EM analysis of the indicated mutant strains. Scale bars, 0.2 mm. DOI: 10.7554/eLife.18853.016 The following figure supplement is available for figure 7: Figure supplement 1. Mitochondrial outer membrane fusion is important but not essential for the formation of lamellar cristae. DOI: 10.7554/eLife.18853.017 nt 1. Mitochondrial outer membrane fusion is important but not essential for the formation of lamellar cristae. 18853 017 mellar cristae, but is not required for the formation of tubular cristae and CJs. Mitochondrial fusion/fission dynamics contributes to the formation of
lamellar cristae Strains were grown on YPG and transferred to YPD medium. At time 0 h
Figure 7 continued on next page
Research article Biochemistry
Cell Biology Figure 7. Growth, structure and protein composition of cristae in mutants lacking either Mgm1, Mic10, Mic60 or Su e in the Dnm1 deletion
background. (A) Growth of double mutant strains deficient in Dnm1 and Mgm1, Mic10, Mic60 or Su e. The strains were cultured on YPG medium to
logarithmic phase followed by growth analysis on the indicated media by drop dilution assay. (B) mtDNA maintenance in cells lacking either Mgm1,
dimeric F1FO or MICOS in the Ddnm1 background. Strains were grown on YPG and transferred to YPD medium. At time 0 hr and after 48 hr the
Figure 7 continued on next page Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 13 of 25 Research article Research article R Discussion Major advances have been made in our understanding of the biogenesis of mitochondrial protein
complexes and supercomplexes, but the biogenesis of mitochondrial architecture, the next higher
level of organization, has been investigated to a much lesser degree. In particular, organization and
formation of the cristae are poorly understood. We report here on novel and basic insights into the
molecular mechanisms underlying the formation of lamellar and of tubular cristae, and the key fac-
tors involved in these pathways. Three factors have decisive functions in the biogenesis of cristae: Mgm1, the dimeric F1FO-ATP
synthase, and the MICOS complex. Based on our findings and the literature about these three fac-
tors and their interactors, we developed a hypothesis that postulates the existence of two distinct
mechanisms for the generation of lamellar and tubular cristae. Regarding the formation of lamellar
cristae, a first important issue is how Mgm1 performs fusion of the mitochondrial IM (Figure 8A). It
is known that dysfunction of the components that mediate mitochondrial membrane fusion, Fzo1,
Ugo1, and Mgm1, leads to loss of mtDNA and loss of cristae, concomitant with septa formation and
inhibition of IM fusion (Hermann et al., 1998; Hoppins et al., 2009; Meeusen et al., 2006;
Sesaki et al., 2003). It was shown that Fzo1 in the OM interacts with the IM, and Mgm1 in the inner
membrane interacts physically with Fzo1 and Ugo1 in the OM (Fritz et al., 2001; Sesaki et al.,
2003; Wong et al., 2003). Both l-Mgm1 anchored in the IM and s-Mgm1 bound to the OM are
required for fusion (DeVay et al., 2009; Zick et al., 2009). These observations suggest a mechanism
by which progression of IM fusion takes place at sites where IM and OM are in close contact
(Figure 8A). Fusion of the OM by Fzo1 would first generate a mitochondrion with a planar septum
consisting of non-fused IM. Tethering of these two IMs by Mgm1 could take place at the IM surface
in contact with the OM. According to our hypothesis, the fusion of the IM is then initiated by Mgm1
and proceeds along the IM-OM contacts, thereby generating a membrane sac protruding into the
matrix. Shifting the temperature sensitive mgm1-5 mutant to non-permissive temperature leads to
rapid fragmentation of mitochondria (Meeusen et al., 2006; Wong et al., 2000). lamellar cristae, but is not required for the formation of tubular cristae and CJs. We sug-
gest that in Ddnm1Dmic60 mutant, in contrast to the Dmic60 single mutant in which lamellar cristae
can be made, the proteins and lipids imported into the mitochondria invaginate the IBM. This results
in irregular networks which, as indicated by the biochemical and the growth phenotype, lack the
characteristic properties of cristae. Deletion of both Dnm1 and Su e resulted in cells that grew extremely slowly on non-fermentable
carbon source (Figure 7A). Mitochondria contained many highly branched septa and multi-layered
onion-like profiles (Figure 7G). In addition, mtDNA was lost at a high rate, indicating that dimeric
F1FO is important for maintenance of mtDNA when Mgm1 has no obvious role (Figure 7B). Strik-
ingly, mitochondria in the Ddnm1Dmgm1Dmic60 and the Ddnm1Dsu eDmic60 triple mutants showed
even more severe ultrastructural alterations than the Ddnm1Dmgm1, Ddnm1Dmic60, or Ddnm1Dsu e
double mutants. Fewer internal sheet-like membranes were present and approximately 50% of mito-
chondrial profiles were completely empty (Figure 7H). Loss of mtDNA in the Ddnm1Dmgm1Dmic60
triple mutant was particularly high (Figure 7B). Attempts to generate a respiratory competent
Ddnm1Dmgm1Dsu e triple or Ddnm1Dmgm1Dmic60Dsu e quadruple mutant by either strain crossing Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 14 of 25 Research article Research article Biochemistry
Cell Biology or direct deletion were not successful, suggesting that the simultaneous loss of Mgm1, F1FO dimers
and MICOS is deleterious for crista formation and/or maintenance of mtDNA. We conclude that the pathway of tubular crista formation does not need the fusion activity of
Mgm1, but does require both MICOS and dimeric F1FO. In contrast, the pathway leading to the for-
mation of lamellar cristae, in addition to MICOS and dimeric F1FO, appears to depend on Mgm1. Furthermore, the drastically altered membrane structures present in cells lacking Dnm1 and at the
same time MICOS core components or Su e cannot substitute for lamellar and tubular cristae to
maintain mtDNA and respiratory growth. Mgm1 mediates Video 5. 3D reconstruction with modelling of a
mitochondrion in the Ddnm1Dmic60 double deletion
mutant. Green, IBM and cristae connected to the IBM;
blue and red, fused tubular structures and perforated
tubular-sheet like membrane structures in the matrix
without connections to the IBM; yellow, ER-type
tubules. DOI: 10.7554/eLife.18853.019 Our hypothesis proposes that fusion of IM is
halted by the assembly of MICOS complexes,
leading to the generation of a CJ and thereby represents the final step in the formation of lamellar
cristae (Figure 8A). In agreement with this speculation, we found that the MICOS component Mic10
is preferentially located at sites where septa merge with the IMS, the septum junctions. Our hypoth-
esis does not exclude a stabilizing function of MICOS for cristae. Since membrane proteins and pro-
tein complexes can shuttle between cristae and the IBM (Vogel et al., 2006), it seems likely that a
major reason for crista stability is the continued presence and activity of Mgm1. In addition, our
hypothesis provides a rational explanation for the generation of the stacked closed membrane
sheets lacking connection with the IBM that are formed in the absence of functional MICOS com-
plex. In the absence of the MICOS core components, Mic60 and Mic10, fusion proceeds as in WT
cells, but cannot be halted (Figure 8A). Interestingly, a very similar mechanism was suggested for
the fusion of vacuoles, the yeast homolog of lysosomes (Wickner, 2010). Upon fusion of vacuoles an
internal vesicle is generated (Wang et al., 2002). It might well be that these vesicles are generated
like the internal stacks in Mic10 or Mic60 deletion mutants. According to our hypothesis, during
fusion septa membranes and the nascent crista membrane form a continuum. This allows free distri-
bution of proteins between the IBM and the nascent crista membrane. This would also explain the
similarity of the composition of intramitochondrial membrane sheets, made in the absence of
MICOS, to crista membranes as well as their full functionality in mediating OXPHOS. After completion of fusion and formation of CJs, cristae may grow by uptake of newly synthesized
proteins, along with assembly of subunits of the F1FO-ATP synthase, which extend the crista rims. Thus, our hypothesis also offers an explanation of how the characteristic shape of lamellar cristae is
generated and how cristae can expand. Our results also suggest the existence of a second pathway of crista biogenesis (Figure 8B). Discussion Quantitative EM
analysis of this process reveals that, in addition to fragmentation, a rapid and extensive loss of cris-
tae takes place, while septa are formed. These findings strongly suggest that the activity of Mgm1
not only is required for fusion but also for maintenance of cristae. Importantly, cristae are rapidly
regenerated upon reactivation of Mgm1. Equally important, mtDNA is retained during inactivation
of Mgm1 and remains functional. Thus, it is not the loss of mtDNA that causes loss of cristae and for-
mation of septa, emphasizing a role of Mgm1 in crista maintenance. At the same time these findings raise the question how this rapid reformation of cristae can be
explained. The fusion rate of mitochondria in wild type cells has been measured by live cell micros-
copy (Jakobs et al., 2003). Under steady-state conditions at least one fusion and one fission event
was observed per minute and cell. This rate is apparently determined by regulatory processes that
ensure a balance of fusion and fission. In contrast, fusion of the IM in mgm1-5 mutant cells by reacti-
vation of Mgm1 is likely to reflect an entirely different situation. Here, the conversion of a septum to
a crista requires only the time of IM fusion by Mgm1 which upon its reactivation is immediately ready
to function. The overall process of mitochondrial fusion requires a multitude of steps, including
fusion of the OM. Fusion of the IM likely represents one of the fastest steps. Notably in this context,
fusion intermediates have not been identified convincingly in intact cells. These conclusions are in
good agreement with observations that acute ablation of Opa1 in mouse embryonic fibroblasts
leads to disorganized cristae and reduced respiratory function, but maintenance of mtDNA
(Cogliati et al., 2013). The conversion of two membranes into a single one by Mgm1 entails the necessity to bend t
membrane. Very interestingly, recent experiments with reconstituted vesicles have revealed th Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 15 of 25 Research article Research article Biochemistry
Cell Biology Biochemistry
Cell Biology Mgm1
mediates
membrane
bending
(Rujiviphat et al., 2015). Bending of crista mem-
branes takes place only when the F1FO-ATP syn-
thase
can
dimerize
(Davies
et
al.,
2012;
Rabl et al., 2009). Therefore, it is reasonable to
assume that bending of crista membranes takes
place concurrently with the fusion process, and
dimeric F1FO-ATP synthase is required to stabilize
the
bending
of
the
membrane. Discussion Importantly,
according to our model, in the absence of Su e, a
dimerization component of the F1FO-ATP syn-
thase, fusion of IM by Mgm1 cannot take place. Rather, OM fusion still occurs in the absence of
IM fusion and septa are generated. The continual
import of proteins and lipids then leads to expan-
sion of the septa membranes. This expansion
may cause the curved structures of septa that in
EM
sections
appear
as
onion-like
profiles
(Figure 1). Mgm1 Mgm1 In
this pathway, import of newly synthesized proteins and lipids into the IBM and passage through CJs
leads to the formation of tubular cristae. Assembly of CJs can take place since a pool of MICOS sub-
units is present in the IBM (Harner et al., 2011). Interestingly, oligomeric forms of the MICOS sub-
unit Mic10 can induce membrane curvature in vitro and were suggested to form CJs in vivo
(Barbot et al., 2015; Bohnert et al., 2015; Milenkovic and Larsson, 2015). We propose that the
shape of CJs formed by the MICOS complex determines the tubular shape of nascent cristae. Dimer-
ization of F1FO would stabilize bending of the tubular cristae, very much like it stabilizes the rims of
lamellar cristae. Interestingly, regular helical zipper-like structures of presumably dimeric F1FO were
observed at the surface of the tubular cristae of the protist Paramecium multimicronucleatum by
scanning EM (Allen et al., 1989). Remarkably, in the absence of both Dnm1 and functional MICOS,
tubules are formed. We suggest that they are generated by the continual influx of proteins and lipids
and shaped by dimeric F1FO. Since CJs are not formed, these tubules are rather unstable, having a
high tendency to fuse and to generate bizarre corrugated networks, and are not functional in Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 16 of 25 Research article Research article Biochemistry
Cell Biology Figure 8. Model of the formation of cristae by the fusion dependent and independent pathways. (A) Formation of lamellar crist
dependent pathway. Steps in the conversion of the septa membranes of two fusing mitochondria into a crista membrane. (a) Tw
fusion; (b) after fusion of OM and before fusion of IM; (c) tethering of the two septa membranes; (d–e) progressing fusion interm
of fusion after formation of a crista junction; (g) formation of a closed crista-like membrane vesicle without connection to the IBM
Figure 8 continued on next page Figure 8. Model of the formation of cristae by the fusion dependent and independent pathways. (A) Formation of lamellar cristae by the fusion
dependent pathway. Steps in the conversion of the septa membranes of two fusing mitochondria into a crista membrane. Mgm1 (a) Two mitochondria before
fusion; (b) after fusion of OM and before fusion of IM; (c) tethering of the two septa membranes; (d–e) progressing fusion intermediates; (f) final stage
of fusion after formation of a crista junction; (g) formation of a closed crista-like membrane vesicle without connection to the IBM in mutants deficient in
Figure 8 continued on next page Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 17 of 25 17 of 25 Research article R Research article Biochemistry
Cell Biology Figure 8 continued
Mic60 or Mic10. (B) Formation of tubular cristae by the fusion independent pathway. (C) Formation of bizarre membrane assemblies in mitochondria of
MICOS deficient cells by the fusion independent pathway. Blue lines, OM; green lines, IBM, septa membrane and crista membrane; light green, matrix
space. Mic60 or Mic10. (B) Formation of tubular cristae by the fusion independent pathway. (C) Formation of bizarre membrane assemblies in mitochondria of
MICOS deficient cells by the fusion independent pathway. Blue lines, OM; green lines, IBM, septa membrane and crista membrane; light green, matrix
space. DOI 10 7554/ Lif
18853 020 DOI: 10.7554/eLife.18853.020 DOI: 10.7554/eLife.18853.020 DOI: 10.7554/eLife.18853.020 OXPHOS and maintenance of mtDNA (Figure 8C). This points to a correlation between presence of
cristae and mtDNA. In fact, mtDNA, condensed in nucleoids, was reported to be bound to crista
membranes, possibly to crista rims (Kopek et al., 2012; Kukat and Larsson, 2013). OXPHOS and maintenance of mtDNA (Figure 8C). This points to a correlation between presence of
cristae and mtDNA. In fact, mtDNA, condensed in nucleoids, was reported to be bound to crista
membranes, possibly to crista rims (Kopek et al., 2012; Kukat and Larsson, 2013). p
y
(
p
)
This second pathway of crista biogenesis suggested in our hypothesis becomes apparent when
fission is compromised. In this situation, the mitochondrial network is virtually completely fused and
Mgm1-dependent fusion activity should be drastically reduced. The lack of requirement of Mgm1 in
this pathway provides a rational explanation for the most surprising observation that Mgm1 can be
deleted in the Dnm1 deletion background without loss of cristae. Residual formation of lamellar cris-
tae in the absence of Dnm1 can be explained by residual fusion and fission activity of mitochondria
(Gorsich and Shaw, 2004; Ishihara et al., 2013; Westermann, 2010). The virtually complete lack of
lamellar cristae in cells deficient in both Dnm1 and Mgm1 further supports this assumption. Mgm1 Most
interestingly, a study on the role of Opa1 in mitochondrial cristae remodeling showed that mitochon-
dria isolated from mouse embryonic fibroblasts lacking functional Opa1 lacked lamellar cristae;
instead, these mitochondria contained short tubular-type cristae (Frezza et al., 2006). These obser-
vations are not only in very good agreement with our conclusions on a direct role of Mgm1 in crista
formation, but also point to the conservation of its role in crista biogenesis in mammalian cells. g
Can both pathways of crista biogenesis coexist? This is clearly the case in yeast, as we observed
lamellar and, to a lower extent, tubular cristae in WT cells. Inspection of a large number of published
EM images of mitochondria from different cell types reveals a bias to lamellar vs. tubular cristae. For
example, lamellar cristae dominate in pancreatic cells and hepatocytes, whereas in steroidogenic
cells tubular cristae are the principle architectural feature. A mixed situation prevails in certain types
of muscle cells where both lamellar and tubular profiles can be recognized (Blinzinger et al., 1965;
Fawcett, 1981; Hanaki et al., 1985). Tomographic reconstruction is the optimal approach to deter-
mine precisely the distribution of these two types of cristae. Such a study has been performed with
cerebellar neuronal cells and revealed lamellar and tubular cristae that are regularly connected by
sites of fusion (Perkins et al., 1997). Furthermore, the differentiation of isolated zona glomerulosa
cells of rat adrenal cortex triggered by treatment with adrenocorticotropic hormone leads to a dras-
tic change of the corticoid hormones synthesized and to a concomitant transformation of the crista
structure from mainly “lamellar-tubular” to “tubular-convolute” (Andreis et al., 1990). Interestingly,
steroidogenesis in human trophoblasts was reported to be dependent on the activity of Opa1. Dur-
ing developmental induction of the steroidogenic pathway, Opa1 levels decreased and steroid for-
mation increased. Manipulations of cells to increase Opa1 levels led to decreased efficiency of
steroidogenesis. At
the
same
time,
crista
structure
was
observed
to
be
remodeled
(Wasilewski et al., 2012). Altogether, many basic questions need to be answered, including how
mitochondrial architecture is modulated in response to metabolic and developmental requirements,
how the state of cellular differentiation affects mitochondrial ultrastructure and why specific crista
structures are necessary for specific cellular functions. In conclusion, our investigation of the determinants of mitochondrial architecture has led us to an
entirely novel concept of pathways of mitochondrial biogenesis. Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Yeast strains and growth conditions S. cerevisiae strains YPH499 or W303 were used as wild type (WT). Genetic manipulations were per-
formed according to standard procedures (Longtine et al., 1998). The genotypes are listed in
Table 1. Cells were grown as indicated on YPD (1% yeast extract, 2% peptone, 2% glucose), YPGal
(1% yeast extract, 2% peptone, 2% galactose) or YPG (1% yeast extract, 2% peptone, 3% glycerol)
(Sherman, 1991). mgm1-5 cells were kept at 25˚C to avoid loss of mtDNA. Loss of Mgm1 function
was induced by resuspension of cells in pre-warmed liquid medium and subsequent incubation at
37˚C for 25 min. For restoration of Mgm1 function, cells were resuspended in liquid medium (25˚C)
and incubated for additional 30 min. Mgm1 Strain
Genotype
W303 WT
MATa or MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100
W303 mgm1-5
MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100, mgm1-5 (G408 to D408) (Wong et al., 2000)
YPH499 WT
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0
Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3
F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, F1b-3xHA::HISI3
Dsu e F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3, F1b-3xHA::TRP1
Su e-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0; S
e-3xHA::HIS3
Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mgm1::KAN
Mgm1-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, MGM1-3xHA::TRP1
Dmic60 F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, F1b-3xHA::TRP1
Cox5A-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
COX5A-3xHA::KAN
Dmic60 Cox5A-
3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, COX5A-3xHA::KAN
Ddnm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN
Dmic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic10::KAN
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic60::HIS3
Ddnm1 Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mgm1::hphNT1
Ddnm1 Dfzo1
MATa, ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::HIS3, fzo1::KAN, rho+
Ddnm1 Dmic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mic10::hphNT1
Ddnm1 Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mic60::HIS3
Ddnm1 Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, su e::HIS3
Ddnm1 Dmgm1
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
dnm1::KAN, mic60::HIS3; mgm1::hphNT1
Ddnm1 Dsu e
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
dnm1::KAN, mic60::HIS3; su e::HIS3
/
f
Research article
Biochemistry
Cell Biolo Biochemistry
Cell Biology Strain
Genotype
W303 WT
MATa or MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100
W303 mgm1-5
MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100, mgm1-5 (G408 to D408) (Wong et al., 2000)
YPH499 WT
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0
Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3
F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, F1b-3xHA::HISI3
Dsu e F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3, F1b-3xHA::TRP1
Su e-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0; Su
e-3xHA::HIS3
Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mgm1::KAN
Mgm1-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, MGM1-3xHA::TRP1
Dmic60 F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, F1b-3xHA::TRP1
Cox5A-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
COX5A-3xHA::KAN
Dmic60 Cox5A-
3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, COX5A-3xHA::KAN
Ddnm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN
Dmic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic10::KAN
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic60::HIS3
Ddnm1 Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mgm1::hphNT1
Ddnm1 Dfzo1
MATa, ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::HIS3, fzo1::KAN, rho+
Ddnm1 Dmic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mic10::hphNT1
Ddnm1 Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mic60::HIS3
Ddnm1 Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, su e::HIS3
Ddnm1 Dmgm1
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
dnm1::KAN, mic60::HIS3; mgm1::hphNT1
Ddnm1 Dsu e
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
dnm1::KAN, mic60::HIS3; su e::HIS3 Dmic60 F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, F1b-3xHA::TRP1 Cox5A-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
COX5A-3xHA::KAN Dmic60 Cox5A-
3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3 Dmic60 Cox5A-
3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, COX5A-3xHA::KAN Ddnm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN Ddnm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0
mic10::KAN Dmic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic10::KAN Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic60::HIS3 MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0
mic60::HIS3 Ddnm1 Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, m Ddnm1 Dfzo1
MATa, ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::HIS3, fzo1::KAN, rho+ Ddnm1 Dfzo1
MATa, ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::HIS3, fz mic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mic10::hphN mic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mic60::HIS3 Ddnm1 Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, su e::HIS3 u e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, su e::HIS3 Ddnm1 Dsu e
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
dnm1::KAN, mic60::HIS3; su e::HIS3 DOI: 10.7554/eLife.18853.021 Mgm1 Strain
Genotype
W303 WT
MATa or MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100
W303 mgm1-5
MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100, mgm1-5 (G408 to D408) (Wong et al., 2000)
YPH499 WT
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0
Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3
F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, F1b-3xHA::HISI3
Dsu e F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3, F1b-3xHA::TRP1
Su e-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0; Su
e-3xHA::HIS3
Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mgm1::KAN
Mgm1-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, MGM1-3xHA::TRP1
Dmic60 F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, F1b-3xHA::TRP1
Cox5A-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
COX5A-3xHA::KAN
Dmic60 Cox5A-
3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, COX5A-3xHA::KAN
Ddnm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN
Dmic10
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic10::KAN
Dmic60
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
mic60::HIS3
Ddnm1 Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, dnm1::KAN, mgm1::hphNT1
Research article
Biochemistry
Cell Biology Table 1. Genotypes of the strains used in the study. Left column, names of the stains. Right column, genotypes of the strains. Mgm1 Since the identified key players are
highly conserved from yeast to human, our study has immediate relevance for the relationship of
structure and function of mammalian mitochondria of different tissues under normal and dysfunc-
tional conditions. Finally, our results emphasize that understanding inheritance and homeostasis of
mitochondria requires an integrated view on their three-dimensional architecture and the molecular
topological functions of the various key players involved. 18 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Table 1. Genotypes of the strains used in the study. Left column, names of the stains. Right column, genotypes of the strains. Strain
Genotype
W303 WT
MATa or MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100
W303 mgm1-5
MATa, ade2-1, leu2-3, his3-11,15, trp1-1, ura3-1, can1-100, mgm1-5 (G408 to D408) (Wong et al., 2000)
YPH499 WT
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0
Dsu e
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3
F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, F1b-3xHA::HISI3
Dsu e F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, su e::HISI3, F1b-3xHA::TRP1
Su e-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0; Su
e-3xHA::HIS3
Dmgm1
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mgm1::KAN
Mgm1-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, MGM1-3xHA::TRP1
Dmic60 F1b-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1, mic60::His3, F1b-3xHA::TRP1
Cox5A-3xHA
MATa; ura3-52, lys2-801amber, ade2-101ocre, trp1-D63, his3-D200, leu2-D1} or BY4724 {MATa; his3D1; leu2D0; lys2D0; ura3D0;
COX5A 3xHA::KAN
Research article
Biochemistry
Cell Biology Table 1. Genotypes of the strains used in the study. Left column, names of the stains. Right column, genotypes of the strains. Isolation of mitochondria Mitochondria
were washed once with SM buffer (20 mM MOPS, pH 7.4, 0.6 M sorbitol) and finally resuspended in
SM buffer. Subfractionation of mitochondria Generation and separation of membrane vesicles were performed as described previously
(Harner et al., 2011). 10 mg of freshly isolated mitochondria were resuspended in SM buffer, then
20 ml swelling buffer (20 mM MOPS, pH 7,4, 0.5 mM EDTA, 1 mM PMSF, 1x Roche complete prote-
ase inhibitor) were added dropwise, followed by incubation under continuous stirring for 30 min on
ice. 5 ml 2.5 M sucrose were added and the suspension was incubated for 15 min on ice. The sus-
pension was subjected to sonication for 3 times 30 s with 30 s breaks on ice at 60% duty cycle and
output control 0 (Branson Sonifier 250; Branson, Danbury, USA) using a microtip. Residual intact
mitochondria were removed by centrifugation for 20 min at 20,000 xg and 4˚C. The submitochon-
drial vesicles were concentrated on a 2.5 M sucrose cushion by high speed centrifugation (120,000
xg for 100 min at 4˚C). The vesicle pellet was resuspended, loaded under a continuous sucrose gra-
dient (0.8-1.25 M sucrose in 20 mM MOPS, pH 7.4, 0.5 mM EDTA) and separated by centrifugation
for 24 h at 200,000 xg and 4˚C. The gradient was fractionated in 500 ml fractions, the proteins were
TCA precipitated and analyzed by SDS-PAGE and immunoblotting. Generation of yeast cell extract For analysis of cell extracts the strains were grown to logarithmic phase. Cells (OD600 12.5) were har-
vested by centrifugation, washed with water and resuspended 1ml water containing 100 mg PMSF. Cells were lysed by incubation for 10 min in 0.25 M NaOH and 1 % b-mercapto ethanol (final con-
centration). Proteins were subjected to TCA precipitation and acetone washed. The pellets were
resuspended in 100 ml Laemmli buffer. Maintenance of mtDNA and DAPI staining g
Yeast strains were grown on YPG plates to select for mtDNA, transferred to liquid YPD medium to
allow for loss of mtDNA and continuously kept in the logarithmic growth phase. At time point 0 and
after 48 hr the percentage of cells containing mtDNA was determined by DAPI staining. DAPI stain-
ing was performed as described (Harner et al., 2014). Drop dilution assay Cells were grown in YPG liquid medium and kept in logarithmic phase, washed once with water,
diluted in water to an OD600 of 0.3. Afterwards serial dilutions were performed (1:10; 1:100; 1:1000;
1:10,000). 3 ml of each dilution were spotted on agar plates containing the indicated media and
were incubated at 30˚C. Isolation of mitochondria Mitochondria were isolated as described (Lee et al., 1998). Cells were cultured to a final OD600 of
0.8–1.2 and harvested by centrifugation for 5 min at 2000 xg at RT. Cells were washed with 40 ml
water and the wet weight was measured. They were resupended in 30 ml of alkaline solution (100
mM Tris (pH not adjusted), 10 mM DTT) and incubated for 30 min at 30˚C under gentle agitation. Cells were harvested, washed once with spheroplast buffer (20 mM Tris-HCl pH 7.4, 1 mM EDTA, Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 19 of 25 Research article Research article Biochemistry
Cell Biology 1.2 M sorbitol), resuspended in spheroplast buffer (10 ml/g wet weight) containing 6.6 mg Zymo-
lyase per g wet weight and incubated for 30 min at 30˚C. Spheroplasts were harvested by centrifu-
gation at 2000 xg at 4 ˚C for 5 min and washed twice with 15 ml ice-cold lysis buffer (20 mM MOPS-
KOH pH 7.2, 1 mM EDTA, 0.6 M sorbitol, 0.2 % (w/v) BSA, 1 mM PMSF). Spheroplasts were resus-
pended in 15 ml ice-cold lysis buffer by pipetting using a Pipetman P5000 (Gilson, Middleton, USA)
with 1cm cutoff P5000 tips. Unbroken spheroplasts were harvested by centrifugation at 2000 xg at 4
˚C for 5 min and again resuspended in ice-cold lysis buffer. The supernatants were collected, pooled
and mitochondria were harvested by centrifugation at 12,000 xg and 4˚C for 5 min. Mitochondria
were washed once with SM buffer (20 mM MOPS, pH 7.4, 0.6 M sorbitol) and finally resuspended in
SM buffer. 1.2 M sorbitol), resuspended in spheroplast buffer (10 ml/g wet weight) containing 6.6 mg Zymo-
lyase per g wet weight and incubated for 30 min at 30˚C. Spheroplasts were harvested by centrifu-
gation at 2000 xg at 4 ˚C for 5 min and washed twice with 15 ml ice-cold lysis buffer (20 mM MOPS-
KOH pH 7.2, 1 mM EDTA, 0.6 M sorbitol, 0.2 % (w/v) BSA, 1 mM PMSF). Spheroplasts were resus-
pended in 15 ml ice-cold lysis buffer by pipetting using a Pipetman P5000 (Gilson, Middleton, USA)
with 1cm cutoff P5000 tips. Unbroken spheroplasts were harvested by centrifugation at 2000 xg at 4
˚C for 5 min and again resuspended in ice-cold lysis buffer. The supernatants were collected, pooled
and mitochondria were harvested by centrifugation at 12,000 xg and 4˚C for 5 min. Blue native gel electrophoresis (BN-PAGE) 75 mg of mitochondria were pelleted by centrifugation and resuspended in BN-lysis buffer
(Wittig et al., 2006). For analysis of F1FO-ATP synthase or MICOS complex 1 % (w/v) or 3 % (w/v)
digitonin were used. Cleared lysates were supplemented with Native PAGE 5% G-250 Sample Addi-
tive and subjected to BN-PAGE (Native PAGE 3–12% Bis-Tris; Life Technologies, Carlsbad, CA,
USA). After blotting on PVDF membranes (Roth, Karlsruhe, Germany) immuno-decoration using the
indicated antibodies was performed. Electron microscopy Electron microscopy of chemically fixed cells was performed as described (Bauer et al., 2001). Ultra-
thin sections were collected on Pioloform-coated copper slot grids (Plano, Wetzlar, Germany) and
stained with uranyl acetate and lead citrate (Reynolds, 1963). For electron microscopy after cryo-
sectioning (Tokuyasu method), cells were grown to exponential phase in YPD or YPG medium, chem-
ically fixed, embedded in 12% gelatin and cryo-sectioned as described previously (Griffith et al.,
2008). Ultrathin cryo-sections were collected with a 1:1 mixture of 2% methylcellulose (in ddH2O)
and 2.3 M, sucrose 120 mM PIPES, 50 mM HEPES, pH 6.9, 4 mM MgCl2, 20 mM EGTA and layered
on Formvar/carbon coated copper 100 mesh grids. Structural phenotypes were analyzed by evalua-
tion of 100 mitochondrial profiles unless otherwise indicated. Immunological reactions were Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 20 of 25 Research article Research article Research article Biochemistry
Cell Biology Biochemistry
Cell Biology performed with monoclonal anti-HA (RRID:AB_514505) and a protein A-gold 10 nm conjugate. Pro-
tein localization gold particles present in 100 cells were counted. Samples for the electron tomogra-
phy analyses were processed as previously described (Mari et al., 2014). performed with monoclonal anti-HA (RRID:AB_514505) and a protein A-gold 10 nm conjugate. Pro-
tein localization gold particles present in 100 cells were counted. Samples for the electron tomogra-
phy analyses were processed as previously described (Mari et al., 2014). Additional information Funding
Funder
Grant reference number
Author
Max-Planck-Gesellschaft
Max E Harner
Ann-Katrin Unger
Toshiaki Izawa
Walter Neupert
Carl Friedrich von Siemens
Stiftung
Walter Neupert
Jung-Stiftung fu¨ r Wissenschaft
und Forschung
Max E Harner
Ludwig-Maximilians-Universita¨t
Mu¨ nchen
Max E Harner
Netherlands organization for
Scientific Research
DN82-303
Fulvio Reggiori
Deutsche Forschungsge-
meinschaft
DN82-303
Fulvio Reggiori
Schweizerischer Nationalfonds
zur Fo¨ rderung der Wis-
senschaftlichen Forschung
CRSII3_154421
Fulvio Reggiori
ZonMw
ZonMW VICI
Fulvio Reggiori
Netherlands organization for
Scientific Research
822.02.014
Fulvio Reggiori
The funders had no role in study design, data collection and interpretation, or the decision to
submit the work for publication. Author contributions
MEH, Conception and design, Acquisition of data, Analysis and interpretation of data, Drafting or
revising the article; A-KU, WJCG, MM, TI, MS, Acquisition of data, Analysis and interpretation of Acknowledgements We thank Dr. Jodi Nunnari for providing us with the mgm1-5 mutant, Matthew Harmey for discus-
sion and Monika Krause, MPI for Biochemistry, for the artwork. WN is grateful to the Max Planck
Society for a Senior Fellowship and the Carl Friedrich von Siemens Stiftung for financial support. MEH and WN acknowledge the generous support and advice by Dr. Michael Kiebler, BMC, Univer-
sity of Munich. MEH thanks the Jung-Stiftung fu¨ r Wissenschaft und Forschung and LMUexcellent for
financial support. FR is supported by ALW Open Program (822.02.014), DFG-NWO cooperation
(DN82-303), SNF Sinergia (CRSII3_154421) and ZonMW VICI (016.130.606) grants. A-KU thanks the
Max Planck Society for a Ph.D. Fellowship and acknowledges the support by the Elite Network Bava-
ria, Macromolecular Science. Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 References Alkhaja AK, Jans DC, Nikolov M, Vukotic M, Lytovchenko O, Ludewig F, Schliebs W, Riedel D, Urlaub H, Jakobs
S, Deckers M. 2012. MINOS1 is a conserved component of mitofilin complexes and required for mitochondrial
function and cristae organization. Molecular Biology of the Cell 23:247–257. doi: 10.1091/mbc.E11-09-0774,
PMID: 22114354 Alkhaja AK, Jans DC, Nikolov M, Vukotic M, Lytovchenko O, Ludewig F, Schliebs W, Riedel D, Urlaub H, Jakobs
S, Deckers M. 2012. MINOS1 is a conserved component of mitofilin complexes and required for mitochondrial
function and cristae organization. Molecular Biology of the Cell 23:247–257. doi: 10.1091/mbc.E11-09-0774,
PMID: 22114354 Allen RD, Schroeder CC, Fok AK. 1989. An investigation of mitochondrial inner membranes by rapid-freeze
deep-etch techniques. The Journal of Cell Biology 108:2233–2240. doi: 10.1083/jcb.108.6.2233,
PMID: 2525561 Anand R, Wai T, Baker MJ, Kladt N, Schauss AC, Rugarli E, Langer T. 2014. The i-AAA protease YME1L and
OMA1 cleave OPA1 to balance mitochondrial fusion and fission. The Journal of Cell Biology 204:919–929. doi: 10.1083/jcb.201308006, PMID: 24616225 j
Andreis PG, Neri G, Rebuffat P, Gottardo G, Mazzocchi G, Nussdorfer GG. 1990. Stereological and functional
investigations on isolated adrenocortical cells. III. Zona glomerulosa cells of chronically ACTH-treated rats. Journal of Anatomy 168:199–207. PMID: 2157694 y
Arnold I, Pfeiffer K, Neupert W, Stuart RA, Scha¨gger H. 1998. Yeast mitochondrial F1F0-ATP synthase exists as a
dimer: identification of three dimer-specific subunits. The EMBO Journal 17:7170–7178. doi: 10.1093/emboj/
17.24.7170, PMID: 9857174 Barbot M, Jans DC, Schulz C, Denkert N, Kroppen B, Hoppert M, Jakobs S, Meinecke M. 2015. Mic10
oligomerizes to bend mitochondrial inner membranes at cristae junctions. Cell Metabolism 21:756–763. doi: 10.1016/j.cmet.2015.04.006, PMID: 25955211 j
Bauer C, Herzog V, Bauer MF. 2001. Improved technique for electron microscope visualization of yeast
membrane structure. Microscopy and Microanalysis 7:530–534. PMID: 12597798 py
y
Bereiter-Hahn J, Vo¨ th M. 1994. Dynamics of mitochondria in living cells: shape changes, dislocations, fusion, and
fission of mitochondria. Microscopy Research and Technique 27:198–219. doi: 10.1002/jemt.1070270303,
PMID: 8204911 Bleazard W, McCaffery JM, King EJ, Bale S, Mozdy A, Tieu Q, Nunnari J, Shaw JM. 1999. The dynamin-related
GTPase Dnm1 regulates mitochondrial fission in yeast. Nature Cell Biology 1:298–304. doi: 10.1038/13014,
PMID: 10559943 Blinzinger K, Rewcastle NB, Hager H. 1965. [Electron microscopic studies on the incidence of mitochondria of
unusual structure in astrocytes of the brain in mammals]. Verhandlungen Der Anatomischen Gesellschaft 115:
317–323. Author contributions Author contributions
MEH, Conception and design, Acquisition of data, Analysis and interpretation of data, Drafting or
revising the article; A-KU, WJCG, MM, TI, MS, Acquisition of data, Analysis and interpretation of 21 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article R data; SG, FR, Analysis and interpretation of data, Drafting or revising the article; BW, WN, Concep-
tion and design, Analysis and interpretation of data, Drafting or revising the article
Biochemistry
Cell Biology Research article data; SG, FR, Analysis and interpretation of data, Drafting or revising the article; BW, WN, Concep-
tion and design, Analysis and interpretation of data, Drafting or revising the article
Biochemistry
Cell Biology Research article data; SG, FR, Analysis and interpretation of data, Drafting or revising the article; BW, WN, Concep-
tion and design, Analysis and interpretation of data, Drafting or revising the article Author ORCIDs
Benedikt Westermann,
http://orcid.org/0000-0002-2991-1604
Walter Neupert,
http://orcid.org/0000-0003-0571-4419 References doi: 10.1016/j.cell.2006.06.025, PMID: 16839885 Fritz S, Rapaport D, Klanner E, Neupert W, Westermann B. 2001. Connection of the mitochondrial outer and
inner membranes by Fzo1 is critical for organellar fusion. The Journal of Cell Biology 152:683–692. doi: 10. 1083/jcb.152.4.683, PMID: 11266460 Gorsich SW, Shaw JM. 2004. Importance of mitochondrial dynamics during meiosis and sporulation. Molecular
Biology of the Cell 15:4369–4381. doi: 10.1091/mbc.E03-12-0875, PMID: 15254264 Griffith J, Mari M, De Mazie` re A, Reggiori F. 2008. A cryosectioning procedure for the ultrastructural analysis
and the immunogold labelling of yeast Saccharomyces cerevisiae. Traffic 9:1060–1072. doi: 10.1111/j.1600-
0854.2008.00753.x, PMID: 18429928 Habersetzer J, Larrieu I, Priault M, Salin B, Rossignol R, Bre` thes D, Paumard P. 2013. Human F1F0 ATP synthase,
mitochondrial ultrastructure and OXPHOS impairment: a (super-)complex matter? PLoS ONE 8:e75429. doi: 10. 1371/journal.pone.0075429, PMID: 24098383 j
p
,
Hanaki M, Tanaka K, Kashima Y. 1985. Scanning electron microscopic study on mitochondrial cristae in the rat
adrenal cortex. Journal of Electron Microscopy 34:373–380. PMID: 3837809 Harner M, Ko¨ rner C, Walther D, Mokranjac D, Kaesmacher J, Welsch U, Griffith J, Mann M, Reggiori F, Neupert
W. 2011. The mitochondrial contact site complex, a determinant of mitochondrial architecture. The EMBO
Journal 30:4356–4370. doi: 10.1038/emboj.2011.379, PMID: 22009199 Harner ME, Unger AK, Izawa T, Walther DM, Ozbalci C, Geimer S, Reggiori F, Bru¨ gger B, Mann M, Westermann
B, Neupert W. 2014. Aim24 and MICOS modulate respiratory function, tafazzin-related cardiolipin modification
and mitochondrial architecture. eLife 3:e01684. doi: 10.7554/eLife.01684, PMID: 24714493 Hermann GJ, Thatcher JW, Mills JP, Hales KG, Fuller MT, Nunnari J, Shaw JM. 1998. Mitochondrial fusion in
yeast requires the transmembrane GTPase Fzo1p. The Journal of Cell Biology 143:359–373. doi: 10.1083/jcb. 143.2.359, PMID: 9786948 Hoppins S, Collins SR, Cassidy-Stone A, Hummel E, Devay RM, Lackner LL, Westermann B, Schuldiner M,
Weissman JS, Nunnari J. 2011. A mitochondrial-focused genetic interaction map reveals a scaffold-like complex
required for inner membrane organization in mitochondria. The Journal of Cell Biology 195:323–340. doi: 10. 1083/jcb.201107053, PMID: 21987634 j
,
Hoppins S, Horner J, Song C, McCaffery JM, Nunnari J. 2009. Mitochondrial outer and inner membrane fusion
requires a modified carrier protein. The Journal of Cell Biology 184:569–581. doi: 10.1083/jcb.200809099,
PMID: 19237599 Ishihara N, Otera H, Oka T, Mihara K. 2013. Regulation and physiologic functions of GTPases in mitochondrial
fusion and fission in mammals. Antioxidants & Redox Signaling 19:389–399. doi: 10.1089/ars.2012.4830,
PMID: 22871170 Itoh K, Nakamura K, Iijima M, Sesaki H. References PMID: 5836806 Bohnert M, Zerbes RM, Davies KM, Mu¨ hleip AW, Rampelt H, Horvath SE, Boenke T, Kram A, Perschil I, Veenhuis
M, Ku¨ hlbrandt W, van der Klei IJ, Pfanner N, van der Laan M. 2015. Central role of Mic10 in the mitochondrial
contact site and cristae organizing system. Cell Metabolism 21:747–755. doi: 10.1016/j.cmet.2015.04.007,
PMID: 25955210 Chan DC. 2012. Fusion and fission: interlinked processes critical for mitochondrial health. Annual Review of
Genetics 46:265–287. doi: 10.1146/annurev-genet-110410-132529, PMID: 22934639 Cipolat S, Martins de Brito O, Dal Zilio B, Scorrano L. 2004. OPA1 requires mitofusin 1 to promote mitochond
fusion. PNAS 101:15927–15932. doi: 10.1073/pnas.0407043101, PMID: 15509649 Cogliati S, Frezza C, Soriano ME, Varanita T, Quintana-Cabrera R, Corrado M, Cipolat S, Costa V, Casarin A,
Gomes LC, Perales-Clemente E, Salviati L, Fernandez-Silva P, Enriquez JA, Scorrano L. 2013. Mitochondrial
cristae shape determines respiratory chain supercomplexes assembly and respiratory efficiency. Cell 155:160–
171. doi: 10.1016/j.cell.2013.08.032, PMID: 24055366 j
Costa V, Scorrano L. 2012. Shaping the role of mitochondria in the pathogenesis of Huntington’s disease. The
EMBO Journal 31:1853–1864. doi: 10.1038/emboj.2012.65, PMID: 22446390 Darshi M, Mendiola VL, Mackey MR, Murphy AN, Koller A, Perkins GA, Ellisman MH, Taylor SS. 2011. ChChd3,
an inner mitochondrial membrane protein, is essential for maintaining crista integrity and mitochondrial
function. Journal of Biological Chemistry 286:2918–2932. doi: 10.1074/jbc.M110.171975, PMID: 21081504 Davies KM, Anselmi C, Wittig I, Faraldo-Go´ mez JD, Ku¨ hlbrandt W. 2012. Structure of the yeast F1Fo-ATP
synthase dimer and its role in shaping the mitochondrial cristae. PNAS 109:13602–13607. doi: 10.1073/pnas. 1204593109, PMID: 22864911 DeVay RM, Dominguez-Ramirez L, Lackner LL, Hoppins S, Stahlberg H, Nunnari J. 2009. Coassembly of Mgm1
isoforms requires cardiolipin and mediates mitochondrial inner membrane fusion. The Journal of Cell Biology
186:793–803. doi: 10.1083/jcb.200906098, PMID: 19752025 j
Dudkina NV, Heinemeyer J, Keegstra W, Boekema EJ, Braun HP. 2005. Structure of dimeric ATP synthase from
mitochondria: an angular association of monomers induces the strong curvature of the inner membrane. FEBS
Letters 579:5769–5772. doi: 10.1016/j.febslet.2005.09.065, PMID: 16223490 j
,
Fawcett DW. 1981. Mitochondria. In: Saunders W. B (ed). The Cell." Philadelphia. 22 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 Research article Research article Biochemistry
Cell Biology Frezza C, Cipolat S, Martins de Brito O, Micaroni M, Beznoussenko GV, Rudka T, Bartoli D, Polishuck RS, Danial
NN, De Strooper B, Scorrano L. 2006. OPA1 controls apoptotic cristae remodeling independently from
mitochondrial fusion. Cell 126:177–189. References doi: 10.1016/j.cmet.2015.04.020, PMID: 25955201 j
urier A, Ruzzenente B, Brandt T, Ku¨ hlbrandt W, Larsson NG. 2014. Loss of LRPPRC causes ATP synthase
eficiency. Human Molecular Genetics 23:2580–2592. doi: 10.1007/bf00223143 , PMID: 24399447 deficiency. Human Molecular Genetics 23:2580–2592. doi: 10.1007/bf00223143 , PMID: 24399447
Nunnari J, Suomalainen A. 2012. Mitochondria: in sickness and in health. Cell 148:1145–1159. doi: 10.1016/j.cell. 2012.02.035, PMID: 22424226 nnari J, Suomalainen A. 2012. Mitochondria: in sickness and in health. Cell 148:1145–1159. doi: 10.1016/j.cell. 012.02.035, PMID: 22424226 Otsuga D, Keegan BR, Brisch E, Thatcher JW, Hermann GJ, Bleazard W, Shaw JM. 1998. The dynamin-related
GTPase, Dnm1p, controls mitochondrial morphology in yeast. The Journal of Cell Biology 143:333–349. doi: 10.1083/jcb.143.2.333, PMID: 9786946 j
Palade G. 1953. An electron microscope study of the mitochondrial structure. The Journal Cytochem 1:188–211. doi: 10.1177/1.4.188 Paumard P, Vaillier J, Coulary B, Schaeffer J, Soubannier V, Mueller DM, Bre` thes D, di Rago JP, Velours J. 2002. The ATP synthase is involved in generating mitochondrial cristae morphology. The EMBO Journal 21:221–230. doi: 10.1093/emboj/21.3.221, PMID: 11823415 j
Perkins G, Renken C, Martone ME, Young SJ, Ellisman M, Frey T. 1997. Electron tomography of neuronal
mitochondria: three-dimensional structure and organization of cristae and membrane contacts. Journal of
Structural Biology 119:260–272. doi: 10.1006/jsbi.1997.3885, PMID: 9245766 Perkins GA, Tjong J, Brown JM, Poquiz PH, Scott RT, Kolson DR, Ellisman MH, Spirou GA. 2010. The micro-
architecture of mitochondria at active zones: electron tomography reveals novel anchoring scaffolds and cristae
structured for high-rate metabolism. Journal of Neuroscience 30:1015–1026. doi: 10.1523/JNEUROSCI.1517-
09.2010, PMID: 20089910 Pickrell AM, Youle RJ. 2013. Mitochondrial disease: mtDNA and protein segregation mysteries in iPSCs. Current
Biology 23:R1052–1054. doi: 10.1016/j.cub.2013.10.048, PMID: 24309284 Rabl R, Soubannier V, Scholz R, Vogel F, Mendl N, Vasiljev-Neumeyer A, Ko¨ rner C, Jagasia R, Keil T, Baumeister
W, Cyrklaff M, Neupert W, Reichert AS. 2009. Formation of cristae and crista junctions in mitochondria
depends on antagonism between Fcj1 and Su e/g. The Journal of Cell Biology 185:1047–1063. doi: 10.1083/
jcb.200811099, PMID: 19528297 Reynolds ES. 1963. The use of lead citrate at high pH as an electron-opaque stain in electron microscopy. The
Journal of Cell Biology 17:208–212. doi: 10.1083/jcb.17.1.208 , PMID: 13986422 Rujiviphat J, Wong MK, Won A, Shih YL, Yip CM, McQuibban GA. 2015. Mitochondrial Genome Maintenance 1
(Mgm1) Protein Alters Membrane Topology and Promotes Local Membrane Bending. Journal of Molecular
Biology 427:2599–2609. References 2013. Mitochondrial dynamics in neurodegeneration. Trends in Cell
Biology 23:64–71. doi: 10.1016/j.tcb.2012.10.006, PMID: 23159640 gy
j
Jakobs S, Martini N, Schauss AC, Egner A, Westermann B, Hell SW. 2003. Spatial and temporal dynamics of
budding yeast mitochondria lacking the division component Fis1p. Journal of Cell Science 116:2005–2014. doi: 10.1242/jcs.00423, PMID: 12679388 j
Jans DC, Wurm CA, Riedel D, Wenzel D, Stagge F, Deckers M, Rehling P, Jakobs S. 2013. STED super-resolution
microscopy reveals an array of MINOS clusters along human mitochondria. PNAS 110:8936–8941. doi: 10. 1073/pnas.1301820110, PMID: 23676277 p
John GB, Shang Y, Li L, Renken C, Mannella CA, Selker JM, Rangell L, Bennett MJ, Zha J. 2005. The
mitochondrial inner membrane protein mitofilin controls cristae morphology. Molecular Biology of the Cell 16:
1543–1554. doi: 10.1091/mbc.E04-08-0697, PMID: 15647377 Jones BA, Fangman WL. 1992. Mitochondrial DNA maintenance in yeast requires a protein containing a region
related to the GTP-binding domain of dynamin. Genes & Development 6:380–389. doi: 10.1101/gad.6.3.380,
PMID: 1532158 Kopek BG, Shtengel G, Xu CS, Clayton DA, Hess HF. 2012. Correlative 3D superresolution fluorescence and
electron microscopy reveal the relationship of mitochondrial nucleoids to membranes. PNAS 109:6136–6141
doi: 10.1073/pnas.1121558109, PMID: 22474357 p
,
Kukat C, Larsson NG. 2013. mtDNA makes a U-turn for the mitochondrial nucleoid. Trends in Cell Biology 23:
457–463. doi: 10.1016/j.tcb.2013.04.009, PMID: 23721879 j
Lee AC, Xu X, Blachly-Dyson E, Forte M, Colombini M. 1998. The role of yeast VDAC genes on the permeability
of the mitochondrial outer membrane. Journal of Membrane Biology 161:173–181. doi: 10.1007/
s002329900324, PMID: 9435273 Longtine MS, McKenzie A, Demarini DJ, Shah NG, Wach A, Brachat A, Philippsen P, Pringle JR. 1998. Additional
modules for versatile and economical PCR-based gene deletion and modification in Saccharomyces cerevisiae. Yeast 14:953–961. doi: 10.1002/(SICI)1097-0061(199807)14:10<953::AID-YEA293>3.0.CO;2-U, PMID: 9717241 Mannella CA. 2008. Structural diversity of mitochondria: functional implications. Annals of the New York
Academy of Sciences 1147:171–179. doi: 10.1196/annals.1427.020, PMID: 19076440 Mari M, Geerts WJ, Reggiori F. 2014. Immuno- and correlative light microscopy-electron tomography methods
for 3D protein localization in yeast. Traffic 15:1164–1178. doi: 10.1111/tra.12192, PMID: 25040403 Meeusen S, DeVay R, Block J, Cassidy-Stone A, Wayson S, McCaffery JM, Nunnari J. 2006. Mitochondrial inner-
membrane fusion and crista maintenance requires the dynamin-related GTPase Mgm1. Cell 127:383–395. doi: 10.1016/j.cell.2006.09.021, PMID: 17055438 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 23 of 25 Research article Research article Milenkovic D, Larsson NG. 2015. Mic10 oligomerization pinches off mitochondrial cristae. Cell Metabolism 21:
660–661. References doi: 10.1016/j.jmb.2015.03.006, PMID: 25784211 Sesaki H, Southard SM, Yaffe MP, Jensen RE. 2003. Mgm1p, a dynamin-related GTPase, is essential for fusion of
the mitochondrial outer membrane. Molecular Biology of the Cell 14:2342–2356. doi: 10.1091/mbc.E02-12-
0788, PMID: 12808034 Shepard KA, Yaffe MP. 1999. The yeast dynamin-like protein, Mgm1p, functions on the mitochondrial outer
membrane to mediate mitochondrial inheritance. The Journal of Cell Biology 144:711–720. doi: 10.1083/jcb. 144.4.711, PMID: 10037792 Sherman F. 1991. Getting started with yeast. Methods in Enzymology 194:3–21 . doi: 10.1016/0076-6879(91)
94004-v , PMID: 2005794 Sjostrand FS, Hanzon V. 1954. Membrane structures of cytoplasm and mitochondria in exocrine cells of mouse
pancreas as revealed by high resolution electron microscopy. Experimental Cell Research 7:393–414. doi: 10. 1016/S0014-4827(54)80086-3, PMID: 13220586 Smirnova E, Shurland DL, Ryazantsev SN, van der Bliek AM. 1998. A human dynamin-related protein controls the
distribution of mitochondria. The Journal of Cell Biology 143:351–358. doi: 10.1083/jcb.143.2.351, PMID: 9786
947 Song Z, Ghochani M, McCaffery JM, Frey TG, Chan DC. 2009. Mitofusins and OPA1 mediate sequential steps in
mitochondrial membrane fusion. Molecular Biology of the Cell 20:3525–3532. doi: 10.1091/mbc.E09-03-0252,
PMID: 19477917 Strauss M, Hofhaus G, Schro¨ der RR, Ku¨ hlbrandt W. 2008. Dimer ribbons of ATP synthase shape the inner
mitochondrial membrane. The EMBO Journal 27:1154–1160. doi: 10.1038/emboj.2008.35, PMID: 18323778 j
Sun MG, Williams J, Munoz-Pinedo C, Perkins GA, Brown JM, Ellisman MH, Green DR, Frey TG. 2007. Correlated
three-dimensional light and electron microscopy reveals transformation of mitochondria during apoptosis. Nature Cell Biology 9:1057–1065. doi: 10.1038/ncb1630, PMID: 17721514 Thomas D, Bron P, Weimann T, Dautant A, Giraud MF, Paumard P, Salin B, Cavalier A, Velours J, Bre` thes D. 2008. Supramolecular organization of the yeast F1Fo-ATP synthase. Biology of the Cell 100:591–601. doi: 10. 1042/BC20080022, PMID: 18447829 Vogel F, Bornho¨ vd C, Neupert W, Reichert AS. 2006. Dynamic subcompartmentalization of the mitochondrial
inner membrane. The Journal of Cell Biology 175:237–247. doi: 10.1083/jcb.200605138, PMID: 17043137 Vogel F, Bornhovd C, Neupert W, Reichert AS. 2006. Dynamic subcompartmentalization of the mitochondrial
inner membrane. The Journal of Cell Biology 175:237–247. Wang L, Seeley ES, Wickner W, Merz AJ. 2002. Vacuole fusion at a ring of vertex docking sites leaves membra
fragments within the organelle. Cell 108:357–369. doi: 10.1016/S0092-8674(02)00632-3, PMID: 11853670 References doi: 10.1083/jcb.200605138, PMID: 17043137
von der Malsburg K, Mu¨ ller JM, Bohnert M, Oeljeklaus S, Kwiatkowska P, Becker T, Loniewska-Lwowska A, von der Malsburg K, Muller JM, Bohnert M, Oeljeklaus S, Kwiatkowska P, Becker T, Loniewska-Lwowska A,
Wiese S, Rao S, Milenkovic D, Hutu DP, Zerbes RM, Schulze-Specking A, Meyer HE, Martinou JC, Rospert S,
Rehling P, Meisinger C, Veenhuis M, Warscheid B, et al. 2011. Dual role of mitofilin in mitochondrial membrane
organization and protein biogenesis. Developmental Cell 21:694–707. doi: 10.1016/j.devcel.2011.08.026,
PMID: 21944719 Wang L, Seeley ES, Wickner W, Merz AJ. 2002. Vacuole fusion at a ring of vertex docking sites leaves membrane
fragments within the organelle. Cell 108:357–369. doi: 10.1016/S0092-8674(02)00632-3, PMID: 11853670 24 of 25 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 24 of 25 Research article Research article Biochemistry
Cell Biology Wasilewski M, Semenzato M, Rafelski SM, Robbins J, Bakardjiev AI, Scorrano L. 2012. Optic atrophy 1-
dependent mitochondrial remodeling controls steroidogenesis in trophoblasts. Current Biology 22:1228–1234. doi: 10.1016/j.cub.2012.04.054, PMID: 22658590 doi: 10.1016/j.cub.2012.04.054, PMID: 22658590 j
Westermann B. 2010. Mitochondrial fusion and fission in cell life and death. Nature Reviews Molecular Cell
Biology 11:872–884. doi: 10.1038/nrm3013, PMID: 21102612 j
Westermann B. 2010. Mitochondrial fusion and fission in cell life and death. Nature Reviews Molecular Cell
Bi l
11 872 884 d i 10 1038/
3013 PMID 21102612 j
Westermann B. 2010. Mitochondrial fusion and fissio Westermann B. 2010. Mitochondrial fusion and fission in cell life and death. N Westermann B. 2010. Mitochondrial fusion and fission in cell life and death. Nature Reviews Molecular Cell
Biology 11:872–884. doi: 10.1038/nrm3013, PMID: 21102612 Biology 11:872–884. doi: 10.1038/nrm3013, PMID: 21102612 gy
Wickner W. 2010. Membrane fusion: five lipids, four SNAREs, three chaperones, two nucleotides, and a Rab, all
dancing in a ring on yeast vacuoles. Annual Review of Cell and Developmental Biology 26:115–136. doi: 10. 1146/annurev-cellbio-100109-104131 Wittig I, Braun HP, Scha¨gger H. 2006. Blue native PAGE. Nature Protocols 1:418–428. doi: 10.1038/nprot.2006. 62, PMID: 17406264 Wong ED, Wagner JA, Gorsich SW, McCaffery JM, Shaw JM, Nunnari J. 2000. The dynamin-related GTPase,
Mgm1p, is an intermembrane space protein required for maintenance of fusion competent mitochondria. The
Journal of Cell Biology 151:341–352. doi: 10.1083/jcb.151.2.341, PMID: 11038181 Wong ED, Wagner JA, Scott SV, Okreglak V, Holewinske TJ, Cassidy-Stone A, Nunnari J. 2003. The
intramitochondrial dynamin-related GTPase, Mgm1p, is a component of a protein complex that mediates
mitochondrial fusion. The Journal of Cell Biology 160:303–311. Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 References doi: 10.1083/jcb.200209015, PMID: 12566426 Youle RJ, van der Bliek AM. 2012. Mitochondrial fission, fusion, and stress. Science 337:1062–1065. doi: 10. 1126/science.1219855, PMID: 22936770 Zick M, Duvezin-Caubet S, Scha¨fer A, Vogel F, Neupert W, Reichert AS. 2009. Distinct roles of the two isoforms
of the dynamin-like GTPase Mgm1 in mitochondrial fusion. FEBS Letters 583:2237–2243. doi: 10.1016/j.febslet. 2009.05.053, PMID: 19505460 Harner et al. eLife 2016;5:e18853. DOI: 10.7554/eLife.18853 25 of 25
|
https://openalex.org/W2771520803
|
https://europepmc.org/articles/pmc5815701?pdf=render
|
English
| null |
Endovascular stent graft repair of aortogastric fistula caused by peptic ulcer after esophagectomy
|
Medicine
| 2,017
|
cc-by
| 3,423
|
Abstract Abstract
Rationale:Aortogastric fistula (AGF) is a rare but devastating clinical complication after esophagectomy. In a recent report, nearly all
AGF patients died of massive hemorrhage or aspiration of massive hematemesis. Therefore, timely appropriate treatment of AGF
remains a challenge.Herein, we report a case of AGF that resulted from peptic ulceration after esophagectomy and was successfully
treated with endovascular stent graft placement. Patient concerns: A 59-year-old man had undergone video-assisted thoracoscopic esophagectomy for squamous cell
carcinoma and esophageal reconstruction using a gastric tube 14 months previously. He suddenly experienced massive
hematemesis and unstable circulatory dynamics, Infusion was performed to treat critical hemorrhagic shock but was ineffective. We
informed the patient and his family members of the situation, and once written informed consent to treatment was provided, we
rushed him to the operating room. Diagnoses: Contrast medium permeated into the gastric cavity through a fistula between the abdominal aorta and gastric tube at
the 11th thoracic level, Based on this, we made a diagnosis of AGF resulting from a peptic ulcer, and this diagnosis was further
confirmed by high pressure angiography combined with computed tomography (CT) imaging. Interventions: An endovascular stent graft was placed under the guidance of digital subtraction angiography and followed by
antibiotic therapy to prevent infection and proton pump inhibitor therapy to inhibit gastric acid secretion. Outcomes: The patient recovered uneventfully after the procedure. Four months after surgery, the patient died of organ failure
caused by retroperitoneal lymph node metastasis and multiple intrahepatic metastases, with no postoperative bleeding linked to the
endovascular stent graft repair. Lessons: Our case supports the notion that endovascular stent graft repair is a feasible alternative in treatment of AGF with several
advantages in addition to surgical intervention, although more such cases should be collected and analyzed in the future to
corroborate our observations. Abbreviations: AGF = aortogastric fistula, DSA = digital subtraction angiography, Hb = hemoglobin, Hct = hematocrit, ICU =
intensive care unit, NSAIDs = nonsteroidal anti-inflammatory drugs, PPI = proton pump inhibitor. eywords: aortogastric fistula, endovascular stent graft repair, esophagectomy, gastric tube ulceratio Medicine
®
OPEN Clinical Case Report OPEN 1. Introduction and trachea, ulceration-induced penetration of the gastric tube
into any of these structures can be consequently serious and
fatal.[1,2] Surgical intervention has been typically used to treat
AGF after esophagectomy, but mortality rates have been high. However, conservative treatment was always accompanied by a
lethal outcome. Graft replacement appears to be a promising
approach.[2] Here, we report an unusual case of AGF that was
effectively treated with placement of an endovascular stent graft. We obtained written informed consent from the patient to report
this case. Aortogastric fistula (AGF), an abnormal communication between
the aorta and the gastrointestinal tract, is a rare but fatal disorder
after esophagectomy. Because the reconstructed gastric tube is
adjacent to the major vessels and organs such as the heart, aorta, Endovascular stent graft repair of aortogastric
fistula caused by peptic ulcer after
esophagectomy
A case report g Wei, MD, Lei Song, MD
∗, Xue-Song Zhang, MD, Kui-Yang Wang, MD, Jie Wu, MD Xiao-Qing Wei, MD, Lei Song, MD
∗, Xue-Song Zhang, MD, Kui-Yang Wang, M Xiao-Qing Wei, MD, Lei Song, MD
∗, Xue-Song Zhang, MD, Kui-Yang Wang, MD, Jie Wu, MD Editor: Bülent Kantarçeken.
The authors have no conflicts of interest to disclose.
Interventional Therapy Department, The Second Hospital of Dalian Medical
University, Dalian, China.
∗Correspondence: Lei Song, Interventional Therapy Department, The Second
Hospital of Dalian Medical University, Shahekou District, Dalian, China
(e-mail: Songlei_1975@126.com).
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.
Medicine (2017) 96:50(e8959)
Received: 21 June 2017 / Received in final form: 2 November 2017 / Accepted:
8 November 2017
http://dx.doi.org/10.1097/MD.0000000000008959 2. Case presentation A 59-year-old man with a history of type 2 diabetes and smoking
(an average of 20 cigarettes per day) but no history of high blood
pressure and heart disease underwent video-assisted thoraco-
scopic esophagectomy for squamous cell carcinoma (stage
PT1N1Mx)
of
the
distal
esophagus
with
an
esophageal
reconstruction using a gastric tube through the posterior
mediastinal route 14 months previously. The surgical resection
margins were negative, and right lung nodule metastasis was not 1 Medicine Wei et al. Medicine (2017) 96:50 Figure 1. A peptic ulcer is observed by gastrointestinal endoscopy on the posterior wall of the distal part of the gastric tube. Figure 1. A peptic ulcer is observed by gastrointestinal endoscopy on the posterior wall of the distal part of the gastric tube. Figure 2. Emergency abdominal aortography (A) and CT (B) revealing remarkable extravasation of contrast medium that flowed out of the gastric tube. CT =
computed tomography. Figure 2. Emergency abdominal aortography (A) and CT (B) revealing remarkable extravasation of contrast medium that flowed out of the gastric tube. CT =
computed tomography. tography (A) and CT (B) revealing remarkable extravasation of contrast medium that flowed out of the gastric tube. CT = Figure 2. Emergency abdominal aortography (A) and CT (B) revealing remarkable extravasation of contrast medium that flowed out of the gastric tube. CT =
computed tomography Figure 2. Emergency abdominal aortography (A) and CT (B) revealing remarkable extravasation of contrast mediu
computed tomography. observed. The adjuvant radiotherapy (chemoradiotherapy for the
original esophageal tumor area and lymphatic drainage area) and
chemotherapy were completed. At 7 months postoperation, the
patient occasionally experienced episodes of epigastric discom-
fort. A gastrointestinal endoscopic biopsy revealed a gastric ulcer
on the posterior wall of the distal part of the gastric tube, but his
vital signs were stable and routine blood, liver, and kidney
function test results were within the normal ranges. This patient
did not receive continuous treatment with a proton pump
inhibitor. Five months previously, he experienced epigastric
discomfort again and had blood in the stool. Gastrointestinal
endoscopic examination revealed a round deep ulcer, 1.5mm in
diameter, in the gastric body, with visible blood vessels in the
middle (Fig. 1A and B). However, there was no evidence of
recurrence over the 1 year following the operation. 3. Discussion Because of the patient’s unstable circulatory dynamics, we
classified him as high risk for open surgery and decided to use a
stent graft repair as the first feasible option for urgent treatment. Diagnostic angiography and endovascular stent graft repair were
performed under local anesthesia. After access was obtained via
the femoral artery, a 4-Fr catheter was placed into the abdominal
aorta, and we found that contrast medium permeated into the
gastric cavity through a fistula between the abdominal aorta and
gastric tube at the 11th thoracic level (Fig. 2). Based on this, we
made a diagnosis of AGF resulting from a peptic ulcer, and this
diagnosis was further confirmed by high pressure angiography
combined with computed tomography (CT) imaging. We
considered the
AGF to be
the primary cause of upper
gastrointestinal bleeding. Thereafter, angiography was per-
formed in the aortic arch by puncturing the left femoral artery
and entering the marked pigtail tube, and the AGF was located. A
stent (COOK ZTEG-2PT-32–160) was then passed through the
right femoral artery into the aorta, positioned on the fistula
location and released. After stenting, the graft was in good
condition, no contrast medium was permeating into the stomach,
and hematemesis ceased (Fig. 3). The patient’s circulatory
dynamics also stabilized immediately following the procedure,
and he was then transferred to the intensive care unit (ICU) where
he was kept for 1 day before being returned to the general ward
(Fig. 4). The full procedure was performed under the guidance of
digital subtraction angiography (DSA). Subsequent treatments
included pumping norepinephrine, blood transfusion, infusion
booster, sufentanil analgesia, and ceftriaxone. Also, omeprazole AGF is an uncommon but recognized life-threatening complica-
tion of esophagectomy. Anastomotic leakage and peptic ulcers
are the 2 major causes for AGF after esophagectomy .[2] There is
an increasing number of reports of ulcerative lesions in
reconstructed gastric tubes, which previously had been compar-
atively rare.[1] Ide et al[3] reported that the incidence of such
lesions was 13%. The differences in the incidence rates reported
by different studies can be attributed to the fact that an ulcer of
the reconstructed gastric tube is often asymptomatic and thus
goes unnoticed.[4,5] If an ulceration is caused by penetration of
the gastric tube into structures such as pericardium, aorta, and
trachea, AGF can be serious and fatal. 2. Case presentation Two days
after the endoscopic examination, he suddenly experienced
massive hematemesis and unstable circulatory dynamics, with a
blood pressure of 90/45 mm Hg and a pulse of 150beats/min. Blood tests revealed severe anemia, with hemoglobin (Hb) of 50
g/L and hematocrit of 15.3%. Infusion was performed to treat
critical hemorrhagic shock but was ineffective. We informed the
patient and his family members of the situation, and once written
informed consent to treatment was provided, we rushed him to
the operating room. Figure 3. Aortography after stent graft placement around the fistula revealing
hemostasis. Figure 3. Aortography after stent graft placement around the fistula revealing
hemostasis. 2 Wei et al. Medicine (2017) 96:50 www.md-journal.com Figure 4. Changes in Hb levels before and after stent implantation in the
patient. Hb = hemoglobin. and octreotide were continuously administered to inhibit gastric
acid secretion. The stent implantation, Hb concentration, and
vital signs of this patient were relatively stable, and the patient did
not have hematemesis, melena, or any other active bleeding. Considering that this patient had a tumor and was in a
hypercoagulable state, in order to avoid thrombosis, he did not
continue antibleeding treatment. At 2 months postoperation, in
order to monitor the patency of the stent and active bleeding and
related complications, we recommend that patients should have
endoscopic review, but this patient and his family declined. Contrast-enhanced CT revealed no extravasation and no other
complications such as hematemesis, infection, and pseudoaneur-
ysm (Fig. 5). Four months after surgery, the patient died of organ
failure caused by retroperitoneal lymph node metastasis and
multiple intrahepatic metastases, with no postoperative bleeding
linked to the endovascular stent graft repair. Figure 4. Changes in Hb levels before and after stent implantation in the
patient. Hb = hemoglobin. Figure 4. Changes in Hb levels before and after stent implantation in the
patient. Hb = hemoglobin. References Recent studies reported successful treatments of AGF with
endovascular stent graft repair.[2,19] The advantages of using
endovascular techniques include achieving rapid control of
bleeding with minimal injury, avoiding intervention in a hostile
abdomen, and eliminating the complications such as operative
trauma and stress associated with open surgical repair[19,21]
The need for only local anesthesia is also one of the advantages. It was quite remarkable that our patient had a quick recovery
and short hospital stay (∼2 weeks) compared with other
successfully treated AGF cases in the literature.[2,5] Regarding
pseudoaneurysm recurrence, placement of an endovascular
stent graft is also a useful backup modality if sterilization has
been achieved.[22] Considering the lethal course of this case, it
should be stressed that celiac artery coverage needs to be
considered very carefully, especially in patients with a known
gastric ulcer as it may lead to a secondary AGF. One limitation
of using endovascular stent graft repair is the high skill
requirement for the practitioner. Another limitation of using
this technique is that endovascular stent graft repair has been
correlated with a high risk of infection, which is a factor
contributing to poor outcome after endovascular repair.[22]
This also raises another concern of long-term safety and efficacy
of this technique by placing a new prosthetic material in an
already or potentially infected field. Thus, aggressive antibiotic
therapy should be utilized following this procedure.[23–25]. In
the present case, although there were no signs of infection, a
prophylactic antibiotic therapy (i.e., ceftriaxone) was still
prescribed because of the potential infection. [1] Mochizuki Y, Akiyama S, Koike M, et al. A peptic ulcer in a
reconstructed perforating the thoracic aorta after esophageal replace-
ment. Jpn J Thorac Cardiovasc Surg 2003;51:448–51. [2] Okamura A, Kawakubo H, Takeuchi H, et al. Successful treatment of
aortogastric fistula after esophagectomy. Esophagus 2015;12:387–91. [3] Ide H, Eguchi R, Nakamura T, et al. Late management of patients after
esophagectomy and reconstruction for esophageal cancer (Eng abstr). Nihon Shokaki Geka Gakkai Zasshi 1995;28:2028–61. [4] Katsoulis IE, Veloudis G, Exarchos D, et al. Perforation of a gastric tube
peptic ulcer into the thoracic aorta. Dis Esophagus 2001;14:76–8. [5] Takebayashi T, Okushiba S, Ohno K, et al. Peptic ulcer-induced acute
aortogastric fistula occurring 7 years after a pharyngogastrostomy
following a resection for carcinoma of the esophagus: report of a case. Surg Today 2004;34:777–9. [6] Takemura M, Higashino M, Osugi H, et al. Medicine diagnosis and treated the patient with an endovascular stent graft
repair. We carried out the full procedure under the guidance of
DSA, which allowed us to see the stent location clearly. Although
the patient presented in a critical condition, the choice of the
endovascular stent graft repair turned out to be very effective, as
evidenced by the facts that no contrast leakage inside the stomach
was observed and that the patient’s hematemesis ceased as soon
as the procedure was completed. During the disease progression,
it is common for a gastric tube to continuously secrete acid even
though the vagus nerve has been divided.[26] Therefore, 24-hour
pH surveillance of the gastric tube after an esophagectomy and a
urease test should be carried out, and treatment to inhibit gastric
acid production should be administered. In addition, endoscopic
observation for the early diagnosis and appropriate management
of AGF is also crucial for a favorable outcome. Previous studies
have reported an interval between esophagogastrectomy and
hematemesis in patients with peptic ulcers ranging from 14
months to 7 years.[5] Hence, the best precautionary approach
should be close follow-up of such patients during this period after
esophagectomy. We considered the treatment of AGF in this
patient with endovascular stent graft repair successful because the
patient did not die from any events related to the endovascular
stent graft repair but from cancer complications during the
follow-up period. acute onset of mid-thoracic pain, heartburn, and sudden small
volume or massive hematemesis. AGF should be highly
suspected in patients having one of the aforementioned etiologies
with at least one of those symptoms. Early accurate diagnosis is
vital for survival. The most effective approach to diagnose an
AGF is still CT scanning, which can reveal a number of
characteristics such as the existence of novel nonhomogenous
masses between the aorta and the stomach, air in the
mediastinum and/or inside the aneurysm sac, as well as contrast
extravasation from the aorta into the stomach.[10] The definitive
diagnosis can be established when ulcerations accompanied by
coagulations are detected on endoscopy, although endoscopy-
induced hypertension may increase the risk of further hemor-
rhage.[11] In this particular case, the patient had mid-thoracic
pain and sudden massive hematemesis, and an AGF was
diagnosed by angiography in time. In a recent report, nearly all AGF patients died of massive
hemorrhage
or
aspiration
of
massive
hematemesis.[7,12–17]
Therefore, timely appropriate treatment of AGF remains a
challenge. Medicine The traditional management goals for AGF are the
control of hemorrhage and sepsis and maintenance of lower limb
perfusion. An aggressive surgical strategy consists of suturing the
perforated aorta or aortic reconstruction via open surgery, which
appears to be the sole management with appreciable long-term
outcomes. Nevertheless, these surgical procedures have dis-
advantages including operation-linked stress and general anes-
thesia, which can exacerbate preexisting gastritis and stomach
ulceration.[13–19,20] Moreover, if the gastric tube is strongly
adhered to the aorta around hiatus, an additional fenestration for
the celiac artery would make the procedure even more complex
and would prolong the operation time, thereby increasing the
perioperative risk.[16] Also, it was reported that pseudoaneur-
ysms can develop after the operation.[5] In conclusion, we report here the use of endovascular stent
graft repair to treat an unusual case of ulcer-linked AGF after
esophagectomy. Our case supports the notion that endovascular
stent graft repair is a feasible alternative in treatment of AGF with
several advantages in addition to surgical intervention, although
more such cases should be collected and analyzed in the future to
corroborate our observations. 3. Discussion Peptic ulcer formation has many etiologies including destruc-
tion of the mucosal barrier from ischemia in the gastric tube,
hypersecretion of gastric acid, pulsation of the descending aorta
that delays gastric emptying, Helicobacter pylori infection, and
usage of nonsteroidal anti-inflammatory drugs (NSAIDs).[6,7]
The histological impact of postoperative radiotherapy has also
been regarded as a significant contributor, as this treatment
interferes with the histological responses necessary for healing.[8]
The above-mentioned factors, except H pylori infection, were
present in our case. Moreover, our patient had a history of gastric
ulcer. In addition, this patient had postoperative bleeding
for 1 year and upper gastrointestinal angiography showed
anastomotic patency. Generally, no specific clinical manifestations are associated
with the formation of an AGF after intrathoracic esophagogastric
anastomosis,[9] except some vague symptoms and signs including Figure 5. Contrast-enhanced CT showing no evidence of extravasation. CT = computed tomography. Figure 5. Contrast-enhanced CT showing no evidence of extravasation. CT = computed tomography. 3 Wei et al. Medicine (2017) 96:50 Medicine References Five cases of peptic ulcer of
gastric tube after radical esophagectomy for esophageal carcinoma and
analysis of Helicobacter pylori infection at gastric tube (in Japanese with
English abstract). Nihon Kyoubugeka Gakkaizasshi (J Jpn Assn Thorac
Surg) 1997;45:1992–7. [7] Begin LR, Sheiner NM. Anastomotic ulcer-induced aortoenteric fistula
after esophagogastroplasty. Ann Thorac Surg 1992;54:564–5. [8] Hanashi T, Ide H, Nogami A, et al. A case report on the perforation of a
gastric tube ulcer after esophageal reconstruction for cancer. Nippon
Kyobu Geka Gakkai Zasshi 1991;39:1242–6. [9] Kuhara A, Koganemaru M, Onitsuka S, et al. Emergent interventional
approach for aortogastric tube fistula with massive gastrointestinal
bleeding. BMJ Case Rep 2015;2015:pii: bcr2014208143. [10] Chiesa R, Melissano G, Marone EM, et al. Aorto-oesophageal and
aortobronchial fistula following thoracic endovascular aortic repair: a
national survey. EurJ Vasc Endovasc Surg 2010;39:273–9. [11] Unosawa S, Hata M, Sezai A, et al. Surgical treatment of an
aortoesophageal fistula caused by stent implantation for esophageal
stenosis: report of a case. Surg Today 2008;38:62–4. In this rare case, AGF was primarily attributed to a peptic
ulceration. We performed angiography to achieve a correct [12] Deutsch AA, Reiss R. Aortogastric fistula: an unusual complication of the
thoracic portion of the stomach. Arch Surg 1978;113:537. 4 Wei et al. Medicine (2017) 96:50 www.md-journal.com [13] Cowan JAJr, Dimick JB, Wainess RM, et al. Ruptured thoracoabdominal
aortic aneurysm treatment in the United States: 1988 to 1998. J Vasc
Surg 2003;38:319–22. [20] Kougias P, Baltazar U, Battle WJ, et al. Primary aortogastric fistula after
nissen fundoplication: a case report and review of pertinent literature. Vasc Endovascular Surg 2003;37:135–9. [14] Piazza M, Ricotta JJ2nd. Open surgical repair of thoracoabdominal
aortic aneurysms. Ann Vasc Surg 2012;26:600 e5. [21] Antoniou AG, Koutsias S, Antoniou SA, et al. Outcome after endovascular
stent graft repair of aortoenteric fistula: a systematic review. J Vasc Surg
2009;49:782–9. [15] Gaudino M, Lau C, Munjal M, et al. Open repair of ruptured descending
thoracic and thoracoabdominal aortic aneurysms. J Thorac Cardiovasc
Surg 2015;150:814–23. [22] Sato O, Miyata T, Matsubara T, et al. Successful surgical treatment of
aortogastric fistula after an esophagectomy and subsequent endovascular
graft placement: report of a case. Jpn J Surg 1999;29:431–4. [16] Busuttil SJ, Goldstone J. Diagnosis and management of aortoenteric
fistulas. Semin Vasc Surg 2001;14:302–11. [23] Chiesa R, Tshomba Y, Kahlberg A, et al. Management of thoracic
endograft infection. J Cardiovasc Surg (Torino) 2010;51:15–31. References [17] Dorigo W, Pulli R, Azas L, et al. Early and long-term results of
conventional surgical treatment of secondary aortoenteric fistula. Eur J
Vasc Endovasc Surg 2003;26:512–8. [24] Sato O, Miyata T, Matsubara T, et al. Successful surgical treatment
of aortogastric fistula after an esophagectomy and subsequent
endovascular graft placement: report of a case. Surg Today 1999;29:
431–4. [18] Leon LRJr, Mills JLSr, Jordan W, et al. The risks of celiac artery coverage
during endoluminal repair of thoracic and thoracoabdominal aortic
aneurysms. Vasc Endovascular Surg 2009;43:51–60. [25] Takano S, Katsuhara K, Nobuhara K, et al. Aortoesophageal fistula due
to esophageal ulcer. Gen Thorac Cardiovasc Surg 2009;57:255–7. [19] Heidemann F, Diener H, Debus S, et al. Repair of a contained ruptured
paravisceral aortic aneurysm using a surgeon-modified fenestrated
endograft and development of an aortogastric fistula. Ann Vasc Surg
2016;36:e294.e13–7. [26] Rasuli P, Hammond DI, Eidus LB, et al. Peptic ulcer induced gastroaortic
fistula: difficulty in making the diagnosis with selective angiography. Can
Assoc Radiol J 1990;41:151–2. 5 5
|
https://openalex.org/W2789624191
|
https://europepmc.org/articles/pmc5879134?pdf=render
|
English
| null |
Melatonin Regulates Apoptosis and Autophagy Via ROS-MST1 Pathway in Subarachnoid Hemorrhage
|
Frontiers in molecular neuroscience
| 2,018
|
cc-by
| 9,808
|
Melatonin Regulates Apoptosis and
Autophagy Via ROS-MST1 Pathway
in Subarachnoid Hemorrhage 1Department of Neurosurgery, Second Affiliated Hospital of Zhejiang University School of Medicine, Hangzhou, China,
2Brain Research Institute, Zhejiang University, Hangzhou, China, 3Collaborative Innovation Center for Brain Science,
Zhejiang University, Hangzhou, China Compelling evidence has indicated that imbalance between apoptosis and autophagy
may be involved in subarachnoid hemorrhage (SAH). We aimed to investigate the
effects and mechanisms of melatonin in the homeostasis of apoptosis and autophagy. One-hundred and forty-eight male Sprague-Dawley rats were intraperitoneally injected
with melatonin or vehicle 2 h after SAH induction. Western blotting and an
immunofluorescent assay were performed to detect the expression of apoptosis-
and autophagy-related proteins. The neuroprotective effect of melatonin attenuating
SAH-induced neurological deficit and brain edema may be associated with the
suppression
of
SAH-induced
neuronal
apoptosis
and
autophagy. Furthermore,
melatonin inhibited the cleavage of mammalian sterile 20-like kinase 1 (MST1) protein
by reducing reactive oxygen species (ROS) content. These effects of melatonin on
regulating the homeostasis between apoptosis and autophagy could be reversed by
an MST1 agonist, chelerythrine, via enhancement of MST1 cleavage. In conclusion,
exogenous melatonin alleviates SAH-induced early brain injury (EBI) by suppressing
excessive neuronal apoptosis and autophagy. The underlying mechanism may, at least
in part, involve the ROS-MST1 pathway. Edited by:
Karsten Hiller,
Technische Universität
Braunschweig, Germany Reviewed by:
Zhouguang Wang,
Wenzhou Medical University, China
Federico Herrera,
Instituto de Tecnologia Quàmica e
Biológica (ITQB-NOVA), Portugal Reviewed by:
Zhouguang Wang,
Wenzhou Medical University, China
Federico Herrera,
Instituto de Tecnologia Quàmica e
Biológica (ITQB-NOVA), Portugal *Correspondence:
Jianmin Zhang
zjm135@zju.edu.cn
Jun Yu
dr_yujun@zju.edu.cn *Correspondence:
Jianmin Zhang
zjm135@zju.edu.cn
Jun Yu
dr_yujun@zju.edu.cn
†These authors have contributed
equally to this work. INTRODUCTION †These authors have contributed
equally to this work. Despite the tremendous progress made in intensive neuroprotective therapy and invasive surgical
strategies, aneurysmal subarachnoid hemorrhage (SAH) remains a devastating disorder with a high
risk of mortality and severe disability (Laiwalla et al., 2016; van Gijn et al., 2007). Early brain injury
(EBI) occurs in the first 72 h following SAH, contributing to a poor prognosis (Cahill et al., 2006;
Guo et al., 2017). Compelling evidence has indicated that an intrinsic apoptotic or autophagic
cell death pathway is involved in EBI (Jing et al., 2012; Chen et al., 2014). Although an appealing
hypothesis has been proposed that apoptosis and autophagy may be regulated by a common
cellular factor (Dhingra and Kirshenbaum, 2013), no study has explored this missing link between
apoptosis and autophagy in EBI after SAH. Received: 26 November 2017
Accepted: 09 March 2018
Published: 26 March 2018 Keywords: melatonin, MST1, apoptosis, autophagy, subarachnoid hemorrhage ORIGINAL RESEARCH
published: 26 March 2018
doi: 10.3389/fnmol.2018.00093 SAH Model The filament perforation model of SAH were performed
according to previous studies (Marbacher, 2016). Briefly, after
the rats were anesthetized with 40 mg/kg pentobarbital sodium
via intraperitoneal injection, the left carotid artery and its
branches were explored by microsurgical isolation. The distal
left external carotid artery was transected and reflected in line
with the ipsilateral internal carotid artery. A sharpened 4–0 nylon
monofilament suture was placed lightly into the internal carotid
artery from the ipsilateral external carotid artery and advanced
through the internal carotid artery until the end of the suture
reached the bifurcation of the anterior and middle cerebral
arteries. The suture was advanced 1 mm to further to perforate
the bifurcation of the anterior and middle cerebral arteries. After approximately 10 s, the suture was withdrawn. Sham rats
received similar surgical procedures, but without perforation. All
the experimental rats were maintained at 37◦C using a heating
pad throughout the surgical procedure. Mammalian sterile 20-like kinase 1 (MST1) is a crucial
serine-threonine kinase that constitutes a critical component of
the Hippo signaling pathway (Chan et al., 2011). Compelling
evidence has indicated that MST1 may be a switch that
dually
regulate
apoptosis
and
autophagy
(Dhingra
and
Kirshenbaum,
2013). In
a
crucial
work,
investigators
showed that MST1 preferentially phosphorylates Beclin1 at
Thr108 during ischemic stress in mouse hearts (Maejima
et al., 2013). The phosphorylation of Beclin 1 impairs the
formation of Beclin 1-Atg14L-Vps34, resulting in a marked
reduction in autophagy (Maejima et al., 2013). In addition,
the phosphorylated form of Beclin 1 can combine with Bcl-2
to destroy Bcl-2-Bax inhibitory complexes, resulting in an
increase the amount of free cellular Bax available to induce
mitochondria-dependent apoptosis (Maejima et al., 2013). In addition to the abovementioned mechanism, MST1 can
be cleaved to produce a 36-kDa N-terminal constitutively
active fragment (cl-MST1) during cell oxidative stress (Ura
et al., 2001). Subsequently, the cl-MST1 is transferred into
the nucleus and phosphorylates several histones, inducing
neuronal cell apoptosis (Cheung et al., 2003). Interestingly,
the enhancement of autophagy and reduction of apoptosis
in response to melatonin can be reversed by blocking the
MST1 pathway (Hu et al., 2017). Moreover, melatonin, as
a potent free-radical scavenger, may regulate the activity of
MST1 by scavenging reactive oxygen species (ROS; Lehtinen
et al., 2006). However, the role of MST1 in melatonin-regulated
apoptosis and autophagy in an SAH model has not been
elucidated. Experimental Design Two separate experiments were conducted in this study. Experiment I was designed to assess the effect of melatonin
on EBI after SAH induction and determine the optimal
dose of melatonin for subsequent mechanistic experiments. The rats were randomly divided into four groups: the Sham
group, the SAH+Vehicle (1% ethanol in 1 mL of saline)
group, the SAH+Melatonin low-dose (5 mg/kg) group, and the Drug Administration Melatonin (N-acetyl-5-methoxytryptamine) was purchased from
Sigma-Aldrich (St. Louis, MO, USA) and was dissolved in vehicle
(1% ethanol in 1 mL saline) to create solutions for the doses
of 5 mg/kg and 10 mg/kg. The melatonin and the vehicle (1%
ethanol in 1 mL saline) were administered intraperitoneally at
2 h after SAH induction. Chelerythrine, an MST1 agonist, was
dissolved in dimethyl sulfoxide (1 mmol/L) and administered
immediately via intraventricular administration after SAH. Dimethyl sulfoxide was administered as vehicle control. The present study was designed to verify the hypothesis
that melatonin can regulate the homeostasis of apoptosis and
autophagy by inhibiting the ROS-MST1 pathway in EBI after
SAH induction. SAH Model The severity of the SAH was evaluated by a previously
reported SAH grading system (Marbacher, 2016). The SAH
grades represented the amount of bleeding in the subarachnoid
space around the basilar artery rings and brainstem (Wu et al.,
2016). Possible total scores range from 3 to 18, in which a higher
score means more serious SAH. In the present study, we included
only those rats with SAH grade scores ≥8 at 24 h after SAH
induction. Citation: Shi L, Liang F, Zheng J, Zhou K,
Chen S, Yu J and Zhang J
(2018) Melatonin Regulates
Apoptosis and Autophagy Via
ROS-MST1 Pathway in
Subarachnoid Hemorrhage. Front. Mol. Neurosci. 11:93. doi: 10.3389/fnmol.2018.00093 Melatonin is an evolutionarily conserved neuro-hormone that is predominantly synthesized
in and secreted from the pineal gland (Hu et al., 2017). Experimental evidence has demonstrated
that both melatonin and its metabolites are potent free-radical scavengers and broad-
spectrum antioxidants (Zhang et al., 2012), which maintain cellular homeostasis and survival March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 1 Shi et al. Melatonin Regulates Apoptosis and Autophagy by modulating inflammation, apoptosis, or autophagy following
different types of brain injury (Fernández et al., 2015). Owing
to its highly lipophilic nature, melatonin may be a promising
agent that can easily pass through the blood–brain barrier (BBB)
and play a neuroprotective role in various pathophysiological
situations (Carloni et al., 2016). Previous investigators have
reported that injection of melatonin after SAH induction reduced
brain edema, decreased mortality and improved neurological
function (Chen et al., 2014; Dong et al., 2016). At the molecular
level, melatonin can inhibit neuronal apoptosis via up-regulation
of the pro-survival protein Bcl-2 and down-regulation of its
pro-apoptotic cognate Bax (Fernández et al., 2015). Furthermore,
melatonin reduced the translocation of Bax to the mitochondria
and inhibited mitochondria-dependent apoptosis by enhancing
autophagy (Chen et al., 2014). However, no study has explored
the detailed mechanisms underlying the regulation of apoptosis
by melatonin-mediated autophagy. 148 male Sprague-Dawley rats weighing 300–320 g. All rats were
housed on 12-h/12-h light/dark cycles under temperature- and
humidity-controlled conditions. Animal body temperature was
maintained at 37◦C. This study was carried out in accordance
with the recommendations of the Guide for the Care and Use
of Laboratory Animals of the National Institutes of Health
and the Animal Research: Reporting of in vivo Experiments
(ARRIVE) guidelines. The animal protocol was approved by the
Institutional Ethics Committee of the Second Affiliated Hospital,
Zhejiang University School of Medicine. Brain Edema Measurement Brain Edema Measurement
Intravital brain edema was examined by magnetic resonance
imaging (MRI) as previously described (Guo et al., 2017; Dang
et al., 2017). At 24 h after SAH induction, imaging was carried
out in a 3.0-Tesla GE Discovery MR750 scanner (General Electric
Company, Boston, MA, USA). T2 fast spin-echo sequences
were taken using a field of view of 60 × 60 mm, a matrix of
256 × 256 mm and nine coronal slices (2 mm thick). All MRI data
were analyzed by a blinded observer using NIH ImageJ software. The degree of edema in the excised brain was measured as
brain water content according to previous studies (Wu et al.,
2016). After the rats were sacrificed at 24 h following SAH
induction, their brains were removed and separated into the left
hemisphere, right hemisphere, cerebellum, and brain stem. Each
part was weighed (wet weight) and promptly dried for 72 h at Intravital brain edema was examined by magnetic resonance
imaging (MRI) as previously described (Guo et al., 2017; Dang
et al., 2017). At 24 h after SAH induction, imaging was carried
out in a 3.0-Tesla GE Discovery MR750 scanner (General Electric
Company, Boston, MA, USA). T2 fast spin-echo sequences
were taken using a field of view of 60 × 60 mm, a matrix of
256 × 256 mm and nine coronal slices (2 mm thick). All MRI data
were analyzed by a blinded observer using NIH ImageJ software. The degree of edema in the excised brain was measured as
brain water content according to previous studies (Wu et al.,
2016). After the rats were sacrificed at 24 h following SAH
induction, their brains were removed and separated into the left
hemisphere, right hemisphere, cerebellum, and brain stem. Each
part was weighed (wet weight) and promptly dried for 72 h at FIGURE 1 | Both low and high doses of exogenous melatonin alleviated brain edema and improved neurological function 24 h after subarachnoid hemorrhage (SAH)
induction. (A) The rats were randomly divided into four groups: the Sham group, the SAH+Vehicle (1% ethanol in 1 mL of saline) group, the SAH+Melatonin low-dose
(5 mg/kg) group, and the SAH+Melatonin high-dose (10 mg/kg) group (n = 18 for each group). (B) SAH grade (n = 18 for each group): similar SAH grades were
observed among SAH rats. Neurobehavioral Function Assessment Neurobehavioral Function Assessment
Neurobehavioral function was blindly assessed according to
a modified Garcia scoring system as in previous studies
(Marbacher, 2016). Briefly, this evaluation contains six test
items: spontaneous activity (0–3), climbing (1–3), forelimb
stretching (0–3), spontaneous movements of all limbs (0–3),
body proprioception (1–3), and response to vibrissae touch
(1–3). Possible scores range from 3 to 18, according to the
severity of neurological deficits. A lower score means worse
neurological deficits induced by SAH. Neurobehavioral Function Assessment
Neurobehavioral function was blindly assessed according to
a modified Garcia scoring system as in previous studies
(Marbacher, 2016). Briefly, this evaluation contains six test
items: spontaneous activity (0–3), climbing (1–3), forelimb
stretching (0–3), spontaneous movements of all limbs (0–3),
body proprioception (1–3), and response to vibrissae touch
(1–3). Possible scores range from 3 to 18, according to the
severity of neurological deficits. A lower score means worse
neurological deficits induced by SAH. SAH+Melatonin high-dose (10 mg/kg) group. Neurobehavioral
functions, brain water content, brain ROS content, and neuronal
apoptosis were examined at 24 h after SAH induction. Eighteen
rats per group were applied to evaluate neurobehavioral
functions, and then separately sacrificed to assess brain water
content (n = 6 per group), brain ROS content (n = 6 per group),
and neuronal apoptosis and autophagy (n = 6 per group). Experiment II was designed to explore the molecular
mechanism by which melatonin regulates the homeostasis of
apoptosis and autophagy in EBI after SAH induction. The rats
were randomly divided into four groups: the Sham+Vehicle
(1% ethanol in 1 mL of saline, intraperitoneal administration;
dimethyl
sulfoxide,
intraventricular
injection)
group,
the
SAH+Vehicle (1% ethanol in 1 mL of saline, intraperitoneal
administration; dimethyl sulfoxide, intraventricular injection)
group,
the
SAH+Melatonin
(10
mg/kg,
intraperitoneal
administration) + Vehicle (dimethyl sulfoxide, intraventricular
injection)
group,
and
the
SAH+Melatonin
(10
mg/kg,
intraperitoneal administration) + Chelerythrine (1 mmol/L,
10 µL, intraventricular injection) group. All rats were sacrificed
at 24 h after SAH induction. Western blotting was performed
to examine the expression of several target proteins including
MST1, cl-MST1, Bcl-2, Bax, Beclin 1, LC3B-I, LC3B-II and
cleaved-Caspase 3 (n = 6 per group), and immunofluorescence
was used to detect apoptotic and autophagic neurons (n = 6 per
group). Animals All experimental animals were purchased from SLAC Laboratory
Animal Company Limited (Shanghai, China). We used a total of March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 2 Shi et al. Melatonin Regulates Apoptosis and Autophagy Brain Edema Measurement Both low and high doses
of melatonin, compared with vehicle, appeared to alleviate brain edema (red pane) in rats that had undergone SAH. In addition, SAH rats, regardless of whether they
received vehicle or melatonin, had larger lateral ventricles than sham rats (n = 6 for each group). FIGURE 2 | Both low and high doses of exogenous melatonin alleviated brain edema as measured by magnetic resonance imaging (MRI). Both low and high doses
of melatonin, compared with vehicle, appeared to alleviate brain edema (red pane) in rats that had undergone SAH. In addition, SAH rats, regardless of whether they
received vehicle or melatonin, had larger lateral ventricles than sham rats (n = 6 for each group). FIGURE 2 | Both low and high doses of exogenous melatonin alleviated brain edema as measured by magnetic resonance imaging (MRI). Both low and high doses
of melatonin, compared with vehicle, appeared to alleviate brain edema (red pane) in rats that had undergone SAH. In addition, SAH rats, regardless of whether they
received vehicle or melatonin, had larger lateral ventricles than sham rats (n = 6 for each group). Technology, CST#3682), active Caspase 3 (Abcam, ab49822),
Bcl-2 (Cell Signaling Technology, CST#2876), Bax (Santa Cruz
Biotechnology, SC-493), Beclin 1 (Proteintech, 11306-1-AP), and
LC3B-I/II (Cell Signaling Technology, CST#4108). 105◦C (dry weight). The brain water content was defined as
follows: brain water content = (wet weight −dry weight)/wet
weight × 100%. Immunofluorescence Staining After SAH and sham rats were sacrificed at 24 h following
endovascular perforation, brain tissue samples from around
the basal cortical area on the injured side were obtained for
assessment. Immediately, the total ROS level was measured with
an ROS/RNS assay kit (Cell Biolabs Inc., San Diego, CA, USA),
following the manufacturer’s instruction. After 24 h following SAH induction, rats were perfused
with PBS followed by 4% paraformaldehyde. The whole
brain was immersed in 4% paraformaldehyde for 24 h, and
then transferred to 30% sucrose solution for dehydration. Subsequently, the brain samples were frozen and cut into
coronal slices (slice thickness: 8 µm) with a cryostat microtome
(Leica CM3050S-3-1-1, Bannockburn, IL, USA). The sections
were incubated overnight at 4◦C with primary antibodies,
including antibodies against NeuN (Abcam, ab177487 or
ab104224) and LC3 (Cell Signaling Technology, CST#4108)
followed by the appropriate fluorophore-conjugated secondary
antibodies
(Jackson
ImmunoResearch,
West
Grove,
PA,
USA). TUNEL staining was performed according to the
protocol from the manufacturer (Roche Inc., Switzerland) as
described in previous studies (Ying et al., 2016). The sections
were visualized with a fluorescence microscope (LSM-710; Brain Edema Measurement (C) Garcia test (n = 18 for each group): garcia score decreased at 24 h after SAH induction. Both low and high doses of exogenous
melatonin significantly increased Garcia scores compared with those of the SAH+Vehicle group. (D) Brain water content (n = 6 for each group): Low-dose melatonin
treatment had no effect on brain water content. High-dose melatonin treatment significantly decreased brain water content in the left hemisphere, the right
hemisphere, and the cerebellum. Error bars represented the mean ± standard deviation (SD). ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the SAH+Vehicle group. FIGURE 1 | Both low and high doses of exogenous melatonin alleviated brain edema and improved neurological function 24 h after subarachnoid hemorrhage (SAH)
induction. (A) The rats were randomly divided into four groups: the Sham group, the SAH+Vehicle (1% ethanol in 1 mL of saline) group, the SAH+Melatonin low-dose
(5 mg/kg) group, and the SAH+Melatonin high-dose (10 mg/kg) group (n = 18 for each group). (B) SAH grade (n = 18 for each group): similar SAH grades were
observed among SAH rats. (C) Garcia test (n = 18 for each group): garcia score decreased at 24 h after SAH induction. Both low and high doses of exogenous
melatonin significantly increased Garcia scores compared with those of the SAH+Vehicle group. (D) Brain water content (n = 6 for each group): Low-dose melatonin
treatment had no effect on brain water content. High-dose melatonin treatment significantly decreased brain water content in the left hemisphere, the right
hemisphere, and the cerebellum. Error bars represented the mean ± standard deviation (SD). ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the SAH+Vehicle group. March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 3 Shi et al. Melatonin Regulates Apoptosis and Autophagy FIGURE 2 | Both low and high doses of exogenous melatonin alleviated brain edema as measured by magnetic resonance imaging (MRI). Both low and high doses
of melatonin, compared with vehicle, appeared to alleviate brain edema (red pane) in rats that had undergone SAH. In addition, SAH rats, regardless of whether they
received vehicle or melatonin, had larger lateral ventricles than sham rats (n = 6 for each group). FIGURE 2 | Both low and high doses of exogenous melatonin alleviated brain edema as measured by magnetic resonance imaging (MRI). Both Low and High Doses of Melatonin
Treatment Inhibited Brain ROS
Accumulation, Neuronal Apoptosis and
Neuronal Autophagy During the experimental period, no significant difference was
observed in body weight, mean arterial blood pressure, or
temperature among the experimental groups (data not shown). The total mortality within 24 h after surgery was 14.19% (21 of
148 rats). Mortality showed no significant difference among
SAH groups: 23.33% (7 of 30 rats) in the SAH+Vehicle group,
22.92% (11 of 48 rats) in the SAH+Melatonin group, and 25.00%
(3 of 12 rats) in the SAH+Melatonin+Chelerythrine group. In
addition, a total of seven SAH rats were excluded for insufficient
bleeding (SAH grade <8). Brain ROS content was significantly higher in SAH rats receiving
vehicle than in sham rats (1.544 ± 0.1636 and 1.000 ± 0.1254,
respectively; P < 0.01; Figure 3). SAH rats receiving either low-
or high-dose melatonin showed a significant inhibition of brain
ROS accumulation (1.272 ± 0.1659 for low-dose melatonin,
1.155 ± 0.1983 for high-dose melatonin, vs. 1.544 ± 0.1636 for
SAH rats receiving vehicle; P < 0.05; Figure 3). At 24 h after SAH induction, TUNEL staining was used
to detect neuronal apoptosis, and LC3 staining was used
to examine neuronal autophagy. SAH rats receiving vehicle
showed higher percentage of TUNEL-positive (32.54 ± 4.877%
vs. 4.203 ± 0.9677%, P < 0.01; Figure 4) and LC3-positive
(26.36 ± 4.357% vs. 3.771 ± 1.016%, P < 0.01; Figure 5)
neurons than sham rats did. SAH rats receiving either low- or Western Blotting After SAH and sham rats were sacrificed at 24 h following
endovascular perforation, brain tissue samples from around
the basal cortical area on the injured side were obtained
for assessment. Western blotting was performed as previously
described (Pariente et al., 2016). Proteins were extracted
from the brain tissue samples with RIPA buffer (Santa Cruz
Biotechnology, Santa Cruz, CA, USA). The primary antibodies
used were antibodies against MST1 (Cell Signaling Technology,
Danvers, MA, USA, CST#3682), cl-MST1 (Cell Signaling March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 4 Melatonin Regulates Apoptosis and Autophagy Shi et al. Zeiss, Oberkochen, Germany). The percentage of TUNEL-
positive or LC3-positive neurons was calculated in a blinded
manner. Figure 1D). High-dose melatonin alleviated brain edema in
the left hemisphere (79.56 ± 0.5259 vs. 81.01 ± 0.9270,
P < 0.01; Figure 1D), the right hemisphere (79.21 ± 0.7091 vs. 80.22 ± 0.5824, P < 0.05; Figure 1D), and the cerebellum
(79.65 ± 0.7151 vs. 80.61 ± 0.6580, P < 0.05; Figure 1D). Statistical Analysis Brain edema was assessed intravitally by MR imaging
(Figure 2). SAH rats receiving vehicle showed a significant
increase in brain edema compared with sham rats (Figure 2). Both low and high doses of melatonin appeared to alleviate
brain edema compared with the amount in SAH rats receiving
vehicle, but no statistical analysis was performed to test for
this effect owing to the low resolution of 3-tesla MR scans
(Figure 2). In addition, SAH rats, whether they received vehicle
or melatonin, showed enlarged lateral ventricles compared to
sham rats (Figure 2). All data were expressed as the mean ± standard deviation (SD). One-way ANOVA of the mean values followed by a Holm-Sidak
test was performed for multiple groups. A Mann-Whitney U test
was used for Garcia scores and SAH grading scores. The analyses
were performed using SPSS version 22.0 (SPSS Inc.). Statistical
significance was defined as P < 0.05. Melatonin Treatment Alleviated Brain
Edema and Improved Neurological
Function Two doses of melatonin (5 mg/kg and 10 mg/kg) were
administered via intraperitoneal injection 2 h after SAH
induction. No significant difference was observed in SAH
scores among the SAH+Vehicle group (13.72 ± 2.244), the
SAH+Melatonin low-dose group (13.61 ± 2.355), and the
SAH+Melatonin high-dose group (14.11 ± 2.447) at 24 h
following SAH induction (P > 0.05, Figures 1A,B). SAH
rats receiving vehicle showed significantly worse neurological
function than sham rats 24 h after SAH induction (Garcia
scores: 12.67 ± 2.114 and 17.28 ± 1.074, respectively; P < 0.01;
Figure 1C). Both low and high doses of melatonin therapy
were associated with significant improvements in neurological
function (Garcia score: 13.94 ± 1.626 for low-dose melatonin,
14.22 ± 2.290 for high-dose melatonin, vs. 12.67 ± 2.114 for SAH
rats; P < 0.05; Figure 1C). FIGURE 3 | Both low and high doses of exogenous melatonin reduced
SAH-induced reactive oxygen species (ROS) levels in brain tissues. Brain ROS
content showed a significant increase in SAH rats receiving vehicle compared
with sham rats. SAH rats receiving either low- or high-dose melatonin showed
a significant inhibition of brain ROS accumulation (n = 6 for each group). Error
bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group;
#P < 0.05 vs. the SAH+Vehicle group. The degree of edema in each excised brain was measured
as brain water content. SAH rats receiving vehicle showed
elevated proportions of brain water content in the left
hemisphere (81.01 ± 0.9270 vs. 79.11 ± 0.5128, P < 0.01;
Figure 1D),
the
right
hemisphere
(80.22
±
0.5824
vs. 79.12 ± 0.6885, P < 0.05; Figure 1D), and the cerebellum
(80.61 ± 0.6580 vs.79.53 ± 0.9520, P < 0.05; Figure 1D)
than sham rats. Low-dose melatonin showed no effect on
reducing brain edema in any part of the rat brain (P > 0.05, FIGURE 3 | Both low and high doses of exogenous melatonin reduced
SAH-induced reactive oxygen species (ROS) levels in brain tissues. Brain ROS
content showed a significant increase in SAH rats receiving vehicle compared
with sham rats. SAH rats receiving either low- or high-dose melatonin showed
a significant inhibition of brain ROS accumulation (n = 6 for each group). Error
bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group;
#P < 0.05 vs. the SAH+Vehicle group. Frontiers in Molecular Neuroscience | www.frontiersin.org Melatonin Treatment Alleviated Brain
Edema and Improved Neurological
Function Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the SAH+Vehi
oup. (B) Representative images of immunofluorescent staining show the TUNEL-positive neuronal cells (n = 6 for each group). Scale bar: 100 µm. FIGURE 4 | Both low and high doses of exogenous melatonin decreased neuronal cell apoptosis. (A) Neuronal cell apoptosis (n = 6 for each group): a significant
increase in neuronal cell apoptosis was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
apoptosis compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the SAH+Vehicle
group. (B) Representative images of immunofluorescent staining show the TUNEL-positive neuronal cells (n = 6 for each group). Scale bar: 100 µm. Melatonin Treatment Alleviated Brain
Edema and Improved Neurological
Function FIGURE 3 | Both low and high doses of exogenous melatonin reduced FIGURE 3 | Both low and high doses of exogenous melatonin reduced
SAH-induced reactive oxygen species (ROS) levels in brain tissues. Brain ROS
content showed a significant increase in SAH rats receiving vehicle compared
with sham rats. SAH rats receiving either low- or high-dose melatonin showed
a significant inhibition of brain ROS accumulation (n = 6 for each group). Error
bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group;
#P < 0.05 vs. the SAH+Vehicle group. Frontiers in Molecular Neuroscience | www.frontiersin.org March 2018 | Volume 11 | Article 93 5 Shi et al. Shi et al. al. Melatonin Regulates Apoptosis and Autopha
GURE 4 | Both low and high doses of exogenous melatonin decreased neuronal cell apoptosis. (A) Neuronal cell apoptosis (n = 6 for each group): a significant
ease in neuronal cell apoptosis was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
optosis compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the SAH+Vehicle
up. (B) Representative images of immunofluorescent staining show the TUNEL-positive neuronal cells (n = 6 for each group). Scale bar: 100 µm. Melatonin Regulates Apoptosis and Autophagy IGURE 4 | Both low and high doses of exogenous melatonin decreased neuronal cell apoptosis. (A) Neuronal cell apoptosis (n = 6 for each group): a significant
crease in neuronal cell apoptosis was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
poptosis compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the SAH+Vehicle
roup. (B) Representative images of immunofluorescent staining show the TUNEL-positive neuronal cells (n = 6 for each group). Scale bar: 100 µm. gh-dose melatonin showed significant inhibition of neuronal
Chelerythrine Abolished the Inhibitory GURE 4 | Both low and high doses of exogenous melatonin decreased neuronal cell apoptosis. (A) Neuronal cell apoptosis (n = 6 for each group): a significant
crease in neuronal cell apoptosis was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
poptosis compared with the level in the SAH+Vehicle group. Chelerythrine Abolished the Inhibitory
Effects of Melatonin on SAH-Induced
Apoptosis and Autophagy high-dose melatonin showed significant inhibition of neuronal
apoptosis (% of TUNEL-positive neurons: 17.95 ± 5.221% for
low-dose melatonin, 13.74 ± 3.690% for high-dose melatonin,
and 32.54 ± 4.877% for SAH rats receiving vehicle; P < 0.05;
Figure 4) and neuronal autophagy (% of LC3-positive neurons:
20.92 ± 3.660% for low-dose melatonin, 14.97 ± 2.691% for
high-dose melatonin, and 26.36 ± 4.357% for SAH rats, P < 0.05;
Figure 5). high-dose melatonin showed significant inhibition of neuronal
apoptosis (% of TUNEL-positive neurons: 17.95 ± 5.221% for
low-dose melatonin, 13.74 ± 3.690% for high-dose melatonin,
and 32.54 ± 4.877% for SAH rats receiving vehicle; P < 0.05;
Figure 4) and neuronal autophagy (% of LC3-positive neurons:
20.92 ± 3.660% for low-dose melatonin, 14.97 ± 2.691% for
high-dose melatonin, and 26.36 ± 4.357% for SAH rats, P < 0.05;
Figure 5). Chelerythrine is an MST1 agonist that promotes neuronal
apoptosis by increasing caspase-dependent cleavage of MST1. No significant difference was observed in SAH grade scores
among SAH rats receiving vehicle (14.25 ± 2.179), SAH rats March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 6 Shi et al. Shi et al. Melatonin Regulates Apoptosis and Autophagy GURE 5 | Both low and high doses of exogenous melatonin decreased neuronal cell autophagy. (A) Neuronal cell autophagy (n = 6 for each group): a significant
rease in neuronal cell autophagy was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
ophagy compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the
H+Vehicle group. (B) Representative images of immunofluorescent staining show the LC3-positive neuronal cells (n = 6 for each group). Scale bar: 50 µm. FIGURE 5 | Both low and high doses of exogenous melatonin decreased neuronal cell autophagy. (A) Neuronal cell autophagy (n = 6 for each group): a significant
ncrease in neuronal cell autophagy was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
autophagy compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the
SAH+Vehicle group. (B) Representative images of immunofluorescent staining show the LC3-positive neuronal cells (n = 6 for each group). Scale bar: 50 µm. Chelerythrine Abolished the Inhibitory
Effects of Melatonin on SAH-Induced
Apoptosis and Autophagy GURE 5 | Both low and high doses of exogenous melatonin decreased neuronal cell autophagy. (A) Neuronal cell autophagy (n = 6 for each group): a significa
rease in neuronal cell autophagy was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal c
ophagy compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the FIGURE 5 | Both low and high doses of exogenous melatonin decreased neuronal cell autophagy. (A) Neuronal cell autophagy (n = 6 for each group): a significant
increase in neuronal cell autophagy was observed in the SAH+Vehicle group. Both low and high doses of melatonin treatment significantly decreased neuronal cell
autophagy compared with the level in the SAH+Vehicle group. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the
SAH+Vehicle group. (B) Representative images of immunofluorescent staining show the LC3-positive neuronal cells (n = 6 for each group). Scale bar: 50 µm. Figure 6C). In addition, SAH rats receiving vehicle showed
a significant increase in the percentages of TUNEL-positive
(32.49 ± 5.601% vs. 4.623 ± 1.485%, P < 0.01; Figure 6D)
and LC3-positive (24.13 ± 2.430% vs. 4.187 ± 0.9042%,
P < 0.01; Figure 6D) neurons compared with sham rats;
melatonin treatment inhibited this SAH-induced neuronal
apoptosis (17.81 ± 3.304% vs. 32.49 ± 5.601%, P < 0.01;
Figure 6D) and autophagy (17.41 ± 1.522% vs. 24.13 ± 2.430%,
P
<
0.01;
Figure 6D);
and chelerythrine reversed
this receiving melatonin (13.67 ± 1.875), and SAH rats receiving
melatonin plus chelerythrine (14.08 ± 2.539) at 24 h after
SAH induction (P > 0.05, Figures 6A,B). SAH rats receiving
vehicle had worse neurological function than sham rats
(12.75 ± 2.261 vs. 16.83 ± 1.337, P < 0.01; Figure 6C);
melatonin
improved
the
SAH-induced
neurologic
deficit
(14.58 ± 2.234 vs. 12.75 ± 2.261, P < 0.05; Figure 6C);
and chelerythrine reversed this neuroprotective effect of
melatonin (12.67 ± 1.826 vs. 14.58 ± 2.234, P < 0.05; March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 7 Shi et al. Melatonin Regulates Apoptosis and Autophagy FIGURE 6 | The effects of melatonin on SAH-induced brain injury were reversed by chelerythrine. Chelerythrine Abolished the Inhibitory
Effects of Melatonin on SAH-Induced
Apoptosis and Autophagy (A) The rats were randomly divided into four groups: the Sham
+Vehicle (1% ethanol in 1 mL of saline, intraperitoneal administration; dimethyl sulfoxide, intraventricular injection) group, the SAH+Vehicle (1% ethanol in 1 mL of
saline, intraperitoneal administration; dimethyl sulfoxide, intraventricular injection) group, the SAH+Melatonin (10 mg/kg, intraperitoneal administration) + Vehicle
(dimethyl sulfoxide, intraventricular injection) group, and the SAH+Melatonin (10 mg/kg, intraperitoneal administration) + Chelerythrine (1 mmol/L, 10 µL,
intraventricular injection) group (n = 12 for each group). (B) SAH grade (n = 12 for each group): similar SAH grades were observed among SAH rats. (C) Garcia test
(n = 12 for each group): Garcia scores were decreased 24 h after SAH induction. Melatonin could increase Garcia scores, and this effect was reversed by
chelerythrine. (D) Percentage of TUNEL- or LC3-positive neurons (n = 12 for each group): SAH rats receiving vehicle showed a significant increase in TUNEL- and
LC3-positive neurons compared with sham rats. Melatonin treatment could inhibit this SAH-induced neuronal apoptosis and autophagy; chelerythrine reversed this
neuroprotective effect of melatonin on both apoptosis and autophagy. Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the
SAH+Vehicle group. &P < 0.05 vs. the SAH+Melatonin group. FIGURE 6 | The effects of melatonin on SAH-induced brain injury were reversed by chelerythrine. (A) The rats were randomly divided into four groups: the Sham
+Vehicle (1% ethanol in 1 mL of saline, intraperitoneal administration; dimethyl sulfoxide, intraventricular injection) group, the SAH+Vehicle (1% ethanol in 1 mL of
saline, intraperitoneal administration; dimethyl sulfoxide, intraventricular injection) group, the SAH+Melatonin (10 mg/kg, intraperitoneal administration) + Vehicle
(dimethyl sulfoxide, intraventricular injection) group, and the SAH+Melatonin (10 mg/kg, intraperitoneal administration) + Chelerythrine (1 mmol/L, 10 µL,
intraventricular injection) group (n = 12 for each group). (B) SAH grade (n = 12 for each group): similar SAH grades were observed among SAH rats. (C) Garcia test
(n = 12 for each group): Garcia scores were decreased 24 h after SAH induction. Melatonin could increase Garcia scores, and this effect was reversed by
chelerythrine. (D) Percentage of TUNEL- or LC3-positive neurons (n = 12 for each group): SAH rats receiving vehicle showed a significant increase in TUNEL- and
LC3-positive neurons compared with sham rats. Melatonin treatment could inhibit this SAH-induced neuronal apoptosis and autophagy; chelerythrine reversed this
neuroprotective effect of melatonin on both apoptosis and autophagy. Chelerythrine Abolished the Inhibitory
Effects of Melatonin on SAH-Induced
Apoptosis and Autophagy 0.7237 ± 0.05824, P < 0.01; Figure 7B)
and Bcl-2 (0.681 ± 0.1484 vs. 1.170 ± 0.2773, P < 0.01;
Figure 7E). g
Western blotting was performed to measure the expression
of MST1, cl-MST1, Bcl-2, Bax, cleaved-Caspase 3, Beclin
1, and LC3B-I/II (Figure 7). SAH rats receiving vehicle
showed
a
77.69%
decrease
in
the
expression
of
MST1
(P < 0.01, Figure 7B), a 262.1% increase in the expression
of cl-MST1 (P < 0.01, Figure 7C), a 255.9% increase in
the expression of cleaved-Caspase 3 (P < 0.01, Figure 7D),
an 84.86% decrease in the expression of Bcl-2 (P < 0.01,
Figure 7E), a 249.6% increase in the expression of Bax
(P < 0.01, Figure 7F), a 197.5% increase in the expression
of Beclin 1 (P < 0.01, Figure 7G), and a 326.5% increase
in
the
expression
of
LC3B-II
(P
<
0.01,
Figure 7H). Melatonin
treatment
decreased
the
expression
of
MST1
(0.7237 ± 0.05824 vs. 0.2231 ± 0.05328, P < 0.01; Figure 7B)
while increasing the expression of cl-MST1 (1.7832 ± 0.3882 vs. 2.6212 ± 0.3957, P < 0.01; Figure 7C) compared with
SAH rats receiving vehicle. In addition, melatonin therapy
inhibited apoptosis-related proteins including cleaved-Caspase
3 (1.632 ± 0.2888 vs. 2.559 ± 0.2470, P < 0.01; Figure 7D)
and Bax (1.535 ± 0.8086 vs. 2.496 ± 0.4967, P < 0.05; Chelerythrine Abolished the Inhibitory
Effects of Melatonin on SAH-Induced
Apoptosis and Autophagy Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group; #P < 0.05 vs. the
SAH+Vehicle group. &P < 0.05 vs. the SAH+Melatonin group. neuroprotective
effect
of
melatonin
on
both
apoptosis
(23.16 ± 3.425% vs. 17.81 ± 3.304%, P < 0.05; Figure 6D)
and autophagy (22.06 ± 3.727% vs. 17.41 ± 1.522%, P < 0.05;
Figure 6D). Figure 7F) while up-regulating the anti-apoptotic protein Bcl-2
(1.170 ± 0.2773 vs. 0.3514 ± 0.1897, P < 0.01; Figure 7E). Moreover, melatonin treatment inhibited autophagy-related
parameters including Beclin 1 protein (1.2358 ± 0.1900 vs. 1.975 ± 0.3259, P < 0.01; Figure 7G) and the expression
of LC3B-II (3.165 ± 0.3465 vs. 7.029 ± 06811, P < 0.05;
Figure
7H). These
effects
of
melatonin
on
regulating
apoptosis and autophagy were reversed by chelerythrine,
showing a significant increase in the expression of cl-MST1
(2.342 ± 0.3552 vs. 1.7832 ± 0.3882, P < 0.05; Figure 7C),
cleaved-Caspase 3 (2.182 ± 0.1672 vs. 1.632 ± 0.2888, P < 0.01;
Figure 7D), Belin 1 (1.544 ± 0.2099 vs. 1.2358 ± 0.1900,
P < 0.05; Figure 7G), and the expression of LC3B-II
(5.800 ± 0.7068 vs. 3.165 ± 0.3465, P < 0.05; Figure 7H),
while there was a significant decrease in the expression of MST1
(0.3874 ± 0.1183 vs. 0.7237 ± 0.05824, P < 0.01; Figure 7B)
and Bcl-2 (0.681 ± 0.1484 vs. 1.170 ± 0.2773, P < 0.01;
Figure 7E). Figure 7F) while up-regulating the anti-apoptotic protein Bcl-2
(1.170 ± 0.2773 vs. 0.3514 ± 0.1897, P < 0.01; Figure 7E). Moreover, melatonin treatment inhibited autophagy-related
parameters including Beclin 1 protein (1.2358 ± 0.1900 vs. 1.975 ± 0.3259, P < 0.01; Figure 7G) and the expression
of LC3B-II (3.165 ± 0.3465 vs. 7.029 ± 06811, P < 0.05;
Figure
7H). These
effects
of
melatonin
on
regulating
apoptosis and autophagy were reversed by chelerythrine,
showing a significant increase in the expression of cl-MST1
(2.342 ± 0.3552 vs. 1.7832 ± 0.3882, P < 0.05; Figure 7C),
cleaved-Caspase 3 (2.182 ± 0.1672 vs. 1.632 ± 0.2888, P < 0.01;
Figure 7D), Belin 1 (1.544 ± 0.2099 vs. 1.2358 ± 0.1900,
P < 0.05; Figure 7G), and the expression of LC3B-II
(5.800 ± 0.7068 vs. 3.165 ± 0.3465, P < 0.05; Figure 7H),
while there was a significant decrease in the expression of MST1
(0.3874 ± 0.1183 vs. DISCUSSION The present study provided the first evidence that melatonin
can regulate the homeostasis of apoptosis and autophagy. March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 8 Shi et al. Shi et al. Melatonin Regulates Apoptosis and Autophagy FIGURE 7 | Western blots show the expression levels of mammalian sterile 20-like kinase 1 (MST1), cl-MST1, apoptosis-related proteins and autophagy-related
proteins in response to melatonin treatment and chelerythrine administration. (A) Rats were randomly divided into four groups: the Sham group, the SAH+Vehicle
group, the SAH+Melatonin group and the SAH+Melatonin+Chelerythrine group. SAH rats receiving vehicle showed the changes in the expression of MST1 (B),
cl-MST1 (C), cleaved-Caspase 3 (D), Bcl-2 (E), Bax (F), Beclin 1 (G) and LC3B-II (H). Melatonin treatment attenuated the SAH-induced expressional changes in all
these proteins (B,H), and this effect of melatonin could be reversed by chelerythrine (B,H). Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group;
#P < 0.05 vs. the SAH+Vehicle group. &P < 0.05 vs. the SAH+Melatonin group. FIGURE 7 | Western blots show the expression levels of mammalian sterile 20-like kinase 1 (MST1), cl-MST1, apoptosis-related proteins and autophagy-related
proteins in response to melatonin treatment and chelerythrine administration. (A) Rats were randomly divided into four groups: the Sham group, the SAH+Vehicle
group, the SAH+Melatonin group and the SAH+Melatonin+Chelerythrine group. SAH rats receiving vehicle showed the changes in the expression of MST1 (B),
cl-MST1 (C), cleaved-Caspase 3 (D), Bcl-2 (E), Bax (F), Beclin 1 (G) and LC3B-II (H). Melatonin treatment attenuated the SAH-induced expressional changes in all
these proteins (B,H), and this effect of melatonin could be reversed by chelerythrine (B,H). Error bars represented the mean ± SD. ∗P < 0.05 vs. the Sham group;
#P < 0.05 vs. the SAH+Vehicle group. &P < 0.05 vs. the SAH+Melatonin group. (Martinez-Cruz et al., 2002; Ersahin et al., 2009; Wang et al.,
2012a), inhibit neuroinflammation (Fang et al., 2009), and
reduce cell death (Wang et al., 2012a), resulting in reduction
of mortality (Ersahin et al., 2009), alleviation of brain edema
(Wang et al., 2012a), and amelioration of functional defects
(Ersahin et al., 2009; Fang et al., 2009) in several different
SAH models. Oxidative stress, largely generated by SAH-induced
oxyhemoglobin stimulation, is the direct cause of cell death
in the pathogenesis of EBI (Caner et al., 2012). Frontiers in Molecular Neuroscience | www.frontiersin.org DISCUSSION Melatonin Regulates Apoptosis and Autophagy FIGURE 8 | The molecular mechanism potentially involved in the role of melatonin in regulating the balance between apoptosis and autophagy. (A) Under normal
conditions, Bcl-2 binds with Bax to inhibit the Bax-induced formation of a channel that is permeable to cytochrome c to activate caspase-dependent apoptosis. In
addition, MST1 present in the cell at baseline helps maintain cell survival by phosphorylating Beclin 1 to prevent the formation of Beclin 1-Atg14L-Vps34, which
would inhibit autophagy and activate apoptosis. (B) When SAH occurs, the increased brain ROS content activates the cleavage of MST1 to produce cl-MST1, which
is transferred into the nucleus and phosphorylates several histones, inducing neuronal cell apoptosis. In addition, SAH stress reduces the expression of Bcl-2 protein,
resulting in the displacement of Bax from Bcl-2 to increase apoptosis. Meanwhile, both the decrease in Beclin 1 phosphorylation by MST1 and the reduced
expression of Bcl-2 cause the dissociation of the Bcl-2/Beclin 1 complex, enhancing cell autophagy. FIGURE 8 | The molecular mechanism potentially involved in the role of melatonin in regulating the balance between apoptosis and autophagy. (A) Under normal
conditions, Bcl-2 binds with Bax to inhibit the Bax-induced formation of a channel that is permeable to cytochrome c to activate caspase-dependent apoptosis. In
addition, MST1 present in the cell at baseline helps maintain cell survival by phosphorylating Beclin 1 to prevent the formation of Beclin 1-Atg14L-Vps34, which
would inhibit autophagy and activate apoptosis. (B) When SAH occurs, the increased brain ROS content activates the cleavage of MST1 to produce cl-MST1, which
is transferred into the nucleus and phosphorylates several histones, inducing neuronal cell apoptosis. In addition, SAH stress reduces the expression of Bcl-2 protein,
resulting in the displacement of Bax from Bcl-2 to increase apoptosis. Meanwhile, both the decrease in Beclin 1 phosphorylation by MST1 and the reduced
expression of Bcl-2 cause the dissociation of the Bcl-2/Beclin 1 complex, enhancing cell autophagy. 2002; Ersahin et al., 2009; Wang et al., 2012a), inhibiting
neuroinflammation (Fang et al., 2009), and reducing neuronal
apoptosis (Wang et al., 2012a). Thus, melatonin down-regulated
autophagy in response to the improvement of the intercellular
environment. chain to promote mitochondrial oxidative phosphorylation,
inhibiting intrinsic apoptosis in hepatic cells (Reiter et al.,
2010). However, the underlying mechanism whereby melatonin
regulates autophagy remains largely unknown. DISCUSSION Compelling
evidence has indicated that melatonin, as a powerful free radical
scavenger, may regulate several cell death pathways, including
apoptosis and autophagy (Chen et al., 2014). Many studies
have confirmed that melatonin can modulate the expression
of the Bcl-2 family genes, producing up-regulation of the
anti-apoptotic Bcl-2 and down-regulation of the pro-apoptotic
Bax (Wu et al., 2017). These previous findings were confirmed
by our present study, showing significant up-regulation of
Bcl-2 and down-regulation of Bax in SAH rats receiving
melatonin compared to SAH rats receiving vehicle. In addition,
melatonin acts at complexes I and IV in the respiratory Melatonin showed neuroprotective effects by alleviating brain
edema and improving neurological function. These properties
were associated with the suppression of SAH-induced neuronal
apoptosis and autophagy. The most inspiring finding in the
present study was the potential mechanism in which melatonin
might reduce brain ROS content to inhibit the cleavage
of MST1 to produce cl-MST1, resulting in suppression of
caspase-dependent apoptosis and Beclin 1-induced autophagy. In addition, the effect of melatonin on the expression of Bcl-2
and Bax might also be involved in its regulatory control over the
balance between apoptosis and autophagy. Melatonin showed neuroprotective effects by alleviating brain
edema and improving neurological function. These properties
were associated with the suppression of SAH-induced neuronal
apoptosis and autophagy. The most inspiring finding in the
present study was the potential mechanism in which melatonin
might reduce brain ROS content to inhibit the cleavage
of MST1 to produce cl-MST1, resulting in suppression of
caspase-dependent apoptosis and Beclin 1-induced autophagy. In addition, the effect of melatonin on the expression of Bcl-2
and Bax might also be involved in its regulatory control over the
balance between apoptosis and autophagy. Melatonin provided strong protection for experimental
SAH rats against EBI in the present study, alleviating brain
edema, reducing ROS damage, and improving neurological
function. These findings were consistent with previous studies
reporting that either a low dose (5 or 10 mg/kg; Ersahin
et al., 2009; Fang et al., 2009) or high dose melatonin
(150 mg/kg; Wang et al., 2012a) via subarachnoid (Martinez-
Cruz et al., 2002) or intraperitoneal injection (Ersahin et al.,
2009; Wang et al., 2012a) could attenuate oxidative stress March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 9 Shi et al. Shi et al. Frontiers in Molecular Neuroscience | www.frontiersin.org REFERENCES Dong, Y., Fan, C., Hu, W., Jiang, S., Ma, Z., Yan, X., et al. (2016). Melatonin
attenuated early brain injury induced by subarachnoid hemorrhage via
regulating NLRP3 inflammasome and apoptosis signaling. J. Pineal Res. 60,
253–262. doi: 10.1111/jpi.12300 Cahill, J., Calvert, J. W., Marcantonio, S., and Zhang, J. H. (2007). p53 may play
an orchestrating role in apoptotic cell death after experimental subarachnoid
hemorrhage. Neurosurgery 60, 531–545; discussion 545. doi: 10.1227/01.neu. 0000249287.99878.9b Ersahin, M., Toklu, H. Z., Cetinel, S., Yüksel, M., Yegen, B. C., and Sener, G. (2009). Melatonin reduces experimental subarachnoid hemorrhage-induced
oxidative brain damage and neurological symptoms. J. Pineal Res. 46, 324–332. doi: 10.1111/j.1600-079x.2009.00664.x Cahill, J., Calvert, J. W., and Zhang, J. H. (2006). Mechanisms of early brain injury
after subarachnoid hemorrhage. J. Cereb. Blood Flow Metab. 26, 1341–1353. doi: 10.1038/sj.jcbfm.9600283 Es,refogˇlu, M., Gül, M., Ates,, B., and Selimogˇlu, M. A. (2006). Ultrastructural clues
for the protective effect of melatonin against oxidative damage in cerulein-
induced pancreatitis. J. Pineal Res. 40, 92–97. doi: 10.1111/j.1600-079x.2005. 00288.x Caner, B., Hou, J., Altay, O., Fujii, M., and Zhang, J. H. (2012). Transition
of research focus from vasospasm to early brain injury after subarachnoid
hemorrhage. J. Neurochem. 123, 12–21. doi: 10.1111/j.1471-4159.2012. 07939.x Fang, Q., Chen, G., Zhu, W., Dong, W., and Wang, Z. (2009). Influence of
melatonin on cerebrovascular proinflammatory mediators expression and
oxidative stress following subarachnoid hemorrhage in rabbits. Mediators
Inflamm. 2009:426346. doi: 10.1155/2009/426346 Carloni, S., Favrais, G., Saliba, E., Albertini, M. C., Chalon, S., Longini, M.,
et al. (2016). Melatonin modulates neonatal brain inflammation through
endoplasmic reticulum stress, autophagy, and miR-34a/silent information
regulator 1 pathway. J. Pineal Res. 61, 370–380. doi: 10.1111/jpi.12354 Fernández, A., Ordóñez, R., Reiter, R. J., González-Gallego, J., and Mauriz, J. L. (2015). Melatonin and endoplasmic reticulum stress: relation to autophagy and
apoptosis. J. Pineal Res. 59, 292–307. doi: 10.1111/jpi.12264 Chan, S. W., Lim, C. J., Chen, L., Chong, Y. F., Huang, C., Song, H., et al. (2011). The Hippo pathway in biological control and cancer development. J. Cell. Physiol. 226, 928–939. doi: 10.1002/jcp.22435 Galluzzi, L., Bravo-San Pedro, J. M., Blomgren, K., and Kroemer, G. (2016). Autophagy in acute brain injury. Nat. Rev. Neurosci. 17, 467–484. doi: 10.1038/nrn.2016.51 Chen, J., Wang, L., Wu, C., Hu, Q., Gu, C., Yan, F., et al. (2014). Melatonin-
enhanced autophagy protects against neural apoptosis via a mitochondrial
pathway in early brain injury following a subarachnoid hemorrhage. J. Pineal
Res. 56, 12–19. DISCUSSION Consistent with this theory, we found
that the expression of cl-MST1, Bax, cleaved-Caspase 3, Beclin
1 and LC3B-II were dramatically increased, while the expression
of MST1 and Bcl-2 was significantly decreased in rats after SAH. Melatonin showed its powerful free-radical scavenging capacity
by reducing SAH-induced brain ROS accumulation, leading to
suppression of MST1 to maintain the balance between apoptosis
and autophagy. direct evidence to distinguish these two stages, previous studies
indicated that formation of autophagosomes is predominated
rather than degradation in the first 24 h after SAH (Lee et al.,
2009). In conclusion, the present study provides the first evidence
that melatonin alleviates SAH-induced brain injury including
brain edema and functional defects by suppressing excessive
neuronal apoptosis and autophagy. The underlying mechanism
may, at least in part, involve the ROS-MST1 pathway. Further
studies must explore the long-term effect of melatonin on
SAH-induced brain injury by other potential pathways. Several limitations should be noted in the present study. First, we did not examine the interactions among Bcl-2, Bax,
and Beclin 1, although the combinations of Bcl-2/Bax and Bcl-
2/Beclin 1 were examined in previous studies (Youle and Strasser,
2008; Maejima et al., 2013). Second, the present study focused
only on the role of melatonin in the ROS-MST1 pathway. Although the effects of melatonin on regulating apoptosis and
autophagy can be attenuated by chelerythrine, other molecular
pathways may also participate in this regulatory action of
melatonin. Finally, autophagy is a dynamic and complex process
including three sequential steps: formation of autophagosomes,
fusion of autophagosomes with lysosomes, and degradation
(Galluzzi et al., 2016). The increased protein levels of LC3II
can be observed in both formation and degradation stages
(Galluzzi et al., 2016). Although the present study didn’t provide AUTHOR CONTRIBUTIONS JianminZ was the principal investigator. LS and SC designed the
study and developed the analysis plan. LS, FL, JingweiZ and JY
completed this experiment. FL and JingweiZ analyzed the data. LS and FL contributed to writing the article. KZ revised the
manuscript and SC polished the language. FUNDING This study was funded by the Natural Science Foundation of
Zhejiang Province (Y15H090022). DISCUSSION Dual regulatory
effects of melatonin on autophagy have been reported in
previous studies, with both inhibitory and stimulatory roles
for melatonin in autophagy (Es,refogˇlu et al., 2006; Motilva
et al., 2011; Coto-Montes et al., 2012). Our present study
indicated
that
melatonin
(10
mg/kg
via
intraperitoneal
injection) suppressed SAH-induced autophagy at 2 h after
SAH induction. However, Chen et al. (2014) found that
melatonin treatment (150 mg/kg, intraperitoneal injection)
enhanced autophagy and decreased apoptotic cell death in
the filament perforation model of SAH. These contradictory
findings reflect the complexity of autophagy. Autophagy is a
highly dynamic processes in which damaged cellular components
are degraded (Levine and Klionsky, 2004). Enhanced autophagy
can accelerate the clearance of damaged organelles or cytosol,
thus promoting cell survival (Graef and Nunnari, 2011). However, it should be noted that autophagy is a stress-
responsive process that is highly activated under extreme
conditions (Wang et al., 2012b). We believed that melatonin
improved the intercellular environment through several actions,
including attenuating oxidative stress (Martinez-Cruz et al., The most inspiring aspect of the present study was that
it explored the regulatory mechanism controlling apoptosis
vs. autophagy. The cellular kinase MST1 may be a critical
molecule that regulates apoptosis and autophagy by altering
the expression or association of Bcl-2, Bax, and Beclin 1
(Dhingra and Kirshenbaum, 2013). Under normal conditions
(Figure 8A), Bcl-2 binds with Bax to inhibit the Bax-induced
formation of a channel that is permeable to cytochrome c to
activate caspase-dependent apoptosis (Cahill et al., 2007). In
addition, MST1 present in the cell at baseline helps maintain cell
survival by phosphorylating Beclin 1 to prevent the formation
of Beclin 1-Atg14L-Vps34, which would inhibit autophagy and
activate apoptosis (Maejima et al., 2013). When SAH occurs
(Figure 8B), the increased brain ROS content activates the
cleavage of MST1 to produce cl-MST1, which is transferred
into the nucleus and phosphorylates several histones, leading
to neuronal cell apoptosis (Cheung et al., 2003). In addition,
SAH stress reduced the expression of Bcl-2 protein, with the
result that Bax was displaced from Bcl-2 to increase apoptosis. Meanwhile, both the decreased phosphorylation of Beclin 1 by March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org Frontiers in Molecular Neuroscience | www.frontiersin.org 10 Shi et al. Melatonin Regulates Apoptosis and Autophagy MST1 and the reduced expression of Bcl-2 caused dissociation of
the Bcl-2/Beclin 1 complex, enhancing cell autophagy (Dhingra
and Kirshenbaum, 2013). REFERENCES Activated
autophagy pathway in experimental subarachnoid hemorrhage. Brain Res. 1287, 126–135. doi: 10.1016/j.brainres.2009.06.028 autophagy pathway in experimental subarachnoid hemorrhage. Brain Res. 1287, 126–135. doi: 10.1016/j.brainres.2009.06.028 Wang, Z., Shi, X. Y., Yin, J., Zuo, G., Zhang, J., and Chen, G. (2012b). Role of
autophagy in early brain injury after experimental subarachnoid hemorrhage. J. Mol. Neurosci. 46, 192–202. doi: 10.1007/s12031-011-9575-6 Lehtinen, M. K., Yuan, Z., Boag, P. R., Yang, Y., Villén, J., Becker, E. B., et al. (2006). A conserved MST-FOXO signaling pathway mediates oxidative-stress
responses and extends life span. Cell 125, 987–1001. doi: 10.1016/j.cell.2006. 03.046 Wu, H.-J., Wu, C., Niu, H.-J., Wang, K., Mo, L.-J., Shao, A.-W., et al. (2017). Neuroprotective mechanisms of melatonin in hemorrhagic stroke. Cell. Mol. Neurobiol. 37, 1173–1185. doi: 10.1007/s10571-017-0461-9 Levine, B., and Klionsky, D. J. (2004). Development by self-digestion: molecular
mechanisms and biological functions of autophagy. Dev. Cell 6, 463–477. doi: 10.1016/S1534-5807(04)00099-1 Wu, J., Zhang, Y., Yang, P., Enkhjargal, B., Manaenko, A., Tang, J., et al. (2016). Recombinant osteopontin stabilizes smooth muscle cell phenotype via integrin
receptor/integrin-linked kinase/rac-1 pathway after subarachnoid hemorrhage
in rats. Stroke 47, 1319–1327. doi: 10.1161/STROKEAHA.115.011552 Maejima, Y., Kyoi, S., Zhai, P., Liu, T., Li, H., Ivessa, A., et al. (2013). Mst1 inhibits
autophagy by promoting the interaction between Beclin1 and Bcl-2. Nat. Med. 19, 1478–1488. doi: 10.1038/nm.3322 Ying, G. Y., Jing, C. H., Li, J. R., Wu, C., Yan, F., Chen, J. Y., et al. (2016). Neuroprotective effects of valproic acid on blood-brain barrier disruption
and apoptosis-related early brain injury in rats subjected to subarachnoid
hemorrhage are modulated by heat shock protein 70/Matrix metalloproteinases
and heat shock protein 70/AKT pathways. Neurosurgery 79, 286–295. doi: 10.1227/NEU.0000000000001264 Marbacher, S. (2016). Animal models for the study of subarachnoid hemorrhage:
are we moving towards increased standardization? Transl. Stroke Res. 7, 1–2. doi: 10.1007/s12975-015-0442-6 Martinez-Cruz, F., Espinar, A., Pozo, D., Osuna, C., and Guerrero, J. M. (2002). Melatonin prevents focal rat cerebellum injury as assessed by
induction of heat shock protein (HO-1) following subarachnoid injections
of lysed blood. Neurosci. Lett. 331, 208–210. doi: 10.1016/s0304-3940(02)
00884-4 Youle, R. J., and Strasser, A. (2008). The BCL-2 protein family: opposing activities
that mediate cell death. Nat. Rev. Mol. Cell Biol. 9, 47–59. doi: 10.1038/nrm2308 Zhang, Y. J., Lu, C. R., Cao, Y., Luo, Y., Bao, R. F., Yan, S., et al. (2012). Imatinib
induces H2AX phosphorylation and apoptosis in chronic myelogenous
leukemia cells in vitro via caspase-3/Mst1 pathway. Acta Pharmacol. REFERENCES doi: 10.1111/jpi.12086 Graef, M., and Nunnari, J. (2011). A role for mitochondria in autophagy
regulation. Autophagy 7, 1245–1246. doi: 10.4161/auto.7.10.16508 Cheung, W. L., Ajiro, K., Samejima, K., Kloc, M., Cheung, P., Mizzen, C. A., et al. (2003). Apoptotic phosphorylation of histone H2B is mediated by mammalian
sterile twenty kinase. Cell 113, 507–517. doi: 10.1016/s0092-8674(03)00355-6 Guo, D., Wilkinson, D. A., Thompson, B. G., Pandey, A. S., Keep, R. F., Xi, G., et al. (2017). MRI characterization in the acute phase of experimental subarachnoid
hemorrhage. Transl. Stroke Res. 8, 234–243. doi: 10.1007/s12975-016-0511-5 Coto-Montes, A., Boga, J. A., Rosales-Corral, S., Fuentes-Broto, L., Tan, D. X.,
and Reiter, R. J. (2012). Role of melatonin in the regulation of autophagy and
mitophagy: a review. Mol. Cell. Endocrinol. 361, 12–23. doi: 10.1016/j.mce.2012. 04.009 Hu, J., Zhang, L., Yang, Y., Guo, Y., Fan, Y., Zhang, M., et al. (2017). Melatonin
alleviates postinfarction cardiac remodeling and dysfunction by inhibiting
Mst1. J. Pineal Res. 62:e12368. doi: 10.1111/jpi.12368 Jing, C. H., Wang, L., Liu, P. P., Wu, C., Ruan, D., and Chen, G. (2012). Autophagy activation is associated with neuroprotection against apoptosis
via a mitochondrial pathway in a rat model of subarachnoid hemorrhage. Neuroscience 213, 144–153. doi: 10.1016/j.neuroscience.2012.03.055 Dang, G., Yang, Y., Wu, G., Hua, Y., Keep, R. F., and Xi, G. (2017). Early
erythrolysis in the hematoma after experimental intracerebral hemorrhage. Transl. Stroke Res. 8, 174–182. doi: 10.1007/s12975-016-0505-3 Dhingra, R., and Kirshenbaum, L. A. (2013). Mst-1 switches between cardiac cell
life and death. Nat. Med. 19, 1367–1368. doi: 10.1038/nm.3371 Laiwalla, A. N., Ooi, Y. C., Liou, R., and Gonzalez, N. R. (2016). Matched
cohort analysis of the effects of limb remote ischemic conditioning in patients March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 11 Shi et al. Melatonin Regulates Apoptosis and Autophagy Wang, Z., Ma, C., Meng, C. J., Zhu, G. Q., Sun, X. B., Huo, L., et al. (2012a). Melatonin activates the Nrf2-ARE pathway when it protects against early
brain injury in a subarachnoid hemorrhage model. J. Pineal Res. 53, 129–137. doi: 10.1111/j.1600-079X.2012.00978.x with aneurysmal subarachnoid hemorrhage. Transl. Stroke Res. 7, 42–48. doi: 10.1007/s12975-015-0437-3 with aneurysmal subarachnoid hemorrhage. Transl. Stroke Res. 7, 42–48. doi: 10.1007/s12975-015-0437-3 Lee, J. Y., He, Y., Sagher, O., Keep, R., Hua, Y., and Xi, G. (2009). Activated Lee, J. Y., He, Y., Sagher, O., Keep, R., Hua, Y., and Xi, G. (2009). Frontiers in Molecular Neuroscience | www.frontiersin.org March 2018 | Volume 11 | Article 93 REFERENCES Sin. 33,
551–557. doi: 10.1038/aps.2012.9 Motilva, V., García-Mauriño, S., Talero, E., and Illanes, M. (2011). New paradigms
in chronic intestinal inflammation and colon cancer: role of melatonin. J. Pineal
Res. 51, 44–60. doi: 10.1111/j.1600-079X.2011.00915.x Pariente, R., Pariente, J. A., Rodríguez, A. B., and Espino, J. (2016). Melatonin
sensitizes human cervical cancer HeLa cells to cisplatin-induced cytotoxicity
and apoptosis: effects on oxidative stress and DNA fragmentation. J. Pineal Res. 60, 55–64. doi: 10.1111/jpi.12288 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. Reiter, R. J., Manchester, L. C., and Tan, D. X. (2010). Neurotoxins: free radical
mechanisms and melatonin protection. Curr. Neuropharmacol. 8, 194–210. doi: 10.2174/157015910792246236 Copyright © 2018 Shi, Liang, Zheng, Zhou, Chen, Yu and Zhang. 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 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. Ura, S., Masuyama, N., Graves, J. D., and Gotoh, Y. (2001). Caspase cleavage of
MST1 promotes nuclear translocation and chromatin condensation. Proc. Natl. Acad. Sci. U S A 98, 10148–10153. doi: 10.1073/pnas.181161698 van Gijn, J., Kerr, R. S., and Rinkel, G. J. (2007). Subarachnoid haemorrhage. Lancet 369, 306–318. doi: 10.1016/S0140-6736(07)60153-6 March 2018 | Volume 11 | Article 93 Frontiers in Molecular Neuroscience | www.frontiersin.org 12
|
https://openalex.org/W2161125276
|
https://europepmc.org/articles/pmc3759854?pdf=render
|
English
| null |
How relevant is social interaction in second language learning?
|
Frontiers in human neuroscience
| 2,013
|
cc-by
| 8,078
|
INTRODUCTION The complexity of this code is further increased by the fact that
human communication entails much more than the simple cod-
ing or decoding of linguistic utterances: For a communicative act
to be effective, it is necessary for both the sender and receiver to
understand the intentional state of a partner (Newman-Norlund
et al., 2009; De Ruiter et al., 2010), an ability termed Theory of
Mind (ToM) or mentalizing (Frith and Frith, 2006). The processes
subtending ToM can be triggered by different contextual cues as
long as they come from an agent (Frith and Frith, 2006); their
function is to facilitate predictions about the others’ behavior
via both verbal (Carruthers, 2002) and non-verbal (Noordzij
et al., 2009; Willems et al., 2010) communication. An example
of the latter case is reported in severe aphasic patients: although
virtually unable to express themselves verbally, these patients are
able to pass tests intended to specifically tackle their residual
communicative abilities; for example, they are able to engage
in intention recognition with a partner in a non verbal game
requiring to signal the position of a specific target on a checker-
board (Willems and Varley, 2010; Willems et al., 2011). Another
example comes from normally developing infants: although they
have not yet developed verbal language, they are able to use the
caregiver’s gaze direction as a cue to orient attention; this behav-
ior requires a proto-mentalizing ability to infer the caregiver’s
intention and represents one of the first communicative acts in
children (Tomasello, 1995; Tomasello and Carpenter, 2007; Csibra
and Gergely, 2009; see below). In adults mentalizing processes In his book “Pragmatics of human communication” (1967), the
psychologist and philosopher Paul Watzlawic stated that it is
impossible not to communicate (Watzlawick et al., 1967). Indeed,
in his view, every behavior is a form of communication intended
to convey a message from a sender to a receiver (Shannon and
Weaver, 1963). The interaction between partners crucially defines
a communicative intention: while a sender and a receiver do not
have to be present at the same time or in the same place, there is no
communication without one of the two partners. The interactive
nature of this process is reflected by the word “communication”,
meaning “share with someone”, “let someone know” (from the
Latin cum—with—and munire—to bind together). Keywords: language, learning, social interaction, communication, joint attention INTRODUCTION However, the
study of the most widespread vehicle of human communication,
language, has so far suffered from an individualistic approach. Here, we review recent findings bridging social cognition and
communication by highlighting evidence that points towards
the necessity to consider the impact of social interaction when
investigating second language (L2) learning. Laura Verga1* and Sonja A. Kotz1,2 Verbal language is the most widespread mode of human communication, and an
intrinsically social activity. This claim is strengthened by evidence emerging from different
fields, which clearly indicates that social interaction influences human communication,
and more specifically, language learning. Indeed, research conducted with infants and
children shows that interaction with a caregiver is necessary to acquire language. Further
evidence on the influence of sociality on language comes from social and linguistic
pathologies, in which deficits in social and linguistic abilities are tightly intertwined,
as is the case for Autism, for example. However, studies on adult second language
(L2) learning have been mostly focused on individualistic approaches, partly because of
methodological constraints, especially of imaging methods. The question as to whether
social interaction should be considered as a critical factor impacting upon adult language
learning still remains underspecified. Here, we review evidence in support of the view that
sociality plays a significant role in communication and language learning, in an attempt to
emphasize factors that could facilitate this process in adult language learning. We suggest
that sociality should be considered as a potentially influential factor in adult language
learning and that future studies in this domain should explicitly target this factor. HUMAN NEUROSCIENCE
REVIEW ARTICLE
published: 03 September 201
doi: 10.3389/fnhum.2013.0055
How relevant is social interaction in second language
learning? published: 03 September 2013
doi: 10.3389/fnhum.2013.00550 Frontiers in Human Neuroscience REVIEW ARTICLE
published: 03 September 2013
doi: 10.3389/fnhum.2013.00550 REVIEW ARTICLE
published: 03 September 2013
doi: 10.3389/fnhum.2013.00550 *Correspondence: *Correspondence:
Laura Verga, Department of
Neuropsychology, Research group
Subcortical Contributions to
Comprehension, Max Planck Institute
for Human Cognitive and Brain
Sciences, Stephanstrasse 1a, 04103
Leipzig, Germany
e-mail: verga@cbs.mpg.de How relevant is social interaction in second language
learning? Laura Verga1* and Sonja A. Kotz1,2
1 Department of Neuropsychology, Research group Subcortical Contributions to Comprehension, Max Planck Institute for Human Cognitive and Brain Sciences,
Leipzig, Germany
2 School of Psychological Sciences, The University of Manchester, Manchester, UK Edited by: Edited by:
Srikantan S. Nagarajan, University of
California, San Francisco, USA
Reviewed by:
Mikko E. Sams, Helsinki University of
Technology, Finland
Caroline A. Niziolek, University of
California, San Francisco, USA
*Correspondence:
Laura Verga, Department of
Neuropsychology, Research group
Subcortical Contributions to
Comprehension, Max Planck Institute
for Human Cognitive and Brain
Sciences, Stephanstrasse 1a, 04103
Leipzig, Germany
e-mail: verga@cbs.mpg.de Srikantan S. Nagarajan, University of
California, San Francisco, USA Srikantan S. Nagarajan, University of
California, San Francisco, USA Reviewed by:
Mikko E. Sams, Helsinki University of
Technology, Finland
Caroline A. Niziolek, University of
California, San Francisco, USA Reviewed by:
Mikko E. Sams, Helsinki University of
Technology, Finland
Caroline A. Niziolek, University of
California, San Francisco, USA HUMAN COMMUNICATION AND THE ROLE OF SOCIAL
INTERACTION Important for the topic of this review, these “mirror” neurons
deal with the decoding of an action goal not only when one is
performing an action, but also when observing the same action
being performed by someone else (Rizzolatti and Fabbri-Destro,
2008; Keysers and Gazzola, 2009). These neurons thus provide
an interface between one’s own motor repertoires and others’
(Knoblich and Sebanz, 2006). This “goal-sharing” property sup-
ports the hypothesis that brain areas exhibiting mirror-like prop-
erties should be more active during joint action than during
solitary actions (Newman-Norlund et al., 2007). Although these
“fake” social interactive tasks allow this hypothesis to be indirectly
tested, recent developments in neuroimaging have allowed the
creation of new techniques to be applied to fMRI (Montague
et al., 2002), EEG (Astolfiet al., 2010, 2011), and NIRS (Cui
et al., 2012), enabling two (and sometimes more) people to
be tested at the same time. These “hyper-scanning” techniques
(Dumas et al., 2011) allow ecologically valid interactions to be
studied in a number of tasks, which could then also be applied
to interactive learning paradigms. The clear advantage is that they
allow a direct comparison of processes happening in two brains
at the same time, a comparison which could otherwise only be
inferred. Thus, one could potentially observe both the effects of
mentalizing (King-Casas et al., 2005; Astolfiet al., 2010; Saito are activated by cues such as the identity of the person they are
interacting with. In a recent study, Newmann-Norlund and col-
leagues demonstrated that in a non-verbal communicative task,
adult participants adapted their communicative behavior to the
presumed cognitive abilities of the partner. In the employed task
participants had to communicate to a partner the spatial location
of a target on a checkerboard by moving a token to the position of
the target; they were told that the partner could either be an adult
or a child. When they were prone to believe they were interacting
with a child, participants spent more time moving the cursor,
thus emphasizing a crucial element of communication such as the
target location (Newman-Norlund et al., 2009). When the partner
is a peer, adults still adapt their behavior; in most of the cases,
this adaptation is reciprocal and results in behavioral resemblance
between the partners. HUMAN COMMUNICATION AND THE ROLE OF SOCIAL
INTERACTION AN COMMUNICATION AND THE ROLE OF SOCIAL Human language is one of the most complex codes used to
communicate between individuals. In its verbal form it is based
on a small subset of sounds that can be combined in a potentially
infinite number of bigger elements (words, phrases, sentences). September 2013 | Volume 7 | Article 550 | 1 Frontiers in Human Neuroscience www.frontiersin.org Social interaction in second language learning Verga and Kotz the limitation that dual settings pose to imaging set-ups. Luckily,
the influence of an interactive social approach has increased
exponentially over the last decade (Knoblich and Sebanz, 2006,
2008; Galantucci and Sebanz, 2009; Schilbach et al., 2013), leading
to an attempt to find new techniques and to create experimental
situations tailored towards real-life situations often involving
more than one person (Montague et al., 2002; Hasson et al.,
2012). This effort has lead to the development of paradigms
intended to specifically tackle social situations (Schippers et al.,
2010; Anders et al., 2011), in which participants are often made
to believe that they are interacting with someone. For example,
pairs of participants may be required to take turns in the fMRI
scanner while observing a video recording of the partner during
meaningful gestural (Schippers et al., 2009, 2010; Redcay et al.,
2010) or affective (Anders et al., 2011) communication, while they
believe this interaction is happening in real time. These kinds
of “fake” communicative situations have allowed researchers to
observe in-vivo activations in brain areas involved in the ToM
system. This is supported by a network encompassing the medial
prefrontal cortex (mPFC), the posterior superior temporal sulcus
(pSTS), the temporo-parietal junction (TPJ), and the temporal
poles (TP) (Amodio and Frith, 2006; Frith and Frith, 2006;
Saxe, 2006; Decety and Lamm, 2007; Newman-Norlund et al.,
2007; Noordzij et al., 2009). Another system usually involved
in “social” tasks is the human Mirror Neuron System (MNS). This system encompasses a fronto-parietal network of the ventral
premotor cortex (vPMC), the inferior frontal gyrus (IFG), and
the inferior parietal lobule (iPL) in its rostral portion (Rizzolatti
and Craighero, 2004), and possibly other regions, including the
dorsal premotor cortex (dPMC), the supplementary motor cortex
(SMA), and the temporal lobe (Keysers and Gazzola, 2009). HUMAN COMMUNICATION AND THE ROLE OF SOCIAL
INTERACTION For example, pairs of adults tend to coor-
dinate their body postures and gaze patterns during conversation,
even without being aware of it (Shockley et al., 2007, 2009), and
reduce the variability of their actions to better synchronize with
each other (Vesper et al., 2011, 2012). Another example is the
tendency to share feelings and emotions of others, often leading
to the mimicry of an observed emotion (de Vignemont and
Singer, 2006; Singer, 2006). An immediate evolutionary advantage
of these phenomena is to facilitate learning mechanisms based
on observation and imitation (Frith and Frith, 2012). However,
how do these coordinative and imitative phenomena influence
language? First of all, effective communication is based on the
ability to know when it is the right moment to speak. This turn
taking ability relies on general coordinative rules, both on the side
of motor coordination (Shockley et al., 2009), and on the side of
conversation. For example, you do not want your partner to wait
forever for an answer, but you also do not want to speak while
he is still speaking (“minimal gap, minimal overlap” rule, Stivers
et al., 2009). Furthermore, aspects of a conversation, such as the
speaking rate and the similarity of words spoken in a dyad, also
influence the coordinative pattern as demonstrated by Shockley
et al. (2007). The authors showed that pairs of participants were
maximally synchronized in their bodily movements when they
were uttering the same words at the same time (Shockley et al.,
2007). Even more importantly, imitative motor phenomena are
influenced by the conceptual level of the conversation: for exam-
ple, hand gestures in a conversation are likely to be imitated and
repeated by the partners, but only if they make sense in the context
of the speech (Mol et al., 2012). Taken together, this evidence suggests that there is a two-
way influence between social interaction and communication Taken together, this evidence suggests that there is a two-
way influence between social interaction and communication. However, the role played by social interaction has been greatly
undervalued so far, especially in studies on language learning,
even though this context represents a prototypical interactive
communicative situation. In the following sections, we will first
describe technical limitations that may have been responsible
for such paucity in research; then we highlight evidence on the
impact of social interaction on learning in clinical and non-
clinical populations. Frontiers in Human Neuroscience BRAIN IMAGING IN INTERACTING INDIVIDUALS: ISSUES
AND SOLUTIONS Probably one of the reasons why social interaction has not been
considered as a factor in language learning studies until recently is September 2013 | Volume 7 | Article 550 | 2 Frontiers in Human Neuroscience www.frontiersin.org Social interaction in second language learning Verga and Kotz Hari and Kujala, 2009; Syal and Finlay, 2011). This asymmetrical
learning setting, in which knowledge is passed from parents
to offspring, is not limited to humans and can be found, for
example, in many bird species that use complex vocal codes to
communicate (Kuhl, 2007; Hari and Kujala, 2009; Frith and Frith,
2012). However, ToM abilities underlying human communication
seem to represent a unicum in nature. Indeed, even our closer
animal relatives, the chimpanzees, do not have the human ability
to really “share” intentionality: as an example, chimpanzees are
perfectly able to follow the gaze of an interacting human, but
they do not try to start joint attention, nor do they try to infer
the referent of the gaze as human children do (Tomasello and
Carpenter, 2007). This human ability to share intentionality and
acquired knowledge with other humans has been proposed to
be at the core of the evolution of verbal language (Tomasello,
1995; Pinker, 2010). A series of experiments conducted by Kuhl
and colleagues aimed to investigate this possibility and to test
the impact of social interaction on phonetic discrimination in
children (Kuhl et al., 2003; Kuhl, 2007). Cohorts of American
infants were exposed to native speakers of Mandarin Chinese
and subsequently performed a phonetic discrimination task; the
exposure either occurred via direct interaction or via pre-recorded
video tapes. Interestingly, infants were able to learn different
Mandarin phonemes when they were exposed to them by a real
person, but not when the exposure was merely via a recording
(Kuhl et al., 2003). There are two plausible explanations for this
effect; first, a live human may attract more attention and increase
motivation, as compared to a recording. Second, a real person
can provide referential information, crucial for linking words and
concepts (Waxman and Gelman, 2009). In particular, Kuhl and
colleagues pointed out that joint attention towards an object being
named can facilitate a child’s capacity for word segmentation
(Kuhl et al., 2003). Similarly, results from Hirotani et al. (2009)
suggest that joint attention helps to strengthen the association
between a word and its referent, thus facilitating learning. BRAIN IMAGING IN INTERACTING INDIVIDUALS: ISSUES
AND SOLUTIONS These
authors found that semantic integration, reflected in the N400
effect, seemed to be present when children learn new words in a
joint attention condition but not in a non-joint-attention context. Although infant learning represents a particular case, vocabulary
learning poses similar demands to both children—learning their
first language (L1)—and to adults—when learning a new lan-
guage. Thus, factors facilitating word learning in children could
potentially impact adult learners in a similar way. is influenced by social interaction, but also their brain activation
patterns. Indeed, synchronized EEG activity in frontal and central
regions has been found in theta and delta oscillations of pairs of
guitarists playing a melody together (Lindenberger et al., 2009);
similarly, when pairs of participants are required to spontaneously
imitate each others, their brain activity becomes synchronized
in the alpha-mu band over right-centro-parietal regions (Dumas
et al., 2010). Activity in this frequency band has been proposed to
represent a neuromarker of human social coordination and, more
specifically, has been linked to the human MNS (Tognoli et al.,
2007). Saito et al. (2010) used fMRI hyper-scanning to scan two
people at the same time while they were engaged in a real-time
gaze exchange; that is to say, the pair were asked to direct one
anothers’ attention to an object via eye movements. The authors
found that the exchange of attention via eye gaze resulted in an
inter-subject synchronization of the neural activity in the right
IFG (Saito et al., 2010). Mentalizing and mirror systems thus seem
to be recruited in social tasks (Uddin et al., 2007; Van Overwalle,
2008; Van Overwalle and Baetens, 2009; Ciaramidaro et al., 2013),
but their activity is influenced by the presence of a partner. Thus,
the question arises: what happens in the case of learning a new
language? A first attempt to answer this question arises from a
recent study by Jeong and colleagues; the authors suggest that
when words in a novel language are learnt in a social situation
(but not when they are learnt from a text), elicited brain activity
(in the right supramarginal gyrus) is similar to the activity elicited
by words in one’s mother tongue (Jeong et al., 2010). However, the
social situation depicted in this study was represented by movie
clips of a dialogue. Thus, the question remains: what happens in a
natural (social) learning situation? Frontiers in Human Neuroscience LANGUAGE LEARNING AND SOCIAL INTERACTION IN
CHILDREN As previously pointed out, the ability to socially interact emerges
very early in life (Grossmann and Johnson, 2007), and is repre-
sented by a number of basic interactions that children in the first
year of life are able to master, such as following the caregivers’
gaze, attracting her/his attention, and responding to her/his atten-
tional requests. This set of abilities is usually grouped under the
name “joint attention”, entailing an interaction between a child,
the caregiver, and the focus of attention (an object) (Carpenter
et al., 1998; Mundy et al., 2003; Mundy and Sigman, 2006; Mundy
and Newell, 2007; Mundy and Jarrold, 2010). From a psycho-
logical point of view, the role of triadic attention ability during
childhood is to create a common psychological ground shared
between the infant and the caregiver, and relies on the formation
of ToM in children (Tomasello, 1995). In this common space,
adults act as experts and guide the children toward the relevant
information that should be learnt, by using an effective signal such
as eye gaze (Csibra and Gergely, 2009; De Jaegher et al., 2010). In this asymmetrical learning setting, children behavior is further
facilitated by the fact that adults tend to adapt their communica-
tive behavior by emphasizing crucial aspects of communication
(for example, by spending more time on them; Newman-Norlund
et al., 2009). Moreover, the interaction with the caregiver increases
motivation, thus reinforcing a given behavior (Vrtiˇcka et al., 2008; Frontiers in Human Neuroscience THE ROLE OF SOCIALITY IN SECOND LANGUAGE LEARNING Evidence thus accumulates to favor the view that the development
of verbal language is, at least, supported by establishing common
ground between a sender and a receiver. In turn, the events that
take place in such common space are mostly dependent on the
interaction between the partners (Mundy and Jarrold, 2010). However, a note of caution needs to be used when comparing
language learning in children and in adults. Indeed, learning of
a L2 can occur largely independent of the presence of another
person, and is usually learnt via explicit formal training as com-
pared to a L1, which is acquired effortlessly without explicit
instructions (Abutalebi, 2008). Nevertheless, the case of word
learning represents a link between language learning in infants September 2013 | Volume 7 | Article 550 | 3 Frontiers in Human Neuroscience www.frontiersin.org www.frontiersin.org Social interaction in second language learning Verga and Kotz and in adults. Indeed, words in a new language can be acquired
incidentally (Nagy et al., 1987; Swanborn and De Glopper, 1999;
Laufer and Hulstijn, 2001; Rodríguez-Fornells et al., 2009); new
words encountered while reading a text can be easily learnt. In
this situation an adult learner has to face the same problems as
an infant, namely the indetermination of the referents: there are
multiple words in a language and multiple possible referents in
terms of meaning. However, how can the correct meaning be
assigned to an unknown word? The easiest way to go about this
problem is exemplified by associative learning, a procedure that
concentrates on the statistical learning of the co-occurrence of
data from speech and its context (Breitenstein et al., 2004; Whiting
et al., 2007, 2008). The advantage of this procedure is that it
poses low cognitive demands during training (Pulvermüller, 1999;
Dobel et al., 2010) and is resistant to errors made during a phase
of guessing (Carpenter et al., 2012). The underlying rationale is
that once a word is heard in an utterance or seen in a sentence,
a set of potential meanings can be inferred from the context,
thus reducing the number of possible referents (Adelman et al.,
2006). This way, novel word forms can be acquired and integrated
in the lexicon relatively quickly and successfully. For instance,
neural responses evoked after training are indistinguishable from
those obtained in response to “old” words, as demonstrated in
the disappearance or reduction of a N400 response (Mestres-
Missé et al., 2007). THE ROLE OF SOCIALITY IN SECOND LANGUAGE LEARNING The N400 component is a negative deflection
starting 200–300 ms after the presentation of a word, and has
been associated with semantic processing (Lau et al., 2008). Its
disappearance in a learning paradigm thus possibly corresponds
to establishing a link between a novel lexeme and conceptual
information (Mestres-Missé et al., 2007; Dobel et al., 2010). The
neural network supporting word learning involves regions of
the semantic circuitry such as the left IFG (BA 45), the mid-
dle temporal gyrus (MTG, BA 21), the parahippocampal gyrus,
and several subcortical structures (Mestres-Missé et al., 2008). Although, in adults, new vocabulary can be learnt independently
of the presence of a partner, social interaction may increase the
number of cues and referential information in much the same way
as it does in infant learning (Kuhl, 2004, 2007, 2010). Indeed, the
interaction between partners in conversation could lead L2 learn-
ers to focus on certain aspects of the context and certain words
in speech (Yu and Ballard, 2007). The coordinative phenomena
we describe above could play a role in this process, maximizing
the efficiency of the conversation and consequently facilitating
the focusing of attention: this proposal has been made for word
learning in toddlers. Indeed, it has been shown that in toddler-
adult dyads, the number of new words learnt by the toddlers
is proportional to the quality of the synchronization during the
interaction with the caregiver (Pereira et al., 2008). Again, it is
important to note that the case of word learning is not dissimilar
in adults and infants, and so one may expect facilitating factors
(such as the focusing of attention driven by synchronization) to
play a role in word learning for both adults and children Indeed the necessity to consider sociality as a factor in L2 studies seems
striking, as further suggested by the evidence that when new
words are encoded in a social context, but not when they are learnt
by translation, the pattern of activation in the retrieval phase is
similar to the one observed for L1 words (Jeong et al., 2010). and in adults. Indeed, words in a new language can be acquired
incidentally (Nagy et al., 1987; Swanborn and De Glopper, 1999;
Laufer and Hulstijn, 2001; Rodríguez-Fornells et al., 2009); new
words encountered while reading a text can be easily learnt. THE ROLE OF SOCIALITY IN SECOND LANGUAGE LEARNING In
this situation an adult learner has to face the same problems as
an infant, namely the indetermination of the referents: there are
multiple words in a language and multiple possible referents in
terms of meaning. However, how can the correct meaning be
assigned to an unknown word? The easiest way to go about this
problem is exemplified by associative learning, a procedure that
concentrates on the statistical learning of the co-occurrence of
data from speech and its context (Breitenstein et al., 2004; Whiting
et al., 2007, 2008). The advantage of this procedure is that it
poses low cognitive demands during training (Pulvermüller, 1999;
Dobel et al., 2010) and is resistant to errors made during a phase
of guessing (Carpenter et al., 2012). The underlying rationale is
that once a word is heard in an utterance or seen in a sentence,
a set of potential meanings can be inferred from the context,
thus reducing the number of possible referents (Adelman et al.,
2006). This way, novel word forms can be acquired and integrated
in the lexicon relatively quickly and successfully. For instance,
neural responses evoked after training are indistinguishable from
those obtained in response to “old” words, as demonstrated in
the disappearance or reduction of a N400 response (Mestres-
Missé et al., 2007). The N400 component is a negative deflection
starting 200–300 ms after the presentation of a word, and has
been associated with semantic processing (Lau et al., 2008). Its
disappearance in a learning paradigm thus possibly corresponds
to establishing a link between a novel lexeme and conceptual
information (Mestres-Missé et al., 2007; Dobel et al., 2010). The
neural network supporting word learning involves regions of
the semantic circuitry such as the left IFG (BA 45), the mid-
dle temporal gyrus (MTG, BA 21), the parahippocampal gyrus,
and several subcortical structures (Mestres-Missé et al., 2008). Although, in adults, new vocabulary can be learnt independently
of the presence of a partner, social interaction may increase the
number of cues and referential information in much the same way
as it does in infant learning (Kuhl, 2004, 2007, 2010). Indeed, the
interaction between partners in conversation could lead L2 learn-
ers to focus on certain aspects of the context and certain words
in speech (Yu and Ballard, 2007). THE ROLE OF SOCIALITY IN SECOND LANGUAGE LEARNING The coordinative phenomena
we describe above could play a role in this process, maximizing
the efficiency of the conversation and consequently facilitating
the focusing of attention: this proposal has been made for word
learning in toddlers. Indeed, it has been shown that in toddler-
adult dyads, the number of new words learnt by the toddlers
is proportional to the quality of the synchronization during the
interaction with the caregiver (Pereira et al., 2008). Again, it is
important to note that the case of word learning is not dissimilar
in adults and infants, and so one may expect facilitating factors
(such as the focusing of attention driven by synchronization) to
play a role in word learning for both adults and children. Indeed,
although it is possible to learn a new language alone, adults
often learn a new language in social contexts, most commonly
in a teacher—learner setting, a setting which requires interaction
with a partner as well as sophisticated reading of a speaker’s
intentions (Bloom, 2002; Mestres-Missé et al., 2007, 2008). Thus, LEARNING AND SOCIAL COGNITION IN PATHOLOGIES Learning new words, or re-learning words that have been forgot-
ten, is the goal not only for infants and L2 learners, but also for
pathological populations, including, for example people suffering
from autism, dementias, or aphasia. In these pathologies, the role
of social interaction is becoming increasingly acknowledged as
a crucial variable for therapeutic outcome success. Communica-
tive deficits in autism spectrum disorders have been frequently
attributed to higher cognitive processing impairments, and espe-
cially to ToM deficits (Baron-Cohen et al., 1985). However, more
recent evidence indicates that lower level processes may also be
affected. For instance, recent findings suggest that autistic chil-
dren display low-level difficulties in temporal processing, includ-
ing impaired timing and deficits in the perceived duration of
an event, which can in turn influence the perception of relevant
social cues such as eye gaze (Allman, 2011; Allman et al., 2011;
Falter and Noreika, 2011; Falter et al., 2012). The fact that ToM
and timing abilities may be crucial for language, even in a popu-
lation who display impaired ToM, comes from the discovery that
autistic children improve their language abilities after a treatment
focusing on the optimization of their joint attention capacities
(Kasari et al., 2008). Similarly, social interaction plays a role in language re-learning
in aphasia. A paradigmatic example of this claim comes from
a specific form of therapy for severe aphasic patients based on
music, namely Melodic Intonation Therapy (Norton et al., 2009). This approach uses musical and sensory stimulation in order
to improve the speech production of the aphasic patient and
is centered on the role of the therapist. Although the beneficial
effect of the therapy has been traditionally attributed to the effect
of music tout-court, recent evidence challenges this perspective
and suggests that rhythm (and not necessarily melody) holds
the key to understanding the impact of music therapy (Stahl
et al., 2011). Considering that music therapy is therapist-centered,
this result well fits a joint-action explanation: rhythm is defined
by the coordinated action between a therapist and a patient. This strongly influences timing and its variability of the single
individual in the interaction. Future investigations should attempt
to disentangle the role played by joint action dynamics from those
played by the timing of the interaction, per se. REFERENCES Grossmann, T., and Johnson, M. H. (2007). The development of the
social brain in human infancy. Eur. J. Neurosci. 25, 909–919. doi: 10. 1111/j.1460-9568.2007.05379.x 17, 37–54. doi: 10.1111/1468-0017. 00188 de Vignemont, F., and Singer, T. (2006). The empathic brain: how, when and
why? Trends Cogn. Sci. 10, 435–441. doi: 10.1016/j.tics.2006.08.008 Abutalebi, J. (2008). Neural aspects
of second language representation
and language control. Acta Psychol. (Amst) 128, 466–478. doi: 10.1016/j. actpsy.2008.03.014 Breitenstein, C., Kamping, S., Jansen,
A., Schomacher, M., and Knecht,
S. (2004). Word learning can be
achieved without feedback: impli-
cations for aphasia therapy. Restor. Neurol. Neurosci. 22, 445–458. Decety, J., and Lamm, C. (2007). The role of the right temporopari-
etal junction in social interaction:
how low-level computational pro-
cesses contribute to meta-cognition. Neuroscientist 13, 580–593. doi: 10. 1177/1073858407304654 Hari, R., and Kujala, M. V. (2009). Brain basis of human social inter-
action:
from
concepts
to
brain
imaging. Physiol. Rev. 89, 453–479. doi: 10.1152/physrev.00041.2007 Adelman, J. S., Brown, G. D. A.,
and Quesada, J. F. (2006). Contex-
tual diversity, not word frequency,
determines word-naming and lexi-
cal decision times. Psychol. Sci. 17,
814–823. doi: 10.1111/j.1467-9280. 2006.01787.x Carpenter, M., Nagell, K., Tomasello,
M., Butterworth, G., and Moore, C. (1998). Social cognition, joint atten-
tion, and communicative compe-
tence from 9 to 15 months of age. Monogr. Soc. Res. Child Dev. 63, 1–
174. doi: 10.2307/1166214 doi: 10.1152/physrev.00041.2007 Hasson, U., Ghazanfar, A. A., Galan-
tucci, B., Garrod, S., and Keysers, C. (2012). Brain-to-brain coupling: a
mechanism for creating and sharing
a social world. Trends Cogn. Sci. 16,
114–121. doi: 10.1016/j.tics.2011.12. 007 Dobel, C., Junghöfer, M., Breitenstein,
C., Klauke, B., Knecht, S., Pantev, C.,
et al. (2010). New names for known
things: on the association of novel
word forms with existing semantic
information. J. Cogn. Neurosci. 22,
1251–1261. doi: 10.1162/jocn.2009. 21297 Allman, M. J. (2011). Deficits in tempo-
ral processing associated with autis-
tic disorder. Front. Integr. Neurosci. 5:2. doi: 10.3389/fnint.2011.00002 Carpenter, S. K., Sachs, R. E., Mar-
tin, B., Schmidt, K., and Looft, R. (2012). Learning new vocabulary
in German: the effects of inferring
word meanings, type of feedback,
and time of test. Psychon. Bull. Rev. 19, 81–86. doi: 10.3758/s13423-011-
0185-7 Hirotani,
M.,
Stets,
M.,
Striano,
T., and Friederici, A. D. (2009). Joint
attention
helps
infants
learn
new
words:
event-related
potential
evidence. Neuroreport
20,
600–605. doi:
10.1097/wnr. 0b013e32832a0a7c Allman, M. J., Pelphrey, K. A., and
Meck, W. H. (2011). REFERENCES Developmen-
tal neuroscience of time and num-
ber: implications for autism and
other neurodevelopmental disabil-
ities. Front. Integr. Neurosci. 6:7. doi: 10.3389/fnint.2012.00007 Dumas, G., Lachat, F., Martinerie, J.,
Nadel, J., and George, N. (2011). From social behaviour to brain syn-
chronization: review and perspec-
tives in hyperscanning. IRBM 32,
48–53. doi: 10.1016/j.irbm.2011.01. 002 Carruthers, P. (2002). The cognitive
functions of language. Behav. Brain
Sci. 25, 657–674. Amodio, D. M., and Frith, C. D. (2006). Meeting
of
minds:
the
medial frontal cortex and social
cognition. Nat. Rev. Neurosci. 7,
268–277. doi: 10.1038/nrn1884 Jeong, H., Sugiura, M., Sassa, Y., Waku-
sawa, K., Horie, K., Sato, S., et
al. (2010). Learning second lan-
guage vocabulary: neural dissoci-
ation of situation-based learning
and text-based learning. Neuroim-
age 50, 802–809. doi: 10.1016/j. neuroimage.2009.12.038 Ciaramidaro, A., Becchio, C., Colle,
L., Bara, B. G., and Walter, H. (2013). Do you mean me? Com-
municative intentions recruit the
mirror and the mentalizing system. Soc. Cogn. Affect. Neurosci. doi: 10. 1093/scan/nst062. [Epub ahead of
print]. Dumas,
G.,
Nadel,
J.,
Soussignan,
R., Martinerie, J., and Garnero,
L. (2010). Inter-brain synchroniza-
tion during social interaction. PLoS
One 5:e12166. doi: 10.1371/journal. pone.0012166 Anders, S., Heinzle, J., Weiskopf, N.,
Ethofer, T., and Haynes, J. D. (2011). Flow
of
affective
information
between
communicating
brains. Neuroimage 54, 439–446. doi: 10. 1016/j.neuroimage.2010.07.004 Falter, C. M., and Noreika, V. (2011). Interval
timing
deficits
and
abnormal cognitive development. Front. Integr. Neurosci. 5:26. doi: 10. 3389/fnint.2011.00026 Kasari, C., Paparella, T., Freeman, S.,
and Jahromi, L. B. (2008). Lan-
guage outcome in autism: random-
ized comparison of joint attention
and play interventions. J. Consult. Clin. Psychol. 76, 125–137. doi: 10. 1037/0022-006x.76.1.125 Csibra, G., and Gergely, G. (2009). Nat-
ural pedagogy. Trends Cogn. Sci. 13,
148–153. doi: 10.1016/j.tics.2009.01. 005 Astolfi, L., Toppi, J., De Vico Fallani,
F., Vecchiato, G., Salinari, S., Mat-
tia, D., et al. (2010). Neuroelectri-
cal hyperscanning measures simul-
taneous brain activity in humans. Brain Topogr. 23, 243–256. doi: 10. 1007/s10548-010-0147-9 Falter, C. M., Noreika, V., Wearden, J. H., and Bailey, A. J. (2012). More
consistent, yet less sensitive: interval
timing in autism spectrum disor-
ders. Q. J. Exp. Psychol. (Hove). 65,
2093–2107. doi: 10.1080/17470218. 2012.690770 Cui, X., Bryant, D. M., and Reiss, A. L. (2012). NIRS-based hyperscan-
ning reveals increased interpersonal
coherence in superior frontal cor-
tex during cooperation. Neuroim-
age 59, 2430–2437. doi: 10.1016/j. neuroimage.2011.09.003 Keysers, C., and Gazzola, V. (2009). CONCLUDING REMARKS
l
h
l
f In conclusion, the role of social interaction in language learning
has, thus far, been widely overlooked, partly because of technical
constraints posed by interactive settings in imaging studies. We
propose that further studies on language learning in adults should
further explore the powerful impact of social interaction. This
necessity comes from at least four lines of research: first, language
use intended as communication is an interactive phenomenon,
relying on the ability of the partners to infer the others’ mental
states and to coordinate with each other in successful turn- September 2013 | Volume 7 | Article 550 | 4 Frontiers in Human Neuroscience www.frontiersin.org www.frontiersin.org Social interaction in second language learning Verga and Kotz and a student. Fourth, the role of sociality is starting to emerge
as a valid explanatory variable in the context of word learning in
pathological populations. taking. Second, in infants, joint attention with a caregiver pro-
vides additional contextual cues driving attention and motivation
that can help to disambiguate the meaning of a new word (or
stimulus); analogously, contextual learning represents one of the
easiest ways for late learners to acquire new words and can thus
be influenced in a similar way by social interaction. Third, and
related to the second, the investigation of interactive language
learning resembles a natural learning situation involving a teacher ACKNOWLEDGMENTS
Laura
Verga
has
received
funding
from
the
European
Community’s
Seventh
Framework
Programme
under
the
EBRAMUS project—grant agreement no 238157. REFERENCES Lond. B Biol. Sci. 363, 2021–2031. doi: 10. 1098/rstb.2008.0006 Shockley, K., Richardson, D. C., and
Dale, R. (2009). Conversation and
coordinative structures. Top. Cogn. Sci. 1, 305–319. doi: 10.1111/j.1756-
8765.2009.01021.x Mundy, P., and Jarrold, W. (2010). Infant joint attention, neural net-
works and social cognition. Neural
Netw. 23, 985–997. doi: 10.1016/j. neunet.2010.08.009 Kuhl, P. K. (2004). Early language
acquisition: cracking the
speech
code. Nat. Rev. Neurosci. 5,
831–843. doi:
10.1038/
nrn1533 Singer, T. (2006). The neuronal basis
and ontogeny of empathy and mind
reading: review of the literature
and implications for future research. Neurosci. Biobehav. Rev. 30, 855–
863. doi: 10.1016/j.neubiorev.2006. 06.011 Rizzolatti, G., and Craighero, L. (2004). The mirror-neuron system. Annu. Rev. Neurosci. 27, 169–192. doi:
10.1146/annurev.neuro.27.070203. 144230 neunet.2010.08.009 Mundy, P., and Newell, L. (2007). Attention, joint attention, and social Mundy, P., and Newell, L. (2007). Attention, joint attention, and social
cognition. Curr. Dir. Psychol. Sci. 16,
269–274. Kuhl, P. K. (2007). Is speech learning
“gated” by the social brain? Dev. Sci. Kuhl, P. K. (2007). Is speech learning
“gated” by the social brain? Dev. Sci. 10, 110–120. doi: 10.1111/j.1467-
7687.2007.00572.x cognition. Curr. Dir. Psychol. Sci. 16,
269–274. Rizzolatti, G., and Fabbri-Destro, M. (2008). The mirror system and its
role in social cognition. Curr. Opin. Neurobiol. 18, 179–184. doi: 10. 1016/j.conb.2008.08.001 10, 110–120. doi: 10.1111/j.1467-
7687.2007.00572.x Stahl,
B.,
Kotz,
S. A.,
Henseler,
I.,
Turner,
R.,
and
Geyer,
S. (2011). Rhythm in disguise: why
singing may not hold the key to
recovery from aphasia. Brain 134,
3083–3093. doi:
10.1093/brain/
awr240 Mundy,
P.,
and
Sigman,
M. (2006). “Joint
attention,
social
competence
and
developmental
psychopathology,” in Developmental
Psychopathology,
Second
Edition,
Volume One: Theory and Methods,
eds D. Cicchetti and D. J. Cohen
(Hoboken, NJ: Wiley), 293–332. Kuhl, P. K. (2010). Brain mechanisms in
early language acquisition. Neuron
67, 713–727. doi: 10.1016/j.neuron. 2010.08.038 Rodríguez-Fornells, A., Cunillera, T.,
Mestres-Missé, A., and de Diego-
Balaguer, R. (2009). Neurophysio-
logical mechanisms involved in lan-
guage learning in adults. Philos. Trans. R. Soc. Lond. B Biol. Sci. 364,
3711–3735. doi: 10.1098/rstb.2009. 0130 Kuhl, P. K., Tsao, F. M., and Liu, H. M. (2003). Foreign-language experi-
ence in infancy: effects of short-term
exposure and social interaction on
phonetic learning. Proc. Natl. Acad. Sci. U S A 100, 9096–9101. doi: 10. 1073/pnas.1532872100 Stivers, T., Enfield, N. J., Brown, P.,
Englert, C., Hayashi, M., Heine-
mann, T., et al. (2009). Universals
and cultural variation in turn-taking
in conversation. Proc. Natl. REFERENCES Acad. Sci. U S A 106, 10587–10592. doi: 10. 1073/pnas.0903616106 Nagy, W. E., Anderson, R. C., and
Herman, P. A. (1987). Learning
word
meanings
from
context
during
normal
reading. Am. Educ. Res. J. 24, 237–270. doi: 10. 3102/00028312024002237 Saito, D. N., Tanabe, H. C., Izuma,
K., Hayashi, M. J., Morito, Y.,
Komeda, H., et al. (2010). “Stay
tuned”:
inter-individual
neural
synchronization
during
mutual
gaze and joint attention. Front. Integr. Neurosci. 4:127. doi: 10.1017/
S0140525X12000660 Lau, E. F., Phillips, C., and Poep-
pel, D. (2008). A cortical network
for semantics: (de)constructing the
N400. Nat. Rev. Neurosci. 9, 920–
933. doi: 10.1038/nrn2532 Swanborn, M. S. L., and De Glopper,
K. (1999). Incidental word learn-
ing while reading: a meta-analysis. Rev. Educ. Res. 69, 261–285. doi: 10. 3102/00346543069003261 Newman-Norlund, R. D., Noordzij,
M. L., Meulenbroek, R. G. J., and
Bekkering, H. (2007). Exploring the
brain basis of joint action: co-
ordination of actions, goals and
intentions. Soc. Neurosci. 2, 48–65. doi: 10.1080/17470910701224623 Laufer, B., and Hulstijn, J. (2001). Incidental vocabulary acquisition
in a second language: the con-
struct of task-induced involvement. Appl. Linguist. 22, 1–26. doi: 10. 1093/applin/22.1.1 Syal, S., and Finlay, B. L. (2011). Think-
ing outside the cortex: social moti-
vation in the evolution and develop-
ment of language. Dev. Sci. 14, 417–
430. doi: 10.1111/j.1467-7687.2010. 00997.x Saxe, R. (2006). Uniquely human social
cognition. Curr. Opin. Neurobiol. 16,
235–239. doi: 10.1016/j.conb.2006. 03.001 Newman-Norlund,
S. E.,
Noordzij,
M. L., Newman-Norlund, R. D.,
Volman, I. A. C., Ruiter, J. P.,
Hagoort, P., et al. (2009). Recipi-
ent design in tacit communication. Cognition 111, 46–54. doi: 10.1016/j. cognition.2008.12.004 Lindenberger, U., Li, S. C., Gruber,
W., and Müller, V. (2009). Brains
swinging in concert: cortical phase
synchronization while playing gui-
tar. BMC Neurosci. 10:22. doi: 10. 1186/1471-2202-10-22 Schilbach, L., Timmermans, B., Reddy,
V., Costall, A., Bente, G., Schlicht,
T., et al. (2013). Toward a second-
person neuroscience. Behav. Brain
Sci. 36,
393–414. doi:
10.1017/
S0140525X12000660. Tognoli, E., Lagarde, J., DeGuzman,
G. C., and Kelso, J. (2007). The
phi complex as
a
neuromarker
of
human
social
coordination. Proc. Natl. Acad. Sci. U S A 104,
8190–8195. doi:
10.1073/pnas. 0611453104 Noordzij, M. L., Newman-Norlund,
S. E., De Ruiter, J. P., Hagoort, P.,
Levinson, S. C., and Toni, I. (2009). Brain
mechanisms
underlying
human
communication. Front. Hum. Neurosci. 3:14. doi:
10. 3389/neuro.09.014.2009 Mestres-Missé,
A.,
Càmara,
E.,
Rodriguez-Fornells,
A.,
Rotte,
M.,
and
Münte,
T. F. (2008). REFERENCES Expanding the mirror: vicarious
activity for actions, emotions, and
sensations. Curr. Opin. Neurobiol. 19,
666–671. doi: 10.3389/fnint. 2010.00127 Astolfi, L., Toppi, J., Fallani, F. D. V.,
Vecchiato, G., Cincotti, F., Wilke,
C. T., et al. (2011). Imaging the
social brain by simultaneous hyper-
scanning during subject interaction. IEEE Intell. Syst. 26, 38–45. doi: 10. 1109/MIS.2011.61 Frith, C. D., and Frith, U. (2006). The
neural basis of mentalizing. Neuron
50, 531–534. doi: 10.1016/j.neuron. 2006.05.001 King-Casas,
B.,
Tomlin, D.,
Anen,
C., Camerer,
C. F., Quartz,
S. R., and Montague, P. R. (2005). Getting to know you: reputation
and trust in a two-person eco-
nomic exchange. Science 308, 78–83. doi: 10.1126/science.1108062 De Jaegher, H., Di Paolo, E., and
Gallagher, S. (2010). Can social
interaction constitute social cogni-
tion? Trends Cogn. Sci. 14, 441–447. doi: 10.1016/j.tics.2010.06.009 Frith, C. D., and Frith, U. (2012). Mechanisms of social cognition. Annu. Rev. Psychol. 63, 287–313. doi:
10.1146/annurev-psych-
120710-100449 Baron-Cohen, S., Leslie, A. M., and
Frith, U. (1985). Does the autistic
child have a “theory of mind”? Cog-
nition 21, 37–46. doi: 10.1016/0010-
0277(85)90022-8 De Ruiter, J. P., Noordzij, M. L.,
Newman-Norlund,
S.,
Newman-
Norlund, R., Hagoort, P., Levinson,
S. C.,
et
al. (2010). Exploring
the
cognitive
infrastructure
of
communication. Interact. Stud. 11,
51–77. doi: 10.1075/is.11.1.05rui Knoblich, G., and Sebanz, N. (2006). The social nature of perception and
action. Curr. Dir. Psychol. Sci. 15,
99–104. doi: 10.1111/j.0963-7214. 2006.00415.x Galantucci, B., and Sebanz, N. (2009). Joint action: current perspectives. Top. Cogn. Sci. 1, 255–259. doi: 10. 1111/j.1756-8765.2009.01017.x Bloom,
P. (2002). Mindreading,
communication and the learning
of names for things. Mind Lang. September 2013 | Volume 7 | Article 550 | 5 Frontiers in Human Neuroscience www.frontiersin.org Social interaction in second language learning Verga and Kotz 33, 201–208. doi: 10.1037/0096-
1523.33.1.201 33, 201–208. doi: 10.1037/0096-
1523.33.1.201 Mundy, P., Fox, N., and Card, J. (2003). EEG coherence, joint attention and
language development in the second Redcay, E., Dodell-Feder, D., Pearrow,
M. J., Mavros, P. L., Kleiner, M.,
Gabrieli, J. D. E., et al. (2010). Live face-to-face interaction dur-
ing fMRI: a new tool for social
cognitive neuroscience. Neuroim-
age 50, 1639–1647. doi: 10.1016/j. neuroimage.2010.01.052 Mundy, P., Fox, N., and Card, J. (2003). EEG coherence, joint attention and
language development in the second
year. Dev. Sci. 6, 48–54. doi: 10. 1111/1467-7687.00253 Knoblich, G., and Sebanz, N. (2008). Evolving intentions for social inter-
action: from entrainment to joint
action. Philos. Trans. R. Soc. REFERENCES Functional
neuroanatomy
of
meaning acquisition from context. J. Cogn. Neurosci. 20, 2153–2166. doi: 10.1162/jocn.2008.20150 Schippers, M. B., Gazzola, V., Goebel,
R., and Keysers, C. (2009). Playing
charades in the fMRI: are mirror
and/or mentalizing areas involved in
gestural communication? PLoS One
4:e6801. doi: 10.1371/journal.pone. 0006801 Tomasello, M. (1995). “Joint attention
as social cognition,” in Joint Atten-
tion: Its Origins and Role in Devel-
opment, eds C. Moore and P. J. Dunham (Hillsdale, NJ, England:
Lawrence Erlbaum Associates, Inc),
103–130. Norton, A., Zipse, L., Marchina, S., and
Schlaug, G. (2009). Melodic intona-
tion therapy. Ann. N Y Acad. Sci. 1169, 431–436. doi: 10.1111/j.1749-
6632.2009.04859.x Mestres-Missé, A., Rodriguez-Fornells,
A., and Münte, T. F. (2007). Watch-
ing the brain during meaning acqui-
sition. Cereb. Cortex 17, 1858–1866. doi: 10.1093/cercor/bhl094 Schippers,
M. B.,
Roebroeck,
A.,
Renken, R., Nanetti, L., and Keysers,
C. (2010). Mapping the information
flow from one brain to another
during
gestural
communication. Proc. Natl. Acad. Sci. U S A 107,
9388–9393. doi:
10.1073/pnas. 1001791107 Tomasello, M., and Carpenter, M. (2007). Shared intentionality. Dev. Sci. 10, 121–125. doi: 10.1111/j. 1467-7687.2007.00573.x Pereira, A. F., Smith, L. B., and Yu,
C. (2008). Social coordination in
toddler’s word learning: interacting
systems of perception and action. Conn. Sci. 20,
73–89. doi:
10. 1080/09540090802091891 Mol, L., Krahmer, E., Maes, A., and
Swerts, M. (2012). Adaptation in
gesture: converging hands or con-
verging minds? J. Mem. Lang. 66,
249–264. doi: 10.1016/j.jml.2011.07. 004 Uddin, L. Q., Iacoboni, M., Lange, C.,
and Keenan, J. P. (2007). The self
and social cognition: the role of
cortical midline structures and mir-
ror neurons. Trends Cogn. Sci. 11,
153–157. doi: 10.1016/j.tics.2007. 01.001 Shannon, C. E., and Weaver, W. (1963). The Mathematical Theory of Com-
munication. Urbana, IL: University
of Illinois press. Pinker, S. (2010). The cognitive niche:
coevolution of intelligence, social-
ity, and language. Proc. Natl. Acad. Sci. U S A 107, 8993–8999. doi: 10. 1073/pnas.0914630107 Montague, P. R., Berns, G. S., Cohen,
J. D., McClure, S. M., Pagnoni, G.,
Dhamala, M., et al. (2002). Hyper-
scanning: simultaneous fMRI dur-
ing linked social interactions. Neu-
roimage 16, 1159–1164. doi: 10. 1006/nimg.2002.1150 Shockley, K., Baker, A. A., Richardson,
M. J., and Fowler, C. A. (2007). Articulatory constraints on inter-
personal postural coordination. J. Exp. Psychol. Hum. Percept. Perform. Van Overwalle, F. (2008). Social cogni-
tion and the brain: a meta-analysis. Hum. Brain Mapp. 30, 829–858. doi: 10.1002/hbm.20547 Pulvermüller, F. (1999). REFERENCES Words in the
brain’s language. Behav. Brain Sci. 22, 253–279. September 2013 | Volume 7 | Article 550 | 6 Frontiers in Human Neuroscience www.frontiersin.org Social interaction in second language learning Verga and Kotz Communicating
without
a
functioning
language
system:
implications for the role of language
in
mentalizing. Neuropsychologia
49,
3130–3135. doi:
10.1016/j. neuropsychologia.2011.07.023 conducted in the absence of any com-
mercial or financial relationships that
could be construed as a potential con-
flict of interest. Watzlawick, P., Bavelas, J. B., and Jack-
son, D. D. (1967). Pragmatics of
Human Communication: A Study
of Interactional Patterns, Pathologies,
and Paradoxes. New York: W.W. Norton and Company. Van Overwalle, F., and Baetens, K. (2009). Understanding
others’
actions and goals by mirror and
mentalizing
systems:
a
meta-
analysis. Neuroimage
48,
564–
584. doi:
10.1016/j.neuroimage. 2009.06.009 and Paradoxes. New York: W.W. Norton and Company. Received: 20 December 2012; accepted:
20 August 2013; published online: 03
September 2013. Waxman, S. R., and Gelman, S. A. (2009). Early word-learning entails
reference, not merely associations. Trends
Cogn. Sci. 13,
258–263. doi: 10.1016/j.tics.2009.03.006 Willems, R. M., de Boer, M., de Ruiter,
J. P., Noordzij, M. L., Hagoort, P.,
and Toni, I. (2010). A dissocia-
tion between linguistic and com-
municative abilities in the human
brain. Psychol. Sci. 21, 8–14. doi: 10. 1177/0956797609355563 Vesper, C., van der Wel, R. P. R. D., Knoblich, G., and Sebanz, N. (2011). Making oneself predictable:
reduced temporal variability facili-
tates joint action coordination. Exp. Brain Res. 211, 517–530. doi: 10. 1007/s00221-011-2706-z Citation: Verga L and Kotz SA (2013)
How
relevant
is
social
interaction
in
second
language
learning? Front. Hum. Neurosci. 7:550. doi:
10.3389/fnhum.2013.00550 Whiting, E., Chenery, H., Chalk, J.,
Darnell, R., and Copland, D. (2007). Dexamphetamine enhances explicit
new word learning for novel objects. Int. J. Neuropsychopharmacol. 10,
805–816. doi:
10. 1017/S1461145706007516 This article was submitted to the journal
Frontiers in Human Neuroscience. Willems, R. M., and Varley, R. (2010). Neural insights into the relation
between language and communica-
tion. Front. Hum. Neurosci. 4:203. doi: 10.3389/fnhum.2010.00203 Vesper, C., van der Wel, R. P. R. D., Knoblich, G., and Sebanz, N. (2012). Are you ready to jump? Pre-
dictive mechanisms in interpersonal
coordination. Exp. Brain Res. 211,
517–530. Copyright © 2013 Verga and Kotz. This is
an open-access article distributed under
the terms of the Creative Commons
Attribution License (CC BY). September 2013 | Volume 7 | Article 550 | 7 Frontiers in Human Neuroscience REFERENCES The use,
distribution or reproduction in other
forums is permitted, provided the origi-
nal author(s) or licensor are credited and
that the original publication in this jour-
nal is cited, in accordance with accepted
academic practice. No use, distribution or
reproduction is permitted which does not
comply with these terms. Yu, C., and Ballard, D. H. (2007). A
unified model of early word learn-
ing: integrating statistical and social
cues. Neurocomputing 70, 2149–
2165. doi: 10.1016/j.neucom.2006. 01.034 Whiting, E., Chenery, H. J., Chalk,
J., Darnell, R., and Copland, D. A. (2008). The explicit learning
of new names for known objects
is improved by dexamphetamine. Brain Lang. 104, 254–261. doi: 10. 1016/j.bandl.2007.03.003 Vrtiˇcka, P., Andersson, F., Grandjean,
D., Sander, D., and Vuilleumier, P. (2008). Individual attachment style
modulates human amygdala and
striatum activation during social
appraisal. PLoS One 3:e2868. doi: 10. 1371/journal.pone.0002868 Conflict of Interest Statement: The
authors declare that the research was Conflict of Interest Statement: The
authors declare that the research was Willems, R. M., Benn, Y., Hagoort, P.,
Toni, I., and Varley, R. (2011). September 2013 | Volume 7 | Article 550 | 7 Frontiers in Human Neuroscience www.frontiersin.org www.frontiersin.org
|
https://openalex.org/W1506867680
|
https://www.frontiersin.org/articles/10.3389/fnbeh.2015.00195/pdf
|
English
| null |
Social defeat-induced anhedonia: effects on operant sucrose-seeking behavior
|
Frontiers in behavioral neuroscience
| 2,015
|
cc-by
| 11,965
|
Social defeat-induced anhedonia:
effects on operant sucrose-seeking
behavior
Danai Riga 1, J. Trisna Theijs 1, Taco J. De Vries 1, 2, August B. Smit 1 and Sabine Spijker 1*
1 Department of Molecular and Cellular Neurobiology, Center for Neurogenomics and Cognitive Research, Neuroscience
Campus Amsterdam, VU University, Amsterdam, Netherlands, 2 Department of Anatomy and Neurosciences, Neuroscience
Campus Amsterdam, VU University Medical Center, Amsterdam, Netherlands Reduced capacity to experience pleasure, also known as anhedonia, is a key feature
of the depressive state and is associated with poor disease prognosis and treatment
outcome. Various behavioral readouts (e.g., reduced sucrose intake) have been
employed in animal models of depression as a measure of anhedonia. However, several
aspects of anhedonia are poorly represented within the repertoire of current preclinical
assessments. We recently adopted the social defeat-induced persistent stress (SDPS)
paradigm that models a maintained depressive-like state in the rat, including social
withdrawal and deficits in short-term spatial memory. Here we investigated whether
SDPS elicited persistent deficits in natural reward evaluation, as part of anhedonia. We examined cue-paired operant sucrose self-administration, enabling us to study
acquisition, motivation, extinction, and relapse to sucrose seeking following SDPS. Furthermore, we addressed whether guanfacine, an α2-adrenergic agonist that reduces
stress-triggered maladaptive behavioral responses to drugs of abuse, could relief from
SDPS-induced anhedonia. SDPS, consisting of five social defeat episodes followed
by prolonged (≥8 weeks) social isolation, did not affect sucrose consumption during
acquisition of self-administration. However, it strongly enhanced the motivational drive
to acquire a sucrose reward in progressive ratio training. Moreover, SDPS induced
initial resilience to extinction and rendered animals more sensitive to cue-induced
reinstatement of sucrose-seeking. Guanfacine treatment attenuated SDPS-induced
motivational overdrive and limited reinstatement of sucrose seeking, normalizing behavior
to control levels. Together, our data indicate that long after the termination of stress
exposure, SDPS induces guanfacine-reversible deficits in evaluation of a natural
reward. Importantly, the SDPS-triggered anhedonia reflects many aspects of the human
phenotype, including impaired motivation and goal-directed conduct. ORIGINAL RESEARCH
published: 07 August 2015
doi: 10.3389/fnbeh.2015.00195 ORIGINAL RESEARCH
published: 07 August 2015
doi: 10.3389/fnbeh.2015.00195 Keywords: social defeat-induced persistent stress (SDPS), anhedonia, depression, sucrose self-administration,
guanfacine Edited by:
George W. Huntley,
Icahn School of Medicine at Mount
Sinai, USA Reviewed by:
A. J. Robison,
Michigan State University, USA
Dan Christoffel,
Stanford University, USA
*Correspondence:
Sabine Spijker,
Department of Molecular and Cellular
Neurobiology, Center for
Neurogenomics and Cognitive
Research, Neuroscience Campus
Amsterdam, VU University, De
Boelelaan 1085, 1081 HV
Amsterdam, Netherlands
s.spijker@vu.nl Reviewed by:
A. J. Robison,
Michigan State University, USA
Dan Christoffel,
Stanford University, USA Reviewed by:
A. J. Robison,
Michigan State University, USA
Dan Christoffel,
Stanford University, USA *Correspondence:
Sabine Spijker,
Department of Molecular and Cellular
Neurobiology, Center for
Neurogenomics and Cognitive
Research, Neuroscience Campus
Amsterdam, VU University, De
Boelelaan 1085, 1081 HV
Amsterdam, Netherlands
s.spijker@vu.nl ORIGINAL RESEARCH
published: 07 August 2015
doi: 10.3389/fnbeh.2015.00195 Introduction As a result, depressed patients
show defective decision-making and inappropriate behavioral
adjustments in face of emotionally charged events (Cella et al.,
2010). Conventionally, these deficits are linked to dysfunctional
brain circuitry responsible for decision-making, attribution of
incentive salience, behavioral reinforcement and expression of
motivated behavior (e.g., via the prefrontal cortex and striatum)
(Russo and Nestler, 2013). One of the most prominent characteristics of depressive
disorders is a diminished ability to experience pleasure, a
mental state traditionally termed as anhedonia. According to the
Diagnostic and Statistical Manual of Mental Disorders (DSM,
5th Edition), anhedonia, or reduced interest in engagement to
otherwise rewarding activities, such as socialization and sexual
intercourse, is a key feature of Major Depressive Disorder
(MDD) diagnosis (American Psychiatric Association, 2013). The
anhedonic phenotype can occur in presence or in absence of
mood-related depressive symptoms, e.g., feelings of sadness or
helplessness, and it can persist beyond their recovery (Schrader,
1997). Furthermore, in MDD, anhedonia is strongly associated
with predicted severity and persistence of the disorder, as well as
poor treatment outcomes (Spijker et al., 2001; Vrieze et al., 2013). Anhedonia falls in the category of pathologies of the
affective domain, and might be largely explained by effects of
dysfunctional processing of reinforcing information on mood
and cognition. Indeed, depressed individuals suffer cognitive
deficits predominantly related to the affective domain (Eshel and
Roiser, 2010). In particular in MDD, information processing
associated with reward is aberrant, with negative stimuli
triggering maladaptive responses, and positive information
making only small impact. As a result, depressed patients
show defective decision-making and inappropriate behavioral
adjustments in face of emotionally charged events (Cella et al.,
2010). Conventionally, these deficits are linked to dysfunctional
brain circuitry responsible for decision-making, attribution of
incentive salience, behavioral reinforcement and expression of
motivated behavior (e.g., via the prefrontal cortex and striatum)
(Russo and Nestler, 2013). With respect to maladaptive processing of reward-associated
information, we recently developed a first preclinical model
of comorbidity between primary depression and secondary
alcohol abuse disorder. SDPS resulted in increased motivation
for alcohol and elevated susceptibility to relapse to alcohol-
seeking (Riga et al., 2014). Following up on these studies,
we questioned here whether the effects of SDPS on reward
evaluation are specific to alcohol- and alcohol-signifying cues, or
whether they reflect global alterations in the reward-processing
system. Citation: Riga D, Theijs JT, De Vries TJ, Smit
AB and Spijker S (2015) Social
defeat-induced anhedonia: effects on
operant sucrose-seeking behavior. Front. Behav. Neurosci. 9:195. doi: 10.3389/fnbeh.2015.00195 August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 1 Depression and sucrose-associated anhedonia Riga et al. Introduction To this end, we investigated whether SDPS induces an
anhedonia-like phenotype by examining its consequences not
only regarding consumption, but also with respect to motivation,
extinction, and reinstatement toward a non-drug reward, i.e.,
sweetened water. Furthermore, by employing a pharmacological
intervention in the form of a systemic guanfacine administration,
previously shown to reverse SDPS-effects on alcohol-seeking
(Riga et al., 2014), we aimed to disentangle possible neuronal
pathways of depression-induced impairments in motivation and
reinforcement. Emerging revisited concepts of anhedonia (Der-Avakian and
Markou, 2012) pose an important question for preclinical
models of depression in terms of construct validity, beyond
simplistic assessments of consummatory approach, e.g., sucrose
intake. Similarly, in light of gaining insight into affected
brain circuitry and underlying molecular mechanisms, it
is imperative to extend the current anhedonia-parameters’
applicability to theories conceptualizing human anhedonia. Previous assessments of the magnitude of anhedonia-like
behavior in rodents were based on measurements of preference
for a given reward, such as sweetened solutions, without taking
into account the contributions of motivational aspects. In
particular, sucrose preference-based behavioral readouts fail to
dissect reward-related learning, subsequent retention of pleasure-
coding information and reward-based decision-making (Ho and
Sommers, 2013), unlike operant reward paradigms (Nielsen et al.,
2000; Donahue et al., 2014). Introduction the maintenance of the depressive-like state. However, by
itself, isolation during adulthood does not induce behavioral
or physiological hallmarks of depression (Ruis et al., 1999;
Fone and Porkess, 2008; Riga et al., 2014). Using the SDPS
model, we and others have established a maintained depressive
state in the rat, in which antidepressant-reversible behavioral
and neurobiological hallmarks of the human disorder, such
as affective and cognitive deficits, reduced neurogenesis, and
aberrant physiology of the hippocampus, are present several
months after social defeat (Reijmers et al., 2001; Artola et al.,
2006; van Bokhoven et al., 2011; Riga et al., 2014). Focusing on
such a maintained depressive state, rather than the short-lasting
effects of initial stress exposure, has the advantage of modeling
the enduring characteristics of human depression. Whereas
indicators of acute stress, such as elevated corticosterone levels
(van Bokhoven et al., 2011) are absent in this model, in the weeks
following social defeat rats gradually develop a sensitization to
heterotypic stressors (Buwalda et al., 2005). This is exemplified by
increased responsiveness of the HPA axis (Buwalda et al., 1999)
and impaired social approach-avoidance lasting up to 6 months
(Riga et al., 2014). One of the most prominent characteristics of depressive
disorders is a diminished ability to experience pleasure, a
mental state traditionally termed as anhedonia. According to the
Diagnostic and Statistical Manual of Mental Disorders (DSM,
5th Edition), anhedonia, or reduced interest in engagement to
otherwise rewarding activities, such as socialization and sexual
intercourse, is a key feature of Major Depressive Disorder
(MDD) diagnosis (American Psychiatric Association, 2013). The
anhedonic phenotype can occur in presence or in absence of
mood-related depressive symptoms, e.g., feelings of sadness or
helplessness, and it can persist beyond their recovery (Schrader,
1997). Furthermore, in MDD, anhedonia is strongly associated
with predicted severity and persistence of the disorder, as well as
poor treatment outcomes (Spijker et al., 2001; Vrieze et al., 2013). Anhedonia falls in the category of pathologies of the
affective domain, and might be largely explained by effects of
dysfunctional processing of reinforcing information on mood
and cognition. Indeed, depressed individuals suffer cognitive
deficits predominantly related to the affective domain (Eshel and
Roiser, 2010). In particular in MDD, information processing
associated with reward is aberrant, with negative stimuli
triggering maladaptive responses, and positive information
making only small impact. Frontiers in Behavioral Neuroscience | www.frontiersin.org Animals and Social Defeat-induced Persistent
Stress (SDPS) Paired-housed
male
Wistar
rats
(Harlan
CPB,
Horst,
Netherlands) 6–7 weeks old, weighing <200 g upon arrival
were habituated to the facility (2 weeks), and then were exposed
to SDPS (Riga et al., 2014) followed by operant sucrose self-
administration (SA) (Figure 1A). During the SDPS paradigm,
residents (male Long-Evans, Charles River, UK) were paired-
housed with age-matched tube-ligated females (Wistar, Harlan)
in order to promote territorial behavior and aggression. The
female Wistar and all cage enrichment were removed from the
residents’ cage before defeat commenced. During the SDPS
paradigm, Wistar rats (n = 8) were exposed to five daily defeat
sessions with the resident, according to the resident-intruder Over the years, we adopted an animal paradigm that mimics a
sustained depressive-like state in rats, the so-called social defeat-
induced persistent stress (SDPS) model. The SDPS paradigm
employs an etiologically valid stressor, i.e., social stress in the
form of acute social defeat, followed by long-term social isolation
(2–3 months) in the absence of chronic sensory interaction
with the stressor (Von Frijtag et al., 2000). Social isolation
is a necessary component of the SDPS paradigm (De Jong
et al., 2005), serving as a sub-threshold stressor that supports August 2015 | Volume 9 | Article 195 2 Depression and sucrose-associated anhedonia Riga et al. the test arena (plastic, opaque, 79×57 × 42 cm) for at least 10 min
during 3 consecutive days. Animals were subjected to the Social
Approach-Avoidance (SAA) and the Object Place Recognition
(OPR) tasks 8 weeks following the last defeat session (Figure 1A). FIGURE 1 | SDPS induces deficits in the cognitive and the affective
domain. (A) SDPS animals were exposed to 5 daily defeat sessions,
immediately followed by social isolation (single-housing). Eight weeks following
the last defeat episode, Social Approach Avoidance (SAA), and Object Place
Recognition tests were employed to assess the effects of SDSP on the
affective and cognitive domain. Animals were then subjected to a 7-weeks
long operant sucrose self-administration paradigm. (B) Whereas both control
and SDPS rats spent the majority of time interacting with the unfamiliar social
target at the SAA test, SDPS triggered avoidance behavior, indicated by the
significantly reduced interaction index as compared to controls. (C) SPDS rats
failed to retain the position of the displaced object in the short-term spatial
memory OPR test, in contrast to controls, which spent the majority of time
exploring the object in its new location. Cue-paired Operant Sucrose Self-administration Cue-paired Operant Sucrose Self-administration
Following assessment of the depressive-like state, training toward Cue-paired Operant Sucrose Self-administration
Following assessment of the depressive-like state, training toward
the acquisition of cue-paired operant sucrose self-administration
(SA) commenced (Figure 2A). Based on previous studies with
alcohol (Riga et al., 2014), a slightly modified protocol for sucrose
SA was used, omitting home-cage taste familiarization. Social Approach-Avoidance (SAA) Social Approach Avoidance (SAA)
SDPS-induced deficits in social behavior were determined by
the SAA test, using an unfamiliar Long-Evans adult male rat
(resident) (as adopted by Golden et al., 2011). During test day,
Wistar rats were habituated to the testing arena (5 min). A
sample phase followed, in which two empty target boxes (TBs,
perforated metal, 16 × 7 × 8 cm) were placed on opposite
arena walls, and general activity and explorative behavior was
measured (5 min). The sample phase was immediately followed
by the test phase, in which an unfamiliar resident was introduced
to one TB; Wistar rats were then allowed to freely explore
and approach either of the TBs (5 min). Approach-avoidance
behavior (interaction index) was calculated as time spent in active
zone (resident zone)/total exploration time (resident + neutral
zone). Active and inactive zones were randomly assigned, to
avoid development of preference. FIGURE 1 | SDPS induces deficits in the cognitive and the affective
domain. (A) SDPS animals were exposed to 5 daily defeat sessions, FIGURE 1 | SDPS induces deficits in the cognitive and the affective
domain. (A) SDPS animals were exposed to 5 daily defeat sessions,
immediately followed by social isolation (single-housing). Eight weeks following
the last defeat episode, Social Approach Avoidance (SAA), and Object Place
Recognition tests were employed to assess the effects of SDSP on the
affective and cognitive domain. Animals were then subjected to a 7-weeks
long operant sucrose self-administration paradigm. (B) Whereas both control
and SDPS rats spent the majority of time interacting with the unfamiliar social
target at the SAA test, SDPS triggered avoidance behavior, indicated by the
significantly reduced interaction index as compared to controls. (C) SPDS rats
failed to retain the position of the displaced object in the short-term spatial
memory OPR test, in contrast to controls, which spent the majority of time
exploring the object in its new location. *P < 0.050 for Student’s t-test (gray);
dotted gray line indicates the 50% preference index. Animals and Social Defeat-induced Persistent
Stress (SDPS) *P < 0.050 for Student’s t-test (gray);
dotted gray line indicates the 50% preference index. Fixed Ratio (FR) Rats were trained to nose-poke for a 0.20 mL 12% sucrose
reward in 1-h sessions provided every day. Sucrose delivery
(US) was accompanied by discrete audiovisual stimuli (CS, 4-
s active hole illumination and tone presentation). Initially, a
continuous reinforcement (fixed ratio 1, FR1) schedule was
implemented, in which each reward delivery was followed by
a 15-s time-out period, during which nose poking has no Assessment of Depressive Symptomatology
Before participation in any behavioral measurement, all animals
were transferred to the video-recording room and habituated to Object Place Recognition (OPR) j
g
(
)
Hippocampal-dependent short-term memory was determined
with an object place recognition test (Dere et al., 2007) using
a 15-min retention interval. Animals were habituated to the
test arena as described above. During the sample phase, two
identical objects (cylinders or cubes, metal, 8 × 8 × 35 cm)
were placed in two opposite corners of the arena, and animals
were allowed to explore (5 min). In the test-phase, the previously
presented objects were replaced with two identical ones, and one
of the objects was displaced to a different corner. Discrimination
between the spatial locations of the two objects was used as
measurement for spatial memory [exploration index = time
spent in novel location/total exploration time (novel + familiar
location)] in a 4-min test. The position of novel and familiar
locations and object shapes were randomly assigned to avoid
development of preference. immediately followed by social isolation (single-housing). Eight weeks following
the last defeat episode, Social Approach Avoidance (SAA), and Object Place
Recognition tests were employed to assess the effects of SDSP on the
affective and cognitive domain. Animals were then subjected to a 7-weeks
long operant sucrose self-administration paradigm. (B) Whereas both control
and SDPS rats spent the majority of time interacting with the unfamiliar social
target at the SAA test, SDPS triggered avoidance behavior, indicated by the
significantly reduced interaction index as compared to controls. (C) SPDS rats
failed to retain the position of the displaced object in the short-term spatial
memory OPR test, in contrast to controls, which spent the majority of time
exploring the object in its new location. *P < 0.050 for Student’s t-test (gray);
dotted gray line indicates the 50% preference index. protocol. During the pre- and post-phases of each defeat session
(5 min each), the Wistar rat was positioned in the Long Evans
home-cage, however, the resident had no access to the intruder
due to placement of a transparent, perforated plastic partition-
wall. The fight-phase (5 min) was initiated and terminated by
respectively, removing or replacing the partition wall. For each
defeat session, intruders were matched to a different resident. At defeat days, control animals (n = 7) were transferred to the
residents’ holding room and allowed to explore an empty defeat
cage for 15 min. Object Place Recognition (OPR) From the first defeat session/cage exposure
onwards, all animals were single-housed and remained in social
isolation for the rest of the experimental conditions, in absence
of further sensory interaction with the stressor (residents). All
animals were housed in humidity/temperature-controlled rooms
(50%/21 ± 1◦C). Food and water were available ad libitum for the
whole experimental period. All experimental manipulations were
conducted during the dark phase of a reversed 12-h light-dark
cycle (lights on at 19.00 h). All experiments were approved by the
VU University Amsterdam Animal Users Care Committee. Assessment of Depressive Symptomatology
Before participation in any behavioral measurement, all animals
were transferred to the video-recording room and habituated to
Frontiers in Behavioral Neuroscience | www.frontiersin.org
3 protocol. During the pre- and post-phases of each defeat session
(5 min each), the Wistar rat was positioned in the Long Evans
home-cage, however, the resident had no access to the intruder
due to placement of a transparent, perforated plastic partition-
wall. The fight-phase (5 min) was initiated and terminated by
respectively, removing or replacing the partition wall. For each
defeat session, intruders were matched to a different resident. At defeat days, control animals (n = 7) were transferred to the
residents’ holding room and allowed to explore an empty defeat
cage for 15 min. From the first defeat session/cage exposure
onwards, all animals were single-housed and remained in social
isolation for the rest of the experimental conditions, in absence
of further sensory interaction with the stressor (residents). All
animals were housed in humidity/temperature-controlled rooms
(50%/21 ± 1◦C). Food and water were available ad libitum for the
whole experimental period. All experimental manipulations were
conducted during the dark phase of a reversed 12-h light-dark
cycle (lights on at 19.00 h). All experiments were approved by the
VU University Amsterdam Animal Users Care Committee. All video recordings were analyzed with Viewer2 software
(BiObserve
GmbH,
Bonn,
Germany). Approach/avoidance
behavior (SAA) and retention of spatial memory (OPR) were
based on animals’ performance at the first minute of each test. Statistical Analyses y
All statistics were performed using SPSS (version 15.0, IBM) and
data are presented as mean ± SEM. All behavioral data collected
from SAA and OPR tests were analyzed using One-Way analysis
of variance (ANOVA) with defeat as the between-subjects factor. Similarly, data collected during sucrose SA, including PR, relapse
and guanfacine administration, were analyzed using mixed
ANOVAs with defeat as the between-subjects factor and session
(or, if applicable, treatment) as the within-subjects factor. When
P-values reached level of significance (P < 0.05), further analysis
was performed using One-Way ANOVA, paired or unpaired
(post-hoc) Student’s t-test. Homogeneity and equality of variance
were estimated and Hyunh-Feldt or Levene’s test corrections were
implemented in case of assumption violation. All interaction
or exploration indexes (SAA, OPR) were calculated based on
animals’ performance during the 1st minute of the test phase
of each task. For the aforementioned tasks, preference indices
(interaction or exploration) were based on a fictive group
showing no discrimination, while retaining the variation of the
tested sample (Akkerman et al., 2012). programmed consequences. Responding on the inactive hole was
monitored, but had no consequences. When FR1 performance
reached stable levels (Criteria: (1) >50 rewards per 1-h session;
(2) no statistically significant differences between the last 2 FR
sessions, as assessed using repeated measures ANOVA), animals
were introduced to FR2 and subsequently FR3 training schedules. Consolidation of sucrose SA was estimated by peak performance
at FR3 (491 ± 39 active responses/1-h session for controls and
496 ± 40 for SDPS). Animals were trained under FR schedules
for a total of 3 weeks. SDPS Induces Deficits in the Affective and
Cognitive Domains Eight weeks following the last defeat episode we assessed the
development of the depressive-like state on both affective and
cognitive domains (Figure 1A). To examine the effects of SDPS
on social behavior, the social approach-avoidance (SAA) test was Assessment of Depressive Symptomatology Before participation in any behavioral measurement, all animals
were transferred to the video-recording room and habituated to August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 3 Depression and sucrose-associated anhedonia Riga et al. subsequent analysis of extinction performance. Animals were
provided with 2 daily 1-h FR1 training sessions before the onset
of extinction training. Extinction consisted of 1-h exposure to
the training context in absence of sucrose and sucrose-associated
cues. Following nine daily sessions, operant responding was
successfully extinguished as reflected in rats reaching <5% of
group-average FR1 responding by the last extinction session. All animals participated in a 30-min cue-induced reinstatement
session, at the start of which a single 0.20 mL sucrose reward
was delivered. Nose poking during the session resulted in
presentation of the discrete compound audiovisual cues (but no
sucrose reward) on an FR1 schedule. Reinstatement of sucrose
seeking was calculated based on animals’ performance during the
last extinction session. FIGURE 2 | SDPS does not affect acquisition of sucrose SA nor
sucrose consumption. (A) Animals participated at the operant sucrose
self-administration (SA) paradigm, including 3 weeks of FR1–3 training
schedules, 1 week of PR, 2 weeks of extinction and finally the relapse tests;
FR1–3 training (B,C) is highlighted. (B) All animals increased responding to the
sucrose delivery-associated hole, as function of the FR schedules examined,
indicating consolidation of the task. SDPS had no effect on acquisition of
sucrose SA, since SDPS and controls performed identical under all three ratios
assessed. (C) No difference in the number of rewards obtained during
acquisition of sucrose SA between SDPS and control rats were observed. Notably, both groups stabilized their sucrose intake after the introduction of
FR2 training schedule, with a group average of ∼100 rewards/session,
corresponding to ∼5 g/kg of sucrose. Progressive Ratio (PR) Animals were subjected to eight daily 2-h progressive ratio
(PR) sessions, during which the effort (number of nose-pokes)
to obtain a reward was progressively increased according to:
response ratio = (5e(0.2 ∗reward number)) −5, rounded to the
nearest integer (Richardson and Roberts, 1996). Each session
automatically ended when no reward was delivered (no FR was
reached) within an hour. All animals completed the 2-h training
sessions, independently of group. Guanfacine Administration Guanfacine-HCl [N-amidino-2-(2,6-dichlorophenyl) acetamide
hydrochloride] was tested during PR sessions five and eight,
given 3 days apart, as well as on cue-induced reinstatement in
two separate tests, given at a 4-day interval without additional
extinction training. Saline (1 mL/kg) or guanfacine (0.5 mg/kg
dissolved in saline) were systemically (i.p.) administered 1 h
before the session/test in a cross-over design. FIGURE 2 | SDPS does not affect acquisition of sucrose SA nor sucrose consumption. (A) Animals participated at the operant sucrose
self-administration (SA) paradigm, including 3 weeks of FR1–3 training
schedules, 1 week of PR, 2 weeks of extinction and finally the relapse tests;
FR1–3 training (B,C) is highlighted. (B) All animals increased responding to the
sucrose delivery-associated hole, as function of the FR schedules examined,
indicating consolidation of the task. SDPS had no effect on acquisition of
sucrose SA, since SDPS and controls performed identical under all three ratios
assessed. (C) No difference in the number of rewards obtained during
acquisition of sucrose SA between SDPS and control rats were observed. Notably, both groups stabilized their sucrose intake after the introduction of
FR2 training schedule, with a group average of ∼100 rewards/session,
corresponding to ∼5 g/kg of sucrose. All self-administration procedures took place in MED
Associates INC R⃝(St. Albans, VT, USA) operant behavior
chambers, surrounded by sound-attenuating cubicles. Data were
collected using the MED-PC software package. SDPS Increases Motivation for a Natural Reward
Acquisition of Operant Sucrose Self-administration SDPS Increases Motivation for a Natural Reward
Acquisition of Operant Sucrose Self-administration
Animals were subjected to seven FR1, three FR2 and five
FR3 training sessions (Figure 2A). Overall, SDPS did not affect
responding for a sucrose reward under any of the schedules
investigated (Figure 2B). All animals learned to discriminate
between the active and the inactive hole from the first training
session onwards [Con, t(6) = 2.80, P = 0.031 at FR1 session
4; SDPS, t(7) = 3.27, P = 0.014 at FR1 session 3]. In FR1
schedule, repeated measures ANOVA revealed a significant effect
of training on active responding [F(3.67, 47.75) = 17.36, P <
0.001], as all animals increased performance over time. No
effect of group × training was observed, indicating similar FR1
acquisition in both controls and SDPS: F(3.67, 47.75) = 0.88, P
= 0.474. Indeed, no between-group differences in responding
were found: F(1, 13) = 0.75, P = 0.402. Similarly during FR2, an
overall increase in the number of active responses was observed
[F(2, 26) = 8.97, P = 0.001], which was independent of group:
group × training, F(2, 26)
= 0.04, P = 0.958. As with FR1,
no between-group differences in acquisition were observed in
FR2: F(1, 13) = 0.04, P = 0.850. FR3 further increased animals
responding on the active hole over time [F(4, 52) = 7.03, P <
0.001], independently of group: group × training, F(4, 52) = 1.88,
P = 0.128. As with preceding training schedules, no significant
differences between controls and defeated animals were found:
F(1,13) = 0.03, P = 0.858. As guanfacine, an α2-adrenergic agonist, has been shown to
reverse SDPS effects on PR-responding for alcohol (Riga et al.,
2014), we questioned whether it would also be beneficial against
the increased motivation for sucrose intake. Guanfacine was
administered in two separate PR sessions (PR sessions 5 and 8),
in a cross-over design (Figure 3D). Repeated measures ANOVA
revealed that pretreatment with guanfacine (GUA), 1 h before the
session, reduced active responding for sucrose independently of
defeat, compared with saline (SAL) treated animals (Figure 3E,
Supplementary Figure 2): treatment, F(1, 13) = 11.44, P = 0.005;
group × treatment, F(1, 13) = 2.26, P = 0.157. Importantly,
a significant group effect was observed [F(1, 13)
=
12.96,
P = 0.003], as SDPS rats showed enhanced performance at
both PR sessions. Extinction and Reinstatement The day after the last PR session, all animals were re-trained
to FR1 to minimize between-group differences that could affect August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 4 Depression and sucrose-associated anhedonia Riga et al. between-group differences were observed (Supplementary Figure
1B). Taken together, the FR data showed that SDPS did not alter
acquisition of sucrose self-administration nor sucrose intake as
compared with controls. employed (Figure 1B). All animals showed willingness to interact
with the social target: Con, t(6) = 14.42, P < 0.001; SDPS,
t(7) = 4.23, P = 0.004 vs. fictional). However, defeated rats
exhibited a significant decrease in interaction time as compared
with controls: t(12.39) = 2.61, P = 0.022. Similarly, cognitive
performance was impaired in the SDPS group, as assessed using
the object place recognition (OPR) test (Figure 1C). In particular,
SDPS animals displayed deficits in retention of an object’s spatial
location when compared with controls: t(13) = 2.54, P = 0.025. Taken together, these results pointed to the establishment of a
depressive-like state that persists over time and that mimics core
phenotypic manifestations of the human disorder (Austin et al.,
2001; Millan et al., 2012). SDPS Increases Motivation for a Natural Reward
Acquisition of Operant Sucrose Self-administration Guanfacine effects did not carry-over in-
between treatment days, as a similar group effect observed prior
to guanfacine treatment on PR responding was present when
analyzing sessions after guanfacine treatment [PR6–7: F(1, 13) =
7.57, P = 0.017]. Progressive Ratio (PR) and Guanfacine Treatment Progressive Ratio (PR) and Guanfacine Treatment
The PR training schedule was introduced to examine SDPS-
triggered differences in motivation towards sucrose acquisition
(Figure 3A). Repeated measures ANOVA over the last 2 PR
sessions before the first guanfacine challenge (PR3–4) showed no
training effect [F(1, 13) = 0.05, P = 0.831], nor a training × group
interaction [F(1, 13) = 0.65, P = 0.433], indicating stabilization
of PR performance. Notably, a significant group effect was
observed [F(1, 13) = 6.68, P = 0.023], as SDPS animals showed
enhanced responding for sucrose when compared with controls
(Figure 3B). Similar to active responses, break points, calculated
based on the highest FR completed (average of treatment-
free sessions PR3–4 and PR6–7), were significantly increased
following SDPS [F(1, 14) = 6.15, P = 0.028] pointing toward
heightened motivation to acquire sucrose (Figure 3C). Extinction of Operant Sucrose Self-administration (A) The
motivation to acquire a sucrose reward was examined in 6 treatment-free PR
training sessions (highlighted; B,C). (B) SDPS increased responding during
both the pre- (PR3–4) and post- (PR6–7) treatment sessions, and no
carry-over effects of guanfacine treatment were detected (see E). (C) Break
points, depicted as the maximum FR completed when averaging over the
four treatment-free sessions, confirmed the SDPS-triggered exaggeration of
motivational drive in defeated animals. (D) The effect of guanfacine on PR
responding was assessed at PR sessions five and eight using a cross-over
treatment administration design (highlighted, E). (E) Guanfacine
administration reduced overall PR responding. Independently of treatment
regime, the SDPS group showed significantly increased number of
responses as compared with controls. *P < 0.050; **P < 0.010; (B):
repeated ANOVA (group effect); (C): One-Way ANOVA (group effect); (E):
repeated ANOVA (treatment effect). FIGURE 3 | SDPS triggers motivational overdrive toward a sucrose
reward; guanfacine attenuates enhanced motivation. (A) The
motivation to acquire a sucrose reward was examined in 6 treatment-free PR
training sessions (highlighted; B,C). (B) SDPS increased responding during
both the pre- (PR3–4) and post- (PR6–7) treatment sessions, and no
carry-over effects of guanfacine treatment were detected (see E). (C) Break
points, depicted as the maximum FR completed when averaging over the
four treatment-free sessions, confirmed the SDPS-triggered exaggeration of FIGURE 3 | SDPS triggers motivational overdrive toward a sucrose
reward; guanfacine attenuates enhanced motivation. (A) The motivational drive in defeated animals. (D) The effect of guanfacine on PR
responding was assessed at PR sessions five and eight using a cross-over
treatment administration design (highlighted, E). (E) Guanfacine
administration reduced overall PR responding. Independently of treatment
regime, the SDPS group showed significantly increased number of
responses as compared with controls. *P < 0.050; **P < 0.010; (B):
repeated ANOVA (group effect); (C): One-Way ANOVA (group effect); (E):
repeated ANOVA (treatment effect). motivation to acquire a sucrose reward was examined in 6 treatment-free PR
training sessions (highlighted; B,C). (B) SDPS increased responding during
both the pre- (PR3–4) and post- (PR6–7) treatment sessions, and no
carry-over effects of guanfacine treatment were detected (see E). (C) Break
points, depicted as the maximum FR completed when averaging over the
four treatment-free sessions, confirmed the SDPS-triggered exaggeration of carry-over effects of guanfacine treatment were detected (see E). Extinction of Operant Sucrose Self-administration Extinction of Operant Sucrose Self-administration
Following PR, all animals were re-trained under FR1 schedule
(reFR1), in order to restore similar between-group performance
before proceeding with extinction training (Figure 4A). Already
from the first reFR1 session, SDPS and control rats showed
identical responding, at a similar level as during FR acquisition
(Supplementary Figure 3). This was repeated at the second
reFR1 session provided: repeated measures ANOVA; reFR1 active
responses: training, F(1, 13) = 0.16, P = 0.693; group × training,
F(1, 13) = 1.92, P = 0.189; group F(1, 13) = 0.06, P = 0.803;
reFR1 rewards: training, F(1, 13) = 0.00, P = 0.977; group ×
training, F(1, 13) = 0.19, P = 0.666; group F(1, 13) = 0.51, P =
0.489]. Together reFR1 data confirmed that SDPS effects on PR-
responding were not carried over to subsequent reinforcement
schedules, and that PR training did not influence consummatory
approach toward a sucrose solution. ( ,
)
With respect to the number of rewards gained per session,
controls and SDPS animals showed similar performance in
each of the FR training schedules employed (Figure 2C): FR1:
training, F(3.38, 43.93) = 29.67, P < 0.001; group × training,
F(3.38, 43.93) = 1.11, P = 0.358; group F(1, 13) = 0.35, P =
0.566; FR2: training, F(1.65, 21.49) = 2.73, P = 0.096; group ×
training, F(1.65, 21.49) = 0.17, P = 0.807; group F(1, 13) = 0.00,
P = 0.993; FR3: training, F(4, 52) = 3.37, P = 0.016; group
× training, F(4, 52) = 1.20, P = 0.321; group F(1, 13) = 0.04,
P = 0.949. Accordingly, at the end of the FR training period,
animals consumed considerable, but equivalent, amounts of the
sweetened water solution: Con, 19.7 ± 1.4 mL (∼4.7 g/kg); SDPS,
20.2 ± 1.4 mL (∼4.9 g/kg) per hour. SDPS and control rats performed identical for inactive
responses, as both groups reduced responding over time in a
similar rate (Supplementary Figure 1A). Time-out responses
increased over time during all training schedules, but no Animals were then subjected to extinction of the context of
reward delivery in nine daily sessions (Figure 4A). Analysis of the August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 5 Depression and sucrose-associated anhedonia Riga et al. FIGURE 3 | SDPS triggers motivational overdrive toward a sucrose
reward; guanfacine attenuates enhanced motivation. Extinction of Operant Sucrose Self-administration (C) Break
points, depicted as the maximum FR completed when averaging over the
four treatment-free sessions, confirmed the SDPS-triggered exaggeration of F(1, 13) = 3.93, P = 0.069. By extinction session nine, both groups
responded at <5% of their initial (reFR1) performance: Con, 4.3
± 0.8 and SDPS, 3.4 ± 0.8 responses per hour. These data indicate
that, although SDPS rats showed an initial resistance to extinction
learning, they could be extinguished to control levels following
multiple extinction sessions. FIGURE 4 | SDPS hinders extinction of sucrose SA. (A) Following
retraining to FR1 (see Supplementary Figure 3), all animals were subjected to
extinction of the sucrose-delivery context, in nine daily sessions (highlighted). (B) Responding to the active hole stabilized in controls following the first two
sessions, indicating extinction of the context conveying sucrose availability. A
significant training × group (tr × gr) interaction and a trend for group (gr) effect
indicate initial resistance to extinction displayed by the SDSP animals. ***P < 0.001; repeated ANOVA (training effect). Reinstatement and the Effect of Guanfacine
Treatment Cue-induced reinstatement of sucrose seeking was assessed in
two separate 30-min relapse tests (REL). Using a cross-over
design, rats were systemically administered either guanfacine
(GUA) or saline (SAL) 1 h before the test (Figure 5A). During
the saline session, the presentation of cues that were previously
associated with the delivery of sucrose was sufficient to reinstate
responding in both groups, as compared with their own
extinction performance: repeated measures ANOVA for relapse
SAL: F(1, 13)
=
83.13, P
<
0.001. A significant relapse x
group interaction, [F(1, 13)
= 4.87, P = 0.046] and a trend
for a group effect [F(1, 13)
=
2.92, P = 0.111] indicated
that SDPS moderately increased reinstatement of sucrose
seeking. Post-hoc analysis confirmed that both groups showed a
significant effect of reinstatement as compared with their own
extinction performance [Con, t(6) = −4.52, P = 0.004; SDPS,
t(7) = −9.25, P < 0.001]. Yet, in the reinstatement session,
SDPS animals showed a trend for higher seeking behavior than
controls [Relapse SAL, F(1, 14) = 3.93, P = 0.069; Supplementary
Figure 4]. FIGURE 4 | SDPS hinders extinction of sucrose SA. (A) Following FIGURE 4 | SDPS hinders extinction of sucrose SA. (A) Following
retraining to FR1 (see Supplementary Figure 3), all animals were subjected to
extinction of the sucrose-delivery context, in nine daily sessions (highlighted). (B) Responding to the active hole stabilized in controls following the first two
sessions, indicating extinction of the context conveying sucrose availability. A
significant training × group (tr × gr) interaction and a trend for group (gr) effect
indicate initial resistance to extinction displayed by the SDSP animals. ***P < 0.001; repeated ANOVA (training effect). FIGURE 4 | SDPS hinders extinction of sucrose SA. (A) Following
retraining to FR1 (see Supplementary Figure 3), all animals were subjected to
extinction of the sucrose-delivery context, in nine daily sessions (highlighted). (B) Responding to the active hole stabilized in controls following the first two
sessions, indicating extinction of the context conveying sucrose availability. A
significant training × group (tr × gr) interaction and a trend for group (gr) effect
indicate initial resistance to extinction displayed by the SDSP animals. ***P < 0.001; repeated ANOVA (training effect). SDPS-induced Impairments in the Affective and
Cognitive Domains FIGURE 5 | SDPS mildly affects reinstatement of sucrose SA;
guanfacine limits relapse. (A) Following extinction, the ability of the
sucrose-coupled cues to reinstate active responding was assessed in two
relapse tests, given at 4 days interval, using a cross-over treatment
administration design (highlighted). (B) SDPS mildly affected cue-induced
relapse (left); after guanfacine treatment, relapse to sucrose seeking was
limited in both groups (right), as shown by a significant treatment effect. A
trend for group differences was observed, as SDSP animals responded at a
relatively higher rate when compared with controls during the SAL session; this
difference was no longer detected following treatment (GUA). #P = 0.069;
post-hoc (group effect); ***P < 0.001; repeated ANOVA (treatment effect). In line with literature (Blanchard et al., 2001; Nestler and Hyman,
2010) a significant and sustained decline in approach behavior
develops following SDPS (Riga et al., 2014). Social withdrawal is
considered to be one of the most robust behavioral readouts in
the field. It is employed to assess the magnitude of the depressive
state, e.g., susceptibility vs. resilience (Krishnan et al., 2007) and
to identify depression-mediating brain circuitries, as well as novel
therapeutic approaches (Bruchas et al., 2011; Fanous et al., 2011). In our study, the duration of avoidance of the social target,
long after the last exposure to a resident, is indicative of an
established depressive state that persists well-beyond the actual
stress incidence, mimicking clinical observations of MDD. Apart from impairments in the affective domain, cognitive
dysfunction, including poor working memory, mnemonic
deficits,
and
impaired
concentration
[DSM
5th
edition,
(American Psychiatric Association, 2013)] is a hallmark of
depression. Almost half of the depressed population exhibits
deficits in at least one cognitive domain, with working memory
and
attention-related
deficits
most
consistently
reported
(McIntyre et al., 2013). These deficits complement the depressive
(endo)phenotype, exaggerating difficulties in decision-making
and other aspects of executive control (Hasler et al., 2004;
Murrough et al., 2011; Millan et al., 2012). In this study, we
confirmed previous observations that SDPS triggered lasting
impairments in short-term spatial memory (Riga et al., 2014)
analogous to depression-induced cognitive impairments that
characterize the enduring state of depression (Femenia et al.,
2012). FIGURE 5 | SDPS mildly affects reinstatement of sucrose SA; guanfacine limits relapse. Reinstatement and the Effect of Guanfacine
Treatment first two extinction sessions, during which sucrose unavailability
was consolidated in controls, revealed a significant training
effect [F(1, 13)
=
106.60, P
<
0.001], as both groups
reduced responding to the active hole over time (Figure 4B). Importantly, a significant training × group interaction was
observed [F(1, 13)
=
6.54, P = 0.024], as the initial rate of
responding in SDPS rats was higher in comparison with controls. This was partially confirmed by a trend for group effect: During the guanfacine session, both groups showed a
significant increase in responding vs. their own extinction
performance: repeated measures ANOVA for relapse GUA: Frontiers in Behavioral Neuroscience | www.frontiersin.org August 2015 | Volume 9 | Article 195 6 Depression and sucrose-associated anhedonia Riga et al. SDPS Promotes the Development of an
Anhedonia-like Phenotype Blunted responses to affective stimuli have been demonstrated
consistently in depressed patients (Eshel and Roiser, 2010;
Disner et al., 2011), including dysfunctional reward-related
learning (Vrieze et al., 2013), reduced primary hedonic responses
(Pizzagalli et al., 2008; McCabe et al., 2009), untenable
connectivity between reward structures (Heller et al., 2009),
decreases in reward anticipation and poorly integrated positive
feedback (Smoski et al., 2009). These findings implicate
impairments of affective cognition and reward processing in
the development of depressive disorders. Similarly, direct links
between behavioral anhedonia and the activity of reward-
mediating systems (Keedwell et al., 2005; Schlaepfer et al., 2008)
exemplify the strong association between dysfunctional reward
processing and the magnitude of the depressive state. SDPS-induced Impairments in the Affective and
Cognitive Domains (A) Following extinction, the ability of the
sucrose-coupled cues to reinstate active responding was assessed in two
relapse tests, given at 4 days interval, using a cross-over treatment
administration design (highlighted). (B) SDPS mildly affected cue-induced
relapse (left); after guanfacine treatment, relapse to sucrose seeking was
limited in both groups (right), as shown by a significant treatment effect. A
trend for group differences was observed, as SDSP animals responded at a
relatively higher rate when compared with controls during the SAL session; this
difference was no longer detected following treatment (GUA). #P = 0.069;
post-hoc (group effect); ***P < 0.001; repeated ANOVA (treatment effect). F(1, 13) = 32.20, P < 0.001. No relapse × group interaction
[F(1, 13)
=
0.00, P = 0.955], nor group effects [F(1, 13)
=
1.15, P = 0.303] were observed confirming that guanfacine
did not completely prevent reinstatement of sucrose seeking
in either group. Importantly, a significant treatment effect was
shown between the 2 relapse days (Figure 5B): repeated measures
ANOVA for treatment: F(1, 13) = 16.85, P = 0.001. This was
accompanied by a non-significant treatment × group interaction
[F(1, 13)
=
2.01, P = 0.179] and a trend for a significant
group effect: F(1, 13) = 3.99, P = 0.067]. Taken together, our
data indicate that guanfacine pretreatment significantly reduced
reinstatement of sucrose seeking, and that this reduction in
responding seemed more prominent in the SDSP group. Guanfacine Attenuates the SDPS-induced
Anhedonia-like Phenotype Guanfacine is a selective α2-adrenergic agonist recently FDA-
approved for the treatment of attention deficit hyperactivity
disorder (ADHD) (Muir and Perry, 2010). Owing to its cognitive
enhancing properties (Sofuoglu et al., 2013), guanfacine has
been used in both clinical and pre-clinical settings to limit
stress- and cue-induced drug-seeking and craving (Lee et al.,
2004; Smith and Aston-Jones, 2011; Fox et al., 2012, 2015;
Fredriksson et al., 2015; McKee et al., 2015). In addition, we
recently showed that a comparable dose of guanfacine prevents
SDPS-induced motivational overdrive and susceptibility to cue-
induced relapse in an alcohol self-administration paradigm
(Riga et al., 2014). In naïve rats, the effects of guanfacine
against stress-facilitated reinstatement of food pellets showed
large inter-individual variability (Le et al., 2011), making it
of great interest to examine whether it can selectively reverse
the anhedonia-like phenotype as seen after SDPS. In the
present study, guanfacine was used against SDPS-triggered
increases in PR-responding and in cue-paired reinstatement
of sucrose seeking. Guanfacine pretreatment was sufficient to
reduce overall PR responding, but these effects were independent
of the depressive phenotype, as they were observed in both
control and SDPS rats. Although it did not completely
abolish the increase in break points, SDPS PR responding
decreased considerably after guanfacine, indicating a beneficial
effect against depression-related pathological manifestations,
such as maladaptive motivational drive. Furthermore, whereas
guanfacine pretreatment reduced cue-induced reinstatement of
sucrose-seeking in both groups, it limited the magnitude of
SDPS relapse to control levels. Together, these results pinpoint to
SDPS-specific effects of guanfacine, and identify a novel property
of the drug, as being beneficial against the depression-induced
anhedonia-like phenotype. In accordance with this updated conceptualization of
anhedonia, the main aspect described in the present study
concerns the ability of SDPS animals to evaluate a given reward
and thus to modulate their behavior as function of reward-
signaling information in the long-term. This is reflected in altered
progressive ratio responding, extinction and reinstatement of
sucrose seeking. SDPS increased break points under PR training
schedules, a putative measurement of motivational drive (Hodos,
1961) and promoted inelastic demand (Diergaarde et al., 2012),
as depicted in a clear shift in demand curve (Supplementary
Figure 5). Additionally, SDPS affected extinction learning as
SDPS rats showed a reduced capacity to incorporate new
information signaling sucrose unavailability. Discussion The depressive state is characterized by multifaceted behavioral
manifestations that span from negative mood and suicidality
to indecisiveness, cognitive confusion, and blunted emotional
reactivity (Leistedt and Linkowski, 2013). Animal models aiming
to mimic depressive disorders are frequently impeded by such
phenotypic complexity. In this study we showed that SDPS,
an animal paradigm that mimics a sustained depressive state,
is able to induce deficits in processing of affective information
and reward evaluation, similar to that observed in patients. Furthermore, we showed that guanfacine, an FDA-approved
agent that reverses SDPS-induced excessive alcohol seeking (Riga
et al., 2014), rescues the anhedonia-like phenotype. Preclinically, the concept of anhedonia was, for many years,
confined to findings of reduced appetitive interest or reduced
preference for naturally rewarding items (e.g., sucrose). This
has been consistently portrayed as representative of depression-
induced deficits in behavioral reinforcement, an animal-
equivalent of anhedonia. Clinically, anhedonia is nowadays
not valued as a steady-state depressive symptom linked to an
absolute “hedonic capacity,” but rather encompassing a much
broader spectrum of consummatory and motivational deficits,
involving reward-related decision-making and goal-directed Frontiers in Behavioral Neuroscience | www.frontiersin.org Frontiers in Behavioral Neuroscience | www.frontiersin.org August 2015 | Volume 9 | Article 195 7 Depression and sucrose-associated anhedonia Riga et al. motivation for natural vs. non-natural rewards (Supplementary
Figure 6). behavior (Treadway and Zald, 2011; Der-Avakian et al., 2014). As reviewed by Der-Avakian and Markou (2012), anhedonia
extends beyond the loss of feeling pleasure and conveys failure
in (i) reward anticipation or prediction; (ii) estimation of the
value-to-cost ratio for a given reward; (iii) assessment of reward
accessibility as function of the effort required; (iv) integration
of this information to justify (or oppose to) reward acquisition;
and finally (v) motivation to act toward reward acquisition. Thus, anhedonia is a progressively developing phenotype that
cannot be solely based on measurements of preference for a given
reward and should include the contributions of motivational
approach and reward-related learning and decision-making (Ho
and Sommers, 2013). Guanfacine Attenuates the SDPS-induced
Anhedonia-like Phenotype Finally, SDPS rats
showed a relative increase in reinstatement of sucrose seeking
as compared with controls, reflecting maladaptive processing of
reward-related information, and excessive reactivity to reward-
paired cues. These deficits do not likely result from a general
decline in learning capacity following SDPS, as SDPS rats and
controls showed similar discriminative ability at the start of SA
training (active vs. inactive hole) and similar SA acquisition rates
at FR1–3. Moreover, SDPS rats did not show slower extinction
of the alcohol-associated context (Riga et al., 2014), indicative of
specificity for the type of reward. Previously,
we
observed
a
similar,
even
exaggerated,
phenotype for SDPS-induced motivation and relapse of operant
alcohol intake (Riga et al., 2014). In accordance, intermittent
social defeat stress increases PR operant responding for cocaine
and cocaine binging (Covington and Miczek, 2005; Covington
et al., 2005). In contrast, chronic defeat stress (∼5 weeks of
daily defeat sessions) induces a remarkable decrease in both PR
responding and cumulative cocaine intake for up to 5 weeks
following the last defeat session (Miczek et al., 2011). It is
noteworthy that different types of social stress persistently alter
the incentive value of a given reward, although the direction of
changes in motivational drive depends on the stress-status of
the animal. Indeed, and in contrast to the lasting effect of SDPS,
acute defeat results in decreased motivational drive, as expressed
in reduced PR saccharin-reinforced responding (Miczek et al.,
2011) and decreased operant alcohol self-administration (Funk
et al., 2005). We previously reported that SDPS-induced social
withdrawal can predict higher motivation to seek and consume
alcohol (Riga et al., 2014). In the current study, such correlations
between approach-avoidance behavior and motivational deficits
were not observed, suggesting a differential effect of SDPS on Methodological Considerations Although SDPS animals and
controls showed similar consummatory behavior toward a
presumably enticing sucrose solution, during PR training
SDPS rats failed to appreciate the relative effort-to-outcome
relationship and displayed inelastic demand when reward was
delivered at higher costs. During extinction training, depressed
animals exhibited delayed uncoupling of the context of sucrose
delivery from the reward itself, indicative of dysfunctional
processing of novel reward-associated information. Finally,
SDPS-induced proneness to reinstatement of sucrose seeking
confirmed an excessive increase in the incentive salience
of reward-signifying cues. Taken together, these effects are
in accordance with the vast majority of literature on the
human depression-associated anhedonia, describing maladaptive
integration of learned and retrieved reward-coding information
and, consequently, misguided behavioral adaptations in response
to reward-related stimuli (Pizzagalli et al., 2008; Eshel and Roiser,
2010; Vrieze et al., 2013). Similarly our results reflect a large share
of clinical observations linking anhedonia and depression with
motivational deficits that correspond better to impaired reward-
associated anticipation, appraisal, and decision-making rather
than diminished consummatory and/or experiential hedonic
responses (Chentsova-Dutton and Hanley, 2010; Padrao et al.,
2013). Together, a large body of evidence indicates that differences
in sucrose preference can be used to assess acute effects of social
defeat or short-lasting effects after chronic defeat stress exposure
in rodents. In addition, these findings illustrate that assessment
of sucrose intake is not suitable to estimate the anhedonia-
like phenotype during the maintenance phase of a depressive
state (Von Frijtag et al., 2000; Kamal et al., 2010). This is in
accordance with our current data, since SDPS rats, although in
a stable, sustained depressive-like state reflected by maladaptive
motivational drive, did not display any alteration in sucrose
intake during acquisition or re-training at FR1, as compared with
controls. To our knowledge, this is the first study reporting long-
lasting anhedonia-like behaviors as assessed by instrumental
responding for a natural reward. Importantly, in our study,
by incorporating motivation, extinction and reinstatement
into the assessed behavioral repertoire, we identified novel
readouts affected by the depressive state and we advanced our
understanding on what is, and how we can measure, anhedonia
at the preclinical level. p
Highly palatable food, such as items containing sugar or fat,
induces stable preference and elevated consumption in rodents
(Hone-Blanchet and Fecteau, 2014). In our study, the intake
during FR training schedules was identical between control
and defeated animals, implying that both groups estimated the
caloric value of sucrose equally. Methodological Considerations Given that anhedonia is a key feature of clinical depression,
animal models aiming to explore this complex disorder
should employ some kind of assessment of reward deficits
and (diminished) reinforcement (Anisman and Matheson,
2005). To this end, several different behavioral readouts
have been established over the years to emulate depression-
induced anhedonia. Amongst them, sucrose-based (preference
or anticipation) paradigms have been most extensively used,
although yielding contradictory results (Der-Avakian et al.,
2014). In particular, varying findings, i.e., increases, decreases
or unaltered behavior, of the effects of stress on sucrose
consumption or preference have been reported depending on the
models applied, including differences in species, strain (Nielsen
et al., 2000; Pothion et al., 2004; Henningsen et al., 2009; Razzoli
et al., 2011) and gender (Bai et al., 2014), type of stressors (non-
social or social), timing and duration of stress (Meerlo et al.,
1996; Rygula et al., 2005; Krishnan et al., 2007; Miczek et al., August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 8 Depression and sucrose-associated anhedonia Riga et al. 2011; Muto et al., 2014), food availability (Forbes et al., 1996;
Barr and Phillips, 1998), and sucrose concentrations employed
(Bondar et al., 2009; Hollis et al., 2011). In the majority of studies,
the most robust changes in sucrose intake are observed during
or acutely following chronic stressors, whereas these changes
quickly recover following termination of stress exposure. Few
studies examined the after-effects of social stress on anhedonia,
reporting reduced sucrose consumption up to 3 weeks following
defeat (Becker et al., 2008; Carnevali et al., 2012) or unaltered
intake at 9–11 weeks following the last defeat encounter (Von
Frijtag et al., 2000). in both groups at PR training (Figure 3) and at relapse
(Figure 5). Similarly, guanfacine did not affect PR inactive
responding, further excluding non-specific effects on motor
function (Supplementary Figure 8). It should be noted that
guanfacine-induced suppression of responding was more robust
in the defeated animals at both PR training and relapse
tests, whereas in the latter, guanfacine was sufficient to
normalize the enhanced SDPS responding back to control
levels. In the present study, the established depressive state led to
maladaptive motivational drive and vulnerability to sucrose-
associated context and cues. Methodological Considerations Thus, the increased responding
observed in PR training in SDPS animals cannot be attributed to
differences in “liking” or taste. Similarly, differences in total fluid
intake cannot account for the SDPS effects on sucrose seeking,
as SDPS animals display similar water intake as controls, from
the week following the defeat week onwards (Supplementary
Figure 7). It is noteworthy that, contradictory findings have been
reported when employing a different animal model of depression,
i.e., the chronic mild stress (CMS) paradigm, depending on the
concentration of sucrose. In particular, CMS leads to enhanced
sucrose solution intake in higher concentrations (30–40%),
whereas it suppresses intake of lower sucrose concentrations
(1–2%) (Willner, 1997). We consider that at the intermediate
12% used here, sucrose solution remains highly palatable and
at an optimal concentration for intake (Barr and Phillips, 1998;
Pothion et al., 2004). Funding and Disclosure AS and SS received partial funding by the Center for Medical
Systems Biology (CMSB). DR is partly funded by an NCA proof-
of-concept fund (SS). None of the other authors have a present
or anticipated employment, conflicts of interest, financial or
otherwise, related to the subject of the reported findings or that is
affected by its publication. Acknowledgments The authors thank Yvar van Mourik and Dustin Schetters for
their assistance with behavioral experiments. Frontiers in Behavioral Neuroscience | www.frontiersin.org References Chronic mild stress has no effect on
responding by rats for sucrose under a progressive ratio schedule. Physiol. Behav. 64, 591–597. doi: 10.1016/S0031-9384(98)00060-2 Eshel, N., and Roiser, J. P. (2010). Reward and punishment processing in
depression. Biol. Psychiatry 68, 118–124. doi: 10.1016/j.biopsych.2010.01.027 Becker, C., Zeau, B., Rivat, C., Blugeot, A., Hamon, M., and Benoliel, J. J. (2008). Repeated social defeat-induced depression-like behavioral and
biological alterations in rats: involvement of cholecystokinin. Mol. Psychiatry
13, 1079–1092. doi: 10.1038/sj.mp.4002097 Fanous, S., Terwilliger, E. F., Hammer, R. P. Jr., and Nikulina, E. M. (2011). Viral
depletion of VTA BDNF in rats modulates social behavior, consequences of
intermittent social defeat stress, and long-term weight regulation. Neurosci. Lett. 502, 192–196. doi: 10.1016/j.neulet.2011.07.043 Blanchard, R. J., McKittrick, C. R., and Blanchard, D. C. (2001). Animal models
of social stress: effects on behavior and brain neurochemical systems. Physiol. Behav. 73, 261–271. doi: 10.1016/S0031-9384(01)00449-8 Femenia,
T.,
Gomez-Galan,
M.,
Lindskog,
M.,
and
Magara,
S. (2012). Dysfunctional hippocampal activity affects emotion and cognition in
mood disorders. Brain Res. 1476, 58–70. doi: 10.1016/j.brainres.2012. 03.053 Bondar, N. P., Kovalenko, I. L., Avgustinovich, D. F., Smagin, D. A., and
Kudryavtseva, N. N. (2009). Anhedonia in the shadow of chronic social defeat
stress, or when the experimental context matters. Open Behav. Sci. J. 3, 17–27. doi: 10.2174/1874230000903010017 Fone, K. C., and Porkess, M. V. (2008). Behavioural and neurochemical
effects of post-weaning social isolation in rodents-relevance to developmental
neuropsychiatric disorders. Neurosci. Biobehav. Rev. 32, 1087–1102. doi:
10.1016/j.neubiorev.2008.03.003 Bruchas, M. R., Schindler, A. G., Shankar, H., Messinger, D. I., Miyatake, M., Land,
B. B., et al. (2011). Selective p38alpha MAPK deletion in serotonergic neurons
produces stress resilience in models of depression and addiction. Neuron 71,
498–511. doi: 10.1016/j.neuron.2011.06.011 Forbes, N. F., Stewart, C. A., Matthews, K., and Reid, I. C. (1996). Chronic mild
stress and sucrose consumption: validity as a model of depression. Physiol. Behav. 60, 1481–1484. doi: 10.1016/S0031-9384(96)00305-8 Buwalda, B., De Boer, S. F., Schmidt, E. D., Felszeghy, K., Nyakas, C.,
Sgoifo, A., et al. (1999). Long-lasting deficient dexamethasone suppression
of hypothalamic-pituitary-adrenocortical activation following peripheral CRF
challenge in socially defeated rats. J. Neuroendocrinol. 11, 513–520. doi:
10.1046/j.1365-2826.1999.00350.x Fox, H., Sofuoglu, M., and Sinha, R. (2015). Guanfacine enhances inhibitory
control and attentional shifting in early abstinent cocaine-dependent
individuals. J. Psychopharmacol. 29, 312–323. doi: 10.1177/0269881114562464 Fox, H. C., Seo, D., Tuit, K., Hansen, J., Kimmerling, A., Morgan, P. T., et al. (2012). References Guanfacine effects on stress, drug craving and prefrontal activation in cocaine
dependent individuals: preliminary findings. J. Psychopharmacol. 26, 958–972. doi: 10.1177/0269881111430746 Buwalda, B., Kole, M. H., Veenema, A. H., Huininga, M., De Boer, S. F., Korte,
S. M., et al. (2005). Long-term effects of social stress on brain and behavior:
a focus on hippocampal functioning. Neurosci. Biobehav. Rev. 29, 83–97. doi:
10.1016/j.neubiorev.2004.05.005 Fredriksson, I., Jayaram-Lindstrom, N., Wirf, M., Nylander, E., Nystrom,
E., Jardemark, K., et al. (2015). Evaluation of guanfacine as a potential
medication for alcohol use disorder in long-term drinking rats: behavioral and
electrophysiological findings. Neuropsychopharmacology 40, 1130–1140. doi:
10.1038/npp.2014.294 Carnevali, L., Mastorci, F., Graiani, G., Razzoli, M., Trombini, M., Pico-Alfonso,
M. A., et al. (2012). Social defeat and isolation induce clear signs of a
depression-like state, but modest cardiac alterations in wild-type rats. Physiol. Behav. 106, 142–150. doi: 10.1016/j.physbeh.2012.01.022 pp
Funk, D., Harding, S., Juzytsch, W., and Le, A. D. (2005). Effects of
unconditioned and conditioned social defeat on alcohol self-administration
and reinstatement of alcohol seeking in rats. Psychopharmacology 183, 341–349. doi: 10.1007/s00213-005-0194-1 Behav. 106, 142–150. doi: 10.1016/j.physbeh.2012.01.022 Cella, M., Dymond, S., and Cooper, A. (2010). Impaired flexible decision-
making in major depressive disorder. J. Affect. Disord. 124, 207–210. doi:
10.1016/j.jad.2009.11.013 Chentsova-Dutton, Y., and Hanley, K. (2010). The effects of anhedonia
and depression on hedonic responses. Psychiatry Res. 179, 176–180. doi:
10.1016/j.psychres.2009.06.013 Golden, S. A., Covington, H. E. III., Berton, O., and Russo, S. J. (2011). A
standardized protocol for repeated social defeat stress in mice. Nat. Protoc. 6,
1183–1191. doi: 10.1038/nprot.2011.361 j
y
Covington, H. E. III., Kikusui, T., Goodhue, J., Nikulina, E. M., Hammer,
R. P. Jr., and Miczek, K. A. (2005). Brief social defeat stress: long lasting
effects on cocaine taking during a binge and zif268 mRNA expression in the
amygdala and prefrontal cortex. Neuropsychopharmacology 30, 310–321. doi:
10.1038/sj.npp.1300587 Hasler, G., Drevets, W. C., Manji, H. K., and Charney, D. S. (2004). Discovering endophenotypes for major depression. Neuropsychopharmacology
29, 1765–1781. doi: 10.1038/sj.npp.1300506 Heller, A. S., Johnstone, T., Shackman, A. J., Light, S. N., Peterson, M. J., Kolden,
G. G., et al. (2009). Reduced capacity to sustain positive emotion in major
depression reflects diminished maintenance of fronto-striatal brain activation. Proc. Natl. Acad. Sci. U.S.A. 106, 22445–22450. doi: 10.1073/pnas.0910651106 Covington, H. E. III., and Miczek, K. A. (2005). Intense cocaine self-
administration after episodic social defeat stress, but not after aggressive
behavior: dissociation from corticosterone activation. References De Jong, J. G., van Der Vegt, B. J., Buwalda, B., and Koolhaas, J. M. (2005). Social
environment determines the long-term effects of social defeat. Physiol. Behav. 84, 87–95. doi: 10.1016/j.physbeh.2004.10.013 Akkerman, S., Prickaerts, J., Steinbusch, H. W., and Blokland, A. (2012). Object
recognition testing: statistical considerations. Behav. Brain Res. 232, 317–322. doi: 10.1016/j.bbr.2012.03.024 Der-Avakian, A., and Markou, A. (2012). The neurobiology of anhedonia
and
other
reward-related
deficits. Trends
Neurosci. 35,
68–77. doi:
10.1016/j.tins.2011.11.005 American Psychiatric Association. (2013). Diagnostic and Statistical Manual of
Mental Disorders: DSM-5TM, 5th Edn. Arlington, VA: American Psychiatric
Publishing, Inc. Der-Avakian, A., Mazei-Robison, M. S., Kesby, J. P., Nestler, E. J., and Markou, A. (2014). Enduring deficits in brain reward function after chronic social defeat in
rats: susceptibility, resilience, and antidepressant response. Biol. Psychiatry 76,
542–549. doi: 10.1016/j.biopsych.2014.01.013 Anisman, H., and Matheson, K. (2005). Stress, depression, and anhedonia:
caveats concerning animal models. Neurosci. Biobehav. Rev. 29, 525–546. doi:
10.1016/j.neubiorev.2005.03.007 Dere, E., Huston, J. P., and De Souza Silva, M. A. (2007). The pharmacology,
neuroanatomy and neurogenetics of one-trial object recognition in rodents. Neurosci. Biobehav. Rev. 31, 673–704. doi: 10.1016/j.neubiorev.2007.01.005 Artola, A., Von Frijtag, J. C., Fermont, P. C., Gispen, W. H., Schrama, L. H.,
Kamal, A., et al. (2006). Long-lasting modulation of the induction of LTD
and LTP in rat hippocampal CA1 by behavioural stress and environmental
enrichment. Eur. J. Neurosci. 23, 261–272. doi: 10.1111/j.1460-9568.2005. 04552.x Diergaarde, L., van Mourik, Y., Pattij, T., Schoffelmeer, A. N., and De Vries, T. J. (2012). Poor impulse control predicts inelastic demand for nicotine but not
alcohol in rats. Addict. Biol. 17, 576–587. doi: 10.1111/j.1369-1600.2011.00376.x Disner, S. G., Beevers, C. G., Haigh, E. A., and Beck, A. T. (2011). Neural
mechanisms of the cognitive model of depression. Nat. Rev. Neurosci. 12,
467–477. doi: 10.1038/nrn3027 Austin, M. P., Mitchell, P., and Goodwin, G. M. (2001). Cognitive deficits
in depression: possible implications for functional neuropathology. Br. J. Psychiatry 178, 200–206. doi: 10.1192/bjp.178.3.200 Donahue, R. J., Muschamp, J. W., Russo, S. J., Nestler, E. J., and Carlezon, W. A. Jr. (2014). Effects of striatal DeltaFosB overexpression and ketamine on
social defeat stress-induced anhedonia in mice. Biol. Psychiatry 76, 550–558. doi: 10.1016/j.biopsych.2013.12.014 Bai, M., Zhang, L., Zhu, X., Zhang, Y., Zhang, S., and Xue, L. (2014). Comparison of
depressive behaviors induced by three stress paradigms in rats. Physiol. Behav. 131, 81–86. doi: 10.1016/j.physbeh.2014.04.019 Barr, A. M., and Phillips, A. G. (1998). Supplementary Material Unspecific motor effects of guanfacine, such as sedation,
could not account for the reduction in responding displayed
by controls and SPDS rats in either PR or relapse test, as
previously shown (Riga et al., 2014). Indeed, upon guanfacine
treatment rates of responding for sucrose remained high The Supplementary Material for this article can be found
online
at:
http://journal.frontiersin.org/article/10.3389/fnbeh. 2015.00195 August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 9 Depression and sucrose-associated anhedonia Riga et al. References Long-term impairment of social memory in the rat after social defeat is
not restored by desglycinamide-vasopressin. Neurosci. Lett. 305, 145–148. doi:
10.1016/S0304-3940(01)01834-1 Keedwell, P. A., Andrew, C., Williams, S. C., Brammer, M. J., and Phillips, M. L. (2005). The neural correlates of anhedonia in major depressive disorder. Biol. Psychiatry 58, 843–853. doi: 10.1016/j.biopsych.2005.05.019 Krishnan, V., Han, M. H., Graham, D. L., Berton, O., Renthal, W., Russo,
S. J., et al. (2007). Molecular adaptations underlying susceptibility and
resistance to social defeat in brain reward regions. Cell 131, 391–404. doi:
10.1016/j.cell.2007.09.018 Richardson, N. R., and Roberts, D. C. (1996). Progressive ratio schedules in
drug self-administration studies in rats: a method to evaluate reinforcing
efficacy. J. Neurosci. Methods
66,
1–11. doi:
10.1016/0165-0270(95)
00153-0 Le, A. D., Funk, D., Juzytsch, W., Coen, K., Navarre, B. M., Cifani, C., et al. (2011). Effect of prazosin and guanfacine on stress-induced reinstatement
of alcohol and food seeking in rats. Psychopharmacology 218, 89–99. doi:
10.1007/s00213-011-2178-7 Riga, D., Schmitz, L. J., van Der Harst, J. E., van Mourik, Y., Hoogendijk, W. J.,
Smit, A. B., et al. (2014). A sustained depressive state promotes a guanfacine
reversible susceptibility to alcohol seeking in rats. Neuropsychopharmacology
39, 1115–1124. doi: 10.1038/npp.2013.311 Lee, B., Tiefenbacher, S., Platt, D. M., and Spealman, R. D. (2004). Pharmacological
blockade of alpha2-adrenoceptors induces reinstatement of cocaine-seeking
behavior in squirrel monkeys. Neuropsychopharmacology 29, 686–693. doi:
10.1038/sj.npp.1300391 Ruis, M. A., Te Brake, J. H., Buwalda, B., De Boer, S. F., Meerlo, P.,
Korte, S. M., et al. (1999). Housing familiar male wildtype rats together
reduces the long-term adverse behavioural and physiological effects of social
defeat. Psychoneuroendocrinology 24, 285–300. doi: 10.1016/S0306-4530(98)
00050-X Leistedt, S. J., and Linkowski, P. (2013). Brain, networks, depression, and more. Eur. Neuropsychopharmacol. 23, 55–62. doi: 10.1016/j.euroneuro.2012.10.011 McCabe, C., Cowen, P. J., and Harmer, C. J. (2009). Neural representation of
reward in recovered depressed patients. Psychopharmacology 205, 667–677. doi:
10.1007/s00213-009-1573-9 Russo, S. J., and Nestler, E. J. (2013). The brain reward circuitry in mood disorders. Nat. Rev. Neurosci. 14, 609–625. doi: 10.1038/nrn3381 Rygula, R., Abumaria, N., Flugge, G., Fuchs, E., Ruther, E., and Havemann-
Reinecke,
U. (2005). Anhedonia
and
motivational
deficits
in
rats:
impact of chronic social stress. Behav. Brain Res. 162, 127–134. doi:
10.1016/j.bbr.2005.03.009 McIntyre, R. S., Cha, D. S., Soczynska, J. K., Woldeyohannes, H. O., Gallaugher,
L. A., Kudlow, P., et al. (2013). References Cognitive deficits and functional outcomes
in major depressive disorder: determinants, substrates, and treatment
interventions. Depress. Anxiety 30, 515–527. doi: 10.1002/da.22063 Schlaepfer, T. E., Cohen, M. X., Frick, C., Kosel, M., Brodesser, D., Axmacher, N.,
et al. (2008). Deep brain stimulation to reward circuitry alleviates anhedonia
in refractory major depression. Neuropsychopharmacology 33, 368–377. doi:
10.1038/sj.npp.1301408 McKee, S. A., Potenza, M. N., Kober, H., Sofuoglu, M., Arnsten, A. F., Picciotto,
M. R., et al. (2015). A translational investigation targeting stress-reactivity
and prefrontal cognitive control with guanfacine for smoking cessation. J. Psychopharmacol. 29, 300–311. doi: 10.1177/0269881114562091 j
Schrader, G. D. (1997). Does anhedonia correlate with depression severity
in chronic depression? Compr. Psychiatry 38, 260–263. doi: 10.1016/S0010-
440X(97)90057-2 Meerlo, P., Overkamp, G. J., Daan, S., van Den Hoofdakker, R. H., and Koolhaas, J. M. (1996). Changes in behaviour and body weight following a single or double
social defeat in rats. Stress 1, 21–32. doi: 10.3109/10253899609001093 Smith, R. J., and Aston-Jones, G. (2011). alpha(2) Adrenergic and imidazoline
receptor agonists prevent cue-induced cocaine seeking. Biol. Psychiatry 70,
712–719. doi: 10.1016/j.biopsych.2011.06.010 Miczek, K. A., Nikulina, E. M., Shimamoto, A., and Covington, H. E. III. (2011). Escalated or suppressed cocaine reward, tegmental BDNF, and accumbal
dopamine caused by episodic versus continuous social stress in rats. J. Neurosci. 31, 9848–9857. doi: 10.1523/JNEUROSCI.0637-11.2011 Smoski, M. J., Felder, J., Bizzell, J., Green, S. R., Ernst, M., Lynch, T. R., et al. (2009). fMRI of alterations in reward selection, anticipation, and feedback in major
depressive disorder. J. Affect. Disord. 118, 69–78. doi: 10.1016/j.jad.2009.01.034 Millan, M. J., Agid, Y., Brune, M., Bullmore, E. T., Carter, C. S., Clayton, N. S., et al. (2012). Cognitive dysfunction in psychiatric disorders: characteristics, causes
and the quest for improved therapy. Nat. Rev. Drug Discov. 11, 141–168. doi:
10.1038/nrd3628 Sofuoglu, M., Devito, E. E., Waters, A. J., and Carroll, K. M. (2013). Cognitive
enhancement as a treatment for drug addictions. Neuropharmacology 64,
452–463. doi: 10.1016/j.neuropharm.2012.06.021 Muir, V. J., and Perry, C. M. (2010). Guanfacine extended-release: in attention
deficit hyperactivity disorder. Drugs 70, 1693–1702. doi: 10.2165/11205940-
000000000-00000 Spijker, J., Bijl, R. V., De Graaf, R., and Nolen, W. A. (2001). Determinants
of poor 1-year outcome of DSM-III-R major depression in the general
population: results of the Netherlands Mental Health Survey and Incidence
Study (NEMESIS). Acta Psychiatr. Scand. 103, 122–130. doi: 10.1034/j.1600-
0447.2001.103002122.x Murrough, J. W., Iacoviello, B., Neumeister, A., Charney, D. S., and Iosifescu,
D. V. (2011). References Psychopharmacology 183,
331–340. doi: 10.1007/s00213-005-0190-5 Henningsen, K., Andreasen, J. T., Bouzinova, E. V., Jayatissa, M. N., Jensen, M. S., Redrobe, J. P., et al. (2009). Cognitive deficits in the rat chronic mild stress August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 10 Depression and sucrose-associated anhedonia Riga et al. model for depression: relation to anhedonic-like responses. Behav. Brain Res. 198, 136–141. doi: 10.1016/j.bbr.2008.10.039 Nielsen, C. K., Arnt, J., and Sanchez, C. (2000). Intracranial self-stimulation
and sucrose intake differ as hedonic measures following chronic mild stress:
interstrain and interindividual differences. Behav. Brain Res. 107, 21–33. doi:
10.1016/S0166-4328(99)00110-2 model for depression: relation to anhedonic-like responses. Behav. Brain Res. 198, 136–141. doi: 10.1016/j.bbr.2008.10.039 j
Ho, N., and Sommers, M. (2013). Anhedonia: a concept analysis. Arch. Psychiatr. Nurs. 27, 121–129. doi: 10.1016/j.apnu.2013.02.001 Hodos, W. (1961). Progressive ratio as a measure of reward strength. Science 134,
943–944. doi: 10.1126/science.134.3483.943 Padrao, G., Mallorqui, A., Cucurell, D., Marco-Pallares, J., and Rodriguez-Fornells,
A. (2013). Neurophysiological differences in reward processing in anhedonics. Cogn. Affect. Behav. Neurosci. 13, 102–115. doi: 10.3758/s13415-012-0119-5 Hollis, F., Duclot, F., Gunjan, A., and Kabbaj, M. (2011). Individual differences
in the effect of social defeat on anhedonia and histone acetylation in
the rat hippocampus. Horm. Behav. 59, 331–337. doi: 10.1016/j.yhbeh.2010. 09.005 Pizzagalli, D. A., Iosifescu, D., Hallett, L. A., Ratner, K. G., and Fava, M. (2008). Reduced hedonic capacity in major depressive disorder: evidence
from
a
probabilistic
reward
task. J. Psychiatr. Res. 43,
76–87. doi:
10.1016/j.jpsychires.2008.03.001 Hone-Blanchet, A., and Fecteau, S. (2014). Overlap of food addiction and
substance use disorders definitions: analysis of animal and human studies. Neuropharmacology 85, 81–90. doi: 10.1016/j.neuropharm.2014.05.019 Pothion, S., Bizot, J. C., Trovero, F., and Belzung, C. (2004). Strain differences
in sucrose preference and in the consequences of unpredictable chronic mild
stress. Behav. Brain Res. 155, 135–146. doi: 10.1016/j.bbr.2004.04.008 Kamal, A., van Der Harst, J. E., Kapteijn, C. M., Baars, A. J., Spruijt, B. M., and
Ramakers, G. M. (2010). Announced reward counteracts the effects of chronic
social stress on anticipatory behavior and hippocampal synaptic plasticity in
rats. Exp. Brain Res. 201, 641–651. doi: 10.1007/s00221-009-2083-z Razzoli, M., Carboni, L., Andreoli, M., Ballottari, A., and Arban, R. (2011). Different susceptibility to social defeat stress of BalbC and C57BL6/J mice. Behav. Brain Res. 216, 100–108. doi: 10.1016/j.bbr.2010.07.014 Reijmers, L. G., Hoekstra, K., Burbach, J. P., van Ree, J. M., and Spruijt, B. M. (2001). Von Frijtag, J. C., Reijmers, L. G., van Der Harst, J. E., Leus, I. E., van Den Bos, R.,
and Spruijt, B. M. (2000). Defeat followed by individual housing results in long-
term impaired reward- and cognition-related behaviours in rats. Behav. Brain
Res. 117, 137–146. doi: 10.1016/S0166-4328(00)00300-4 Willner, P. (1997). Validity, reliability and utility of the chronic mild stress model of
depression: a 10-year review and evaluation. Psychopharmacology 134, 319–329.
doi: 10.1007/s002130050456 Vrieze, E., Pizzagalli, D. A., Demyttenaere, K., Hompes, T., Sienaert, P., De Boer,
P., et al. (2013). Reduced reward learning predicts outcome in major depressive
disorder. Biol. Psychiatry 73, 639–645. doi: 10.1016/j.biopsych.2012.10.014 Frontiers in Behavioral Neuroscience | www.frontiersin.org Von Frijtag, J. C., Reijmers, L. G., van Der Harst, J. E., Leus, I. E., van Den Bos, R.,
and Spruijt, B. M. (2000). Defeat followed by individual housing results in long-
term impaired reward- and cognition-related behaviours in rats. Behav. Brain
Res. 117, 137–146. doi: 10.1016/S0166-4328(00)00300-4
Vrieze, E., Pizzagalli, D. A., Demyttenaere, K., Hompes, T., Sienaert, P., De Boer,
P., et al. (2013). Reduced reward learning predicts outcome in major depressive
disorder. Biol. Psychiatry 73, 639–645. doi: 10.1016/j.biopsych.2012.10.014
Willner, P. (1997). Validity, reliability and utility of the chronic mild stress model of
depression: a 10-year review and evaluation. Psychopharmacology 134, 319–329.
doi: 10.1007/s002130050456 References Cognitive dysfunction in depression: neurocircuitry and
new therapeutic strategies. Neurobiol. Learn. Mem. 96, 553–563. doi:
10.1016/j.nlm.2011.06.006 Treadway, M. T., and Zald, D. H. (2011). Reconsidering anhedonia in depression:
lessons from translational neuroscience. Neurosci. Biobehav. Rev. 35, 537–555. doi: 10.1016/j.neubiorev.2010.06.006 Muto, J., Lee, H., Uwaya, A., Park, J., Nakajima, S., Nagata, K., et al. (2014). Oral
administration of inosine produces antidepressant-like effects in mice. Sci. Rep. 4:4199. doi: 10.1038/srep04199 van Bokhoven, P., Oomen, C. A., Hoogendijk, W. J., Smit, A. B., Lucassen, P. J., and
Spijker, S. (2011). Reduction in hippocampal neurogenesis after social defeat is
long-lasting and responsive to late antidepressant treatment. Eur. J. Neurosci. 33, 1833–1840. doi: 10.1111/j.1460-9568.2011.07668.x Nestler, E. J., and Hyman, S. E. (2010). Animal models of neuropsychiatric
disorders. Nat. Neurosci. 13, 1161–1169. doi: 10.1038/nn.2647 August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 11 Depression and sucrose-associated anhedonia Riga et al. 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. Copyright © 2015 Riga, Theijs, De Vries, Smit and Spijker. This is an open-access
article distributed under the terms of the Creative Commons Attribution License (CC
BY). The use, distribution or reproduction in other forums is permitted, provided the
original author(s) or licensor are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution
or reproduction is permitted which does not comply with these terms. August 2015 | Volume 9 | Article 195 Frontiers in Behavioral Neuroscience | www.frontiersin.org 12
|
https://openalex.org/W2750153854
|
https://research.tue.nl/files/74568411/hornplas2017.pdf
|
English
| null |
Plasma-assisted and thermal atomic layer deposition of electrochemically active Li<sub>2</sub>CO<sub>3</sub>
|
RSC advances
| 2,017
|
cc-by
| 9,883
|
Document status and date:
Published: 24/08/2017 Document status and date:
Published: 24/08/2017 Document Version:
Publisher’s PDF, also known as Version of Record (includes final page, issue and volume numbers) Document Version:
Publisher’s PDF, also known as Version of Record (includes final page, issue and volume numbers) Please check the document version of this publication: • A submitted manuscript is the version of the article upon submission and before peer-review. There can be
important differences between the submitted version and the official published version of record. People
interested in the research are advised to contact the author for the final version of the publication, or visit the
DOI to the publisher's website. p
• The final author version and the galley proof are versions of the publication after peer review. • The final published version features the final layout of the paper including the volume, issue and page
numbers. Link to publication Link to publication General rights
C
i ht
d General rights
Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners
and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights. • Users may download and print one copy of any publication from the public portal for the purpose of private study
Y
t f
th
di t ib t
th
t
i l
it f
fit
ki
ti it
i l
i • You may not further distribute the material or use it for any profit-making activity o
• You may freely distribute the URL identifying the publication in the public portal. If the publication is distributed under the terms of Article 25fa of the Dutch Copyright Act, indicated by the “Taverne” license above, please
follow below link for the End User Agreement: Plasma-assisted and thermal atomic layer deposition of
electrochemically active Li2CO3
Citation for published version (APA):
Hornsveld, N., Put, B. H. F., Kessels, W. M. M., Vereecken, P. M., & Creatore, M. (2017). Plasma-assisted and
thermal atomic layer deposition of electrochemically active Li2CO3. RSC Advances, 7(66), 41359-41368.
https://doi.org/10.1039/c7ra07722j DOI:
10.1039/c7ra07722j DOI:
10.1039/c7ra07722j Download date: 24. Oct. 2024 Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. eld,
a B. Put,ab W. M. M. Kessels,a P. M. Vereeckenbc and M. Creatorea Thin-film lithium carbonate (Li2CO3) has applications in various electrochemical devices, like Li-ion
batteries, gas sensors and fuel cells. ALD of Li2CO3 is of interest for these applications as it allows for
uniform and conformal coating of high-aspect ratio structures and particles with very precise thickness
control. However, there are few studies that focus on its fabrication and characterization. In this work,
plasma-assisted and thermal ALD were adopted to grow ultra-thin, conformal Li2CO3 films between 50
and 300 C using lithium tert-butoxide as a precursor and O2 plasma or H2O/CO2 as co-reactants. More
specifically, we focus on the plasma-assisted process by film growth, stability and conductivity studies
and emphasize the differences from its more extensively adopted thermal counterpart. Plasma-assisted
ALD allows for higher growth per cycle values (0.82 vs. 0.60 ˚A), lower substrate temperatures and
shorter cycle times. The stoichiometry of the films, ranging from Li2CO3 to Li2O, can be controlled by
substrate temperature and O2 plasma exposure time. The ionic conductivity for both plasma-assisted
and thermal ALD is measured for the first time and is in the order of 1010 S cm1 after normalizing to
the different effective surface areas. The Li-ion conductivities found here are in line with literature values
predicted by simulation studies. Received 13th July 2017
Accepted 10th August 2017
DOI: 10.1039/c7ra07722j
rsc.li/rsc-advances power and energy density.6–8 Key to nanostructured energy
storage systems is thin lms processing of battery active and
passive materials compatible with complex battery design. Conventional deposition techniques, such as physical vapor
deposition (PVD) and plasma-enhanced chemical vapor deposi-
tion (PE-CVD), do not generally lead to conformal thin layers on
high aspect ratio structures. aDepartment of Applied Physics, Eindhoven University of Technology, 5600 MB
Eindhoven, The Netherlands. E-mail: n.hornsveld@tue.nl; m.creatore@tue.nl
bImec, Kapeldreef 75, Leuven 3001, Belgium
cDepartment of Microbial and Molecular Systems, KU Leuven, 3001 Leuven, Belgium
† Electronic supplementary information (ESI) available: Additional in situ SE
thickness measurements (thermal ALD of Li2CO3 at 50, 150, 250 and 300 C
and plasma ALD between 50 and 200 C), hydrogen concentration in the lms
measured by ERD, XPS measurements before and aer Ar+ sputtering showing
chemical decomposition of Li2CO3, a table of XPS stoichiometry results and
SEM images of Li2CO3 deposited using thermal ALD at different temperatures.
See DOI: 10.1039/c7ra07722j RSC Advances RSC Advances View Article Online
View Journal | View Issue Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. To enable fast charging thin-lm
batteries, conformality and uniform material composition in
extreme aspect ratios are required.9 Therefore, novel deposition
techniques leading to enhanced control in thin lm properties
and conformality are being presently introduced in the eld of Li-
ion batteries.10–12 Atomic layer deposition (ALD), which is based
on sequential and self-limiting half-reactions between precursors
(co-reactants) and surface, has emerged as a powerful tool since it
shows potential towards exceptional conformality on high-aspect
ratio structures, thickness control at sub-nanometer level, and
tunable lm properties.13 Promising applications of ALD for
Li-ion batteries include (surface modication of) particle-based
electrodes, 3D-structured electrodes,
and 3D all-solid-state
microbatteries.10–12,14,15 Due to the excellent conformality and
thickness control of ALD, is suggested that ALD of lithium
carbonate (Li2CO3) is especially benecial when it is employed as
electrode passivating lm or as additive to improve electrode
performance. This journal is © The Royal Society of Chemistry 2017 www.tue.nl/taverne Take down policy
If you believe that this document breaches copyright please contact us at:
openaccess@tue.nl
providing details and we will investigate your claim. Download date: 24. Oct. 2024 Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. counterpart. This is expected to be generally helpful to assess
the opportunities of ALD for Li-ion materials. With plasma-
assisted ALD a high reactivity is delivered to the deposition
surface by the plasma species and therefore less thermal budget
is required at the substrate to drive the ALD surface chemistry
than for thermal ALD. The application of plasmas in combi-
nation with ALD generally leads to a wider range in substrate
temperature and processing conditions and thus enables
a larger variety of material properties.21 The process details of
ALD Li2CO3 as collected from literature are shown in Table 1. Although the plasma-assisted ALD process for Li2CO3 has been
already reported in literature, the understanding of the ALD
lm growth (primarily in terms of developed chemistry during
and aer deposition) is so far insufficient. In addition, the effect
of the process parameters on the layer properties was not re-
ported. To the best of our knowledge we provide the rst proper
conductivity measurement of thin lm Li2CO3. counterpart. This is expected to be generally helpful to assess
the opportunities of ALD for Li-ion materials. With plasma-
assisted ALD a high reactivity is delivered to the deposition
surface by the plasma species and therefore less thermal budget
is required at the substrate to drive the ALD surface chemistry
than for thermal ALD. The application of plasmas in combi-
nation with ALD generally leads to a wider range in substrate
temperature and processing conditions and thus enables
a larger variety of material properties.21 The process details of
ALD Li2CO3 as collected from literature are shown in Table 1. Although the plasma-assisted ALD process for Li2CO3 has been
already reported in literature, the understanding of the ALD
lm growth (primarily in terms of developed chemistry during
and aer deposition) is so far insufficient. In addition, the effect
of the process parameters on the layer properties was not re-
ported. To the best of our knowledge we provide the rst proper
conductivity measurement of thin lm Li2CO3. As substrate, 60 nm titanium nitride (TiN) sputtered on
silicon was used (Endura PVD). TiN is a barrier for Li-ion
diffusion, and also functions as current collector for electro-
chemical testing of the layers. The lm thickness and dielectric
function were monitored in situ by spectroscopic ellipsometry
(SE) with a J.A. Woollam, Inc. M2000U (0.75–5.0 eV) tool. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. The
dielectric function of Li2CO3 was parameterized using a math-
ematical description in the form of B-splines, since this method
requires no prior knowledge about the dielectric function of the
deposited lms. Thickness values were conrmed by high
resolution SEM (Zeiss Sigma) operated at 2 kV acceleration
voltage. The entire chemical composition of the samples has been
characterized with ion beam analysis methods by Detect99. The
hydrogen proles were determined by Elastic Recoil Detection
(ERD) using a 1.9 MeV He+ beam impinging on the sample
under 15 glancing incidence, and 30 recoil angle. All other
elements could be determined in a single run by Elastic Back-
scattering Spectrometry (EBS) with 2.8 MeV protons at perpen-
dicular incidence. This technique is similar to Rutherford
Backscattering Spectrometry (RBS) but has the advantage that
the cross sections for light elements is enhanced by the use of
high energy protons as projectiles instead of He. Spectra have
been registered at 170 and 150 scattering angle. EBS was in
this case necessary for the determination of the Li and C
contents, for which the sensitivity of RBS is rather poor. Finally,
the O, N and Ti contents have been conrmed by channeling
RBS using 1900 keV He ions in the same conguration as for the
EBS measurements. Moreover, Li2CO3 ALD represents an attractive model
process for incorporating Li into multicomponent (ternary) ALD
materials, since it is a highly stable compound with respect to
process stability and ease of postdeposition analysis of the
lms. Li2O and LiOH oen develop simultaneously during
processing due to the reversible reaction with H2O and CO2 and
are being deposited by ALD as well.16–20,22,23 These materials are
also widely used as building block for the fabrication of various
other Li-ion battery active materials.24–26 41360 | RSC Adv., 2017, 7, 41359–41368 This journal is © The Royal Society of Chemistry 2017 Introduction Lithium carbonate is considered a potential electrode passiv-
ating lm in Li-ion batteries1 and electrolyte material or sensing
layer in electrochemical devices like fuel cells or chemical
sensors.2,3 This is attributed to its purely ionically conductive
behavior and good electrochemical stability.4 In addition, it is
widely used as building block for the fabrication of electrodes
and electrolytes or as an additive to improve electrode perfor-
mance.5 Despite its widespread usage, there are only few studies
in the literature focusing on its characterization. With the trend of manufacturing devices that have smaller
size, weight and lower power consumption, thin lm fabrication
techniques are becoming preferable. This is especially applicable
in the eld of Li-ion batteries, where thin-lm 3D battery archi-
tectures are currently being investigated.6 Nanostructured energy
storage systems have demonstrated a substantial increase in In the present work we focus on the ALD characterization of
Li2CO3. More specically, we focus on the plasma-assisted ALD
process of Li2CO3 by (in situ) growth studies and emphasize the
differences
from
its
more
extensively
adopted
thermal RSC Adv., 2017, 7, 41359–41368 | 41359 This journal is © The Royal Society of Chemistry 2017 View Article Online RSC Advances RSC Advances Paper Paper the fabricated layers was minimized by transporting the
samples in an evacuated transport tube. Table 1
Li2CO3 ALD process details collected from earlier publications
Precursor
Co-reactant(s)
Tsub (C)
GPC (˚A)
Ref. LiOtBu
H2O, CO2
225
0.8
16
LiHMDS
H2O, CO2
89–332
0.41–0.14
17
LiTMSO
H2O, CO2
200–300
0.5–0.3
18
LiOtBu
O2 plasma
225, 300
0.4
19
Li(thd)
O3
185–225
0.3–0.07
20 The LiOtBu precursor was bubbled from the precursor pod
with Ar at a reactor pressure of 20 mTorr and the precursor and
precursor supply line were heated to 140
C and 150
C
respectively to avoid precursor condensation. The reactor
pressure during the O2 plasma generation was 13 mTorr. The
process table was heated to 50–300 C, since it is reported that
precursor decomposition takes place from 350 C.27 The wafers
were placed on an aluminum substrate holder. The reactor wall
is maintained at a temperature of 120
C (which is the
maximum wall temperature), except for the deposition at 50 or
100
C, where the reactor wall is kept at 50 or 100
C,
respectively. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:1
This article is licensed under a Creative Commons Attribution 3.0 Unporte valve, dosing of 0.5 s or less did not deliver any CO2 in the
chamber (no pressure increase was observed). Purge steps aer
LiOtBu and CO2 dose of 2 s are sufficient to remove the reaction
products and unreacted species from the processing chamber,
although 5 s purge was necessary for H2O. A growth per cycle of
0.60 ˚A was found for the thermal ALD process. three-electrode Teon cell was clamped on top of the sample
using a Kalrez O-ring. A Luggin capillary was used to connect
the cell with the reference-electrode compartment. One molar
LiClO4 (battery-grade, Sigma-Aldrich) in propylene carbonate
was used as the electrolyte. The experiments were carried out in
an Ar glovebox (O2, H2O < 1 ppm). Impedance spectroscopy
results were analyzed by tting an equivalent circuit to the data,
using MEISP soware (Kumho Chemical Laboratories). The
obtained ts had a c2 value in the range from 103 to 105. The
relative standard deviation for all tted values remained
below 5%. The saturation behavior of the surface reactions during the
two half cycles of the plasma-assisted ALD process, i.e. the
exposure to the lithium precursor and O2 plasma, is shown in
Fig. 2b: self-limiting growth was veried for both the precursor
and the plasma step. For both half-cycles purge steps of 2 s are
sufficient to remove the reaction products and unreacted
species. A growth per cycle of 0.82 ˚A was obtained for a deposi-
tion temperature of 150 C. This journal is © The Royal Society of Chemistry 2017 Experimental All depositions presented in this work were carried out using
the thermal and remote plasma ALD reactor FlexAL (Oxford
Instruments). The reactor consists of a rotary and turbo
molecular pump such that it can reach a base pressure of <106
Torr by overnight pumping. The pump unit as well as the
inductively coupled plasma (ICP) source are connected to the
deposition chamber trough gate valves. X-ray photoelectron spectroscopy (XPS) spectra were recor-
ded by a Thermo Scientic K-alpha+ system using mono-
chromatic Al Ka X-rays. The spot size of the beam was 400 mm
and the base pressure of the system was 108 mbar. The depth
prole was obtained by an Ar ion gun of 500 eV during 5 s for
each sputter step. The crystal structure of the Li2CO3 layers was
determined using a Philips X'Pert MPD diffractometer equipped
with a Cu Ka source (1.54 ˚A radiation). The morphology of the
deposited layers was investigated by the SEM which was
described before. The ALD processes developed in this work are shown in
Fig. 1. For thermal ALD (Fig. 1a), the cycle consists of the
exposure of the substrate to LiOtBu (97%, Sigma Aldrich)
lithium precursor, H2O gas and CO2 gas respectively, alternated
by argon purges. The plasma-assisted ALD process (Fig. 1b)
consists of a combination of the substrate exposure to the same
lithium precursor and to an O2-fed plasma with a plasma power
of 100 W, alternated by argon purging steps. To ensure the gas
ow and pressure have stabilized, the reactor was lled with
oxygen prior to switching on the plasma source. Air exposure of For electrochemical impedance spectroscopy (EIS) testing an
Autolab (Metrohm) potentiostat with a frequency-response
analyzer module (frequency range from 0.01 Hz to 1 MHz)
was used, operated by Nova soware (Metrohm Autolab). A This journal is © The Royal Society of Chemistry 2017 41360 | RSC Adv., 2017, 7, 41359–41368 RSC Advances
View Article Online Fig. 1
Schematic of the pulsing sequence of the ALD cycle for depositions of Li2CO3 by (a) thermal and (b) plasma-assisted ALD. The H2O dose
during the thermal ALD process was only 50 ms, after which all valves were closed for 4 s to allow for the molecules to react. Therefore, this is
referred to as “H2O reaction”. Paper
RSC Advances
View Article Online RSC Advances
View Article Online Paper Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 1
Schematic of the pulsing sequence of the ALD cycle for depositions of Li2CO3 by (a) thermal and (b) plasma-assisted ALD. The H2O dose
during the thermal ALD process was only 50 ms, after which all valves were closed for 4 s to allow for the molecules to react. Therefore, this is
referred to as “H2O reaction”. ALD process characterization This journal is © The Royal Society of Chemistry 2017 RSC Adv., 2017, 7, 41359–41368 | 41361 View Article Online RSC Advances Paper oen have a higher growth per cycle when compared to thermal
processes which is in agreement with our results.21 as function of the number of ALD cycles, which can be
explained by crystallization of the lms (in the ESI† more
growth curves are shown for thermal ALD Li2CO3). p
g
Next, the process window of ALD lms was extended to
deposition temperatures between 50 and 300 C. Fig. 3a shows
the thickness evolution as a function of the number of ALD
cycles for various deposition temperatures. For plasma-assisted
ALD and Tsub # 200 C, the thickness of the lms develops
linearly with the number of cycles. For temperatures higher
than 250 C, the lm thickness develops according to two
slopes, which correlates with a transition in lm chemical
composition, as discussed in the next section. Due to high
temperature sensitivity of the reactions and minor temperature
uctuations of the process table, the trends of the thickness as
a function of the number of cycles at 250 C varied from occa-
sion to occasion: in some cases they tend to be similar to the
growth behavior for T # 200 C and in other instances to T >
250 C. Moreover, lms deposited at 250 C showed large height
differences (see SEM images in the next section), which
complicated the extraction of the lm thickness. For the
thermal process, no transition in lm chemical composition
was observed. However, the growth per cycle increases slightly In Fig. 3b, both the temperature dependency of the growth
per cycle for the plasma-assisted, as well as the thermal ALD
process is shown. It can be noticed that the growth per cycle of
the thermal ALD process strongly decreases at 50 C, indicating
the lower limit of the temperature window. The ALD process
window for the plasma-assisted process is extended towards
lower temperatures, as it has a similar growth per cycle at 50 C
as at higher temperatures. The overall growth per cycle is higher
for the plasma-assisted process as compared to the thermal
process. ALD process characterization The previously reported growth per cycle of 0.8 ˚A for thermal
ALD of Li2CO3,16 differs from our values. The reason for this
difference is unclear, yet it is noted that the main difference
with our process is a higher reactor pressure. Plasma-assisted
ALD using LiOtBu on the other hand was reported to have
a growth per cycle of 0.4 ˚A,19 but the obtained stoichiometry was
a mixture of Li2CO3 and Li2O. Our lms grown at 150 C are
found to be pure Li2CO3, as shown in the next section. More-
over, no saturation curves were shown in literature to support
the data for this particular case. In general, plasma processes A deposition temperature of 150 C was adopted to investigate
the saturation behavior of the surface reactions during the sub-
cycles of both thermal and plasma ALD Li2CO3. Film thickness
was monitored every 10 cycles by in situ SE measurements while
changing precursor or co-reactant dose times. Saturation curves
for the thermal ALD process of Li2CO3 are shown in Fig. 2a. A
LiOtBu dose of 6 s, a water dose of 50 ms and a CO2 dose of 2 s
were chosen as standard conditions for thermal ALD of Li2CO3. Without H2O dosing no lm growth occurred and without CO2,
LiOH was formed. Due to a slower response speed of the CO2 Fig. 2
Saturation curves for (a) thermal and (b) plasma-assisted ALD of Li2CO3 obtained at 150 C showing the self-limiting growth behavior of
the ALD process. The solid line serves as a guide to the eye. Dotted lines indicate the chosen standard values and the corresponding growth per
cycle. Note that the reaction time of H2O after dosing was kept at 4 s. Fig. 2
Saturation curves for (a) thermal and (b) plasma-assisted ALD of Li2CO3 obtained at 150 C showing the self-limiting growth behavior of
the ALD process. The solid line serves as a guide to the eye. Dotted lines indicate the chosen standard values and the corresponding growth per
cycle. Note that the reaction time of H2O after dosing was kept at 4 s. ALD process characterization As mentioned before, this is more oen observed for
plasma processes due to the relatively high reactivity of the
plasma species which could create a higher density of reactive
surface sites.21 The differences in growth per cycle between
thermal and plasma ALD, but also between different deposition
temperatures for plasma-assisted ALD are conrmed by EBS
data (see Fig. 3b). A slight decrease in growth per cycle with
increasing temperature was observed for the thermal ALD
process. This decrease might be caused by desorption of part of
the absorbed precursor monolayer from the surface, by higher
purity lm growth or by an increase in lm crystallinity. The
crystallinity of the lms will be further discussed in the next
paragraph. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 3
(a) In situ thickness measurements by SE for plasma-assisted
ALD of Li2CO3 at 50, 200, 275 and 300 C and thermal ALD of Li2CO3 at
150 C. The film growth between 50 and 200 C with plasma ALD was
very similar (see ESI†). (b) Growth per cycle as a function of process
table temperature for both plasma-assisted (squares) and thermal
(circles) ALD processes. Open Access Article. Published on 24 August
This article is licensed under a C To summarize, it is shown that both plasma-assisted and
thermal ALD of Li2CO3 show typical ALD growth behavior
within a wide temperature window. Plasma-assisted ALD allows
for lower temperature depositions, which results in a wider
choice of (substrate) materials that can be used. This is partic-
ularly useful when temperature-sensitive materials are adopted,
such as polymers.21 In addition, the plasma-assisted process
allows for higher growth per cycle values and shorter cycle times
compared to thermal ALD, without compromising on the
quality of the layer. This will enable higher throughputs for ALD
reactors. This journal is © The Royal Society of Chemistry 2017 Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. for temperatures from 200 to 400 C only occurs in the top few
nanometers of the Li2O and then a self-limiting shell of Li2CO3
develops.29 This in contrast to LiOH, which would be extremely
reactive towards CO2. Hence, the lm at 300 C most likely
consists of Li2O as aer the rst CO2 pulse D only slightly
changes suggesting that only a surface reaction is occurring. During subsequent exposure steps, the layer does not further
react with CO2, implying the absence of LiOH. Aer the CO2
pulses, the sample was subjected to H2O pulses. As observed in
Fig. 4, the 300 C lm consisting of Li2O is reacting with the H2O
forming LiOH. Next, CO2 is pulsed again, and the layer is again
reacting to form Li2CO3. Unlike the lm deposited at 300 C, the
as-deposited 275 C lm was very reactive towards the rst CO2
pulses and therefore (partly) consisted of LiOH. For all other
lms, which include plasma ALD lms deposited at 50–250 C
and thermal ALD lms deposited at 50–300 C, the change in D
was negligibly small, indicating that almost no reaction with
H2O or CO2 occurred. These stable Li2CO3 lms were used for ex
situ XPS analysis which will be discussed later in this section. the ESI†). The relatively high carbon content suggests that the
lm reacted from LiOH towards Li2CO3 upon air exposure. The
reactivity of plasma ALD lms deposited at 300 C will be dis-
cussed in more detail later in this paragraph. For all samples, the amount of deposited lithium atoms
scales with the growth per cycle obtained by SE (see Fig. 3b). Assuming the mass density of stoichiometric Li2CO3 to be equal
to the bulk density of 2.11 g cm3, one monolayer of lithium
carbonate contains roughly 10.58 Li atoms per nm2.‡ Based on
the EBS growth per cycle of 2.09 Li atom per nm2 for the thermal
ALD process, in each cycle approximately 1/5th of a monolayer of
Li2CO3 is deposited. For the plasma-assisted process, about
1/4th to 1/3rd of a monolayer is deposited every cycle. For plasma ALD at 300 C, the amount of deposited Li atoms
deviates strongly from the lower temperature processes. At the
same time the SE growth per cycle for this sample, but also for
the one prepared at 275 C, deviates from the lower temperature
depositions. ‡ The surface density in atoms per cm2 can be calculated via
2 r N
m
2=3
,
where r is the mass density, m the molecular mass of Li2CO3 and N Avogadros
number. Chemical composition The stoichiometry of 50 nm thick lms was probed using
a combination of ERD and EBS. The atomic percentage of all the
elements in the lm is reported in Table 2. For thermal and
plasma-assisted ALD lms grown up to 250 C, the results point
out a stoichiometry very similar to Li2CO3. The lms are slightly
sub-stoichiometric, since the carbon content in the lms is
relatively low (stoichiometric Li2CO3 contains 33.3 at% Li, 16.7
at% C and 50.0 at% O). Furthermore, the calculated mass
density for these samples is slightly lower than the bulk density
of 2.11 g cm3. Only a few at% of H is found in the lms. Plasma ALD at 300 C on the other hand shows a high
hydrogen content, suggesting the co-presence of LiOH. As
mentioned before, air exposure of the fabricated layers was
minimized by transporting the samples in an evacuated trans-
port tube, although some degradation of the layers cannot be
excluded. The hydrogen content is not constant through the
lm thickness, but is mainly present in the lm's depth indi-
cating air reactivity aer deposition (a depth prole shown in Fig. 3
(a) In situ thickness measurements by SE for plasma-assisted
ALD of Li2CO3 at 50, 200, 275 and 300 C and thermal ALD of Li2CO3 at
150 C. The film growth between 50 and 200 C with plasma ALD was
very similar (see ESI†). (b) Growth per cycle as a function of process
table temperature for both plasma-assisted (squares) and thermal
(circles) ALD processes. This journal is © The Royal Society of Chemistry 2017 41362 | RSC Adv., 2017, 7, 41359–41368 Paper Table 2
Properties of 50 nm films fabricated using the standard thermal ALD process at 150 C and plasma ALD process at 150, 250 and
300 C. The growth per cycle in terms of atoms per nm2 and the atomic percentages where determined by EBS and ERD. The mass density was
obtained by combining EBS and SE results. In the first row the typical error is given for a certain parameter Sample
GPC (at. This journal is © The Royal Society of Chemistry 2017 Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. The lms deposited at higher temperatures
changed when they were removed from the reactor as could be
observed visually. Furthermore, the ellipsometric data obtained
ex situ could not be tted using the same model as during in situ
measurements. The instability, deviating growth per cycle and
increased hydrogen content of these layers suggests that the
formed layers were not Li2CO3 but rather a mixture of LiOH and
Li2O. The increased growth per cycle can be explained by the
fact that LiOH is hygroscopic and easily absorbs H2O and forms
a hydrate.16,23,28 It is reported for thermal ALD of LiOH at 225 C
that long purge times of 2 hours lead to a stable mass measured
by QCM as a result of H2O desorption.16 The in situ SE measurements presented in Fig. 4 show the
formation of LiOH/Li2O for plasma-assisted ALD at processing
temperatures > 250 C. For these temperatures it was also Fig. 4
Phase shift of the incident light (D) from in situ SE measure-
ments of the reaction of CO2 and H2O with 50 nm plasma ALD films
grown at 250, 275 and 300 C. First, CO2 was dosed into the reaction
chamber 20 times with pulses of 2 s, next H2O was pulsed 20 times for
50 ms and afterwards CO2 was again pulsed 20 times. SE data was
recorded after every pulse and D is plotted at 589 nm. To further investigate the lm instability for growth
temperatures above 250 C, 50 nm thick lms were fabricated at
different deposition temperatures. These were then subse-
quently exposed to CO2 and H2O pulses inside the ALD reactor. The lms were measured by in situ SE and the phase change (D)
was monitored at 589 nm aer every pulse as shown in Fig. 4. For plasma depositions at 250 C, D was unaffected by CO2 and
H2O exposure, pointing out the stability of the lm. However,
the lm deposited at a slightly higher temperature of 275 C
strongly reacted with CO2, whereas for the lm deposited at
300 C D only slightly changes during the rst pulse. Both LiOH
and Li2O could react with CO2 to form Li2CO3. However, it is
reported in literature that the reaction between Li2O and CO2 Fig. Chemical composition per nm2)
[Li] (at%)
[C] (at%)
[O] (at%)
[H] (at%)
Mass density (g cm3)
Thermal 150 C
2.09 0.1
33.4 1.7
14.6 0.8
50.7 2.0
1.3 0.2
1.95 0.20
Plasma 150 C
3.08
32.7
15.1
49.6
2.6
2.06
Plasma 250 C
2.76
30.5
15.8
50.9
2.8
1.97
Plasma 300 C
6.83
30.9
13.3
44.7
11.1
n.a. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 5
In situ SE thickness measurement for plasma-assisted ALD of
Li2CO3 at 300 C using different O2 plasma exposure times. shown that the lm thickness versus number of ALD cycles
develops differently. In the rst 100 cycles the lm growth was
signicantly different from the rest of the deposition which is
correlated with the transition in lm chemical composition. Since the use of plasma at processing temperatures > 250 C has
a signicant effect on the lm growth and composition, also the
effect of the plasma duration was investigated. Up to this point,
a plasma exposure of 3 s was adopted. Fig. 5 shows the thick-
ness evolution with number of ALD cycles for various plasma
exposure times. As observed from the graph, the bulk growth
per cycle for different plasma exposure times is similar. However, for longer plasma exposure times, the growth per
cycle requires a lower number of ALD cycles to become linear,
compared to shorter plasma exposure times. The formation of
LiOH/Li2O can thus be further stimulated by prolonging the
plasma exposure time. Li2CO3 lms which are only slightly sub-stoichiometric can
thus be deposited by thermal as well as by plasma-assisted ALD. In addition, it is possible to deposited Li2O at temperatures >
250 C using the plasma-assisted process. It has already been
shown in literature that this is also possible using thermal ALD
for temperatures > 250 C, when the CO2 step was omitted from
the process.19 Deposition of Li2O can be benecial when pres-
ence of carbon in the lms is undesirable. On the other hand,
with thermal ALD it is possible to deposit Li2CO3 lms also at
high temperatures of 300
C. If high temperature Li2CO3
depositions are preferred, for example when the process is
combined in super-cycles (to make more complex material
structures) employing also precursors or co-reactants which
require higher deposition temperatures, the thermal process
could be preferred. The chemical composition of the deposited lms was further
studied by ex situ XPS. No sputtering procedure was adopted, as
it was found that the stoichiometry of the lms changed due to
interaction with Ar ions. Upon chemical decomposition during
sputtering, Li2CO3 experiences a transition to Li2O (ESI†). In
Fig. 6, the XPS core level spectra of C 1s, Li 1s and O 1s are
shown for thermal ALD at 150 C. The binding energy scale was Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 4
Phase shift of the incident light (D) from in situ SE measure-
ments of the reaction of CO2 and H2O with 50 nm plasma ALD films
grown at 250, 275 and 300 C. First, CO2 was dosed into the reaction
chamber 20 times with pulses of 2 s, next H2O was pulsed 20 times for
50 ms and afterwards CO2 was again pulsed 20 times. SE data was
recorded after every pulse and D is plotted at 589 nm. Fig. 4
Phase shift of the incident light (D) from in situ SE measure-
ments of the reaction of CO2 and H2O with 50 nm plasma ALD films
grown at 250, 275 and 300 C. First, CO2 was dosed into the reaction
chamber 20 times with pulses of 2 s, next H2O was pulsed 20 times for
50 ms and afterwards CO2 was again pulsed 20 times. SE data was
recorded after every pulse and D is plotted at 589 nm. Fig. 4
Phase shift of the incident light (D) from in situ SE measure-
ments of the reaction of CO2 and H2O with 50 nm plasma ALD films
grown at 250, 275 and 300 C. First, CO2 was dosed into the reaction
chamber 20 times with pulses of 2 s, next H2O was pulsed 20 times for
50 ms and afterwards CO2 was again pulsed 20 times. SE data was
recorded after every pulse and D is plotted at 589 nm. This journal is © The Royal Society of Chemistry 2017 RSC Adv., 2017, 7, 41359–41368 | 41363 View Article Online RSC Advances Paper Fig. 5
In situ SE thickness measurement for plasma-assisted ALD of
Li2CO3 at 300 C using different O2 plasma exposure times. calibrated by using the hydrocarbon contamination C 1s peak at
285.0 eV. As expected, the C 1s spectrum shows a main peak at
290.1 eV assigned to the carbonate environment in Li2CO3. The other peaks tted with a red line are associated with
adventitious carbon on the sample surface. In the Li 1s spec-
trum a peak at 55.4 eV is observed which is associated to
Li2CO3. The O 1s spectrum consists of a peak with a maximum
at 531.8 eV. The shape of the peak is slightly asymmetric. To
visualize the asymmetry a second peak is tted to the data. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. The
asymmetry can be explained by the crystallographic structure of
Li2CO3 in which two oxygen atoms have an identical environ-
ment, but the third oxygen has a different environment of
surrounding atoms.30 The obtained stoichiometry for this lm
was: 33.0 at% lithium, 17.7 at% carbon and 49.3 at% oxygen,
corresponding to stoichiometric Li2CO3. Proportionate, there is
slightly more carbon than obtained by EBS. To some extent, the
difference can be explained by the low penetration depth of XPS
(10 nm) and the presence of carbon on the sample surface. All
other lms (prepared by plasma as well as thermal ALD) are
measured and subsequently tted using the same method and
all showed the expected Li2CO3 stoichiometry. The results are
summarized in the ESI.† Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Crystallinity and morphology XRD was used to determine the crystallinity of the lms
deposited at different temperatures. Fig. 7 shows the X-ray dif-
fractograms for 50 nm thick lms. Both plasma and thermal Fig. 6
XPS (a) C 1s, (b) Li 1s and (c) O 1s spectra for Li2CO3 grown by thermal ALD at 150 C. The measured spectra (black line) and fitted peaks
(blue and red) are plotted together. The obtained Li2CO3 stoichiometry is 33.0 at% Li, 17.7 at% C and 49.3 at% O. Fig. 6
XPS (a) C 1s, (b) Li 1s and (c) O 1s spectra for Li2CO3 grown by thermal ALD at 150 C. The measured spectra (black line) and fitted peaks
(blue and red) are plotted together. The obtained Li2CO3 stoichiometry is 33.0 at% Li, 17.7 at% C and 49.3 at% O. This journal is © The Royal Society of Chemistry 2017 41364 | RSC Adv., 2017, 7, 41359–41368 RSC Advances
View Article Online RSC Advances
View Article Online Paper Paper Fig. 7
XRD gonio scans of 50 nm thick Li2CO3 films grown on TiN
using thermal (blue) and plasma (red) ALD at different processing
temperatures. The bars in the lower panel indicate the expected
diffraction from a Li2CO3 powder sample. The reflections at 42.5
originate from the TiN (200) textured substrate. Paper
tive Commons Attribution 3.0 Unported Licence. direction, similar to the thermal process. At higher deposition
temperatures, the spectra change signicantly and the crystal-
linity seems to be suppressed. Since the samples are measured
by gonio XRD, we cannot exclude that there is a crystalline
component present in the lms because this technique is less
sensitive to 50 nm thick lms. In Fig. 8, SEM images of the
surfaces and cross-sections are shown corresponding to the
samples measured by XRD. The lm growth, and resulting
topography, change drastically when increasing temperature. Although for lower deposition temperatures highly uniform
lms are formed, at 250 C, the lms show large thickness
variations. We expect that this is related to the combustion of
organic ligands and the formation of LiOH/Li2O during depo-
sition induced by the O2 plasma. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Conformality Fig. 7
XRD gonio scans of 50 nm thick Li2CO3 films grown on TiN
using thermal (blue) and plasma (red) ALD at different processing
temperatures. The bars in the lower panel indicate the expected
diffraction from a Li2CO3 powder sample. The reflections at 42.5
originate from the TiN (200) textured substrate. Fig. 7
XRD gonio scans of 50 nm thick Li2CO3 films grown on TiN
using thermal (blue) and plasma (red) ALD at different processing
temperatures. The bars in the lower panel indicate the expected
diffraction from a Li2CO3 powder sample. The reflections at 42.5
originate from the TiN (200) textured substrate. The conformality of the deposition was studied using SEM at
different positions on high aspect ratio Si pillars. The pillars,
which are 50 mm high and have a diameter of 2 mm, are coated
with a 30 nm TiN current collector using ALD. On top of the
TiN a 50 nm Li2CO3 layer was deposited using a table
temperature of 150 C. Fig. 9 shows 3 SEM pictures taken at
different heights along the pillar for plasma-assisted as well as
thermal ALD. Image (a) is taken at the top of the pillars and
shows a Li2CO3 layer of 55 nm for the plasma-assisted depo-
sition. Image (b) is taken half way the pillar and depicts
a 45 nm Li2CO3 layer (82% of thickness at top). At the bottom
(c), the plasma-assisted Li2CO3 is 40 nm thick (73%). For
thermal ALD on the other hand thicknesses of 60, 52 (87%)
and 48 nm (80%) are measured along the pillars. We can
conclude that the conformality on high aspect ratio pillars is
rather good. Note that only the lithium exposure time was
varied. Elongation of the lithium dosing time drastically
improves the conformality of thermal ALD. For example, when
thermal ALD was adopted using 6 s lithium dosing instead of
10 s, the Li2CO3 layer at the bottom is 20 nm instead of 48 nm. ALD lms show a typical diffraction peak originating from
crystalline Li2CO3. The gonio measurements, which detect
periodicity of planes parallel to the surface, show only the peak
at 31.7, meaning the process yields a preferential crystal
growth orientation in the <002> direction. For thermal ALD
lms, the crystallinity increases slightly with increasing depo-
sition temperature. Electrochemical analysis The Li-ion conductivity of plasma and thermal ALD Li2CO3
layers was investigated using impedance spectroscopy. The
measurements were performed at open circuit potential (OCP)
on 50 nm Li2CO3 lms deposited at 150 C on a TiN current
collector. The results are shown in Fig. 10a on a complex plane
plot. Both the measured layers show a behavior characteristic of
a solid electrolyte: an intercept with the x-axis at high frequency,
a semi-circle at medium frequency and a 45 inclined response
at low frequency. Such behavior is typically associated with the
ionic
conductivity
through
a
solid
material.31
The
high
frequency intercept with the x-axis is generally attributed to the
resistance of the cables, contacts and liquid electrolyte, the
semi-circle originates from the ionic conductivity through
the solid material and its capacitive response. The 45 slope is
typically associated with a Warburg-like response, here the Li-
ion diffusion through the liquid electrolyte. Note that in the
measurements performed here electronic leakage through the
Li2CO3 lms is not probed. From the complex non-linear square tting of the models to
the impedance data, different component values are extracted. The Rs was found to be around 150 U for both thermal and
plasma samples. This value corresponds to the resistance of the
cables and the electrochemical cell. The other relevant param-
eters are summarized in Table 3. For the thermal sample
a resistance (R1) value of 25 kU is extracted, corresponding to
a Li-ion conductivity of 4 1010 S cm1, well in accordance
values predicted by simulation studies.32 From the constant
phase element (CPE1), a capacitance value can be extracted
according to the following formula:33,34 Table 3
Summary of the most relevant circuit model parameters
Sample
R1 (kU)
C1 (F)
R2 (kU)
C2 (F)
c2
Thermal
25
2 107
—
—
5 104
Plasma
2.5
4 107
3
8 107
2 104
This journal is © The Royal Society of Chemistry 2017 Table 3
Summary of the most relevant circuit model parameters Table 3
Summary of the most relevant circuit model parameters
Sample
R1 (kU)
C1 (F)
R2 (kU)
C2 (F)
c2
Thermal
25
2 107
—
—
5 104
Plasma
2.5
4 107
3
8 107
2 104 Further analysis was performed by tting an equivalent
circuit to the measured impedance response (shown in
Fig. 10a). Conformality Micropillars of 50 mm high and a diameter of 2 mm are used for
this purpose. The pillars are coated with a 30 nm TiN layer on top of
which a 50 nm layer of Li2CO3 was deposited. Images (a), (b) and (c)
show the Li2CO3/TiN layer at respectively the top, middle and bottom
of the pillars. Thickness variations from 40–55 nm (plasma) and
48–60 nm (thermal) were observed. For the thermal process a lithium
dosing time of 10 s was used, whereas for the plasma process the
standard dose time of 6 s was sufficient. The scale bar applies to all of
the pictures. Fig. 9
Examination of the conformality of the Li2CO3 processes at
150 C. Micropillars of 50 mm high and a diameter of 2 mm are used for
this purpose. The pillars are coated with a 30 nm TiN layer on top of
which a 50 nm layer of Li2CO3 was deposited. Images (a), (b) and (c)
show the Li2CO3/TiN layer at respectively the top, middle and bottom
of the pillars. Thickness variations from 40–55 nm (plasma) and
48–60 nm (thermal) were observed. For the thermal process a lithium
dosing time of 10 s was used, whereas for the plasma process the
standard dose time of 6 s was sufficient. The scale bar applies to all of
the pictures. For plasma ALD the conformality remains similar when varying
the lithium dosing time. It is expected that the conformality can
still be improved by further optimization of the precursor and
plasma exposure steps. For plasma ALD the conformality remains similar when varying
the lithium dosing time. It is expected that the conformality can
still be improved by further optimization of the precursor and
plasma exposure steps. Fig. 10
(a) Impedance spectroscopy of 50 nm Li2CO3 films prepared
by thermal (blue) and plasma-assisted (red) ALD at 150 C and (b)
equivalent circuit models used to fit the data. which is conrmed by the low c2 value of 5 104. When
equivalent circuit model II was tried to t the response of the
plasma deposited Li2CO3 layer, no adequate t could be ob-
tained. For this reason, model II was used, resulting in the t
shown in Fig. 10a. The quality of the t was again conrmed by
the low c2 value of 2 104. Conformality A similar trend was observed in literature
for thermal ALD of Li2CO3 on Si (100) substrates using
a LiN(SiMe3)2 precursor,17 although the crystalline growth
started only at 180 C according to their XRD spectra. The
onset for crystalline growth could thus be inuenced by the
precursor, the substrate or a combination of both. When considering the plasma ALD Li2CO3 lms, the layer
deposited at 50 C is highly crystalline and oriented in the <002> Fig. 8
(a) High resolution SEM pictures showing the surface topography and (b) cross-section of Li2CO3 deposited with plasma ALD at 50, 150,
and 250 C. The scale bar applies to all of the pictures. Fig. 8
(a) High resolution SEM pictures showing the surface topography and (b) cross-section of Li2CO3 deposited with plasma ALD at 50, 150,
and 250 C. The scale bar applies to all of the pictures. This journal is © The Royal Society of Chemistry 2017 This journal is © The Royal Society of Chemistry 2017 RSC Adv., 2017, 7, 41359–41368 | 41365 Fig. 10
(a) Impedance spectroscopy of 50 nm Li2CO3 films prepared
by thermal (blue) and plasma-assisted (red) ALD at 150 C and (b)
equivalent circuit models used to fit the data. Paper
View Article Online View Article Online RSC Advances RSC Advances Fig. 9
Examination of the conformality of the Li2CO3 processes at
150 C. Micropillars of 50 mm high and a diameter of 2 mm are used for
this purpose. The pillars are coated with a 30 nm TiN layer on top of
which a 50 nm layer of Li2CO3 was deposited. Images (a), (b) and (c)
show the Li2CO3/TiN layer at respectively the top, middle and bottom
of the pillars. Thickness variations from 40–55 nm (plasma) and
48–60 nm (thermal) were observed. For the thermal process a lithium
dosing time of 10 s was used, whereas for the plasma process the
standard dose time of 6 s was sufficient. The scale bar applies to all of
the pictures. RSC Advances
ed on 24 August 2017. Downloaded on 11/09/2017 14:37:14. ensed under a Creative Commons Attribution 3.0 Unported Licence. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14. This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. Fig. 9
Examination of the conformality of the Li2CO3 processes at
150 C. Open Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. The impedance response of the plasma-assisted Li2CO3
sample was also probed. Fig. 10a shows that the plasma sample
has a lower ionic resistance (as indicated from the intercept
with the x-axis). This semi-circle consists of two overlapping
semi-circles with slightly different time constants which is re-
ected in the model choice (model II). The capacitance values
were again extracted by using the previously shown formula. The values found were 400 and 800 nF for respectively CPE1 and
CPE2. These values correspond to dielectric constants of 40 and
80, so signicantly higher than the one of the thermal sample
and too high for typical oxide lms. Both plasma-assisted and thermal ALD of Li2CO3 allow for
conformal coating of high aspect ratio substrates as can be
important for future Li-ion batteries. To the best of our
knowledge this paper provides the rst proper conductivity
measurement of Li2CO3 ALD lms. An ion conductivity in the
order of 1010 S cm1 was obtained for both plasma and
thermal ALD aer normalizing the tted conductivity values to
the ratio of the different effective surface areas. Studies are
ongoing to characterize the electrochemical properties of the
Li2CO3 lms in more depth. Such capacity values can be attributed to a change in
dielectric
constant
or
different
geometrical
dimensions. However, no difference in mass density could be detected
between the thermal and plasma Li2CO3 layers (see Table 2). Therefore, it is unlikely that a signicant difference in dielectric
constant exists between the two layers. When considering the
morphology of the layers (see Fig. 8), a columnar structure can
be seen. Therefore, the liquid electrolyte may contact the indi-
vidual grains. Clearly this would lead to a signicant increase in
contact area and thus an increased capacitance value. The
distribution in grain size can in such case lead to a distribution
in time constants. The two resistance values extracted from the
tting, each correspond to a Li-ion conductivity value in the
order of 1 109 S cm1. However, the underestimation of the
contact area introduces a signicant uncertainty on this value
which, based on the increased surface area, will be over-
estimated. When normalizing the conductivity value found here
to the ratio of the different effective surface areas of the thermal
and plasma samples, a conductivity value of 1010 S cm1 is
obtained, a value again in line with other literature reports.32 References 1 K. Chung, J.-D. Lee, E.-J. Kim, W.-S. Kim, J.-H. Cho and
Y.-K. Choi, Microchem. J., 2003, 75, 71–77. 2 Y. C. Zhang, H. Tagawa, S. Asakura, J. Mizusakib and
H. Narita, Solid State Ionics, 1997, 100, 275–281. 3 Y. Shimamoto, T. Okamoto, Y. Itagaki, H. Aono and
Y. Sadaoka, Sens. Actuators, B, 2004, 99, 113–117. 4 J. Mizusaki and H. Tagawa, Solid State Ionics, 1992, 53–56,
791–797. 5 S. Bhattacharya, A. R. Riahi and A. T. Alpas, Carbon, 2014, 77,
99–112. 6 J. W. Long, B. Dunn, D. R. Rolison and H. S. White, Chem. Rev., 2004, 104, 4463–4492. 7 J. F. M. Oudenhoven, L. Baggetto and P. H. L. Notten, Adv. Energy Mater., 2011, 1, 10–33. 8 G. W. Rubloff, A. C. Kozen and S. B. Lee, J. Vac. Sci. Technol.,
A, 2013, 31, 58503. 1 K. Chung, J.-D. Lee, E.-J. Kim, W.-S. Kim, J.-H. Cho and
Y.-K. Choi, Microchem. J., 2003, 75, 71–77. 2 Y. C. Zhang, H. Tagawa, S. Asakura, J. Mizusakib and
H. Narita, Solid State Ionics, 1997, 100, 275–281. 3 Y. Shimamoto, T. Okamoto, Y. Itagaki, H. Aono and
Y. Sadaoka, Sens. Actuators, B, 2004, 99, 113–117. 4 J. Mizusaki and H. Tagawa, Solid State Ionics, 1992, 53–56,
791–797. 4 J. Mizusaki and H. Tagawa, Solid State Ionics, 1992, 53–56,
791–797. Acknowledgements The authors gratefully acknowledge Dr Marcel Verheijen for
fruitful discussion and Cristian van Helvoirt and Jeroen van
Gerwen for technical assistance. This project is nancially
supported by the Dutch program “A green Deal in Energy
Materials” ADEM Innovation Lab. This journal is © The Royal Society of Chemistry 2017 Electrochemical analysis The response of the Li2CO3 layer deposited by thermal
ALD could be adequately tted using model I shown in Fig. 10b 41366 | RSC Adv., 2017, 7, 41359–41368 RSC Advances
View Article Online RSC Advances
View Article Online RSC Ad
View Article Online Paper C ¼ Q1/nR1
(1n)/n window. Especially the use of plasma allows for the possibility
to deposit at lower process temperatures, which would be
benecial
for
temperature-sensitive
substrates. Moreover,
plasma-assisted ALD allows for shorter deposition times and
higher growth per cycle values leading to an increase in reactor
throughput. Usage of this formula assumes a normal distribution of the
time constants associated with the constant phase element. It
allows an accurate determination of the capacitance value
associated with the CPE even with an n value around 0.8.33,34 By
using the above formalism, a capacitance value of 200 nF is
extracted for CPE1, corresponding to a dielectric constant of
25. This value is higher than what is expected for typical oxide
lms. However, the large surface roughness of the thermal lms
must be considered (see ESI Fig. S4†). Such roughness increases
the effective contact area of the capacitor which is not included
when using the geometrical surface area. For this reason also
the extracted ionic conductivity value will be slightly over-
estimated and can be adjusted for surface roughness down to
a value of 1010 S cm1. Stoichiometric Li2CO3 lms can be deposited with both ALD
processes. In addition, it is possible to deposited Li2O at
temperatures >250
C through combustion of the organic
ligands. This could be benecial when presence of carbon in the
lms is undesirable. For thermal ALD it is necessary to also omit
the CO2 step from the process to obtain Li2O. For plasma-
assisted ALD, introduction of Li2O in the lms is accompa-
nied with suppression of lm crystallinity and increases lm
non-uniformity. The formation of Li2O can be further promoted
by prolonging the plasma exposure time. 41368 | RSC Adv., 2017, 7, 41359–41368 This journal is © The Royal Society of Chemistry 2017 Conclusions 5 S. Bhattacharya, A. R. Riahi and A. T. Alpas, Carbon, 2014, 77,
99–112. 5 S. Bhattacharya, A. R. Riahi and A. T. Alpas, Carbon, 2014, 77,
99–112. A comparison has been made between the remote plasma ALD
process and its more extensively adopted thermal counterpart. Self-limiting growth was obtained for both processes within
a wide temperature window. This wide temperature window
could especially useful when Li2CO3 is combined in super-cycles
to obtain more complex material stoichiometries, since many
other precursors or co-reactants have a limited temperature 6 J. W. Long, B. Dunn, D. R. Rolison and H. S. White, Chem. Rev., 2004, 104, 4463–4492. 6 J. W. Long, B. Dunn, D. R. Rolison and H. S. White, Chem. Rev., 2004, 104, 4463–4492. 7 J. F. M. Oudenhoven, L. Baggetto and P. H. L. Notten, Adv. Energy Mater., 2011, 1, 10–33. 8 G. W. Rubloff, A. C. Kozen and S. B. Lee, J. Vac. Sci. Technol.,
A, 2013, 31, 58503. This journal is © The Royal Society of Chemistry 2017 RSC Adv., 2017, 7, 41359–41368 | 41367 View Article Online RSC Advances Paper Paper 9 P. M. Vereecken and C. Huyghebaert, ECS Trans., 2013, 58,
111–118. 23 D. J. Comstock and J. W. Elam, J. Phys. Chem. C, 2013, 117,
1677–1683. 24 M. E. Donders, W. M. Arnoldbik, H. C. M. Knoops,
W. M. M. Kessels and P. H. L. Notten, J. Electrochem. Soc.,
2013, 160, A3066–A3071. 10 H. C. M. Knoops, M. E. Donders, M. C. M. van de Sanden,
P. H. L. Notten and W. M. M. Kessels, J. Vac. Sci. Technol.,
A, 2012, 30, 10801. 11 X. Meng, X.-Q. Yang and X. Sun, Adv. Mater., 2012, 24, 3589–
3615. 25 T. Aaltonen, M. Alnes, O. Nilsen, L. Costelle and H. Fjellv˚ag,
J. Mater. Chem., 2010, 20, 2877–2881. 26 X. Meng, J. Liu, X. Li, M. N. Banis, J. Yang, R. Li and X. Sun,
RSC Adv., 2013, 3, 7285–7288. 12 O. Nilsen, V. Miikkulainen, K. B. Gandrud, E. Østreng,
A. Ruud and H. Fjellv˚ag, Phys. Status Solidi A, 2014, 211,
357–367. Access Article. Published on 24 August 2017. Downloaded on 11/09/2017 14:37:14.
This article is licensed under a Creative Commons Attribution 3.0 Unported Licence. 27 J. H¨am¨al¨ainen, J. Holopainen, F. Munnik, T. Hatanp¨a¨a,
M. Heikkil¨a, M. Ritala and M. Leskel¨a, J. Electrochem. Soc.,
2012, 159, A259–A263. 13 S. M. George, Chem. Rev., 2010, 110, 111–131. 14 C. Guan and J. Wang, Adv. Sci., 2016, 3, 1–23. 28 D. D. Williams and R. R. Miller, Ind. Eng. Chem. Fundam.,
1970, 9, 454–457. 15 C. Guan, X. Qian, X. Wang, Y. Cao, Q. Zhang, A. Li and
J. Wang, Nanotechnology, 2015, 26, 94001. 29 H. A. Mosqueda, C. Vazquez, P. Bosch and H. Pfeiffer, Chem. Mater., 2006, 18, 2307–2310. 16 A. S. Cavanagh, Y. Lee, B. Yoon and S. M. George, ECS Trans.,
2010, 33, 223–229. 17 E. Østreng, P. Vajeeston, O. Nilsen and H. Fjellv˚ag, RSC Adv.,
2012, 2, 6315–6322. 30 R. Dedryvere,
L. Gireaud,
S. Grugeon,
S. Laruelle,
J.-M. Tarascon and D. Gonbeau, J. Phys. Chem. B, 2005,
109, 15868–15875. 18 A. Ruud, V. Miikkulainen, K. Mizohata, H. Fjellv˚ag and
O. Nilsen, J. Vac. Sci. Technol., A, 2017, 35, 01B133. 31 B. Put, P. M. Vereecken, J. Meersschaut, A. Sep´ulveda and
A. Stesmans, ACS Appl. Mater. Interfaces, 2016, 8, 7060–7069. 19 A. C. Kozen, A. J. Pearse, C. Lin, M. A. Schroeder, M. Noked, 19 A. C. Kozen, A. J. Pearse, C. Lin, M. A. Schroeder, M. Noked,
S. B. Lee and G. W. Rublo, J. Phys. Chem. C, 2014, 118, 27749–
27753. 32 S. Shi, Y. Qi, H. Li and L. G. Hector, J. Phys. Chem. C, 2013,
117, 8579–8593. 33 M. E. Orazem, I. Frateur, B. Tribollet, V. Vivier, S. Marcelin,
N. P´eb`ere, A. L. Bunge, E. A. White, D. P. Riemer and
M. Musiani, J. Electrochem. Soc., 2013, 160, C215–C225. 20 M. Putkonen, T. Aaltonen, M. Alnes, T. Sajavaara, O. Nilsen
and H. Fjellvag, J. Mater. Chem., 2009, 19, 8767–8771. 21 H. B. Projt, S. E. Potts, M. C. M. van de Sanden and
W. M. M. Kessels, J. Vac. Sci. Technol., A, 2011, 29, 50801. 34 B. Hirschorn, M. E. Orazem, B. Tribollet, V. Vivier, I. Frateur
and M. Musiani, Electrochim. Acta, 2010, 55, 6218–6227. 22 T. Aaltonen, O. Nilsen, A. Magras´o and H. Fjellv˚ag, Chem. Mater., 2011, 23, 4669–4675. 41368 | RSC Adv., 2017, 7, 41359–41368 This journal is © The Royal Society of Chemistry 2017
|
https://openalex.org/W4281635209
|
https://zenodo.org/records/6596145/files/ARIMS029.pdf
|
English
| null |
METHODS OF DEVELOPING STUDENTS' RESEARCH ACTIVITIES IN THE PROCESS OF BIOLOGY EDUCATION IN PEDAGOGICAL HIGHER EDUCATION INSTITUTIONS
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,022
|
cc-by
| 1,465
|
ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference In educational practice, most of the knowledge is provided ready-made and
does not require additional research efforts, but the main challenge for students
is to search for information independently, to acquire knowledge. Therefore, one
of the most important conditions for increasing the effectiveness of the
educational process is the organization of teaching and research activities of
students, and its main component is the development of research skills. This not
only helps students to meet the requirements of higher education qualifications,
but also forms them as mature professionals, creating an internal motivation for
academic activity [3] Involvement of students in research activities, modernization and further
improvement of the teaching process in the higher education system to increase
motivation, increase the quality and effectiveness of teaching, independent
learning through the formation of independent and creative activities of
students. It is necessary to focus on research work through the proper
organization and systematic organization of work in this area, to ensure
continuity and to establish control and monitoring. Doing so will allow students
to develop independent and creative thinking skills, broaden their scientific
horizons, increase their interest in research, and focus on research[1;].. This, in turn, is a serious way to organize the work of scientific and design
circles in higher education, where working with gifted students is not limited to
the study and analysis of theoretical data, but also experimental. It is necessary
to establish an innovative, technological approach to the development of
practical measures for the implementation of experiments. To do this, special
attention should be paid to the development of independent learning of students
[4]. The content of research tasks is to develop students' cognitive
independence, to cultivate a careful attitude to nature, to develop special
learning skills, to study the diversity of flora and fauna, adaptation to the living
environment, the independent study of the biology room. The resulting
herbariums are intended to complement the collections [2;]. 1. Learn to use research methods (teacher recommends problem-solving
tasks, students solve tasks independently). 1. Learn to use research methods (teacher recommends problem-solving
tasks, students solve tasks independently). This method is based on the independent application of the acquired
knowledge and skills at a high level. This method provides the experience of
creative activity. We used this method to solve creative biological tasks in the classroom. METHODS OF DEVELOPING STUDENTS' RESEARCH ACTIVITIES IN THE
PROCESS OF BIOLOGY EDUCATION IN PEDAGOGICAL HIGHER
EDUCATION INSTITUTIONS M.N.Ataqulova1
Sh.Q.Nasirova2 1 Senior Lecturer of Navoi State Pedagogical Institute p.f.f.d. PhD
2Senior Lecturer of Navoi State Pedagogical Institute
https://doi.org/10.5281/zenodo.6596145 Annotation: The article shows the effectiveness of the use of various
educational technologies in the development of student research activities in the
process of biological education. In the coverage of research methods, it is
important to develop the activities of university students through problem-
solving and design technology - complexity and integration. Keywords: scientific research, intellectual map, organizational, content,
activity, cognitive map, task, analysis, reflection. research, research-competition,
experiment, herbarium, collection, flora, fauna, volera, terrarium, aquarium Orientation of young people to research activities in higher education
institutions around the world, training of highly qualified personnel in the field
of education, their independent scientific and creative approach to each type of
activity, development of competencies to apply the received innovations in
practice, science , ensuring the integration of education and production,
preparation for scientific and methodological activities as a competent staff is of
great importance. Involvement of students in scientific work, independent
research activities, the application of experimental results in practice is a solid
foundation for the training of independent, potential, creative research and
teaching staff. Extensive work is being done in our country on freedom of scientific
creativity, research, development and support of research activities. Development of scientific and research activities, "identification of priorities for
the systematic reform of science in the future, training of highly qualified
personnel with modern knowledge and independent thinking, modernization of
scientific infrastructure" to a qualitatively new level, pedagogical higher
education Effective organization of methodological and research work in biology
in educational institutions, orientation of young people in scientific
organizations and higher education institutions to the systematic analysis of
research work, appropriate conditions for research activities of young scientists
and students special attention is paid to the creation of [3] 126 ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference 2. Express research method. Individual assignments for empirical research
include field trips and field trips: 2. Express research method. Individual assignments for empirical research
include field trips and field trips: 1. What animals live in an endemic area? 2. Explain the life forms of ornamental plants in endemic areas? such a xplain the life forms of ornamental plants in endemic areas? such as. 3. Theoretical express research should focus on independent and creative
thinking. 3. Theoretical express research should focus on independent and creative
thinking. The following research topics can be recommended: “Lifestyle of Xerophytic
Plants”, “Characteristics of Medicinal Plants”, “Importance of Air Rooted Plants”. The authors will make short presentations. 3. Conduct a learning experience. Learning experience is one of the most
effective teaching methods, including practical work in biology and laboratory
work. In doing so, the student will be able to work independently and gain new
knowledge. In doing so, students develop the skills of analyzing data, observing,
recording and recording results, drawing conclusions, and improving basic,
personal, and interdisciplinary competencies. 4. Research competition. Competition is also one of the most effective
methods. For example, the best "Presentation" contest. The textbook is prepared
in advance. This text can be a part of the textbook: "Origin of cultivated plants
and centers of diversity", "Selection of microorganisms", "Fundamentals of
Genetics" and others. In composing the text of the presentation, students
combine basic competencies with logical connections between specific and
interdisciplinary competencies. This method teaches students to use scientific
literature wisely. 5. Non-traditional lessons (presentation "Natural and artificial ecosystems",
lecture "Pest control" - discussion) 5. Non-traditional lessons (presentation "Natural and artificial ecosystems",
lecture "Pest control" - discussion) Students prepare research from independent textbooks and media sources. This encourages students to be independent and creative. 6. Research projects. ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference 127
We used this method to solve creative biological tasks in the classroom. 6. Research projects. MN Atakulova.,
Samarkand 2021 6. Research projects. 6. Research projects. In research projects, students' independent research by making plans based
on a topic can be considered the highest level of research activity. By mastering
the theoretical express research method, students who have the skills to do
practical experimental work are successfully completing the experimental part
of the projects implemented according to specially selected methods. However,
one lesson is not enough to complete a study project [3;]. Homework can be research: 1. The evolution of plants according to plan ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference
Assignment: Describe the evolution of plants according to the following
plan. ACADEMIC RESEARCH IN MODERN SCIENCE
International scientific-online conference Assignment: Describe the evolution of plants according to the following
plan. 1. The evolution of plants on Earth 2. Unicellular and multicellular algae. 3. The growth of algae. 4. An increase in the number of joints 5. Reproduction of crustaceans 6. The development of the open seed world. 7. Closed seeds. development of the world 8. One-seeded and two-seeded class. 9. Album preparation: ("I study the animal world", "Ancient mamm 9. Album preparation: ("I study the animal world", "Ancient mammals")[5;].. The use of educational technologies in the world of biology plays an
important role in teaching students to think creatively and logically, in
mastering the methods of intellectual activity, in developing their scientific,
critical-analytical, logical thinking skills and in directing research activities. Thus, in the process of teaching biology, students use a variety of methods,
forms and tools to develop research activities. At the same time, in the process of
teaching biology, the technology of developing students' research activities also
plays an important role in providing them with sufficient experience in this field. References
1. Site L.A. Development of issledovatelskoy deyatelnosti studentov vuza v
usloviyax problemno-konsentrirovannogo obucheniya. Disc. k.p.n. Omsk-2017
2. Tolipova J.O. Innovative technologies in teaching biology / TDPU-2013. −156
b. References
1. Site L.A. Development of issledovatelskoy deyatelnosti studentov vuza v
usloviyax problemno-konsentrirovannogo obucheniya. Disc. k.p.n. Omsk-2017
2. Tolipova J.O. Innovative technologies in teaching biology / TDPU-2013. −156
b. 3. Improving the methods of developing research activities in students of
pedagogical higher education institutions (on the example of the direction of
teaching biology teaching methods). Dissertation work. MN Atakulova.,
Samarkand-2021. 3. Improving the methods of developing research activities in students of
pedagogical higher education institutions (on the example of the direction of
teaching biology teaching methods). Dissertation work. 129 129
|
https://openalex.org/W4256028557
|
https://www.qeios.com/read/FHUL8V/pdf
|
English
| null |
Priapism
|
Definitions
| 2,020
|
cc-by
| 86
|
Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Priapism National Cancer Institute National Cancer Institute Qeios ID: FHUL8V · https://doi.org/10.32388/FHUL8V Open Peer Review on Qeios Source National Cancer Institute. Priapism. NCI Thesaurus. Code C85022. Persistent and usually painful erection that lasts for at least four hours in the absence of
physical or psychological stimulation, which can be caused by hematologic disorders,
including sickle cell disease and leukemia, spinal cord injuries, and medications. Qeios ID: FHUL8V · https://doi.org/10.32388/FHUL8V 1/1
|
https://openalex.org/W12314354
|
https://hal.inria.fr/hal-01524964/file/978-3-642-32891-6_20_Chapter.pdf
|
English
| null |
On the Support of Ad-Hoc Semantic Web Data Sharing
|
IFIP advances in information and communication technology
| 2,012
|
cc-by
| 4,833
|
To cite this version: Jing Zhou, Kun Yang, Lei Shi, Zhongzhi Shi. On the Support of Ad-Hoc Semantic Web Data Sharing. 7th International Conference on Intelligent Information Processing (IIP), Oct 2012, Guilin, China. pp.147-156, 10.1007/978-3-642-32891-6_20. hal-01524964 On the Support of Ad-Hoc Semantic Web Data Sharing
Jing Zhou, Kun Yang, Lei Shi, Zhongzhi Shi
To cite this version:
Jing Zhou, Kun Yang, Lei Shi, Zhongzhi Shi. On the Support of Ad-Hoc Semantic Web Data Sharing.
7th International Conference on Intelligent Information Processing (IIP), Oct 2012, Guilin, China.
pp.147-156, 10.1007/978-3-642-32891-6_20. hal-01524964 On the Support of Ad-Hoc Semantic Web Data Sharing
Jing Zhou, Kun Yang, Lei Shi, Zhongzhi Shi On the Support of Ad-Hoc Semantic Web Data Sharing
Jing Zhou, Kun Yang, Lei Shi, Zhongzhi Shi Distributed under a Creative Commons Attribution 4.0 International License HAL Id: hal-01524964
https://inria.hal.science/hal-01524964v1
Submitted on 19 May 2017 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 On the Support of Ad-Hoc Semantic Web Data
Sharing Jing Zhou1,2, Kun Yang1, Lei Shi1, and Zhongzhi Shi2 Jing Zhou1,2, Kun Yang1, Lei Shi1, and Zhongzhi Shi2 1 School of Computer Science,
Communication University of China, Beijing, 100024, China
{zhoujing,yangkun,shilei_cs}@cuc.edu.cn
2 The Key Laboratory of Intelligent Information Processing,
Institute of Computing Technology,
Chinese Academy of Sciences, Beijing, 100190, China
shizz@ics.ict.ac.cn Abstract. Sharing Semantic Web datasets provided by different pub-
lishers in a decentralized environment calls for efficient support from
distributed computing technologies. Moreover, we argue that the highly
dynamic ad-hoc settings that would be pervasive for Semantic Web data
sharing among personal users in the future pose even more demanding
challenges for enabling technologies. We propose an architecture that is
based upon the peer-to-peer (P2P) paradigm for ad-hoc Semantic Web
data sharing and identify the key technologies that underpin the im-
plementation of the architecture. We anticipate that our (current and
future) work will offer powerful support for sharing of Semantic Web
data in a decentralized manner and becomes an indispensable and com-
plementary approach to making the Semantic Web a reality. Keywords: Semantic Web, RDF triples, storage organization, data shar-
ing, decentralized query processing 1
The Semantic Web, Data, and Data Storage Jing Zhou et al. 2 Virtually, in the Semantic Web one can create links between any Web data
that is identified by Uniform Resource Identifier (URI) references with the Re-
source Description Framework (RDF) [13] being utilised to describe the associa-
tion between the data that the link represents. The RDF is a standard model for
exchanging data on the Web as well as a language for describing Web resources
or anything that is identifiable on the Web. The basic RDF data model adopts
triples in the form of (subject, predicate, object) to depict the attributes of Web
resources. RDF triples are also referred to as RDF statements and stored in data
stores known as triplestores. A triplestore may contain millions of triples and is mainly responsible for not
only storage but also efficient reasoning over and retrieving triples in it. Typi-
cally, triplestores come in three forms: (1) RDF triples are stored in relational
database management systems (DBMSs), (2) an XML database is employed to
store RDF data, or (3) a proprietary information repository is developed to
accommodate RDF triples. Among others, the practice of building triplestores
on top of relational DBMSs has gained wide adoption thanks to their power-
ful transaction management. The underlying relational DBMSs deal with the
storage and organization of RDF triples in one of the following schemes: triple
tables, property tables [19], and vertical partitioning [1]. For a more detailed
discussion of individual schemes, interested readers may refer to [5]. 2
The Development of Triplestores Triplestores provide storage and management services to Semantic Web data and
hence are able to support data sharing in specialized Semantic Web applications
including Semantic Web search engines [10], personal information protection
products [9], and wikis. In this section, we will present several typical systems and
focus on their logical storage, data description, and query processing mechanisms
in particular. 3 See http://www.xml.com/pub/a/2004/06/23/kowari.html. 1
The Semantic Web, Data, and Data Storage The Semantic Web was intended to transform heterogeneous and distributed
data into the form that machines can directly process and manipulate by pro-
viding the data with explicit semantic information, thus facilitating sharing and
reusing of data across applications. To make the Semantic Web a reality, one im-
portant way is publishing a large amount of data encoded in standard formats
on the Web. These data and the associations between them are both essential for
supporting large scale data integration and the automated or semi-automated
querying of data from disparate sources. In the early days of the Web, documents were connected by means of hyper-
links, or links, and data was not provided independently of their representation
in the documents. It is obvious that the ultimate objective of the Semantic Web
calls for a shift of the associative linking from documents to data [7]–the Seman-
tic Web turns into the Web of Linked Data whereby machines can explore and
locate related data. 4 At the time of writing of [6], most Semantic Web data were encoded in the XML
format and hence Piazza mainly dealt with the issues arising from XML data man-
agement. 2.2
Centralised Triplestores YARS2 [10] was a distributed system for managing large amounts of graph-
structured RDF data. RDF triples were stored as quadruple (subject, predicate,
object, context) with context indicating the URL of the data source for the
contained triple. An inverted text index for keyword lookups and the sparse
index-based quad indices were established for efficient evaluation of queries. For
scalability reason, the quad index placement adopted established distributed
hash table substrates that provided directed lookup to machines on which the
quadruple of interest could be located. The Index Manager on individual ma-
chines provided network access to local indices such as keyword indices and quad
indices. The Query Processor was responsible for creating and optimising the log-
ical plan for answering queries. It then executed the plan over the network by
sending lookup requests to and receiving response data from the remote Index
Managers in a multi-threaded fashion. 4store [9] was implemented on a low-cost networked cluster with 9 servers
and its hardware platform was built upon a shared-nothing architecture. RDF
triples were represented as quads of (model, subject, predicate, object). All the
data was divided into a number of non-overlapping segments according to the
RIDs (Resource IDentifiers) that were calculated for the subject of any given
RDF triple. Each Storage Node maintained one or more data segments. To allow
the Processing Node to discover the data segments of interest, each Storage Node
in a local network advertised its service type, contained dataset with a unique
name, and the total number of data segments. Hence, the Processing Node could
locate the Storage Nodes that host the desired data segments by checking the
advertised messages and answer queries from the client. Furthermore, DARQ [15] and [11] utilising Hadoop and MapReduce are
among the systems that process RDF data queries in a centralised way. 2.1
Single Machine Supported Triplestores Sesame [3] was developed as a generic architecture for storage and querying of
large quantities of Semantic Web data and it allowed the persistent storage of
RDF data and schema information to be provided by any particular underlying
storage devices. The Storage And Inference Layer (SAIL) was a single archi-
tectural layer of Sesame that offered RDF-specific methods to its clients and
translated these methods to calls to its certain DBMS. A version of RQL (RDF
Query Language) [12] was implemented in Sesame that supported querying of
RDF and RDFS [2] documents at the semantic level. Other single machine supported triplestores include 3store [8] that adopted
a relational DBMS as its repository for storage and Kowari3, an entirely Java-
based transactional, permanent triplestore. On the Support of Ad-Hoc Semantic Web Data Sharing 3 3 On the Support of Ad-Hoc Semantic Web Data Sharing 2.4
Cloud Computing-based Triplestores SemaPlorer [16], which was awarded the first prize at the 2008 Semantic Web
Challenge Billion Triples Track, was built upon the cloud infrastructure. Seman-
tic data from sources including DBPedia, GeoNames, WordNet, personal FOAF
files, and Flickr, was integrated and leveraged in the SemaPlorer application. SemaPlorer allowed users to enjoy, in real-time, blended browsing of an interest-
ing area in different context views. A set of 25 RDF stores in SemaPlorer was
hosted on the virtual machines of Amazon’s Elastic Computing Cloud (EC2),
and the EC2 virtual machine images and the semantic datasets were stored by
Amazon’s Simple Storage Service (S3). SemaPlorer employed Networked Graphs
[17] to integrate semantically heterogeneous data. In theory, any distributed data
sources can be integrated into the data infrastructure of SemaPlorer in an ad-
hoc manner on a very important premise, that is, such data sources can be
located by querying SPARQL (SPARQL Protocol And RDF Query Language)
endpoints [14]. However, the same premise does not hold in an ad-hoc settings
since peers have no knowledge about the specific locations of these data sources
in the absence of a fully distributed query forwarding and processing mechanism. 2.3
Fully Distributed Triplestores Piazza [6] was one the few unstructured P2P systems that supported data4 man-
agement in Semantic Web applications. Each node provided source data with its
schema, or only a schema (or ontology) to which schemas of other nodes could
be mapped. Point-to-point mappings (between domain structures and document
structures) were supported by Piazza whereby nodes could choose other nodes
with which they would like to establish semantic connections. One of the roles
that mappings in Piazza played was serving as storage descriptions that speci-
fied what data a node actually stored. A flooding-like technique was employed
to process queries and the designers claimed that they focused mostly on ob-
taining semantically correct answers. The prototype system of Piazza comprised
25 nodes. 4 Jing Zhou et al. RDFPeers [4] was a distributed and scalable RDF repository. Each triple in
RDFPeers was stored at three places in a multi-attribute addressable network
(MAAN) by applying hash functions to the subject, predicate, and object values
of the triple. Hence, data descriptions were given implicitly as identifiers in the
one-dimensional modulo-2m circular identifier space of MAAN. MAAN not only
supported exact-match queries on single or multiple attributes but also could
efficiently resolve disjunctive and range queries as well as conjunctive multi-
attribute queries. RDFPeers was demonstrated to provide good scalability and
fault resilience due to its roots in Chord [18]. [
]
S-RDF [20] was a fully decentralized P2P RDF repository that explored ways
to eliminate resource and performance bottlenecks in large scale triplestores. Each node maintained its local RDF dataset. Triples in the dataset were further
grouped into individual RDF data files according to the type of their subject. The
Description Generator took an RDF data file as input to generate a description
of the file, which could comprise up to several terms, with the help of ontolo-
gies. Considering the semantic relationship that might exist between RDF data
files hosted by different nodes, S-RDF implemented a semantics-directed search
protocol, mediated by topology reorganization, for efficiently locating triples
of interest in a fully distributed fashion. Desired scalability was demonstrated
through extensive simulations. 5 Triplestores built upon distributed hash tables are an exception to this but still not
applicable to solving our problem because of the data placement issue, that is, any
single RDF triple needs to be placed at some location. In our scenario, the tripletore
does not have the issue, which excludes the use of distributed hash tables. 2.5
Summary In brief, triplestores that were intended to support data sharing and reusing
have shifted from centralised to distributed architecture over time. The inherent
reasons for this are manifold. To begin with, every single machine is unable to
accommodate all existing (and coming) Semantic Web data and process them in On the Support of Ad-Hoc Semantic Web Data Sharing 5 5 memory. Then, copying large amounts of distributed data to one machine and
processing them in a centralised manner will inevitably result in issues such as
increased network traffic, deteriorated query efficiency, and even infrigement of
copyrights sometimes. Furthermore, personal users of the future sharing Seman-
tic Web data would seemingly appear the same way that Web users of today share
music, video, and image files; the distinguishing features of Semantic Web data,
including being structured and given well-defined associations, however, urge us
to come up with new distributed computing technologies. An ad-hoc setting in
which Semantic Web data sharing should be supported certainly brings about
more challenges. 3
Semantic Web Data Sharing – What is Still Missing? Hall pointed out in [7] that the great success of the early Web is attributed in
part to the power of the network effect, that is, more people will join a network
to get the benefits as its value increases and meanwhile people contribute more
information to the network, thus further increasing its value. The network ef-
fect is expected to exhibit in the Semantic Web and promote its success. Hence,
research communities and organizations were encouraged to publish and share
data that can be mapped onto URIs and links to other data, thus increasing
the value of the data and the Semantic Web. Ever since, triplestores maintained
by individual publishers for storing RDF data from particular domains came
into existence. These data stores provide generic features such as data access,
retrieval, and deletion. Meanhile, system designers manage to increase the scala-
bility and robustness of the data stores through enabling techniques to deal with
the ever-increasing volume of Semantic Web data. For Semantic Web data sharing among different publishers, querying is an
indispensable mechanism. Regardless of the paradigm in which RDF data is
stored (centralised or distributed), existing query mechanisms are rather simple
and most assume that the target data is within two hops away, that is, the data
can be simply located by directly interrogating some central directory node5. For more complex scenarios, for example a fully distributed ad-hoc environ-
ment in which the target data may be more than two hops away, Semantic Web
researchers have yet to supply an efficient querying solution. Approaches from
the P2P computing community, in the meantime, generally do not take into ac-
count the inherent semantic associations between Semantic Web data, and hence
the quality of the query results they yield has room for improvement. Another important factor that makes supporting ad-hoc Semantic Web data
sharing a pressing issue, relates to the paradigm in which people will share RDF
data on their personal computers sometime in the future. As RDF converters
are becoming available for many kinds of application data, we anticipate that Jing Zhou et al. 6 large amounts of RDF data will be generated in personal computers. These data
might be references to literature (e.g. BibTex), information in spreadsheets (e.g. Excel), or even data from the GPS (Global Positioning System) receiver. 3
Semantic Web Data Sharing – What is Still Missing? They
would be carried around and shared with others at will–just like what we do
with document files, music files, or video files in our computers. In most cases,
Semantic Web data sharing among personal computers will typically occur in
an ad-hoc environment6 where querying becomes much more complicated in the
absence of a central directory node. Though it has long been recognised and followed that publishing and sharing
large amounts of RDF data on the Web is an important approach to making
the Semantic Web a reality, we argue that providing efficient techniques and
technologies to support ad-hoc Semantic Web data sharing, which is currently
missing from the overall approach, is a complementary and indispensable so-
lution the importance of which should never be underestimated. In an ad-hoc
environment, Semantic Web data will only be shared in a desired way if ef-
ficient mechanisms for describing, manipulating, querying, and analysing data
are developed. 4
An Architecture for Ad-Hoc Semantic Web Data
Sharing In this section, we will present the main components in an architecture for ad-
hoc Semantic Web data sharing based on the P2P paradigm. This is followed
by describing the way that all the components in the architecture collaborate to
resolve a query for RDF data in an ad-hoc scenario. 7 Nodes that are attached to any node on the Chord ring are not taken into account. 6 This is very much like the way that Internet users share music and video files in a
P2P fashion.
7 4.1
Building an Architecture on Top of Chord Our decentralized RDF data repository consists of many individual nodes or
peers (each representing a user and her client program) and extends Chord [18]
with RDF-specific retrieval techniques. We assume that some of the nodes are
willing to host indices for other nodes and self-organize into a Chord ring. Nodes
that are reluctant to do so will need to be attached to one of the nodes on the
ring. In Fig. 1 we show a peer network of five nodes7 in a 4-bit identifier space. Node identifiers N1, N4, N7, N12, and N15 correspond to actual nodes that are
willing to host indices for other peers. In the meantime, node identifiers D1,
D2, and D3 represent three actual nodes that are attached to N12 and share
information about their RDF data with N12. Hence, N12 becomes associated
with all RDF data shared by D1, D2, and D3. For instance, if N4 stores in its
finger table an item regarding a pointer to D3 which stores specific RDF triples,
the item will only involve node identifier N12 rather than D3. On the Support of Ad-Hoc Semantic Web Data Sharing 7 7 N7
N4
N1
N12
N15
D1
D2
D3
Fig. 1. A peer network of five nodes in a 4-bit identifier space Fig. 1. A peer network of five nodes in a 4-bit identifier space Each node has an IP address by which it may be contacted. The overall index
will be spread across the nodes on the ring. Unlike RDFPeers [4], our system
applies hash functions to the subject (s), predicate (p), object (o), subject and
predicate (sp), predicate and object (po), and subject and object (so) types of
an RDF triple and stores the information (a pointer to the node, for instance)
about the node that shares the triple at six places on a Chord ring. As shown in Fig. 2, each node on the Chord ring is comprised of seven com-
ponents: the RDF Converter, SPARQL Query Engine, RDF Data Repository,
Pre- and Post-processor, Query Rewriter, Query Forwarder, and Result Merger. Both the RDF Converter and the SPARQL Query Engine can be obtained
by downloading from the Web and some coding is needed for enabling them to
interact with other components in the architecture. The RDF Data Repository,
or the triplestore, is assumed to be implemented by XML databases, and then
is mainly responsible for data storage. 4.1
Building an Architecture on Top of Chord The functionality of the other components is described as follows. – The Pre- and Post-processor accepts incoming queries from either the exter-
nal application or any other peer in the P2P network. It directs queries for
RDF triples to the Query Rewriter for further processing. When the targe
RDF triples are finally obtained, the result will be transmitted to the Pre-
and Post-processor for proper presentation to the query originator. – The Query Rewriter is responsible for reformulating the queries from the Pre-
and Post-processor whenever needed. For instance, on the receipt of a query
that specifies a set of disjunctive ranges for attribute (subject, predicate, or
object) values, the Query Rewriter may create several sub-queries for each
attribute value if the targe triples are hosted by remote nodes. It may also
transform a query into the SPARQL format for resolving by the SPARQL
Query Engine. – The Query Forwarder receives queries from the Query Rewriter and, accord-
ing to the query forwarding protocol, will pass on the queries to correspond-
ing target nodes. g
g
– The Result Merger collects and compiles query results regarding all the re-
mote nodes that may contain targe RDF triples and then returns the result 8 Jing Zhou et al. External application
SINGLE NODE
Query
Rewriter
Pre- and Post-processor
Result
Merger
Query
Forwarder
SPARQL Query
Engine
GPS receiver data
Excel files
BibTex files
RDF Data
Repository
P2P network
RDF
Converter
P2P network
Fig. 2. Single node in ad-hoc Semantic Web data sharing system RDF
Converter Result
Merger Query
Rewriter Fig. 2. Single node in ad-hoc Semantic Web data sharing system to the Query Rewriter. The latter will rewrite the original query in the
SPARQL format with explicit information on the named graphs that will be
interrogated by the SPARQL query. 8 Note that during the first phase, all queries (except the original one) processed by
the Query Rewriter, Query Forwarder, and Result Merger are meant to discover the 4.2
Resolving a Query for RDF Data in an Ad-Hoc Scenario Data preparation and distributed index building
On any single node,
application-specific data from personal files can be transformed into RDF triples
by the RDF Converter in batches and then inserted into the RDF Data Repos-
itory. To support efficient queries on decentralized RDF triples, we exploit the
overlay structure of Chord to build a distributed index for locating these triples. We store pointers to the node that maintains a specific RDF triple six times,
each obtained by applying hash functions to the class type of the subject, predi-
cate, object, subject and predicate, subject and object, and predicate and object
of the triple. Each pointer will be stored at the successor node of the hash key
of the corresponding attribute type combination. Decentralized query processing Generally, resolving a query for remote
RDF triples in the proposed network is divided into two phases. In the first
phase8, a query from the external application is submitted to a single node On the Support of Ad-Hoc Semantic Web Data Sharing 9 which will instruct its Pre- and Post-processor to accept the incoming query. The query is further passed onto the Query Rewriter which will reformulate the
query when needed and then send it to the Query Forwarder. The Query For-
warder determines the target node to which the query should be routed. When
the Result Merger obtains the query result about the potential target nodes in
the network, it will provide the information to the Query Rewriter. The Query
Rewriter retrieves the original query, reformulates it in the SPARQL format us-
ing the information from the Result Merger, and submits it to the SPARQL
Query Engine. In the second phase, the SPARQL Query Engine resolves the
SPARQL query by querying against all relevant named graphs. The SPARQL
query result containing the RDF data of interest is returned to the Pre- and
Post-processor for presentation to the external application. 5
Conclusions and Future Work We proposed in this position paper a P2P architecture for Semantic Web data
sharing in an ad-hoc environment. To fully support the implementation of the
architecture, we also need to address the following issues in the future work: (1)
decentralized query processing mechanisms that resolve exact-match queries,
disjunctive queries, conjunctive queries, and range queries for RDF data and (2)
enhancement techniques for RDF data query performance by taking advantage
of the semantic relationship between Semantic Web data and by dynamically
changing the network topology based on the local knowledge of peer nodes. Acknowledgments. The first author is grateful for the discussion with Prof. Gregor v. Bochmann from Ottawa University, Canada. This work is funded by
China Postdoctoral Science Foundation (No.20100470557). We would also like
to acknowledge the input of the National Natural Science Foundation of China
(No. 61035003, 60933004, 60970088, 60903141, 61072085, 61103198), National
High-tech R&D Program of China (863 Program) (No.2012AA011003), National
Science and Technology Support Program2012BA107B02). (
)
2. Brickley, D. and Guha, R.: Rdf vocabulary description language 1.0: Rdf schem
World Wide Web Consortium, http://www.w3.org/TR/rdf-schema/ (2004) potential peers that may contain the RDF data of interest. The target RDF data is
obtained in the second phase by issuing a SPARQL query. 3. Broekstra, J., Kampman, A., and van Harmelen, F.: Sesame: A Generic Architec-
ture for Storing and Querying RDF and RDF Schema. In: the 2nd International
Semantic Web Conference, pp.54–68. Springer-Verlag London, UK (2002) 1. Abadi, D. J., Marcus, A., Madden, S. R., and Hollenbach, K.: Scalable Semantic
Web Data Management Using Vertical Partitioning. In: VLDB’07 the 33rd Inter-
national Conference on Very Large Data Bases, pp.411–422. VLDB Endowment
(2007) References 1. Abadi, D. J., Marcus, A., Madden, S. R., and Hollenbach, K.: Scalable Semantic
Web Data Management Using Vertical Partitioning. In: VLDB’07 the 33rd Inter-
national Conference on Very Large Data Bases, pp.411–422. VLDB Endowment
(2007) Jing Zhou et al. 10 4. Cai, M. and Frank, M.: Rdfpeers: a scalable distributed repository based on a
structured peer-to-peer network. In: the 13th international conference on World
Wide Web, pp.650–657. ACM New York, NY, USA (2004) (
)
5. Du, X. Y., Wang, Y., and Lv, B.: Research and Development on Semantic Web
Data Management. J. Softw. 20(11), 2950–2964. Science Press, China (2009) 6. Halevy, A. Y., Ives, Z. G., Mork, P., and Tatarinov, I.: Piazza: Data management
infrastructure for Semantic Web applications. In: the 12th International Conference
on World Wide Web, pp.556–567. ACM New York, NY, USA (2003) (
)
7. Hall, W.: The Ever Evolving Web: The Power of Networks. International Journal
of Communication 5, 651–664 (2011) (
)
8. Harris, S. and Gibbins, N.: 3store: Efficient bulk RDF storage. In: the 1st Interna-
tional Workshop on Practical and Scalable Semantic Web Systems, pp.1–15 (2003) 9. Harris, S., Lamb, N., and Shadbolt, N.: 4store: the Design and Implementation of
a Clustered RDF store. In: the 5th International Workshop on Scalable Semantic
Web Knowledge Base Systems, pp.94–109 (2009) (
)
10. Harth, A., Umbrich, J., Hogan, A., and Decker, S.: YARS2: A Federated Reposi-
tory for Querying Graph Structured Data from the Web. In: ISWC’07/ASWC’07:
the 6th International Semantic Web Conference and 2nd Asian Semantic Web
Conference, pp.211–224. Springer-Verlag Berlin, Heidelberg (2007) 11. Husain, M. F., Doshi, P., Khan, L., and Thuraisingham, B.: Storage and retrieval of
large RDF graph using Hadoop and MapReduce. In: the 1st International Confer-
ence on Cloud Computing, pp.680–686. Springer-Verlag Berlin, Heidelberg (2009) (
)
12. Karvounarakis, G., Alexaki, S., Christophides, V., Plexousakis, D., and Scholl,
M.: RQL: A Declarative Query Language for RDF. In: the 11th International
Conference on World Wide Web (WWW ’02), pp.592–603. ACM New York, NY,
USA (2002) 13. Klyne, G. and Carroll, J. J. Resource Description Framework (RDF): Concepts
and Abstract Syntax. Technical report, W3C Recommendation (2004)
14. Prudhommeaux, E. and Seaborne, A.: Sparql query language for rdf. W3C Rec- 13. Klyne, G. and Carroll, J. J. Resource Description Framework (RDF): Concepts
and Abstract Syntax. Technical report, W3C Recommendation (2004) y
,
,
p
(
)
p
and Abstract Syntax. References Technical report, W3C Recommendation (2004)
14. Prudhommeaux, E. and Seaborne, A.: Sparql query language for rdf. W3C Rec-
ommendation, http://www.w3.org/TR/rdf-sparql-query/ (2004) (
)
14. Prudhommeaux, E. and Seaborne, A.: Sparql query language for rdf. W3C Rec-
ommendation, http://www.w3.org/TR/rdf-sparql-query/ (2004) 15. Quilitz, B. and Leser, U.: Querying Distributed RDF Data Sources with SPARQL. In: the 5th European semantic web conference on the semantic web: research and
applications, pp.524–538. Springer-Verlag Berlin, Heidelberg (2008) 16. Schenk, S., Saathoff, C., Staab, S., and Scherp, A.: SemaPlorer-Interactive Seman-
tic Exploration of Data and Media based on a Federated Cloud Infrastructure. Journal of Web Semantics: Science, Services and Agents on the World Wide Web
7(4), 298–304. Elsevier Science Publishers B. V. Amsterdam, The Netherlands
(2009). (
)
17. Schenk, S. and Staab, S.: Networked Graphs: A Declarative Mechanism for
SPARQL Rules, SPARQL Views and RDF Data Integration on the Web. In: the
17th International Conference on World Wide Web, pp.585–594. ACM New York,
NY, USA (2008) 18. Stoica, I., Morris, R., Karger, D., Kaashoek, M. F., and Balakrishnan, H.: Chord:
A scalable peer-to-peer lookup service for Internet applications. In: the 2001 con-
ference on Applications, technologies, architectures, and protocols for computer
communications, pp.149–160. ACM New York, NY, USA (2001) (
)
19. Wilkinson, K., Sayers, C., Kuno, H. A., and Reynolds, D.: Efficient RDF Storage
and Retrieval in Jena 2. In: the 1st International Workshop on Semantic Web and
Databases, pp.131–150 (2003) 20. Zhou, J., Hall, W., and Roure, D. D.: Building a distributed infrastructure for
scalable triple stores. J. Comput. Sci. Tech. 24(3), 447–462 (2009)
|
https://openalex.org/W3134488845
|
https://periodicos.ufsc.br/index.php/biotemas/article/download/76552/45722
|
Portuguese
| null |
Análise comparativa de protocolos para extração de DNA genômico em Prosopis juliflora (Sw.) DC
|
Biotemas
| 2,021
|
cc-by
| 3,832
|
Luiz Henrique Tolentino Santos 1,4
Cibelle Santos Dias 2,4
Jardyelle Carvalho Lima 4
Messulan Rodrigues Meira 2,4
Carlos Bernard Moreno Cerqueira Silva 1,2,3,4*
Universidade Estadual do Sudoeste da Bahia
1 Programa de Pós-graduação em Zootecnia
2 Programa de Pós-graduação em Ciências Ambientais
3 Departamento de Ciências Exatas e Naturais
4 Laboratório de Genética Molecular Aplicada
CEP 45.700-000, Itapetinga – BA, Brasil
* Autor para correspondência
csilva@uesb.edu.br Universidade Estadual do Sudoeste da Bahia
1 Programa de Pós-graduação em Zootecnia
2 Programa de Pós-graduação em Ciências Ambientais
3 Departamento de Ciências Exatas e Naturais
4 Laboratório de Genética Molecular Aplicada
CEP 45.700-000, Itapetinga – BA, Brasil
* Autor para correspondência
csilva@uesb.edu.br Submetido em 18/08/2020
Aceito para publicação em 14/12/2020 Resumo Objetivou-se comparar a eficiência entre sete protocolos adaptados para a extração de DNA genômico da
espécie Prosopis juliflora (Sw). DC. Os protocolos utilizados tiveram como base em seus tampões: SDS 10%;
CTAB 5%; Sorbitol, CTAB 3% e Sorbitol; SDS 0,7% e NaCl; CTAB 2%; CTAB 2% e NaCl 1,4M. Em todos os
testes, eliminou-se o uso de β-mercaptoetanol, nitrogênio líquido, proteinase K e RNAses. As amostras consistiram
de primórdios folhiares de cada espécime em triplicata. A quantidade e a qualidade do DNA extraído foram
avaliadas através de eletroforese em gel de agarose a 1% e da leitura das absorbâncias em espectrofotômetro. Para as reações de amplificação, utilizou-se o iniciador ISSR. Entre os tampões de extração testados, os de SDS
10%, de CTAB 5% e de CTAB 3% e Sorbitol foram os mais eficientes para P. juliflora. Desses três protocolos,
o CTAB 3% e Sorbitol apresentou melhor nível de pureza apesar da menor quantidade de DNA (123 ng/µL)
se comparado aos tampõs de SDS 10% e de CTAB 5% (312 e 321 ng/µL, respectivamente, e com alto teor de
contaminantes). Conclui-se que é possível o uso de protocolos de extração sem aditivos nocivos à saúde e com
menor custo no processo de extração. Palavras-chave: Ácidos nucleicos; Algaroba; Genética molecular; PCR Biotemas, 34 (1): 1-7, março de 2021
ISSNe 2175-7925 Biotemas, 34 (1): 1-7, março de 2021
ISSNe 2175-7925 Biotemas, 34 (1): 1-7, março de 2021
ISSNe 2175-7925 1
http://dx.doi.org/10.5007/2175-7925.2021.e76552 Este periódico está licenciado
conforme Creative Commons
Atribuição 4.0 Internacional. Abstract Comparative analysis of protocols for genomic DNA extraction in Prosopis juliflora (Sw.) DC. The
objective of the present research was to compare the efficiency among seven protocols adapted for the extraction
of genomic DNA from the species Prosopis juliflora (Sw.) DC. The protocols used were based on their buffers:
SDS 10%, CTAB 5%, Sorbitol, CTAB 3% and Sorbitol, SDS 0.7% and NaCl, CTAB 2%, CTAB 2% and NaCl Revista Biotemas, 34 (1), março de 2021 L. H. T. Santos et al. 2 1.4M. In all tests, the use of β-mercaptoethanol, liquid nitrogen, proteinase K and RNAses was eliminated. The
samples consisted of leaf primordia in each specimen in triplicate. The quantity and quality of the extracted DNA
were evaluated by electrophoresis in 1% agarose gel and by reading the absorbances in a spectrophotometer. For amplification reactions, the ISSR primer was used. Among the tested extraction buffers, SDS 10%, CTAB
5% and CTAB 3%, and Sorbitol were the most efficient for P. juliflora. Of these three protocols, CTAB 3% and
Sorbitol showed a better level of purity despite the lower amount of DNA (123 ng/µL) compared to 10% SDS
and 5% CTAB buffers (312 and 321 ng/µL, respectively, and high content of contaminants). We conclude that
it is possible to use extraction protocols without additives that are harmful to human health and at a lower cost
in the extraction process. Key words: Algaroba; Molecular genetics; Nucleic acids; PCR Introdução específicos devido à presença de metabólitos secundários
e polissacarídeos comuns a cada espécie. Portanto, a
adequação de protocolos é indispensável para obtenção
de DNA puro e íntegro, e para melhor eficiência
na amplificação do material genômico em estudos
moleculares (OLIVEIRA et al., 2017; DIAS et al., 2018). Prosopis juliflora (Sw.) DC é, conforme The
Legume Phylogeny Working Group (LPWG, 2017),
uma espécie arbórea, da família das leguminosas
(Leguminoseae, subfamília Caesalpinoideae). Originária
da região tropical andina e bem adaptada às regiões
semi-áridas de baixa precipitação. Popularmente
conhecida como algaroba ou algarobeira, essa espécie
possui diversos usos bem como importância econômica
(DOS SANTOS; DIODATO, 2017), entre eles: a
alimentação humana e de animais, a produção de madeira
e a recuperação de áreas degradadas. Pode, ainda, ser
utilizada, entre outras possibilidades, como inseticida,
analgésico, anti-helmíntico, antibiótico, probióticos e
como suplemento nutricional (AHIRWAL et al., 2017;
HENCIYA et al., 2017; DHIVYA et al., 2018). Pelas razões apresentadas nos parágrafos anteriores,
a realização de estudos associados à proposição,
comparação, seleção e otimização de protocolos para
extração de ácidos nucleicos em diferentes espécies tem
sido reportada na literatura (OLIVEIRA et al., 2015;
MATOS-OLIVEIRA et al., 2017; DIAS et al., 2018). Porém, para a algaroba, estudos de estabelecimento de
protocolo e seleção de iniciadores ainda são incipientes. Diante do exposto, objetivou-se comparar a eficiência
na extração de DNA genômico de sete protocolos para
espécies vegetais em Prosopis juliflora (Sw.) DC. Embora a espécie possua muito potencial de uso
pelo ser humano e estudos de diveridade genética sejam
o ponto de partida para se efetivar ações de conservação
e de melhoramento de espécies com potencial econômico
(LOPES et al., 2011; BESSEGA et al., 2018; FALEIRO
et al., 2018), pouco se conhece quanto à diversidade
genética de P. juliflora. Para estudos dessa natureza,
faz-se necessária a obtenção de ácidos nucleicos, em
quantidades e qualidades que possibilitem a amplificação
do material genômico e a seleção de iniciadores
potenciais (MICHEL-LÓPEZ et al., 2013). Revista Biotemas, 34 (1), março de 2021 Material e Métodos A coleta das amostras foliares de três espécimes
de Prosopis juliflora (Sw.) DC foi realizada no Instituto
Federal de Educação, Ciência e Tecnologia Baiano
(IF Baiano) em Itapetinga, Bahia, Brasil (coordenadas
geográficas: 15°14’38,57”S, 40°13’38,95”W), em um
ecótono de Caatinga e floresta estacional decidual e
semi-decidual. As amostras encontram-se cadastradas no
Sistema Nacional de Gestão do Patrimônio Genético e
Conhecimento Tradicional Associado – SisGen (número:
AFF0E34). O processo de extração de DNA é parte fundamental
em estudos moleculares, sendo sua eficiência diretamente
relacionado à pureza, à quantidade e à qualidade do
material genômico obtido (DA ROCHA et al., 2017). A
extração de DNA de tecidos vegetais requer protocolos O material vegetal foi condicionado em isopor
com gelo e transferido para o Laboratório de Genética
Molecular Aplicada (LGMA) da Universidade Estadual Revista Biotemas, 34 (1), março de 2021 Comparação de protocolos para extração de DNA em P. juliflora Comparação de protocolos para extração de DNA em P. juliflora 3 Bórico-EDTA) durante 90 min a 90 V. Os resultados
foram comparados com o marcador de peso molecular
(DNA Lambda; Invitrogen) nas concentrações de 25 e
75 ng/µL. O gel foi visualizado em luz UV e registrado
em sistema de fotodocumentação Kodak (KODAK MI
Software). De posse das leituras espectrofotométricas,
mensurou-se as médias e o desvio-padrão com o auxílio
do Software BioEstat® 5.0 (AYRES et al., 2007). do Sudoeste da Bahia (UESB, campus Juvino de
Oliveira), no município de Itapetinga, Bahia, onde foi
armazenado em freezer -18°C e, posteriormente, foram
realizadas as extrações do DNA. Os testes de extração de DNA genômico foram
realizados de acordo com sete protocolos previamente
publicados, com modificações apresentadas na Tabela 1. Para todos os protocolos foram realizadas três extrações
em duplicata. A maceração das folhas prosseguiu-se
de 0,4 g de tecido foliar e 3 mL de solução tampão
referente a cada protocolo, sendo conduzido com auxílio
de almofariz e pistilo em temperatura ambiente até
total rompimento das estruturas foliares. Portanto não
houve adição de nitrogênio líquido, β-mercaptoetanol,
proteinase K e RNAses em nenhum dos protocolos,
respectivamente. As padronizações do material
genômico foram obtidas por meio da ressuspensão em
60 µL de água ultrapura (q.s.p.). Para avaliar a qualidade e a viabilidade de uso
do DNA, eles foram submetidos à amplificação por
PCR (Polymerase Chain Reaction), utilizando o
marcador molecular tipo ISSR (Inter Simple Sequence
Repeats) DiCA3’RG (5’- CAC ACA CAC ACA CAC
ARG-3’). L. H. T. Santos et al. 4 Conforme os resultados observados com a
eletroforese, foi possível identificar diferença na
eficiência da extração de DNA genômico de P. juliflora
entre os protocolos (Figura 1). Material e Métodos As amplificações foram realizadas com a
seguinte programação: 1) desnaturação: 5 minutos a
94°C; 2) 35 ciclos: desnaturação – 50 segundos a 94°C;
anelamento – 50 segundos a 48°C e extensão – 1 minuto
a 72°C; e 3) extensão final: 5 minutos a 72°C. Os padrões
de amplificação foram avaliados por eletroforese a 120
minutos sob uma corrente elétrica de 120 V em gel de
agarose a 2% (m/v) com solução de corrida TBE 0,5X
(Tris-Ácido Bórico-EDTA). As amplificações foram
comparadas com o marcador tamanho (1 kb plus;
Invitrogen) e os resultados visualizados e registrados
conforme acima descrito. Os ácidos nucleicos foram quantificados por
espectrofotometria nas razões de absorbância em ng/
µL a A260/230 e A260/280, utilizando o BioDrop® µLITE
(Whitehead Scientific). Para melhor atribuição dos
resultados, as amostras foram avaliadas também em
gel de agarose a 1% (m/v) corado com GelRed®
(Biotium) e corrida em solução TBE 0,5X (Tris-Ácido TABELA 1: Descrição dos protocolos utilizados para os testes de extração de DNA genômico de Prosopis juliflora (Sw.) DC. Protocolos
Referências
Tampão de Extração
Modificações
P1
Sunnucks e Hales (1996)
SDS* 10%
Proteinase K
P2
Doyle e Doyle (1990)
CTAB** 5%
Nitrogênio líquido,
β-mercaptoetanol, RNAse
P3
Método modificado por Štorchová
et al. (2000)
Sorbitol
β-mercaptoetanol
P4
Método modificado por
Russell et al. (2010)
CTAB* * 3% e Sorbitol
Nitrogênio líquido,
β-mercaptoetanol, RNAse
P5
Mogg e Bond (2003)
SDS* 0,7% e NaCl 500 mM
Proteinase K e RNAse
P6
Barnwell et al. (1998)
CTAB 2%
Nitrogênio líquido
P7
Método modificado por
Silva et al. (2014)
CTAB* * 2% e NaCl 1,4M
Nitrogênio líquido,
β-mercaptoetanol, RNAse,
Proteinase K
* Sodium Dodecyl Sulfate. ** Cetyl Trimethylammonium Bromide. Modificações: Reagentes não utilizados no referido protocolo de
extração. os protocolos utilizados para os testes de extração de DNA genômico de Prosopis juliflora (Sw.) DC. ABELA 1: Descrição dos protocolos utilizados para os testes de extração de DNA genômico de Proso * Sodium Dodecyl Sulfate. ** Cetyl Trimethylammonium Bromide. Modificações: Reagentes não utilizados no referido protocolo de
extração. Revista Biotemas, 34 (1), março de 2021 Discussão lise das células para liberação dos nucleotídeos e uma
adequada remoção de proteínas, restos celulares e de
organelas. Na amplificação do DNA com o marcador
tipo ISSR, a principal vantagem observada para os
procedimentos foi a ausência de nitrogênio líquido e
do β-mercaptoetanol. Os quais conferiram baixo custo
e maior segurança operacional, uma vez que esse último
reagente é tóxico e acarreta vários prejuízos à saúde
humana. O β-mercaptoetanol se caracteriza por ser um
antioxidante muito utilizado em protocolos de extração
do DNA genômico em plantas (AUSUBEL et al., 2005). Entretanto, sua remoção não inviabilizou a extração de
DNA em quantidade e qualidade necessárias para uso
em reação de PCR quando se utilizou os protocolos
com tampão CTAB5%, CTAB 3% e Sorbitol. Outros
estudos corroboram esses resultados, demostrando não
haver necessidade da utilização do β-mercaptoetanol
na extração de DNA (SCHMITT et al., 2014; SILVA
et al., 2014). Para que o DNA seja considerado puro, ele deve
apresentar uma razão de absorbância A260/A280 média de
1,8 (NELSON; COX, 2004), o que de fato não ocorreu
nas extrações realizadas (cujas razões de absorbância
média A260/A280 variaram de 0,44 a 1,76). O mesmo foi
observado para a quantificação, pois, para amostras
isentas de RNA, esperavam-se valores A260/A280 entre
1,8 e 2,0, sendo o valor obtido abaixo do esperado
para todos os protocolos. Esse fato pode ser explicado
pela ausência de RNAse nos protocolos. Em relação à
absorbância A260/A230, que é um indicador secundário
de pureza do DNA, seus resultados inferem a presença
de fenol e clorofórmio e de acordo as especificações do
fabricante do BioDrop® µLITE, para considerar o DNA
“puro”, os valores desta absorbância devem estar entre
2,0 e 2,2. Ademais, é sabido que o gênero Prosopis inclui
árvores com altos níveis de polissacarídeos, compostos
fenólicos e outros constituintes químicos (RATHORE,
2009), sendo provável que tais compostos secundários
tenham relação direta com os baixos valores observados
para as razões (A260/A230) de absorbância. A utilização de nitrogênio líquido no processo de
extração de DNA possibilita uma melhor neutralização
enzimática e favorece o rompimento do envoltório
celular. Em contrapartida, sua utilização eleva os custos
do procedimento. Resultados juliflora 5 FIGURA 2: Padrão de amplificação dos fragmentos de DNA genômico de Prosopis juliflora (Sw.) DC obtidos por meio de sete protoc
de extração avaliados com o iniciador ISSR – 5’ (CA)8RG 3’. FIGURA 2: Padrão de amplificação dos fragmentos de DNA genômico de Prosopis juliflora (Sw.) DC obtidos por meio de sete proto
de extração avaliados com o iniciador ISSR – 5’ (CA)8RG 3’. FIGURA 2: Padrão de amplificação dos fragmentos de DNA genômico de Prosopis juliflora (Sw.) DC obtidos por meio de sete protocolos
de extração avaliados com o iniciador ISSR – 5’ (CA)8RG 3’. ação dos fragmentos de DNA genômico de Prosopis juliflora (Sw.) DC obtidos por meio de sete protocolos
dos com o iniciador ISSR – 5’ (CA)8RG 3’. * 1kb DNA Ladder. Resultados O DNA genômico da espécie Prosopis juliflora
(Sw.) DC apresentou pureza média de 0,56±0,17 A260/A230
e 1,16±0,15 A260/A280 (Tabela 2). A partir dos resultados observados para os
protocolos P1 (SDS 10%), P2 (CTAB 5%) e P4 (CTAB
3% e Sorbitol), foi possível verificar, a despeito dos
valores de baixa pureza estimada a partir de todos os
protocolos, a presença de marcas (DNA) definidas, as
quais não foram observadas nos demais protocolos. Na
amplificação com o marcador tipo ISSR, (CA)8RG,
observou-se a eficiência dos protocolos P1 (SDS 10%),
P2 (CTAB5%) e P4 (CTAB 3% e Sorbitol), o que
confirma o sucesso desses protocolos para a extração
de DNA (Figura 2). Os protocolos P1, P2 e P4 (SDS 10%, CTAB
5% e CTAB 3% e Sorbitol) apresentaram melhores
performances para a espécie, sendo que o tampão SDS
10% e o CTAB 5% apresentaram boa concentração
de DNA (312 e 321 ng/µL), porém com alto teor de
contaminantes. Já o CTAB 3% e Sorbitol apresentou
menor quantidade de DNA (123 ng/µL), mas se destacou
em nível de pureza. Dos testes, o protocolo P6 (CTAB
2%) apresentou-se menos eficiente. TABELA 2: Quantificação e pureza de DNA genômico de Prosopis juliflora (Sw.) DC a partir das absorbâncias obtidas por
espectrofotômetro. Protocolos
A260/A230
A260/A280
Concentração (ng/µL)
Média ±dp*
Média± dp*
Média± dp*
P1
0,421±0,154
1,191±0,353
312,25±152,69
P2
0,808±0,204
1,343±0,170
321,333±118,88
P3
0,399±0,044
1,298±0,073
415,400±252,55
P4
1,344±0,341
1,759±0,041
123,655±71,89
P5
0,295±0,080
0,965±0,176
130,482±110,84
P6
0,220±0,143
0,440±0,169
48,635±12,375
P7
0,476±0,257
1,155±0,119
263,417±168,39
dp*: Desvio Padrão. TABELA 2: Quantificação e pureza de DNA genômico de Prosopis juliflora (Sw.) DC a partir das absorbâncias obtidas por
espectrofotômetro. ão e pureza de DNA genômico de Prosopis juliflora (Sw.) DC a partir das absorbâncias obtidas por
ômetro. FIGURA 1: DNA genômico de Prosopis juliflora (Sw.) DC obtido a partir dos protocolos de extração. FIGURA 1: DNA genômico de Prosopis juliflora (Sw.) DC obtido a partir dos protocolos de ex
* λ- DNA Lambda nas concentrações de 25 e 75 ng/µL. g
p
j
fl
(
)
p
p
ç
* λ- DNA Lambda nas concentrações de 25 e 75 ng/µL. * λ- DNA Lambda nas concentrações de 25 e 75 ng/µL. Revista Biotemas, 34 (1), março de 2021 Comparação de protocolos para extração de DNA em P. Revista Biotemas, 34 (1), março de 2021 Discussão No presente estudo, a ausência de
nitrogênio líquido não foi determinante para a qualidade
e quantidade do DNA extraído, os quais apresentaram
resultados satisfatórios para utilização em plataforma A obtenção de DNA de boa qualidade tem impacto
direto sobre os resultados de técnicas como a reação em
cadeia da polimerase (PCR). Sendo que os procedimentos
de extração de DNA devem proporcionar uma eficiente Revista Biotemas, 34 (1), março de 2021 L. H. T. Santos et al. 6 different levels of human disturbance and altitude. Ecology and
Evolution, Sheffield, v. 8, n. 22, p. 11309-11321, 2018. de PCR. Outros estudos reportaram que a ausência de
nitrogênio líquido no processo de maceração torna custo
operacional menos oneroso (MICHEL-LÓPEZ et al.,
2013; DOS SANTOS; ARAÚJO, 2017). DA ROCHA, V. D.; ZÓRTEA, K. E. M.; CARDOSO, E. S.;
BISPO, R. B.; TIAGO, A. V.; ROSSI, A. A. B. Efeito da idade da
folha na qualidade do DNA extraído de Piper aduncum L. Revista
de Ciências Agroambientais, Alta Floresta, v. 15, n. 2, p. 218-222,
2017. Os resultados apresentados possibilitaram a seleção
de três dos protocolos de extração de DNA genômico:
SDS10%, CTAB5% puro e CTAB 3% com Sorbitol. Esses métodos foram propostos por Sunnucks e Hales
(1996), Doyle e Doyle (1990) e por Russell et al. (2010). Por fim, este estudo certifica que a utilização desses
protocolos com adaptações metodológicas reduz os
insumos nocivos à saúde humana e o custo elevado,
podendo ser utilizados em estudos de diversidade
genética de Prosopis juliflora (Sw.) DC. DHIVYA, K.; VENGATESWARI, G.; ARUNTHIRUMENI, M.;
KARTHI, S.; SENTHIL-NATHAN, S.; SHIVAKUMAR, M. S. Bioprospecting of Prosopis juliflora (Sw.) DC seed pod extract
effect on antioxidant and immune system of Spodoptera litura
(Lepidoptera: Noctuidae). Physiological and Molecular Plant
Pathology, East Lansing, v. 101, p. 45-53, 2018. DIAS, C. S.; SANTOS, L. H. T.; LIMA, J. C.; SOARES, A. B. L.;
SANTOS, E. S. L.; CERQUEIRA-SILVA, C. B. M. Comparação de
protocolos para extração de DNA genômico de Calotropis procera
Ait. R. Br. (Apocynaceae: Asclepiadoideae). Multi-Science
Journal, Urataí, v. 1, n. 13, p. 277-281, 2018. DOS SANTOS, E. M.; ARAÚJO, R. R. Testes de comparação
de protocolos de extração de DNA e de maceração de tecido de
Platonia insignis Mart. (Clusiaceae). Revista Brasileira de
Biociências, Porto Alegre, v. 15, n. 4, p. 199-202, 2017. Agradecimentos Aos órgãos de fomento à pesquisa: CNPq, CAPES,
pela concessão das bolsas de doutoramentos; à FAPESB,
pelo apoio financeiro referente ao Projeto de Intra PIE
0014/2016, e aos Programa de Pós-Graduação em
Zootecnia e Ciências Ambientais da UESB – Campus
Itapetinga, pela possibilidade da pesquisa e estrutura
física. DOS SANTOS, J. P. S.; DIODATO, M. A. Histórico da
implementação da algaroba no Rio Grande do Norte. Pesquisa
Florestal Brasileira, Colombo, v. 37, n. 90, p. 201-212, 2017. DOYLE, J. J.; DOYLE, J. L. Isolation of plant DNA from fresh
tissue. Focus, Gaithesburg, v. 12, p. 13-15, 1990. FALEIRO, F. G.; AMABILE, R. F.; SILVA, C. B. M. C. Marcadores
moleculares aplicados ao melhoramento genético de plantas. In: AMABILE, R. F.; VILELA, M. S.; PEIXOTO, J. R. (Ed.). Melhoramento de plantas: variabilidade genética, ferramentas
e mercado. Brasília: Sociedade Brasileira de Melhoramento de
Plantas, 2018. p. 53-76. Referências HENCIYA, S.; SETURAMAN, P.; JAMES, A. R.; TSAI, Y. H.; NIKAM, R., WU, Y. C.; CHANG, F. R. Biopharmaceutical
potentials of Prosopis spp. (Mimosaceae, Leguminosa). Journal
of Food and Drug Analysis, Taipé, v. 25, n. 1, p. 187-196, 2017. AHIRWAL, J.; MAITI, S. K.; REDDY, M. S. Development of
carbon, nitrogen and phosphate stocks of reclaimed coal mine soil
within 8 years after forestation with Prosopis juliflora (Sw.) Dc. Catena, Amsterdam, v. 156, p. 42-50, 2017. LOPES, M. A.; FÁVERO, A. P.; FERREIRA, M. A. J. F.; FALEIRO,
F. G.; FOLLE, S. M.; GUIMARÃES, E. P. Pré-Melhoramento
de plantas. Estado da Arte e experiências de sucesso. Brasilia:
Embrapa Informações Tecnologicas, 2011. 614 p. AUSUBEL, F.; BRENT, R.; KINGSTON, R.; MOORE, D.;
SEIDMAN, J.; SMITH, J.; STRUHL, K. Current Protocols in
Molecular Biology, tomo 1-4. New York: Greene & John Wiley,
2005. 4.648 p. LPWG – THE LEGUME PHYLOGENY WORKING GROUP. Phylogeny and classification of the Leguminosae. Taxon, Vienna,
v. 66, n. 1, p. 44-77, 2017. AYRES, M.; AYRES, M. J.; AYRES, D. L.; SANTOS, S. A. Bioestat 5.0: aplicações estatísticas nas áreas das Ciências
Biomédicas. Belém: Mamirauá/CNPq, 2007. 380 p. MATOS-OLIVEIRA, C. F.; ROCHA S. O.; DIAS, C. S.; SANTOS,
E. S. L.; CERQUEIRA-SILVA, C. B. M. Comparação de protocolos
parar extração de DNA genômico da espécie Atta sexdens
(Hymenoptera: Formicidade). Enciclopédia Biosfera, Goiânia, v. 14, n. 25, p. 66-76, 2017. BARNWELL, P.; BLANCHARD, A. N.; BRYANT, J. A.;
SMIRNOFF, N.; WEIR, A. F. Isolation of DNA from the highly
mucilagenous succulent plant shape Sedum telephium. Plant
Molecular Biology Reporter, New York, v. 16, n. 2, p. 133-133,
1998. MICHEL-LÓPEZ,
C. Y.;
GONZÁLEZ-MENDOZA,
D.;
GRIMALDO-JUAREZ, O. Fast protocol for extraction of DNA
from Prosopis spp leaves (plant adapted to arid environment)
without liquid nitrogen. Genetics and Molecular Research, Waco,
v. 12, n. 3, p. 4090-4094, 2013. BESSEGA, C.; POMETTI, C.; LÓPEZ, R. P.; LARREA-
ALCÁZAR, D.; FORTUNATO, R. H.; SAIDMAN, B.; VILARDI,
J. C. Genetic diversity and differentiation among Prosopis alba
(Leguminosae) populations from dry valleys of Bolivia with Revista Biotemas, 34 (1), março de 2021 Comparação de protocolos para extração de DNA em P. juliflora 7 MOGG, R. J.; BOND, J. M. A cheap, reliable and rapid method
of extracting high-quality DNA from plants. Molecular Ecology
Notes, Weinheim, v. 3, n. 4, p. 666-668, 2003. SCHMITT, K. F. M.; SILVA, B. M.; ROSSI, A. A. Revista Biotemas, 34 (1), março de 2021 Referências B.; SANDER,
N.; SILVA, C. J. Estabelecimento e otimização de protocolo para
extração e amplificação de DNA em tecido foliar de Curcuma longa
(L). Enciclopédia Biosfera, Goiânia, v. 10, n. 18, p. 1560-1568,
2014. NELSON, D. L.; COX, M. M. Lehninger, Principles of
Biochemistry. New York: Worth Publishers, 2004. 1.119 p. SILVA, B. M.; DALBOSCO, E. Z.; BOTINI, N.; FARIA, R. B.;
ROSSI, A. A. B. Protocolo para extração de dna genômico de
Anacardium giganteum W. Hancock Ex Engl. (Anacardiaceae). Enciclopédia Biosfera, Goiânia, v. 10, n. 19, p. 2401, 2014. OLIVEIRA, L. C.; RODRIGUES, D. P.; HOPKINS, M. J. G. The
effects of leaf age on the quality of DNA extracted from Parkia
R. Br. (Fabaceae) occurring in the Central Amazon. Scientia
Amazonia, Manaus, v. 6, n. 2, p. 22-28, 2017. Enciclopédia Biosfera, Goiânia, v. 10, n. 19, p. 2401, 2014. ŠTORCHOVÁ, H.; HRDLIKOVÁ, R.; CHRTEK, J.; TETERA,
M.; FITZE, D.; FEHRER, J. An improved method of DNA isolation
from plants collected in the field and conserved in saturated NaCl/
CTAB solution. Taxon, Vienna, v. 49, n. 1, p. 79-84, 2000. OLIVEIRA, R. R.; VIANA, A. J. C.; REÁTEGUI, A. C. E.;
VINCENTZ, M. G. A. An efficient method for simultaneous
extraction of high-quality RNA and DNA from various plant
tissues. Genetics and Molecular Research, Waco, v. 14, p. 18828-
18838, 2015. SUNNUCKS, P.; HALES, D. F. Numerous transposed sequences
of mitochondrial cytochrome oxidase I-II in aphids of the genus
Sitobion (Hemiptera: Aphididae). Molecular Biology and
Evolution, Oxford, v. 13, n. 3, p. 510-524, 1996. RATHORE, M. Nutrient content of important fruit trees from
arid zone of Rajasthan. Journal of Horticulture and Forestry,
Warrensburg, v. 1, n. 7, p. 103-108, 2009. RUSSELL, A.; SAMUEL, R.; RUPP, B. E.; BARFUSS, M. H. J.;
ŠAFRAN, M.; BESENDORFER, V.; CHASE, M. W. Phylogenetics
and cytology of a pantropical orchid genus Polystachya
(Polystachyinae, Vandeae, Orchidaceae): evidence from plastid
DNA sequence data. Taxon, Vienna, v. 59, n. 2, p. 389-404, 2010.
|
https://openalex.org/W2191696637
|
https://www.notulaebotanicae.ro/index.php/nbha/article/download/9949/7854
|
English
| null |
Chromatic, Phenolic and Antioxidant Properties of <i style='mso-bidi-font-style:normal'>Sorghum bicolor</i> Genotypes
|
Notulae botanicae Horti Agrobotanici Cluj-Napoca
| 2,015
|
cc-by
| 4,698
|
Introduction proliferation of carcinoma cells (Awika et al., 2009). The aim of
this work was to evaluate and compare chromatic characteristics,
the phenolic compounds content and the antioxidant capacity
levels of sorghum genotypes Grown in Nuevo León, México. Sorghum (Sorghum bicolor (L.) Moench) is native from
Africa grown in tropical, subtropical and arid regions around the
world, and is the fifth most produced cereals in the world, in
addition is used as food in Africa and as feed in the western
hemisphere (Dykes et al., 2013). According to the data of Food
and Fisheries Statistics Service (SIAP) the annual production of
sorghum grain in México increased from 6.1 millions of tonnes
in 2009 to 8.3 millions of tonnes in 2014, being animal feed their
main use (SIAP, 2015). New ways to use sorghum for food
purposes are looking to promote its consume taking into account
some technological and nutritional components which includes
gluten free leavened breads, cakes, cookies, tortillas, snacks and
noodles (Taylor et al., 2006). In addition, a great interest has
focused on sorghum grain and its co-products as a source of
functional and nutraceutical components with human health
promoting actions including phenolics (Althwab et al., 2015),
since they have a high antioxidant activity provided by phenolic
acids, condensed tannins and anthocyanins (Awika and Rooney,
2004), that can induce phase II detoxifying enzymes and inhibit Chromatic, Phenolic and Antioxidant Properties
of Sorghum bicolor Genotypes
José Juan LÓPEZ-CONTRERAS1, Francisco ZAVALA-GARCÍA1, Vania URÍAS-ORONA2,
Guillermo Cristian G. MARTÍNEZ-ÁVILA1, Romeo ROJAS1,
Guillermo NIÑO-MEDINA1* Autónoma de Nuevo León, Facultad de Agronomía, Francisco Villa S/N, Col. Ex-Hacienda El Canadá, C.P. 66050, General Escobedo, Nuevo León,
México; guillermo.ninomd@uanl.edu.mx; nino.medina.g@gmail.com (*corresponding author) 1Universidad Autónoma de Nuevo León, Facultad de Agronomía, Francisco Villa S/N, Col. Ex-Hacienda El Canadá, C.P. 66050, General Escobedo, Nuevo León,
México; guillermo.ninomd@uanl.edu.mx; nino.medina.g@gmail.com (*corresponding author)
2Universidad Autónoma de Nuevo León, Facultad de Salud Pública y Nutrición, Av. Dr. Eduardo Aguirre Pequeño y Yuriria, C.P. 64460, Col. Mitras Centro,
Monterrey, Nuevo León, México México; guillermo.ninomd@uanl.edu.mx; nino.medina.g@gmail.com (*corresponding author)
2Universidad Autónoma de Nuevo León, Facultad de Salud Pública y Nutrición, Av. Dr. Eduardo Aguirre Pequeño y Yuriria, C.P. 64460, Col. Mitras Centro,
Monterrey, Nuevo León, México Universidad Autónoma de Nuevo León, Facultad de Salud Pública y Nutrición, Av. Dr. Eduardo Aguirre Pequeño y Yuriria, C.P. 64460, Col. Mitras
Monterrey, Nuevo León, México Received: 21 May 2015. Received in revised form: 10 Sept 2015. Accepted: 12 Sept 2015. Published online: 10 Dec 2015. Abstract Chromatic, phenolic and antioxidant properties were evaluated in ten sorghum genotypes grown in Nuevo León, México. Lightness, Chroma and hue angle ranged from 64 to 83, 12 to 20 and 61 to 82 respectively, indicating that colour of the
samples were located in the gray orange-yellow zone of the hue circle. Based on these results, samples were classified in three
colour groups being Very Soft Orange, Slightly Desaturated Orange and Grayish Orange. Results in phenolics ranged from 796
to 15,949, 175 to 12,674 and 193 to 25,780 µgCE g-1 in total phenolics by Folin-Ciocalteu, total flavonoids by Aluminum
Chloride and condensed tannins by Vanillin-HCl respectively. On the other hand, antioxidant capacity ranged from 1.20 to
93.83, 30.25 to 156.08 and 2.62 to 98.50 μmolTE g-1 in 2,2-diphenyl-1-picrylhydrazyl, 3-ethyl-benzothiazoline-6-sulfonic acid
and Ferric Reducing Antioxidant Power respectively. Significant differences (p≤0.05) were observed in statistical analysis for
both individual and group colour samples in chromatic, phenolics and antioxidant activity evaluations, showing ‘Rox Orange’
genotype and Grayish Orange colour group the highest levels. Keywords: ABTS, condensed tannins, DPPH, FRAP, total flavonoids, total phenolics, Sorghum bicolor Keywords: ABTS, condensed tannins, DPPH, FRAP, total flavonoids, total phenolics, Sorghum bicolor Statistical analysis
l
f Analysis of variance was used to assess statistical differences
among sorghum genotypes with a 5% confidence level. When
significance difference was found, Tukey’s multiple range tests
were carried out to separate means using Minitab 14.0 (Minitab
Inc., 2004). p
The condensed tannins content was determined as described
by Sun et al. (1998) based in the reaction of vanillin-H2SO4. Briefly, 0.25 mL of phenolic extract was mixed with 0.65 mL 1%
vanillin solution and 0.65 mL of 25% H2SO4 (both dissolved in
methanol). Reaction was left for 15 min at 30 °C and finally the
absorbance of samples was measured at 500 nm. Phenolic extracts
h
d d One hundred milligrams of sorghum samples were
homogenized with 3 mL of 80% methanol in a screw cap culture
tube and stirred for 4 h at 200 rpm. After that, samples were
centrifuged at 2,600 g, supernatants were recovered and stored at
-20 °C until they were used for phenolics and antioxidant
capacity analysis. FRAP (Ferric Reducing Antioxidant Power) was
determined using a working solution prepared by mixing 300
mM C2H3NaO2·3H2O (pH 3.6), 10 mM TPTZ (2,4,6-
tripyridyl-s-triazine, in HCl 40 mM) and 20 mM FeCl3·6H2O
in 10:1:1 proportion; the FRAP assay was prepared by mixing
0.2 mL of phenolic extract with 3.3 mL of FRAP working
solution, reaction was left for 30 min in the dark at 37 °C and the
absorbance of samples was taken at 593 nm. Antioxidant
capacity assays were performed according to Thaipong et al. (2006) with modifications, Trolox was used as standard (0 to
200 µmol L-1) and results were expressed as micromoles of
Trolox equivalents per gram of sample (µmolTE g-1) using a
linear equation. Phenolics The total phenolics content was determined using a
colorimetric method reported by Chun and Kim (2004) based on
the reaction of Folin-Ciocalteu reagent. Briefly, 0.2 mL of phenolic
extract was placed in 2.6 mL of distilled water, oxidized with 0.2
mL of Folin-Ciocalteu reagent and after 5 min neutralized with 2
mL of 7% Na2CO3 solution. The reaction was left for 90 min and
finally absorbance of samples was measured at 750 nm. y
p
The total flavonoids content was evaluated according to
Ivanova et al. (2011) based on the reaction of aluminium chloride. Briefly, 0.2 mL of phenolic extract was placed in 3.5 mL of distilled
water, followed by 0.15 mL of 5% NaNO2, after 5 min 0.15 mL of
10% AlCl3 was added and finally 5 min later 1.0 mL of 1M
NaOH was added. Reaction was left for 15 min and finally the
absorbance of samples was measured at 510 nm. Plant material Seeds of ten sorghum genotypes with different geographic
origins and varying pigmentations including ‘46038B’, ‘7B’,
‘FAUANL-3’ ‘WB’ from Nuevo León, México; ‘RB Norteño’,
‘RB Paloma’ from Tamaulipas, México; ‘Keller’ ‘Rox Orange’
from Kentucky, United States; ‘SPV4511-2’ from Telangana,
India; and ‘Tanol-1’ (commercial genotype, origin unknown)
were grown in the experimental field of the Agronomy Faculty of
Universidad Autónoma de Nuevo León located in Marín,
Nuevo León (25º52’13.5’’N and 100º02’22.5’’ W) during 2014
spring summer cycle. The sowing was performed on March 5th
on a clay soil and experimental units involved 4 furrows of 5 m López-Contreras JJ et al. / Not Bot Horti Agrobo, 2015, 43(2):366-370 367 Table 1. Chromatic characteristics of sorghum genotypes
Genotype
Colour View
Colour parameter
L*
C*
h
‘46038B’
83.61±0.12a
15.18±0.14f
82.10±0.03a
‘7Bʼ
81.35±0.16b
14.82±0.23f
80.51±0.05b
‘FAUANL-3’
70.75±0.13f
20.41±0.16a
66.79±0.08f
‘Keller’
69.79±0.02g
15.83±0.04e
69.37±0.04d
‘RB Norteño’
78.14±0.02d
15.97±0.01e
73.64±0.02c
‘RB Paloma’
79.53±0.01c
17.87±0.01c
80.70±0.06b
‘Rox Orange’
73.33±0.27e
12.01±0.09g
61.23±0.05h
SPV4511-2ʼ
66.05±0.05h
18.74±0.03b
66.15±0.03f
‘Tanol-1’
64.68±0.01i
17.16±0.01d
63.29±0.02g
‘WB’
77.75±0.39d
15.31±0.19f
68.49±0.20e
Values with different letters within a column are significantly different (p≤0.05). Data are expressed as means values of three samples ± standard deviation Table 1. Chromatic characteristics of sorghum genotypes long and 0.8 m spaced from each other and it was established a
0.1 m distance between plants in simple line. A day before
sowing, fertilisation of soil was performed with poultry manure
(3 tonnes ha-1). Table 1. Chromatic characteristics of sorghum genotypes
Genotype
Colour View
Colour parameter
L*
C*
h
‘46038B’
83.61±0.12a
15.18±0.14f
82.10±0.03a
‘7Bʼ
81.35±0.16b
14.82±0.23f
80.51±0.05b
‘FAUANL-3’
70.75±0.13f
20.41±0.16a
66.79±0.08f
‘Keller’
69.79±0.02g
15.83±0.04e
69.37±0.04d
‘RB Norteño’
78.14±0.02d
15.97±0.01e
73.64±0.02c
‘RB Paloma’
79.53±0.01c
17.87±0.01c
80.70±0.06b
‘Rox Orange’
73.33±0.27e
12.01±0.09g
61.23±0.05h
SPV4511-2ʼ
66.05±0.05h
18.74±0.03b
66.15±0.03f
‘Tanol-1’
64.68±0.01i
17.16±0.01d
63.29±0.02g
‘WB’
77.75±0.39d
15.31±0.19f
68.49±0.20e
Values with different letters within a column are significantly different (p≤0.05). Data are expressed as means values of three samples ± standard deviation (
)
Four irrigations were carried out during whole cycle (March
7th, March 20th, April 15th and May 5th), all sorghum genotypes
were harvested at physiological maturity (July 5th) and complete
grains (endosperm and bran) were milled and sieved to obtain
flour with a particle size ≤ 0.5 mm (mesh 35). Antioxidant capacity p
y
DPPH (2,2-diphenyl-1-picrylhydrazyl) was evaluated using a
k
l
h
d b
b
d
d DPPH (2,2-diphenyl-1-picrylhydrazyl) was evaluated using a
working solution 60 µM with and absorbance adjusted to 0.7 at
517 nm; the assay was carried out by mixing 0.2 mL of phenolic
extract with 3.3 mL of the DPPH working solution, the reaction
was left for 30 min in the dark and the reduction of DDPH was
determined. ABTS (3-ethyl-benzothiazoline-6-sulfonic acid)
was carried out using a working solution obtained by mixing one
mL 7.4 mM of ABTS and one mL of 2.6 mM of K2S2O8 and
allowing them to react for 12 h in the dark, after that time
absorbance of working solution was adjusted to 0.7 at 734 nm
diluting with methanol; the ABTS assay was performed by
mixing 0.2 mL of phenolic extract with 3.3 mL of ABTS
working solution, reaction was left for 2 h in the dark and the
reduction of ABTS was measured. Chromatic measurements
f
h Chromatic measurements Sixty grams of every sorghum sample were placed in a Petri
dish and colour was measured on the surface flour using a CR-
300 Konica Minolta Chroma Meter (Tokyo, Japan). Chromatic parameters were obtained using CIELAB (L*, a*,
b*) colour system where L* defines Lightness (0=black,
100=white), a* indicate red (positive a*) or green value (negative
a*) and b* indicate yellow (positive b*) or blue value (negative b*). In addition C* (Chroma; saturation level of h) and h (hue angle;
0°=red, 90°=yellow, 180°=green, 270°=blue) were obtained
using CIELAB colour values as C*= (a*2+b*2) and h=arctan
(b*/a*) (Commission Internationale de l’Ecleirage, 2004). Colour view was obtained by online software ColorHexa colour
converter using L*, C* and h values (ColorHexa, 2015) and
sorghum genotypes were grouped by colour based on h values. Chromatic characteristics p
For total phenolics, total flavonoids and condensed tannins
assays, catechin was used as standard (0 to 200 mg L-1) and results
were expressed as micrograms of catechin equivalents per gram of
dry sample (µgCE g-1) using a linear equation. There were significant differences in L*, C* and h (p≤0.05)
between samples (Table 1). Lightness values ranged from 64 to
83 such indicate that all samples were more white than black; López-Contreras JJ et al. / Not Bot Horti Agrobo, 2015, 43(2):366-370 368 Table 2. Chromatic characteristics of sorghum genotypes grouped by colour
Genotype
Number
of
genotypes
Colour
View
Colour parameter
L*
C*
h
VSO
3
81.49±1.77a
15.96±1.44ab
81.10±0.75a
SDO
5
72.50±4.88b
17.25±2.05a
68.88±2.73b
GO
2
69.00±4.74b
14.58±2.82b
62.26±1.12c
Values with different letters within column are significantly different (p≤0.05). VSO, SDO and GO are expressed as means value of nine, fifteen and six samples
± standard deviation respectively Table 2. Chromatic characteristics of sorghum genotypes grouped by colour (GO), including ʻRox Orangeʼ and ʻTanol-1ʼ. When samples
are grouped based on colour, VSO showed significant differences
(p≤0.05) in L* being 1.12 and 1.18-fold higher than SDO and
GO groups respectively; SDO was 1.08 and 1.18-fold higher
than VSO and GO in C* respectively, showing significant
differences (p≤0.05); in addition three colour groups showed
significant differences (p≤0.05) in h being VSO group 1.17 and
1.30-fold higher than SDO and GO respectively (Table 2). Phenolics Significant differences (p≤0.05) were observed in total
phenolics, total flavonoids and condensed tannins between
samples (Table 3). In all phenolics analysis ‘Rox Orange’ showed
the highest levels followed by ‘Tanol-1’ while the lowest levels
were in ‘46038B’, in addition the first one was 20, 72 and 133-
fold higher than the latter one in total phenolics, total flavonoids
and condensed tannins respectively. Table 3. Phenolics in sorghum genotypes Table 3. Phenolics in sorghum genotypes
Genotype
Phenolics (µgCE g-1)
Total
phenolics
Total
flavonoids
Condensed
tannins
‘46038B’
796±65h
175±15h
193±31h
‘7B’
1,100±22g
270±41g
1,343±166g
‘FAUANL-3’
2,394±75d
2,131±115d
5,830±224d
‘Keller’
5,570±526c
3,694±234c
8,064±896c
‘RB Norteño’
1,795±51e
660±116f
4,300±536e
‘RB Paloma’
2,329±190d
452±118fg
1,121±304g
‘Rox Orange’
15,949±208a
12,674±615a
25,780±1513a
SPV4511-2ʼ
2,026±75d
1,444±104e
2,361±173f
‘Tanol-1’
8,749±79b
7,325±415b
22,245±1321b
‘WB’
1,330±60f
201±43gh
2,327±176f
Values with different letters within column are significantly different (p≤0.05). Chromatic characteristics Data are expressed as means values of three samples ± standard deviation Total phenolics values obtained ranged from 796 to 15,949
µgCE g-1 and were between data reported by Awika et al. (2005)
that found from 1,000 to 21,000 µg g-1 analyzing whole grains of
brown, black and white sorghum genotypes grown in Texas
(United States). Total flavonoids content ranged from 175 to
12,674 µgCE g-1 and data obtained for most of the samples are in
the range of those reported by Herald et al. (2012) who analyzed
flours of tannin and non-tannin sorghums grown in Kansas
(United States) and found a range from 500 to 6,810 µg g-1
except for ‘Rox Orange’ and ‘Tanol-1’ that were higher than the
data reported by these authors. Table 4. Phenolics in sorghum genotypes grouped by colour
Genotype
Number of
genotypes
Phenolics (µgCE g-1)
Total
phenolics
Total
flavonoids
Condensed
tannins
VSO
3
1,408±710c
299±137c
885±557c
SDO
5
2,570±1592b
1,679±1302b
4,576±2295b
GO
2
12,349±3946a
10,000±2967a
24,013±2316a
Values with different letters within column are significantly different (p≤0.05). VSO, SDO and GO are expressed as means value of nine, fifteen and six samples ±
standard deviation respectively Table 4. Phenolics in sorghum genotypes grouped by colour p
y
Condensed tannins levels ranged from 193 to 25,780 µgCE
g-1 and excepting ‘Rox Orange’ and ‘Tanol-1’ which had content
higher than 20,000 µgCE g-1, the rest eight samples were between
values reported by Dykes et al. (2005) who analyzed sorghum
grains of varying genotypes developed in Texas (United States)
finding levels from 200 to 15,500 µg g-1. According to Dykes et al. (2013), sorghum genotypes with values of condensed tannins less
than 2,000 µg g-1 measured by vanillin-HCl assay are considered
tannin-free, taking that into account ‘46036B’, ‘7B’ and ‘RB
Paloma’ can be classified as tannin-free sorghum genotypes. values of a* and b* (data not shown) were positive in all samples
which indicate that they are more red than green and more
yellow than blue. According to McGuire (1992), to include h
and C* is a more appropriate measurement of colour since the
first one is how we perceive colour and the second one is the level
of saturation of the colour perceived. In general, colour saturation
of all samples were low with C* values ranging from 12 to 20
located in the gray zone of the hue circle. Chromatic characteristics (2009) and they found lower
average values than our GO group samples with 27 µmolTE g-1
in DPPH and 103 µmolTE g-1 in ABTS. In addition, Luthria et
al. (2013) evaluated the antioxidant capacity of the breeding lines
pearled kernels ‘PR6E14’ and ‘PR6E6’ grown in Texas (United
States) by FRAP, reporting an average value around 80 µmolTE
g-1 which were higher than all our colour groups. g
g
g
p
Although there are many reports about different sorghum
genotypes from around the world in terms of phenolics and
antioxidant capacity, there are not a colour system classification
of sorghum genotypes based on CIELAB chromatic
characteristics and so difficult comparisons among reports. In
addition, data variation in phenolics and antioxidant capacity
analysis among different reports using same plant material is
mainly attributed to solvent and technique used for extraction of
phenolic compounds and such topic is analyzed by Luthria
(2006). Table 6. Antioxidant capacity of sorghum genotypes grouped by colour
Genotype
Number
of
genotypes
Antioxidant capacity (µmolTE g-1)
DPPH
ABTS
FRAP
VSO
3
1.83±0.52b
44.21±8.79b
3.94±1.03b
SDO
5
4.33±3.90b
38.51±6.99b
6.16±2.96b
GO
2
65.73±30.79a
121.73±37.64a
63.34±38.51a
Values with different letters within column are significantly different (p≤0.05). VSO, SDO and GO are expressed as means value of nine, fifteen and six samples ±
standard deviation respectively Table 6. Antioxidant capacity of sorghum genotypes grouped by colour Antioxidant capacity Significant differences (p≤0.05) between samples were
observed in DPPH, ABTS and FRAP antioxidant capacity
assays. Results of antioxidant capacity were 1.20 to 93.83, 30.25
to 156.08 and 2.62 to 98.50 µmolTE g-1 in DPPH, ABTS and
FRAP respectively (Table 5). ‘Rox Orange’ showed highest levels
in three antioxidant capacity assays followed by ‘Tanol-1ʼ, in
addition ‘46038B’ showed the lowest levels in DPPH and FRAP
and ‘RB Norteño’ obtained lowest level in ABTS. ‘Rox Orange’
was 78 and 37-fold higher than ‘46038B’ in DPPH and FRAP
respectively and 5.15-fold higher than ‘RB Norteño’ in ABTS. p
y
g
Results of DPPH and ABTS assays are into the values
reported by Awika et al. (2003) who found 6 to 202 µmolTE g-1
in DPPH and 6 to 226 µmolTE g-1 in ABTS analyzing sorghum
of varied colours including white, red, brown and black
genotypes grown in Texas (United States), although ‘Hi Tannin’
and ‘Sumac’ genotypes include in that study were higher than all
our samples; in addition, Moraes et al. (2015) evaluated the
antioxidant capacity of ‘SC21’ genotype (brown pericarp,
pigmented testa) by FRAP assay reporting 90 µmolTE g-1
respectively, which is around levels found in ‘Rox Orange’ of our
study. Acknowledgments Authors would like to acknowledge the funding provided by
Fondo PAICYT-UANL 2010 Project CN450-10. Guillermo
Niño-Medina thank to José Juan López-Contreras for be part of
the project as undergraduate student, to Dr. Francisco Zavala-
García for conducted field experimental work and to Dr. Alejandro Isabel Luna-Maldonado for facilities in the use of
Chroma meter. y
In samples grouped by colour, the behaviour in all
antioxidant capacity assays was GO > SDO > VSO, significant
difference (p≤0.05) was observed between GO in relation to
VSO and SDO, but VSO and SDO did not present significant
difference (p≥0.05) between them (Table 6). GO group was
15.1 and 35.9, 3.1 and 2.7, 10.4 and 16.3-fold higher than SDO
and VSO in DPPH, ABTS and FRAP respectively. Conclusions ‘Rox Orange’ showed the lowest values in h colour parameter
and highest levels of phenolic compounds and antioxidant
capacity evaluated. Although there are not a colour system
classification of sorghum genotypes, we proposed to group our
samples as Very Soft Orange (VSO), Slightly Desaturated
Orange (SDO), Grayish Orange (GO) based on their L*, C* and
h values, and also genotypes were classified as non tannin-
containing, moderate tannin-containing and high tannin-
containing respectively, based on their condensed tannins
content. In addition, behaviour in phenolics of samples group by
colour were Grayish Orange ≥ Slightly Desaturated Orange ≥
Very Soft Orange while in antioxidant capacity was Grayish
Orange ≥ Slightly Desaturated Orange = Very Soft Orange. Finally, the ten evaluated sorghum genotypes grown in Nuevo
León, México, were in agreement with most of the data available
in literature for content of phenolics and levels of antioxidant
capacity of sorghum genotypes from different regions around the
world, although data variation among different reports is mainly
attributed to solvent and technique used for extraction. their results higher than ours. Taking into account levels of
condensed tannins, sorghum genotypes of the present study can
be classified as tannin-free, moderate containing-tannin and high
containing-tannin for samples within VSO, SDO and GO
groups respectively. Chromatic characteristics Antioxidant capacity of sorghum genotypes
Genotype
Antioxidant capacity (µmolTE g-1)
DPPH
ABTS
FRAP
‘46038B’
1.20±0.02g
48.12±0.17d
2.62±0.06h
‘7B’
1.93±0.08f
51.82±0.43c
4.88±0.02e
‘FAUANL-3’
1.82±0.25f
35.30±0.59f
4.01±0.33g
‘Keller’
11.77±0.08c
46.57±0.88de
11.77±0.27c
‘RB Norteño’
2.17±0.48ef
30.25±0.36h
4.88±0.05e
‘RB Paloma’
2.37±0.16e
32.69±0.45g
4.32±0.26fg
‘Rox Orange’
93.83±0.92a
156.08±0.69a
98.50±0.25a
SPV4511-2ʼ
3.48±0.15d
33.98±0.66fg
5.60±0.27d
‘Tanol-1’
37.64±0.61b
87.37±0.47b
28.19±0.50b
‘WB’
2.40±0.12e
46.43±0.46e
4.55±0.02f
Values with different letters within column are significantly different (p≤0.05). Data are expressed as means values of three samples ± standard deviation
Table 6. Antioxidant capacity of sorghum genotypes grouped by colour
Genotype
Number
of
genotypes
Antioxidant capacity (µmolTE g-1)
DPPH
ABTS
FRAP
VSO
3
1.83±0.52b
44.21±8.79b
3.94±1.03b
SDO
5
4.33±3.90b
38.51±6.99b
6.16±2.96b
GO
2
65.73±30.79a
121.73±37.64a
63.34±38.51a
Values with different letters within column are significantly different (p≤0.05). VSO, SDO and GO are expressed as means value of nine, fifteen and six samples ±
standard deviation respectively Table 5. Antioxidant capacity of sorghum genotypes
Genotype
Antioxidant capacity (µmolTE g-1)
DPPH
ABTS
FRAP
‘46038B’
1.20±0.02g
48.12±0.17d
2.62±0.06h
‘7B’
1.93±0.08f
51.82±0.43c
4.88±0.02e
‘FAUANL-3’
1.82±0.25f
35.30±0.59f
4.01±0.33g
‘Keller’
11.77±0.08c
46.57±0.88de
11.77±0.27c
‘RB Norteño’
2.17±0.48ef
30.25±0.36h
4.88±0.05e
‘RB Paloma’
2.37±0.16e
32.69±0.45g
4.32±0.26fg
‘Rox Orange’
93.83±0.92a
156.08±0.69a
98.50±0.25a
SPV4511-2ʼ
3.48±0.15d
33.98±0.66fg
5.60±0.27d
‘Tanol-1’
37.64±0.61b
87.37±0.47b
28.19±0.50b
‘WB’
2.40±0.12e
46.43±0.46e
4.55±0.02f
Values with different letters within column are significantly different (p≤0.05). Data are expressed as means values of three samples ± standard deviation Table 5. Antioxidant capacity of sorghum genotypes DPPH and 15.54 µmolTE g-1 in ABTS, these results were higher
than SDO group of our study which had similar characteristics
of genotypes analyzed by these authors. Four tannin-containing
sorghum grains from Texas (United States) and Kari (Kenya)
were analyzed by Awika et al. (2009) and they found lower
average values than our GO group samples with 27 µmolTE g-1
in DPPH and 103 µmolTE g-1 in ABTS. In addition, Luthria et
al. (2013) evaluated the antioxidant capacity of the breeding lines
pearled kernels ‘PR6E14’ and ‘PR6E6’ grown in Texas (United
States) by FRAP, reporting an average value around 80 µmolTE
g-1 which were higher than all our colour groups. DPPH and 15.54 µmolTE g-1 in ABTS, these results were higher
than SDO group of our study which had similar characteristics
of genotypes analyzed by these authors. Four tannin-containing
sorghum grains from Texas (United States) and Kari (Kenya)
were analyzed by Awika et al. Chromatic characteristics g
g
yp
When sorghum genotypes were grouped by colour (Table
4), the behaviour in all phenolics analysis was GO > SDO >
VSO and significant difference (p≤0.05) between the colour
groups was observed. GO group was 4.8 and 8.7, 5.9 and 33.4,
5.24 and 27.1-fold higher than SDO and VSO in total phenolics,
total flavonoids and condensed tannins respectively. p
y
There are several studies of phenolics in different sorghum
genotypes but most of them did not report colour data and only
described visual characteristics. Afify et al. (2012) analyzed
phenolics of three white sorghum genotypes grown in Giza
(Egypt) and found an average content of 1,121, 532 and 84 µg g-1
in total phenolics, total flavonoids and condensed tannins
respectively; the description of genotypes evaluated by these
authors are similar to VSO colour group of the present study and
the values in total phenolics and condensed tannins were lower
than our results but data obtained in total flavonoids were higher. Kobue-Lekalake et al. (2007) evaluated containing-tannin (red)
and tannin-free (white) genotypes developed in Botswana and
South Africa, which had visual characteristics similar than ours
VSO and GO colour groups respectively and they found a total
phenolics average of 15,066 µg g-1 for containing-tannin and 2,333
µg g-1 for tannin-free sorghums. In addition, they found 52,300 µg
g-1 of condensed tannins in containing-tannin genotypes, being g y
The hue angle ranged from 61 to 82 indicating that all values
were in the orange zone (red-yellow) colour on the hue circle. The values of C* and h of all genotypes analyzed in our study are
in agreement with most of the data reported by Dykes et al. (2011) for lemon-yellow (obtained from a* and b*) sorghum
genotypes grown in two locations of Texas (United States), but
L* values of these authors are different since they found a range
from 44 to 63 being their genotypes darker than ours. g
g
p
There are not a defined classification nomenclature colour of
sorghum genotypes according to their chromatic values, but
based on L*, C* and h values obtained we classified our sorghum
genotypes in three colour groups: 1) Very Soft Orange (VSO),
including ʻ46038Bʼ, ʻ7Bʼ and ʽRB Palomaʼ; 2) Slightly
Desaturated Orange (SDO), including ʻFAUANL-ʼ3, ʻKellerʼ,
ʻRB Norteñoʼ, ʻSPV4511-2ʼ and ʻWBʼ; 3) Grayish Orange López-Contreras JJ et al. / Not Bot Horti Agrobo, 2015, 43(2):366-370 369 Table 5. References Afify AE-MMR, El-Beltagi HS, Abd El-Salam SM, Omran AA (2012). Biochemical changes in phenols, flavonoids, tannins, vitamin E, β-
carotene and antioxidant activity during soaking of three white sorghum
varieties. Asian Pacific Journal of Tropical Biomedicine 2(3):203-209. Afify AE-MMR, El-Beltagi HS, Abd El-Salam SM, Omran AA (2012). Biochemical changes in phenols, flavonoids, tannins, vitamin E, β-
carotene and antioxidant activity during soaking of three white sorghum
varieties. Asian Pacific Journal of Tropical Biomedicine 2(3):203-209. p
y
Afify et al. (2012), evaluated the antioxidant capacity of
white sorghums finding average values of 14.51 µmolTE g-1 in López-Contreras JJ et al. / Not Bot Horti Agrobo, 2015, 43(2):366-370 370 Ivanova V, Stefova M, Vojnosky B, Dörnyei Á, Márk L, Dimovska V,
Stafilov T, Kilár F ( 2011). Identification of polyphenolic compounds in
red and white grape varieties grown in R. Macedonia and changes of
their content during ripening. Food Research International 44(9):2851-
2860. Althwab S, Carr TP, Weller CL, Dweikat M, Schlegel V (2015). Advances
in grain sorghum and its co-products as a human health promoting
dietary
system. Food
Research
International
DOI:
10.1016/j.foodres.2015.08.011. Awika JM, McDonough CM, Rooney LW (2005). Decorticating sorghum
to concentrate phytochemicals. Journal of Agricultural and Food
Chemistry 53(16):6230-6234. Kobue-Lekalake RI, Taylor JRN, De Kock HL (2007). Effects of phenolics
in sorghum grain on its bitterness, astringency and other sensory
properties. Journal of the Science of Food and Agriculture 87(10):1940-
1948. Awika JM, Rooney LW (2004). Sorghum photochemicals and their
potential impact on human health. Phytochemistry 65(9):1199-1221. Luthria DL (2006). Significance of sample preparation in developing
analytical methodologies for accurate estimation of bioactive
compounds in functional foods. Journal of the Science of Food and
Agriculture 86(14):2266-2272. Awika JM, Rooney LW, Wu X, Prior RL, Cisneros-Zevallos L (2003). Screening methods to measure antioxidant activity of sorghum
(Sorghum bicolor) and sorghum products. Journal of Agricultural and
Food Chemistry 51(23):6657-6662. Luthria DL, Liu K (2013). Localization of phenolic acids and antioxidant
activity in sorghum kernels. Journal of Functional Foods 5(4):1751-
1760. Awika JM, Yang L, Browning J, Faraj A (2009). Comparative antioxidant,
antiprliferative and phase II enzyme inducing potential of sorghum
(Sorghum bicolor) varieties. LWT-Food Science and Technology
42(6):1041-1046. Mcguire RG (1992). Reporting of objective color measurements. HortScience 27(12):1254-1255. Chun OK, Kim DO (2004). Consideration on equivalent chemicals in total
phenolic assay of chlorogenic acid-rich plums. Food Research
International 37(4):337-342. Minitab 14 statistical software (2004). Computer software. State College,
PA: Minitab Inc. References www.minitab.com. Moraes ÁE, Marineli RDS, Lenquiste SA, Steel CJ, Menezes CBD, Queiroz
CAV, Maróstica Junior MR (2015). Sorghum flour fractions:
correlations among polysaccharides, phenolic compounds, antioxidant
capacity and glycemic index. Food Chemistry 180(1):116-123. ColorHexa (2015). Color encyclopedia: information and conversion. Computer software. Available at http://www.colorhexa.com/ (accessed
April 2015). Commission Internationale de l’Ecleirage (2004). CIE 15: technical report:
colorimetry, 3rd edition. p.17. Vienna, Austria. Servicio de Información Agroalimentaria y Pesquera (SIAP) [Food and
Fisheries Statistics Service]. Agricultura Producción Anual. Cierre de la
Producción
Agrícola
por
Cultivo. Available
at:
http://www.siap.gob.mx/cierre-de-la-produccion-agricola-por-cultivo/
(accessed August 2015). Dykes L, Rooney LW (2006). Sorghum and millets phenolics and
antioxidants. Journal of Cereal Science 44(3):236-251. Dykes L, Peterson GC, Rooney WL, Rooney LW (2011). Flavonoid
composition of lemon-yellow sorghum genotypes. Food Chemistry
128(1):173-179. Sun B, Ricardo-da-Silva JM, Spranger I (1998). Critical factors of vanillin
assay for catechins and proanthocyanidins. Journal of Agricultural and
Food Chemistry 46(10):4267-4274. Dykes L, Rooney WL, Rooney LW (2013). Evaluation of phenolics and
antioxidant activity of black sorghum hybrids. Journal of Cereal Science
58(2):278-283. Taylor, JRN, Schober, TJ, Bean, SR (2006). Novel food and non-food uses
of sorghum and millets. Journal of Cereal Science 44(3):252-271. Dykes L, Rooney LW, Waniska RD, Rooney WL (2005). Phenolic
compounds and antioxidant activity of sorghum grains of varying
genotypes. Journal of Agricultural and Food Chemistry 53(17):6813-
6818. Thaipong K, Boonprakob U, Crosby K, Cisneros-Zevallos L, Byrne DH
(2006). Comparison of ABTS, DPPH, FRAP, and ORAC assays for
estimating antioxidant activity from guava fruit extracts. Journal of Food
Composition and Analysis 19(6-7):669-675. Herald TJ, Gadgil P, Tilley M (2012). High-throughput micro plate assays
for screening flavonoid content and DPPH-scavenging activity in
sorghum bran and flour. Journal of the Science of Food and Agriculture
92(11):2326-2331.
|
https://openalex.org/W2745734064
|
https://www.research-collection.ethz.ch/bitstream/20.500.11850/192547/2/Fulltext%28publishedversion%29.pdf
|
English
| null |
Folate Receptor-Positive Gynecological Cancer Cells: In Vitro and In Vivo Characterization
|
Pharmaceuticals
| 2,017
|
cc-by
| 11,785
|
ETH Library Folate Receptor-Positive Gynecological Cancer Cells:
In Vitro and In Vivo Characterization Klaudia Siwowska 1, Raffaella M. Schmid 1, Susan Cohrs 1, Roger Schibli 1,2 and
Cristina Müller 1,* 1
Center for Radiopharmaceutical Sciences ETH-PSI-USZ, Paul Scherrer Institut, Villigen-PSI 5232,
Switzerland; klaudia.siwowska@psi.ch (K.S.); raffaella.schmid@psi.ch (R.M.S.); susan.cohrs@psi.ch (S.C.);
roger.schibli@psi.ch (R.S.) 1
Center for Radiopharmaceutical Sciences ETH-PSI-USZ, Paul Scherrer Institut, Villigen-PSI 5232,
Switzerland; klaudia.siwowska@psi.ch (K.S.); raffaella.schmid@psi.ch (R.M.S.); susan.cohrs@psi.ch (S.C.);
roger.schibli@psi.ch (R.S.) g
p
(
)
2
Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich 8093, Switzerland
*
Correspondence: cristina.mueller@psi.ch; Tel.: +41-56-310-44-54 g
p
2
Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich 8093, Switzerland
*
C
d
i ti
ll
@
i h T l
41 56 310 44 54 g
p
2
Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich 8093, Switzerland
*
Correspondence: cristina.mueller@psi.ch; Tel.: +41-56-310-44-54 2
Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich 8093, Switzerland
*
Correspondence: cristina.mueller@psi.ch; Tel.: +41-56-310-44-54 *
Correspondence: cristina.mueller@psi.ch; Tel.: +41-56-310-44-54 Received: 6 May 2017; Accepted: 9 August 2017; Published: 15 August 2017 Received: 6 May 2017; Accepted: 9 August 2017; Published: 15 August 2017 Abstract: The folate receptor alpha (FR) is expressed in a variety of gynecological cancer types. It
has been widely used for tumor targeting with folic acid conjugates of diagnostic and therapeutic
probes. The cervical KB tumor cells have evolved as the standard model for preclinical investigations
of folate-based (radio) conjugates. In this study, a panel of FR-expressing human cancer cell lines—
including cervical (HeLa, KB, KB-V1), ovarian (IGROV-1, SKOV-3, SKOV-3.ip), choriocarcinoma (JAR,
BeWo) and endometrial (EFE-184) tumor cells—was investigated in vitro and for their ability to grow
as xenografts in mice. FR-expression levels were compared in vitro and in vivo and the cell lines
were characterized by determination of the sensitivity towards commonly-used chemotherapeutics
and the expression of two additional, relevant tumor markers, HER2 and L1-CAM. It was found that,
besides KB cells, its multiresistant KB-V1 subclone as well as the ovarian cancer cell lines, IGROV-1
and SKOV-3.ip, could be used as potentially more relevant preclinical models. They would allow
addressing specific questions such as the therapeutic efficacy of FR-targeting agents in tumor (mouse)
models of multi-resistance and in mouse models of metastases formation. Keywords:
folate receptor; folic acid; ovarian cancer; cervical cancer; endometrial cancer;
choriocarcinoma, KB; KB-V1; IGROV-1; SKOV-3; SKOV-3.ip Originally published in: 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. pharmaceuticals Pharmaceuticals 2017, 10, 72; doi:10.3390/ph10030072 1. Introduction An
overview in this regard would not only facilitate the design of future research in the field, but
allow for the selection of an appropriate tumor cell type when testing combination therapies with
chemotherapeutics or other treatment modalities. Moreover, it may allow a better understanding of
the differences between in vitro and in vivo models as well as the challenges which may occur when
translating in vitro results to the in vivo situation. There is a number of human gynecological cancer cell lines which are known, or mentioned in
the literature, to express the FR [27]. These include cell lines of cervical and ovarian cancer, as well
as choriocarcinoma and endometrial tumor types. The use of the cervical adenocarcinoma cells is
most common in the field, due to the very high FR-expression level in KB cells [31–34]. KB cells are a
subclone of HeLa cells, which is the first human epithelial cancer cell line established in culture and
probably the best-known cell line in past and current research [35]. The multidrug-resistant KB-V1 cell
line has been derived from KB cells by culturing them with increasing amounts of vinblastine [36]. The
multi-drug resistance (MDR)-1 gene of KB-V1 cells encodes P-glycoprotein responsible for decreased
intracellular accumulation of anticancer agents, such as vinca alkaloids, doxorubicin, daunorubicin,
paclitaxel, actinomycin D or etoposide [37–39]. Strong attention should be drawn towards ovarian cancer, since this cancer type is known
to express the FR with highest frequency (~90% of the cases) in patients [3]. The human ovarian
adenocarcinoma cell line, IGROV-1, was proposed as a model for human ovarian cancer in 1985 [40],
and later employed for FR-targeting studies [41]. SKOV-3 is another ovarian cancer cell line found
to express the FR [42–44]. Yu et al. reported on the development of SKOV-3.ip cells, generated by
isolating tumor cells from the ascites of a mouse injected with SKOV-3 intraperitoneally [43]. The
SKOV-3.ip subclone was characterized with a higher level of c-erbB-2/neu expression, as well as
more aggressive peritoneal carcinomatosis. It was proposed as a more relevant model of ovarian
cancer since multiple metastasis-like tumors grow in the abdomen when the cells are injected into
the peritoneum of mice [43]. Two choriocarcinoma cell lines, JAR and BeWo, were mentioned in
the literature to be FR-positive [45–47]. These cell lines were used as models for malignant tumors
of the trophoblast [48–50]. 1. Introduction The folate receptor alpha (FR) has emerged as an interesting tumor target due to its overexpression
in a variety of tumor types, including several gynecological cancers of epithelial origin [1–3]. The occurrence of FRs in normal tissue is limited, with kidneys being the most important site of
physiological FR-expression [4,5]. Due to favorable FR-targeting properties, the vitamin folic acid has
been investigated extensively as a ligand to deliver attached diagnostic and therapeutic payloads for
imaging and therapy of FR-expressing cancer [6]. This targeting concept is based on the accessibility of
folic acid for chemical derivatization allowing the conjugation of even bulky entities without losing
FR-binding affinity [7]. Tumor targeting using radionuclides conjugated to folic acid was shown to be effective for
nuclear imaging using single photon emission computed tomography (SPECT) and positron emission
tomography (PET) in numerous pre-clinical experiments as well as in the clinics [8–10]. Moreover,
folate conjugates of fluorescent probes have been developed for intraoperative imaging of ovarian
tumors allowing more radical cytoreductive surgery in patients [11]. With regard to FR-targeted tumor
therapy, many approaches have been reported in the literature, among those the most promising being
the coupling of folic acid with anticancer drugs [12–18]. A number of otherwise highly toxic agents Pharmaceuticals 2017, 10, 72; doi:10.3390/ph10030072 www.mdpi.com/journal/pharmaceuticals 2 of 17 Pharmaceuticals 2017, 10, 72 have been used in conjunction with folic acid to allow specific accumulation in FR-expressing tumor
cells for cancer therapy in clinical trials [19–24]. The choice of an appropriate tumor model to investigate the concept of FR-targeting in preclinical
settings remains challenging. In this regard, KB tumor cells are most often used and, hence, they are
considered as the “gold standard” for this purpose [17]. In the past, this cell line was believed to be a
human nasopharyngeal epidermal carcinoma cell line [25–28], however, later it became obvious that
the KB cell line was established via contamination by HeLa cells, a cervical cancer cell line [29,30]. KB
cells are readily used for any investigation with regard to FR-targeting due to their high FR-expression
level as well as fast growth and general ease of culturing. The question arises, however, whether this
model is the most appropriate for preclinical research. As no comprehensive study exists, in which different FR-positive tumor cell lines are investigated
and compared, the in vitro and in vivo characterization of such cell lines appeared important. 2.1. In Vitro Culturing of FR-Expressing Cancer Cell Lines
2. Results and Discussion 2.1. In Vitro Culturing of FR-Expressing Cancer Cell Lines
2. Results and Discussion All cell lines were grown in folate-deficient RPMI medium (FFRPMI) with fetal calf serum (FCS)
as the only source of folate. The expression of the FR allowed these cell lines to grow at very low
folate concentrations when most FR-negative cell lines would not survive. Different morphology and
confluency levels were observed for each cancer cell line even among the same tumor type as shown
in the microscopic images (Figure 1). There was a tendency of faster growth of KB-V1 and SKOV-3.ip
cells as compared to the parental cells, KB and SKOV-3, respectively. Most of the cell lines showed tight
adherence to the culture flasks, however, KB-V1 and BeWo cells were more challenging to culture and
for being used in experiments as they showed weak adherence, requiring surface-coated cell culture
flasks and well-plates. 2.1. In Vitro Culturing of FR-Expressing Cancer Cell Lines
All cell lines were grown in folate-deficient RPMI medium (FFRPMI) with fetal calf serum (FCS)
as the only source of folate. The expression of the FR allowed these cell lines to grow at very low
folate concentrations when most FR-negative cell lines would not survive. Different morphology
and confluency levels were observed for each cancer cell line even among the same tumor type as
shown in the microscopic images (Figure 1). There was a tendency of faster growth of KB-V1 and
SKOV-3.ip cells as compared to the parental cells, KB and SKOV-3, respectively. Most of the cell
lines showed tight adherence to the culture flasks, however, KB-V1 and BeWo cells were more
challenging to culture and for being used in experiments as they showed weak adherence, requiring
surface-coated cell culture flasks and well-plates. Figure 1. Microscopic images of (A) HeLa cells; (B) KB cells and (C) KB-V1 cells; (D) IGROV-1 cells;
(E) SKOV-3 cells and (F) SKOV-3.ip cells; (G) JAR cells; (H) BeWo cells and (I) EFE-184 cells. Magnification 20×. Figure 1. Microscopic images of (A) HeLa cells; (B) KB cells and (C) KB-V1 cells; (D) IGROV-1 cells; (E)
SKOV-3 cells and (F) SKOV-3.ip cells; (G) JAR cells; (H) BeWo cells and (I) EFE-184 cells. Magnification
20×. Figure 1. Microscopic images of (A) HeLa cells; (B) KB cells and (C) KB-V1 cells; (D) IGROV-1 cells;
(E) SKOV-3 cells and (F) SKOV-3.ip cells; (G) JAR cells; (H) BeWo cells and (I) EFE-184 cells. Magnification 20×. 1. Introduction Finally, there was an indication that endometrial EFE-184 tumor cells
also express the FR (oral communication). This cell line may be of interest to be used as a model
of endometrial cancer, since clinically, this cancer type is also reported to express the FR with high
frequency (~90%) [3]. In the present study, the aim was to characterize these FR-positive cell lines in vitro and in vivo. The relative FR-expression level and the ability to bind folate radioconjugates were investigated in
cultured cells. The most promising cancer cell lines were tested with regard to their ability to grow in
mice. FR-expression was evaluated on tissue sections of xenografts using in vitro autoradiography and
immunohistochemistry. Finally, the in vivo targeting was demonstrated using a recently-developed
folate radioconjugate (177Lu-cm10 [51]) in the four tumor mouse models that revealed the greatest
potential to be used for FR-targeting research. 3 of 17 Pharmaceuticals 2017, 10, 72 2.1. In Vitro Culturing of FR-Expressing Cancer Cell Lines
2. Results and Discussion Figure 1. Microscopic images of (A) HeLa cells; (B) KB cells and (C) KB-V1 cells; (D) IGROV-1 cells; (E)
SKOV-3 cells and (F) SKOV-3.ip cells; (G) JAR cells; (H) BeWo cells and (I) EFE-184 cells. Magnification
20×. f
p
f
Western Blot technique was used to determine relative FR-
2.2. Determination of FR-Expression Levels of Cells Cultured In Vitro The value obtained for KB cells was set
as 100% and the percentage of the signals of the other cell lines was calculated for each single western
blot (n = 5–6) and expressed as the average ± standard deviation. Figure 2. Quantification of signal intensity obtained from western blot for FR-expression in cervical,
ovarian, choriocarcinoma and endometrial cancer cell lines. The value obtained for KB cells was set as
100% and the percentage of the signals of the other cell lines was calculated for each single western blot
(n = 5–6) and expressed as the average ± standard deviation. Pharmaceuticals 2017, 10, 72
4 of 16
Figure 2. Quantification of signal intensity obtained from western blot for FR-expression in cervical,
ovarian, choriocarcinoma and endometrial cancer cell lines. The value obtained for KB cells was set
as 100% and the percentage of the signals of the other cell lines was calculated for each single western Figure 2. Quantification of signal intensity obtained from western blot for FR-expression in cervical,
ovarian, choriocarcinoma and endometrial cancer cell lines. The value obtained for KB cells was set
as 100% and the percentage of the signals of the other cell lines was calculated for each single western
blot (n = 5–6) and expressed as the average ± standard deviation. Figure 2. Quantification of signal intensity obtained from western blot for FR-expression in cervical,
ovarian, choriocarcinoma and endometrial cancer cell lines. The value obtained for KB cells was set as
100% and the percentage of the signals of the other cell lines was calculated for each single western blot
(n = 5–6) and expressed as the average ± standard deviation. Figure 2. Quantification of signal intensity obtained from western blot for FR-expression in cervical,
ovarian, choriocarcinoma and endometrial cancer cell lines. The value obtained for KB cells was set
100%
d th
t
f th
i
l
f th
th
ll li
l
l t d f
h i
l
t As next step, the ability of these cell lines to actively accumulate folate conjugates via
FR-mediated uptake was investigated in vitro using a radiolabeled folate conjugate (177Lu-cm10,
[51]) previously developed in our group (Figure 3). In cervical cancer cells, the total uptake of the
radiofolate was in the range of 21–42% of added activity whereof about 12% and 15% were
internalized after 2 h and 4 h incubation, respectively (Figure 3A). f
p
f
Western Blot technique was used to determine relative FR-
2.2. Determination of FR-Expression Levels of Cells Cultured In Vitro IGROV-1 and SKOV-3.ip cells
showed high radiofolate uptake reaching 60–70% of added activity. Interestingly, these ovarian
cancer cells showed higher radiofolate uptake than KB cells, despite lower expression of FRs. These
findings are in agreement with literature reports where it is stated that the FR-expression level is not
proportional to the uptake of folates [7]. The uptake in SKOV-3 cells was more comparable to the
uptake in cervical cancer cell lines. JAR and BeWo cells showed equally high uptake and
internalization comparable to HeLa, KB, KB-V1 and SKOV-3 cells. Slightly reduced values were
found in the case of EFE-184 cells in comparison to JAR and BeWo. Generally, the internalized
fraction was about one third up to half of the total uptake (referring to the sum of surface-bound and
internalized fraction) of radiofolate. In addition, experiments with excess folic acid to block FRs prior
to the addition of the radiofolate resulted in reduced uptake and internalization to less than 1%
which unambiguously indicated FR-specific binding of the radiofolate (Figure 3). As next step, the ability of these cell lines to actively accumulate folate conjugates via FR-mediated
uptake was investigated in vitro using a radiolabeled folate conjugate (177Lu-cm10, [51]) previously
developed in our group (Figure 3). In cervical cancer cells, the total uptake of the radiofolate was in
the range of 21–42% of added activity whereas about 12% and 15% were internalized after 2 h and 4 h
incubation, respectively (Figure 3A). IGROV-1 and SKOV-3.ip cells showed high radiofolate uptake
reaching 60–70% of added activity. Interestingly, these ovarian cancer cells showed higher radiofolate
uptake than KB cells, despite lower expression of FRs. These findings are in agreement with literature
reports where it is stated that the FR-expression level is not proportional to the uptake of folates [7]. The uptake in SKOV-3 cells was more comparable to the uptake in cervical cancer cell lines. JAR
and BeWo cells showed equally high uptake and internalization comparable to HeLa, KB, KB-V1 and
SKOV-3 cells. Slightly reduced values were found in the case of EFE-184 cells in comparison to JAR and
BeWo. Generally, the internalized fraction was about one third up to half of the total uptake (referring
to the sum of surface-bound and internalized fraction) of radiofolate. f
p
f
Western Blot technique was used to determine relative FR-
2.2. Determination of FR-Expression Levels of Cells Cultured In Vitro q
p
lines (Figure 2, Supplementary Materials Figure S1). Among the tested cervical cancer cell lines, KB
cells revealed the most prominent FR-expression, followed by KB-V1 and HeLa cells, the latter
showing clearly reduced levels despite being frequently used in FR-targeting research [52,53]. In
ovarian cancer cells FR-expression levels were almost identical in IGROV-1 and SKOV-3.ip tumor
cells. In SKOV-3 cells, however, FR-expression was lower and comparable to the expression level in
HeLa cells. In the choriocarcinoma cells, JAR and BeWo, the FR was detected as well, but at lower
levels. The western blot signal obtained with EFE-184 cells was very weak, indicating low
FR-expression levels. Comparison of FR-expression in all investigated cancer cell lines, independent
of the tumor type, revealed the following sequence: KB > KB-V1 > SKOV-3.ip > IGROV-1 > HeLa ≈
SKOV-3 ≈ JAR > BeWo > EFE-184. Based on these results, IGROV-1 or SKOV-3.ip ovarian cancer cell
lines appeared most promising after KB and KB-V1 cells to be used for FR-targeting. Western Blot technique was used to determine relative FR-expression levels in all cancer cell lines
(Figure 2, Supplementary Materials Figure S1). Among the tested cervical cancer cell lines, KB cells
revealed the most prominent FR-expression, followed by KB-V1 and HeLa cells, the latter showing
clearly reduced levels despite being frequently used in FR-targeting research [52,53]. In ovarian cancer
cells FR-expression levels were almost identical in IGROV-1 and SKOV-3.ip tumor cells. In SKOV-3
cells, however, FR-expression was lower and comparable to the expression level in HeLa cells. In the
choriocarcinoma cells, JAR and BeWo, the FR was detected as well, but at lower levels. The western blot
signal obtained with EFE-184 cells was very weak, indicating low FR-expression levels. Comparison
of FR-expression in all investigated cancer cell lines, independent of the tumor type, revealed the
following sequence: KB > KB-V1 > SKOV-3.ip > IGROV-1 > HeLa ≈SKOV-3 ≈JAR > BeWo > EFE-184. Based on these results, IGROV-1 or SKOV-3.ip ovarian cancer cell lines appeared most promising after
KB and KB-V1 cells to be used for FR-targeting. 4 of 17
16 Pharmaceuticals 2017, 10, 72
Pharmaceuticals 2017, 10, 7 Figure 2. Quantification of signal intensity obtained from western blot for FR-expression in cervical,
ovarian, choriocarcinoma and endometrial cancer cell lines. f
p
f
Western Blot technique was used to determine relative FR-
2.2. Determination of FR-Expression Levels of Cells Cultured In Vitro In addition, experiments with
excess folic acid to block FRs prior to the addition of the radiofolate resulted in reduced uptake and
internalization to less than 1% which unambiguously indicated FR-specific binding of the radiofolate
(Figure 3). blot (n = 5–6) and expressed as the average ± standard deviation. As next step, the ability of these cell lines to actively accumulate folate conjugates via
FR-mediated uptake was investigated in vitro using a radiolabeled folate conjugate (177Lu-cm10,
[51]) previously developed in our group (Figure 3). In cervical cancer cells, the total uptake of the
radiofolate was in the range of 21–42% of added activity whereof about 12% and 15% were
internalized after 2 h and 4 h incubation, respectively (Figure 3A). IGROV-1 and SKOV-3.ip cells
showed high radiofolate uptake reaching 60–70% of added activity. Interestingly, these ovarian
cancer cells showed higher radiofolate uptake than KB cells, despite lower expression of FRs. These
findings are in agreement with literature reports where it is stated that the FR-expression level is not
proportional to the uptake of folates [7]. The uptake in SKOV-3 cells was more comparable to the
uptake in cervical cancer cell lines. JAR and BeWo cells showed equally high uptake and
internalization comparable to HeLa, KB, KB-V1 and SKOV-3 cells. Slightly reduced values were
found in the case of EFE-184 cells in comparison to JAR and BeWo. Generally, the internalized
fraction was about one third up to half of the total uptake (referring to the sum of surface-bound and
internalized fraction) of radiofolate. In addition, experiments with excess folic acid to block FRs prior
to the addition of the radiofolate resulted in reduced uptake and internalization to less than 1%
which unambiguously indicated FR-specific binding of the radiofolate (Figure 3). Figure 3. Cont. Figure 3. Cont. Figure 3. Cont. 5 of 17
16 Pharmaceuticals 2017, 10, 72
Pharmaceuticals 2017, 10, Figure 3. Total uptake (up) and internalization (int) of 177Lu-folate in (A) cervical cancer cells; (B)
ovarian cancer cells; (C) choriocarcinoma cells and endometrial cancer cell. Figure 3. Total uptake (up) and internalization (int) of 177Lu-folate in (A) cervical cancer cells;
(B) ovarian cancer cells; (C) choriocarcinoma cells and endometrial cancer cell. Figure 3. Total uptake (up) and internalization (int) of 177Lu-folate in (A) cervical cancer cells; (B)
ovarian cancer cells; (C) choriocarcinoma cells and endometrial cancer cell. Figure 3. f
p
f
Western Blot technique was used to determine relative FR-
2.2. Determination of FR-Expression Levels of Cells Cultured In Vitro Total uptake (up) and internalization (int) of 177Lu-folate in (A) cervical cancer cells;
(B) ovarian cancer cells; (C) choriocarcinoma cells and endometrial cancer cell. 2.3. Tumor Cell Characterization beyond FR-Expression
2.3. Tumor Cell Characterization beyond FR-Expression 2.3.1. Expression of L1-Cell Adhesion Molecule
2.3.1. Expression of L1-Cell Adhesion Molecule As a further characterization of these cancer cell lines we determined the expression levels of
L1-cell adhesion molecule (L1-CAM), a frequently expressed antigen in ovarian cancer known to
correlate with the aggressiveness of cancer (Supplementary Materials Figure S2A) [54–56]. L1-CAM
was detected in all three cervical cancer cell lines. In ovarian cancer cells, SKOV-3 and SKOV-3.ip
cells, showed significant expression of L1-CAM whereas in IGROV-1 cells the expression level
appeared to be lower. L1-CAM-expression may be of relevance, as it was shown that
downregulation of L1-CAM in IGROV-1 cells led to decreased cell proliferation [57]. In line with this
observation, the treatment of SKOV-3.ip cells with an antibody against L1-CAM showed
significantly decreased proliferation [58]. Interestingly, choriocarcinoma cells did not show any
expression of L1-CAM, however, high expression levels were found in EFE-184 cells. Since L1-CAM
was previously associated with a poor prognosis in endometrial cancer [59,60], it is likely that
EFE-184 cells are representative for an aggressive cancer cell type. 2 3 2 Expression of Human Epidermal Growth Factor Receptor 2
As a further characterization of these cancer cell lines we determined the expression levels of
L1-cell adhesion molecule (L1-CAM), a frequently expressed antigen in ovarian cancer known to
correlate with the aggressiveness of cancer (Supplementary Materials Figure S2A) [54–56]. L1-CAM
was detected in all three cervical cancer cell lines. In ovarian cancer cells, SKOV-3 and SKOV-3.ip cells,
showed significant expression of L1-CAM whereas in IGROV-1 cells the expression level appeared to
be lower. L1-CAM-expression may be of relevance, as it was shown that downregulation of L1-CAM
in IGROV-1 cells led to decreased cell proliferation [57]. In line with this observation, the treatment of
SKOV-3.ip cells with an antibody against L1-CAM showed significantly decreased proliferation [58]. Interestingly, choriocarcinoma cells did not show any expression of L1-CAM, however, high expression
levels were found in EFE-184 cells. Since L1-CAM was previously associated with a poor prognosis in
endometrial cancer [59,60], it is likely that EFE-184 cells are representative for an aggressive cancer
cell type. 2.3.3. Sensitivity towards Chemotherapeutics The characterization of the investigated cancer cell lines was additionally addressed by
determination of their sensitivity towards the treatment with commonly used chemotherapeutics
(Table 1). 5-Fluorouracil (5-FU), gemcitabine (GEM) and pemetrexed (PMX) are antimetabolites which
are employed or tested as radiosensitizing agents for application in radio-oncology [69–71]. 5-FU
reduced cell viability when applied in the micromolar range. KB cells showed reduced sensitivity to
5-FU as compared to KB-V1 (Table 1), despite the latter being characterized as multi-drug resistant
(MDR) [36]. These findings are in agreement with previous studies suggesting that the MDR-1 gene
expression does not cause resistance against 5-FU [72]. IGROV-1 and SKOV-3.ip demonstrated values
in the same range, whereas the SKOV-3 cells were less sensitive towards 5-FU. BeWo cells were 2-fold
more sensitive than JAR and EFE-184 cells. The IC50 values for all investigated cell lines treated with
GEM were in the nanomolar range. From the most sensitive to the most resistant cancer cell line IC50,
values varied over two orders of magnitude. KB cells were less sensitive than HeLa cells and KB-V1
cells were the most sensitive among cervical cancer cells. These findings are in line with the literature,
where it was reported that multidrug resistant cells are more sensitive toward gemcitabine treatment
than their parental cell lines [73]. Among ovarian cancer cell lines, SKOV-3.ip was the least sensitive. JAR cells were less sensitive than BeWo cells, which revealed to be most sensitive among all tested
cell lines. Finally, EFE-184 cells showed an IC50 value which was in the same range as for ovarian
cancer cells. Table 1. IC50 values of cells treated with 5-fluorouracil (5-FU), gemcitabine (GEM), pemetrexed (PMX),
cisplatin (CIS), doxorubicin (DOX) and paclitaxel (PCX). Cancer Type
Cell Line
5-FU IC50
(µM)
GEM IC50
(nM)
PMX IC50
(nM)
CIS IC50
(µM)
DOX IC50
(nM)
PCX IC50
(nM)
Cervical
HeLa
16.2
56.4
8.9 **
2.8
36.2
9.5
KB
28.6 *
120
4.5 **
1.9
15.4
2.7
KB-V1
9.1
12.8
5.3
0.3
211
597
Ovarian
IGROV-1
2.0
11.8
41.8
0.8
23.9
5.0
SKOV-3
8.0 **
20.8
14.9 *
5.6
96.7 **
4.0
SKOV-3.ip
3.1
45.0 *
6.4 *
1.9
449 **
9.6
Choriocarcinoma
JAR
8.2
30.6
33.8
0.9
9.8
3.1
BeWo
4.2
1.2
6.4
0.4
2.2
1.6
Endometrial
EFE-184
9.7 *
15.8
n.d. Human epidermal growth factor receptor 2 (HER2) is an epid
2.3.2. Expression of Human Epidermal Growth Factor Receptor-2 overexpressed in 10–15% of breast cancers and associated with a poor prognosis [61]. It is a common
marker of breast cancer, however, also found in ovarian cancer, with the incidence indicated
between 8% and 66% depending on the literature [62]. Although the significance of HER2 is clearly
established in breast cancer, its role is not as clear in ovarian cancer. Treatment of ovarian cancer
with trastuzumab, an anti-HER2 antibody resulted in an overall response rate of only ~7% in
patients with HER2-positive ovarian cancer [63], whereas in breast cancer patients the overall
Human epidermal growth factor receptor 2 (HER2) is an epidermal growth factor receptor 2,
overexpressed in 10–15% of breast cancers and associated with a poor prognosis [61]. It is a common
marker of breast cancer, however, also found in ovarian cancer, with the incidence indicated between
8% and 66% depending on the literature [62]. Although the significance of HER2 is clearly established
in breast cancer, its role is not as clear in ovarian cancer. Treatment of ovarian cancer with trastuzumab,
an anti-HER2 antibody resulted in an overall response rate of only ~7% in patients with HER2-positive
ovarian cancer [63], whereas in breast cancer patients the overall response rate was 15–18% [64]. The
detailed investigation of the role of HER2 in ovarian cancer and other non-breast cancers is currently 6 of 17 Pharmaceuticals 2017, 10, 72 an important topic of research. Therefore, we set out to investigate the cell lines with regard to
HER2-expression (Supplementary Materials Figure S2B). Data on HER2-expression in cervical cancer is not consistently reported in the literature [65],
however, in our study expression of HER2 was not detected in cervical cancer cell lines. Among the
ovarian cell lines tested in this study, HER2-expression was found in SKOV-3 and SKOV-3.ip tumor
cells, in line with the literature [66]. However, other than in previous studies, we did not find much
difference in HER2-expression levels among these cell lines. HER2 was also reported to be expressed
at a moderate level in IGROV-1 cells [67], however, in the present study it was not detected in this
cell line. In choriocarcinoma, the HER2-expression was reported to be associated with an invasive
phenotype [68]. While JAR cells did not show expression of HER2, a signal was detected for BeWo
cells, potentially indicating a more invasive phenotype of this choriocarcinoma cell line. 2.3.3. Sensitivity towards Chemotherapeutics 1.6
390
90.9
* At the highest applied concentration ~20% cells were still viable; ** at the highest applied concentration ~30% cells
were still viable. In one case cells could not be killed entirely, even with very high amounts of the drug. In this case,
the IC50 could not be determined (n.d.). * At the highest applied concentration ~20% cells were still viable; ** at the highest applied concentration ~30% cells
were still viable. In one case cells could not be killed entirely, even with very high amounts of the drug. In this case,
the IC50 could not be determined (n.d.). Among all three antimetabolites, PMX was most effective in reducing tumor cell viability resulting
in IC50 values in the low nanomolar range with only slight variability among different cell lines. Cervical cancer cell lines were more sensitive than ovarian and choriocarcinoma cell lines and EFE-184 7 of 17 Pharmaceuticals 2017, 10, 72 cells emerged as the most resistant, as ~50% viable cells were found even with very high concentrations
of PMX. Cisplatin (CIS), doxorubicin (DOX) and paclitaxel (PCX) are important chemotherapeutics since
they are used as a standard therapy of ovarian cancer [74,75]. All investigated cell lines showed similar
sensitivity to CIS in the low micromolar range and even the more aggressive versions, KB-V1 and
SKOV-3.ip did not show any resistance against this chemotherapeutic agent. In the case of DOX
and PCX, the multidrug resistant cell line, KB-V1 revealed to be more resistant than KB or HeLa
cell lines as expected and previously shown [76]. Among ovarian cancer cells, SKOV-3.ip cells were
much more resistant to DOX as compared to SKOV-3 and IGROV-1 cells. This can be considered
as another indication that SKOV-3.ip cells are an aggressive subtype of ovarian cancer cells. On the
other hand, no difference in sensitivity was determined towards PCX among ovarian cancer cells as
previously reported [77]. BeWo cells reacted again more sensitive to the treatment with DOX and PCX
as compared to JAR cells. EFE-184 cells proved again to be resistant, demonstrated by much higher
IC50 values after treatment with DOX and PCX as compared to choriocarcinoma cells. Sensitivity of FR-positive cell lines to the commonly used chemotherapeutics is of crucial
interest for the investigation of FR-targeted therapeutics, as these novel therapy concepts might
be a solution in chemoresistant tumors. 2.4. Gynecologic Tumor Xenograft Mouse Models Based on the in vitro results, cervical and ovarian cancer cell lines appeared more promising to be
used in vivo than JAR, BeWo and EFE-184 cells. These FR-expressing cancer cell lines were, therefore,
investigated with regard to their potential to grow as xenografts in nude mice. Since it was reported
that HeLa, KB and KB-V1 cells can be grown in CD-1 nude mice [27], this strain was used for in vivo
experiments. The KB tumor mouse model is the best established and has been used for a large number
of in vivo investigations of radiofolates in the past [18,51,78–81]. KB tumors are characterized with
a fast growth and a solid, firm structure. In this study, it was confirmed that KB-V1 tumor cells also
grow fast in nude mice when inoculated subcutaneously. It appeared that KB-V1 tumors were better
vascularized compared to KB tumors as was visible by a more reddish color of KB-V1 xenografts. The
growth of HeLa cells in CD-1 nude mice was very slow and in some cases, the xenografts started to
shrink after about 2–3 weeks and disappeared completely. The ovarian cancer cell lines were also
grown as subcutaneous xenografts in CD-1 nude mice. IGROV-1 and SKOV-3.ip reached a tumor
size suitable for in vivo experiments within about 2 weeks as reported previously [82]. On the other
hand, SKOV-3 cells grew very slowly and the resulting tumor xenografts remained small even several
weeks after tumor cell inoculation. PC-3 cells, used as FR-negative control, were also grown in CD-1
nude mice. 2.3.3. Sensitivity towards Chemotherapeutics Cell lines generally considered as invasive or aggressive, such
as KB-V1 and SKOV-3.ip, overexpress the FR at very high levels and may be more susceptible to the
FR-targeted therapies. 2.5.2. Determination of FR-Expression Using Immunohistochemistry
Figure 4. Quantification of in vitro autoradiography results in tumor tissu
cell line were set as 100% and compared with the other tissues. FR-expression
levels
in
tumor
xenografts
were
additionally
investigated
by
immunohistochemistry and a semi-quantitative analysis was performed (Figure 5, Supplementary
Materials, Figures S4 and S5). Similar to the result of the autoradiography, HeLa tumor tissue showed
a 10% reduced staining, indicating lower FR-expression levels as compared to KB and KB-V1 tumor
tissue which showed an intense staining signal. In comparison to the FR-staining of KB tumor tissue
the signal was reduced by 6% in the case of IGROV-1 tumor tissue which was in agreement with the
in vitro autoradiography results (Figure 4). The signal obtained for the SKOV-3 tumor tissue was
slightly higher than the signal obtained for SKOV-3.ip tumor tissue (12% and 20% lower signal than
for KB tumor tissue, respectively). This data was not in line with the autoradiography results possibly
due to the fact that the tissue texture of SKOV-3.ip tumors was different than the tissue of the other
tumors. The analysis of the results revealed significantly higher values of all tumor tissue sections as
compared to PC-3 tumor tissue, which served as a negative control. Absence of tissue staining was
obtained in negative control experiments performed on tissue sections treated without the primary
antibody (Supplementary Materials Figure S4). 2.5.2. Determination of FR-Expression Using Immunohistochemistry
FR-expression
levels
in
tumor
xenografts
were
additionally
investigated
by
immunohistochemistry and a semi-quantitative analysis was performed (Figure 5, Supplementary
Materials, Figures S4 and S5). Similar to the result of the autoradiography, HeLa tumor tissue
showed a 10% reduced staining, indicating lower FR-expression levels as compared to KB and
KB-V1 tumor tissue which showed an intense staining signal. In comparison to the FR-staining of KB
tumor tissue the signal was reduced by 6% in the case of IGROV-1 tumor tissue which was in
agreement with the in vitro autoradiography results (Figure 4). The signal obtained for the SKOV-3
tumor tissue was slightly higher than the signal obtained for SKOV-3.ip tumor tissue (12% and 20%
lower signal than for KB tumor tissue, respectively). This data was not in line with the
autoradiography results possibly due to the fact that the tissue texture of SKOV-3.ip tumors was
different than the tissue of the other tumors. The analysis of the results revealed significantly higher
values of all tumor tissue sections as compared to PC-3 tumor tissue, which served as a negative
control. 2.5.1. Determination of FR-Expression Using Autoradiography FR-expression levels were compared in tumor xenografts of cervical and ovarian carcinoma cells
as well as in PC-3 xenograft using the technique of in vivo autoradiography. Based on the obtained
signal, it was revealed that FR-expression in KB and KB-V1 tumors was comparable, but much lower
in the case of HeLa tumor tissue (Figure 4, Supplementary Materials Figure S3). Among the ovarian
tumor tissue sections, the most intense signal was obtained for the IGROV-1 tumors, whereas the
signal intensity of SKOV-3.ip tumor tissue was in the range of HeLa tumor sections, indicating similar
FR-expression levels. Only the signal of SKOV-3 tumor tissue was much lower. Incubation of the tumor
tissue sections with excess folic acid blocked the receptors and reduced the signal to background levels
which confirmed FR-specific binding of the radiofolate. The FR-negative PC-3 tumor sections served 8 of 17 Pharmaceuticals 2017, 10, 72 as negative control revealing a signal of ~1% (Figure 4, Supplementary Materials Figure S3). In general,
these findings were in line with those of western blot analysis with the exception being SKOV-3 and
SKOV-3.ip cells, which showed high FR-expression in vitro, but when grown as xenografts in mice,
FR-expression appeared to be significantly reduced. Pharmaceuticals 2017, 10, 72
8 of 16
signal to background levels which confirmed FR-specific binding of the radiofolate. The FR-negative
PC-3 tumor sections served as negative control revealing a signal of ~1% (Figure 4, Supplementary as negative control revealing a signal of ~1% (Figure 4, Supplementary Materials Figure S3). In general,
these findings were in line with those of western blot analysis with the exception being SKOV-3 and
SKOV-3.ip cells, which showed high FR-expression in vitro, but when grown as xenografts in mice,
FR-expression appeared to be significantly reduced. Pharmaceuticals 2017, 10, 72
8 of 16
signal to background levels which confirmed FR-specific binding of the radiofolate. The FR-negative
PC-3 tumor sections served as negative control revealing a signal of ~1% (Figure 4, Supplementary
l
I
l
h
f
d
l
h h
f
bl
l
h Figure 4. Quantification of in vitro autoradiography results in tumor tissues. Values obtained for KB
cell line were set as 100% and compared with the other tissues. the exception being SKOV-3 and SKOV-3.ip cells, which showed high FR-expression in vitro, but
when grown as xenografts in mice, FR-expression appeared to be significantly reduced. Figure 4. Quantification of in vitro autoradiography results in tumor tissues. 2.5.1. Determination of FR-Expression Using Autoradiography Values obtained for KB
cell line were set as 100% and compared with the other tissues. 2.6. Biodistribution Experiments The tumor growth was investigated starting from day 4 after inoculation of tumor cells by
measuring tumor xenografts every second day (Supplementary Material, Figure S6). Comparison of
accumulated radiofolate in different tumor types was performed based on tumor-to-kidney ratios in
order to standardize the results to kidney uptake which should be equal for each mouse independent
of the xenograft type (Figure 6). The analysis revealed the highest accumulation of activity in IGROV-1
tumors at both investigated time points after injection. A possible explanation for these findings
may be the fact, that IGROV-1 tumors were smaller (116 ± 70 mm3 at day 14 after inoculation) in
comparison to other FR-positive tumors and possibly better vascularized (Supplementary Materials
Figure S6). KB tumor xenografts grew very fast (189 ± 73 mm3 at day 12 after inoculation) and
appeared to be less vascularized. This was confirmed by SPECT/CT images where it was seen that
the activity was mainly accumulated in the outer rim of the tumor but not homogenously distributed
within the whole tumor xenografts (Supplementary Material Figure S7). KB-V1 tumor cells were
also found to grow fast even though the tumors were smaller (123 ± 86 mm3 at day 12 after cell
inoculation). Nevertheless, both KB and KB-V1 tumors accumulated high amounts of activity which
was in line with high levels of FR-expression in these tumor types as demonstrated by autoradiography
and immunohistochemistry experiments (Figures 4 and 5, Supplementary Material Figures S3–S5). SKOV-3.ip tumors reached a tumor volume (134 ± 48 mm3 at day 12 after cell inoculation) and were
in the same range as KB-V1 tumors. Tumor-to-kidney ratios of accumulated activity in SKOV-3.ip
tumor-bearing mice were higher as compared to PC-3 tumor-bearing mice which served as a negative
control, however, the differences were minimal and not significant at the 24 h time point. Thus, it may
be that in the case of SKOV-3.ip tumors, the accumulation of the radiofolate was mostly due to the
blood flow rather than as a consequence of FR-specific uptake. Figure 6. Tumor-to-kidney ratios of accumulated radioactivity in tumor-bearing mice 4 h and 24 h
after injection of the radiofolate. The tumor-to-kidney ratios of all groups of mice bearing FR-positive
tumor types (KB, KB-V1 or IGROV-1, respectively) were significantly different (p < 0.05) than the
tumor-to-kidney ratio in PC-3 tumor-bearing mice. 2.5.2. Determination of FR-Expression Using Immunohistochemistry
Figure 4. Quantification of in vitro autoradiography results in tumor tissu
cell line were set as 100% and compared with the other tissues. Absence of tissue staining was obtained in negative control experiments performed on
tissue sections treated without the primary antibody (Supplementary Materials Figure S4). Figure 5. Immunohistochemistry results showing FR-expression in (A) HeLa; (B) KB; (C) KB-V1; (D)
IGROV-1; (E) SKOV-3 and (F) SKOV-3.ip tumors. Tissue images are shown in magnification 40×. Figure 5. Immunohistochemistry results showing FR-expression in (A) HeLa; (B) KB; (C) KB-V1;
(D) IGROV-1; (E) SKOV-3 and (F) SKOV-3.ip tumors. Tissue images are shown in magnification 40×. Figure 5. Immunohistochemistry results showing FR-expression in (A) HeLa; (B) KB; (C) KB-V1; (D)
IGROV-1; (E) SKOV-3 and (F) SKOV-3.ip tumors. Tissue images are shown in magnification 40×. Figure 5. Immunohistochemistry results showing FR-expression in (A) HeLa; (B) KB; (C) KB-V1;
(D) IGROV-1; (E) SKOV-3 and (F) SKOV-3.ip tumors. Tissue images are shown in magnification 40×. 9 of 17 Pharmaceuticals 2017, 10, 72 2.6. Biodistribution Experiments An exception was the tumor-to-kidney ratio of
SKOV-3.ip tumor-bearing mice which was significantly different (p < 0.05) from the ratios in PC-3
tumor-bearing mice only at 4 h p.i. but not (p > 0.05) at 24 h p.i. of the radiofolate. Figure 6. Tumor-to-kidney ratios of accumulated radioactivity in tumor-bearing mice 4 h and 24 h
after injection of the radiofolate. The tumor-to-kidney ratios of all groups of mice bearing FR-positive
tumor types (KB, KB-V1 or IGROV-1, respectively) were significantly different (p < 0.05) than the
tumor-to-kidney ratio in PC-3 tumor-bearing mice. An exception was the tumor-to-kidney ratio of
SKOV-3.ip tumor-bearing mice which was significantly different (p < 0.05) from the ratios in PC-3
tumor-bearing mice only at 4 h p.i. but not (p > 0.05) at 24 h p.i. of the radiofolate. In agreement with this analysis, it was found that the absolute tumor uptake 24 h after injection
of the radiofolate was highest for IGROV-1 tumor xenografts (~34% IA/g) followed by KB (~22%
IA/g), KB-V1 (~17% IA/g) and SKOV-3.ip tumors (~13% IA/g). A clearly reduced accumulation
of activity was found in PC-3 tumors (~6% IA/g) at the same time point (Supplementary Materials
Tables S1 and S2). Pharmaceuticals 2017, 10, 72 10 of 17 10 of 17 3. Conclusions A crucial aspect for the development of FR-targeted imaging and therapeutic agents is to use a
suitable model for preclinical investigations. Until now, KB tumor cells have been the “gold standard”
for in vitro and in vivo FR-targeting research, however, other tumor models may be of interest in order
to take the diversity of naturally occurring cancers into account. In this study, we investigated tumor
cells of cervical, ovarian and endometrial origin as well as choriocarcinoma cells. KB, KB-V1, IGROV-1
and SKOV-3.ip cells revealed to be appropriate for in vitro experiments and could be efficiently grown
in mice allowing tumor targeting in vivo. KB cells were confirmed to be a very useful model for
FR-targeting research. KB-V1 tumor cells are a valid alternative, which would be of particular interest
when multiresistance should be investigated. IGROV-1 tumor cells are favorable when the research
refers to ovarian cancer, however, these cells appeared to be more challenging than KB tumor cells in
terms of reproducible in vivo growth. Finally, the SKOV-3.ip tumor cell line would be attractive for
the performance of research on mouse models with metastases-like tumors. It has to be kept in mind,
however, that the SKOV-3.ip cell line expresses the FR at lower levels than it is the case for IGROV-1
tumor cells. Using these additional tumor cell lines can enable investigation of folate-based therapeutics in
more detail as they would allow addressing specific questions such as their therapeutic efficacy in
tumor (mouse) models of multi-resistance and in models of metastases formation. 4.2. Preparation of 177Lu-Folate The 177Lu-folate was prepared under standard labeling conditions as previously reported [18,51]. Quality control of the prepared 177Lu-folate was performed via reversed-phase high performance
liquid chromatography as previously reported [51]. The radiochemical purity of 177Lu-folate was
always >97%. 4.1. General Pemetrexed (PMX, AlimtaTM, Eli Lilly, Indianapolis, IN, USA), doxorubicin (DOX, doxorubicin
hydrochloride, Sigma-Aldrich, St. Louis, MO, USA) and gemcitabine (GEM, GemzarTM, Eli Lilly) were
obtained as lyophilized powders and dissolved in sterile NaCl 0.9% according to the instructions of the
manufacturer. 5-Fluorouracil (5-FU, Fluorouracil-TevaTM, Teva Pharma AG, Basel, Switzerland),
cisplatin (CIS, Actavis, Actavis Switzerland AG, Regensdorf, Switzerland) and paclitaxel (PCX,
Paclitaxel SandozTM, Sandoz Pharmaceuticals AG, Rotkreuz, Switzerland) were obtained as solutions
for injection. The solutions were diluted in sterile NaCl 0.9% to obtain the required concentration. The folate conjugate cm10 (referred to as folate herein) [51], was kindly provided by Merck &
Cie, Schaffhausen, Switzerland. No carrier added lutetium-177 (177Lu) was obtained from Isotope
Technologies Garching (ITG) GmbH, Munich, Germany. 4.4. Cell Internalization Experiments Materials and methods of cell internalization experiments are reported in Supplementary
Materials. Graphs were prepared using GraphPad Prism software (version 7.0, La Jolla, CA, USA). Data represents the average of two to four different experiments. 4.3. Cell Lines and Cell Culture HeLa cells (cervical carcinoma cell line, ACC-57), KB cells (cervical carcinoma cell line, subclone
of HeLa cells, ACC-136), KB-V1 cells (cervical carcinoma cell line, multi-drug resistant (MDR) subclone
of KB cells, ACC-14), BeWo cells (choriocarcinoma cell line, ACC-458), JAR cells (choriocarcinoma cell
line, ACC-462) EFE-184 cells (endometrial carcinoma, ACC-230) and PC-3 cells (human prostate cancer
cell line, FR-negative, ACC-465) were purchased from the German Collection of Microorganisms
and Cell Cultures (DSMZ, Braunschweig, Germany). SKOV-3 cells (ovarian adenocarcinoma cell
line, ECACC Cat-N◦91091004) were purchased from Culture Collections, Public Health England,
Salisbury, United Kingdom. SKOV-3.ip, an ovarian carcinoma cell line established from ascites of a
nude mouse developed after intraperitoneal injection of SKOV-3 cells [43], were kindly provided by Dr. 11 of 17 Pharmaceuticals 2017, 10, 72 Ilse Novak (Paul Scherrer Institut, Villigen, Switzerland). IGROV-1 cells (human ovarian carcinoma cell
line) were a kind gift from Dr. Gerrit Jansen (Department of Rheumatology, Free University Medical
Center, Amsterdam, The Netherlands). Cervical (HeLa, KB, KB-V1), ovarian (SKOV-3, SKOV-3.ip,
IGROV-1), choriocarcinoma (JAR, BeWo) and endometrial carcinoma cells (EFE-184) were cultured in
folate-deficient RPMI medium (FFRPMI, Cell Culture Technologies GmbH, Gravesano, Switzerland)
supplemented with 10% FCS, L-glutamine and antibiotics. PC-3 cells were cultured in standard RPMI
1640 medium supplemented with 10% FCS, L-glutamine and antibiotics. Routine cell culture was
performed twice a week using trypsin-EDTA (0.25%, Gibco) for detachment of the cells. Standard cell
culture flasks were used for all cells except BeWo and KB-V1 which were cultured in cell culture flasks
with a hydrophilic surface, obtained after microwaving process (Corning). All experiments with these
two cell lines were performed in poly-L-lysine coated well-plates. 4.6. In Vitro Autoradiography Tumor xenografts collected from mice were fixed in embedding material (Cryo-M-Bed, Bright)
and frozen at −80 ◦C. Tumor tissue sections of 5–10 µm thickness were prepared using a cryostat
(Bright OTF Cryostat, OTF/AS-001/MR/V/304/X, Huntingdon, UK). Data represents the average of
three different experiments. The detailed procedure of the autoradiography experiments is described
in Supplementary Materials. 4.5. Western Blot Western blot was performed with cell lysates (~40 µg protein) using anti-FR antibody (Abcam,
Cambridge, UK, mouse Ab, ab3361, 1:500), anti-L1CAM antibody (chCE-7, IgG1-subtype chimeric
monoclonal human antibody [83], 5 µg/mL) and anti-HER2/erbB-2 antibody (Cell Signaling
Technology, Danvers, MA, USA, rabbit Ab, #2165, 1:1000). The detailed procedure is described
in Supplementary Materials. Western Blot signal was quantified using ImageJ software (version 1.51k, NIH, Rockville, MD,
USA). Region of interest (ROI) was chosen manually, based on the largest band in the blot. The same
ROI was applied in all remaining rows, with the protein band in the middle of the ROI frame. The
mean signal of each ROI was standardized to the signal of KB cells, which was set as 100%. The result
is an average of percentage from five to six different experiments. 4.7. Immunohistochemistry Tumor xenografts were embedded in paraffin and cut into 5 µm-thick sections using a manual
rotary microtome (Leica RM2235, Leica Biosystems, Wetzlar, Germany). Removal of paraffin was
performed with xylene, followed by rehydration with decreasing ethanol concentrations. Citrate
buffer (10 mM trisodium citrate/0.05% Tween buffer, pH 6) was used for antigen retrieval in
95 ◦C for 30 min. Endogenous peroxidase was blocked by incubation of the slides in a solution
of 3% H2O2. Unspecific binding was prevented by incubation of the slides in 10% FCS for 60 min. Avidin/biotin blocking kit (SP-2001, Vector Laboratories, Burlingame, CA, USA) was used according
to the manufacturer’s protocol. The primary anti-FR antibody (Abcam, ab67422) was added in a
concentration of 0.5 µg/100 µL and slides were incubated overnight at 4 ◦C. Slides were incubated
with biotinylated secondary antibody (Abcam, ab97049, 1:200) for 30 min followed by addition of the
Avidin-Biotin Complex kit (ABC Reagent kit, Elite, Vectastain, Vector Laboratories) and incubation for
30 min. DAB peroxidase substrate kit (Vector Laboratories, SK-4100) was used for the development of
the signal and hematoxylin (Novolink™, Leica Biosystems) for counterstaining. The sections were 12 of 17 Pharmaceuticals 2017, 10, 72 treated with increasing concentrations of ethanol before treatment with xylene for fixation. Pictures
were obtained using a light microscope (Axio Lab.A1, Zeiss, Oberkochen, Germany). treated with increasing concentrations of ethanol before treatment with xylene for fixation. Pictures
were obtained using a light microscope (Axio Lab.A1, Zeiss, Oberkochen, Germany). 4.8. Animal Experiments In vivo experiments were conducted in accordance with the Swiss law of animal protection. Athymic nude mice (Crl:CD-1-Foxn1 nu, referred herein as CD-1 nude) were purchased from Charles
River Laboratories (Sulzfeld, Germany). Animals were inoculated with a suspension of the tumor cells
(5–7 × 106 tumor cells in 100 µL PBS) subcutaneously on the right shoulder or both shoulders and
5 × 106 tumor cells in the case of a biodistribution study. All animals were fed with a folate-deficient
rodent diet (ssniff Spezialdiäten GmbH, Soest, Germany). 4.9. Biodistribution Experiments Biodistribution studies were performed 12–14 days after inoculation of the tumor cells when the
tumor xenografts reached a volume between 63 mm3 and 189 mm3. 177Lu-folate conjugate (3 MBq,
0.5 nmol per mouse) was injected in a volume of 100 µL PBS into a lateral tail vein. The animals were
sacrificed at 4 h (n = 4) and 24 h (n = 4) after administration of the radioconjugate. Blood and selected
tissues and organs were collected, weighed, and radioactivity was measured using a γ-counter (Perkin
Elmer, Wallac Wizard 1480, Waltham, MA, USA). The results were listed as a percentage of the injected
radioactivity per gram of tissue mass (% IA/g), using counts of a defined volume of the original
injection solution measured at the same time resulting in decay-corrected values. The significance of
the data was determined using a one-way analysis of variance (ANOVA) with Bonferroni’s multiple
comparison post-test (GraphPad Prism Software, version 7.00). A p value of <0.05 was considered
statistically significant. Supplementary Materials: The following figures are available online at www.mdpi.com/1424-8247/10/3/
72/s1, Figure S1: Western blot analysis of the folate receptor (FR) in different gynecologic cancer cell lines,
Figure S2: Western blot analysis of L1-CAM (A) and HER2 (B) in different gynecologic cancer cell lines, Figure S3:
Autoradiography results, Figure S4: Immunohistochemistry results of FR-expression in FR-expressing tumors,
Figure S5: Semi-quantitative analysis of FR expression levels determined by immunohistochemistry, Figure S6:
Tumor growth in mice inoculated with different cell lines, Figure S7: SPECT/CT images of tumor-bearing mice
injected with 177Lu-folate, Tables S1 and S2: Results of biodistribution experiment. Acknowledgments:
We thank Konstantin Zhernosekov (Isotope Technologies Garching GmbH, Munich,
Germany) for providing 177Lu for this study. The project was financially supported by the Swiss National Science
Foundation (Grant 310030_156803). Klaudia Siwowska was funded by a Swiss Government Excellence Scholarship. Author Contributions: K.S. performed the in vitro and in vivo experiments, analyzed the data and wrote the
manuscript. R.M.S. and S.C. assisted the in vitro and in vivo experiments and reviewed the manuscript. R.S. reviewed the manuscript and gave inputs and advice. C.M. designed and supervised the experiments, coordinated
the studies and data analysis and reviewed and revised the manuscript. Conflicts of Interest: There is no conflict of interest. 4.
Holm, J.; Hansen, S.I.; Hoiermadsen, M.; Bostad, L. A high-affinity folate binding-protein in proximal tubule
cells of human kidney. Kidney Int. 1992, 41, 50–55. [CrossRef] [PubMed] References 1. Garin-Chesa, P.; Campbell, I.; Saigo, P.E.; Lewis, J.L.; Old, L.J.; Rettig, W.J. Trophoblast and ovarian
cancer antigen LK26—Sensitivity and specificity in immunopathology and molecular identification as
a folate-binding protein. Am. J. Pathol. 1993, 142, 557–567. [PubMed] 1. Garin-Chesa, P.; Campbell, I.; Saigo, P.E.; Lewis, J.L.; Old, L.J.; Rettig, W.J. Trophoblast and ovarian
cancer antigen LK26—Sensitivity and specificity in immunopathology and molecular identification as
a folate-binding protein. Am. J. Pathol. 1993, 142, 557–567. [PubMed] g p
2. Parker, N.; Turk, M.J.; Westrick, E.; Lewis, J.D.; Low, P.S.; Leamon, C.P. Folate receptor expression in
carcinomas and normal tissues determined by a quantitative radioligand binding assay. Anal. Biochem. 2005,
338, 284–293. [CrossRef] [PubMed] 2. Parker, N.; Turk, M.J.; Westrick, E.; Lewis, J.D.; Low, P.S.; Leamon, C.P. Folate receptor expression in
carcinomas and normal tissues determined by a quantitative radioligand binding assay. Anal. Biochem. 2005,
338, 284–293. [CrossRef] [PubMed] 3. Low, P.S.; Kularatne, S.A. Folate-targeted therapeutic and imaging agents for cancer. Curr. Opin. Chem. Biol. 2009, 13, 256–262. [CrossRef] [PubMed] 4. Holm, J.; Hansen, S.I.; Hoiermadsen, M.; Bostad, L. A high-affinity folate binding-protein in proximal tubule
cells of human kidney. Kidney Int. 1992, 41, 50–55. [CrossRef] [PubMed] 13 of 17 Pharmaceuticals 2017, 10, 72 5. Birn, H.; Spiegelstein, O.; Christensen, E.I.; Finnell, R.H. Renal tubular reabsorption of folate mediated by
folate binding protein 1. J. Am. Soc. Nephrol. 2005, 16, 608–615. [CrossRef] [PubMed] 6. Ledermann, J.A.; Canevari, S.; Thigpen, T. Targeting the folate receptor: Diagnostic and therapeutic
approaches to personalize cancer treatments. Ann. Oncol. ESMO 2015, 26, 2034–2043. [CrossRef] [PubMed] 6. Ledermann, J.A.; Canevari, S.; Thigpen, T. Targeting the folate receptor: Diagnostic and therapeutic
approaches to personalize cancer treatments. Ann. Oncol. ESMO 2015, 26, 2034–2043. [CrossRef] [PubMed]
7. Paulos, C.M.; Reddy, J.A.; Leamon, C.P.; Turk, M.J.; Low, P.S. Ligand binding and kinetics of folate receptor 7. Paulos, C.M.; Reddy, J.A.; Leamon, C.P.; Turk, M.J.; Low, P.S. Ligand binding and kinetics of folate receptor
recycling in vivo: Impact on receptor-mediated drug delivery. Mol. Pharmacol. 2004, 66, 1406–1414. [CrossRef] [PubMed] 8. Wang, S.; Luo, J.; Lantrip, D.A.; Waters, D.J.; Mathias, C.J.; Green, M.A.; Fuchs, P.L.; Low, P.S. Design and
synthesis of [111In]DTPA-folate for use as a tumor-targeted radiopharmaceutical. Bioconjugate Chem. 1997, 8,
673–679. [CrossRef] [PubMed] 9. Siegel, B.A.; Dehdashti, F.; Mutch, D.G.; Podoloff, D.A.; Wendt, R.; Sutton, G.P.; Burt, R.W.; Ellis, P.R.;
Mathias, C.J.; Green, M.A.; et al. References Evaluation of 111In-DTPA-folate as a receptor-targeted diagnostic agent for
ovarian cancer: Initial clinical results. J. Nucl. Med. 2003, 44, 700–707. [PubMed] 10. Reddy, J.A.; Xu, L.C.; Parker, N.; Vetzel, M.; Leamon, C.P. Preclinical evaluation of 99mTc-EC20 for imaging
folate receptor-positive tumors. J. Nucl. Med. 2004, 45, 857–866. [PubMed] 11. Van Dam, G.M.; Themelis, G.; Crane, L.M.; Harlaar, N.J.; Pleijhuis, R.G.; Kelder, W.; Sarantopoulos, A.;
de Jong, J.S.; Arts, H.J.; van der Zee, A.G.; et al. Intraoperative tumor-specific fluorescence imaging in
ovarian cancer by folate receptor-alpha targeting: First in-human results. Nat. Med. 2011, 17, 1315–1319. [CrossRef] [PubMed] 12. Leamon, C.P.; Reddy, J.A.; Vlahov, I.R.; Westrick, E.; Parker, N.; Nicoson, J.S.; Vetzel, M. Comparative
preclinical activity of the folate-targeted vinca alkaloid conjugates EC140 and EC145. Int. J. Cancer 2007, 121,
1585–1592. [CrossRef] [PubMed] 13. Leamon, C.P.; Reddy, J.A.; Vlahov, I.R.; Vetzel, M.; Parker, N.; Nicoson, J.S.; Xu, L.C.; Westrick, E. Synthesis
and biological evaluation of EC72: A new folate-targeted chemotherapeutic. Bioconjug. Chem. 2005, 16,
803–811. [CrossRef] [PubMed] 14. Reddy, J.A.; Westrick, E.; Santhapuram, H.K.; Howard, S.J.; Miller, M.L.; Vetzel, M.; Vlahov, I.; Chari, R.V.;
Goldmacher, V.S.; Leamon, C.P. Folate receptor-specific antitumor activity of EC131, a folate-maytansinoid
conjugate. Cancer Res. 2007, 67, 6376–6382. [CrossRef] [PubMed] 15. Reddy, J.A.; Dorton, R.; Westrick, E.; Dawson, A.; Smith, T.; Xu, L.C.; Vetzel, M.; Kleindl, P.; Vlahov, I.R.;
Leamon, C.P. Preclinical evaluation of EC145, a folate-vinca alkaloid conjugate. Cancer Res. 2007, 67,
4434–4442. [CrossRef] [PubMed] 16. Zwicke, G.L.; Mansoori, G.A.; Jeffery, C.J. Utilizing the folate receptor for active targeting of cancer
nanotherapeutics. Nano Rev. 2012, 3. [CrossRef] [PubMed] 17. Leamon, C.P.; Reddy, J.A.; Vetzel, M.; Dorton, R.; Westrick, E.; Parker, N.; Wang, Y.; Vlahov, I. Folate targeting
enables durable and specific antitumor responses from a therapeutically null tubulysin b analogue. Cancer
Res. 2008, 68, 9839–9844. [CrossRef] [PubMed] 18. Haller, S.; Reber, J.; Brandt, S.; Bernhardt, P.; Groehn, V.; Schibli, R.; Müller, C. Folate receptor-targeted
radionuclide therapy: Preclinical investigation of anti-tumor effects and potential radionephropathy. Nucl. Med. Biol. 2015, 42, 770–779. [CrossRef] [PubMed] 19. Morris, R.T.; Joyrich, R.N.; Naumann, R.W.; Shah, N.P.; Maurer, A.H.; Strauss, H.W.; Uszler, J.M.;
Symanowski, J.T.; Ellis, P.R.; Harb, W.A. Phase ii study of treatment of advanced ovarian cancer
with folate-receptor-targeted therapeutic (vintafolide) and companion SPECT-based imaging agent
(99mTc-etarfolatide). Ann. Oncol. ESMO 2014, 25, 852–858. [CrossRef] [PubMed] 20. Amato, R.J.; Shetty, A.; Lu, Y.; Ellis, R.; Low, P.S. References A phase i study of folate immune therapy (EC90 vaccine
administered with GPI-0100 adjuvant followed by EC17) in patients with renal cell carcinoma. J. Immunother. 2013, 36, 268–275. [CrossRef] [PubMed] 21. Leamon, C.P.; Reddy, J.A.; Vlahov, I.R.; Westrick, E.; Dawson, A.; Dorton, R.; Vetzel, M.; Santhapuram, H.K.;
Wang, Y. Preclinical antitumor activity of a novel folate-targeted dual drug conjugate. Mol. Pharm. 2007, 4,
659–667. [CrossRef] [PubMed] 22. Leamon, C.P.; Reddy, J.A.; Klein, P.J.; Vlahov, I.R.; Dorton, R.; Bloomfield, A.; Nelson, M.; Westrick, E.;
Parker, N.; Bruna, K.; et al. Reducing undesirable hepatic clearance of a tumor-targeted vinca alkaloid via
novel saccharopeptidic modifications. J. Pharmacol. Exp. Ther. 2011, 336, 336–343. [CrossRef] [PubMed] 14 of 17 14 of 17 Pharmaceuticals 2017, 10, 72 23. Gokhale, M.; Thakur, A.; Rinaldi, F. Degradation of bms-753493, a novel epothilone folate conjugate
anticancer agent. Drug Dev. Ind. Pharm. 2013, 39, 1315–1327. [CrossRef] [PubMed] 24. Srinivasarao, M.; Galliford, C.V.; Low, P.S. Principles in the design of ligand-targeted cancer therapeutics
and imaging agents. Nat. Rev. Drug Discov. 2015, 14, 203–219. [CrossRef] [PubMed] 25. Lee, R.J.; Huang, L. Folate-targeted, anionic liposome-entrapped polylysine-condensed DNA for tumor
cell-specific gene transfer. J. Biol. Chem. 1996, 271, 8481–8487. [CrossRef] [PubMed] 26. Choi, H.; Choi, S.R.; Zhou, R.; Kung, H.F.; Chen, I.W. Iron oxide nanoparticles as magnetic resonance contrast
agent for tumor imaging via folate receptor-targeted delivery. Acad. Radiol. 2004, 11, 996–1004. [CrossRef]
[PubMed] 27. Müller, C.; Schubiger, P.A.; Schibli, R. In vitro and in vivo targeting of different folate receptor-positive
cancer cell lines with a novel 99mTc-radiofolate tracer. Eur. J. Nucl. Med. Mol. Imaging 2006, 33, 1162–1170. [CrossRef] [PubMed] 28. Hattori, Y.; Maitani, Y. Folate-linked nanoparticle-mediated suicide gene therapy in human prostate cancer
and nasopharyngeal cancer with herpes simplex virus thymidine kinase. Cancer Gene Ther. 2005, 12, 796–809. [CrossRef] [PubMed] 29. Masters, J.R. Human cancer cell lines: Fact and fantasy. Nat. Rev. Mol. Cell Biol. 2000, 1, 233–236. [CrossRef]
[PubMed] 30. Jiang, L.; Zeng, X.; Wang, Z.; Chen, Q. Cell line cross-contamination: KB is not an oral squamous cell
carcinoma cell line. Eur. J. Oral Sci. 2009, 117, 90–91. [CrossRef] [PubMed] 31. Mornet, E.; Carmoy, N.; Laine, C.; Lemiegre, L.; Le Gall, T.; Laurent, I.; Marianowski, R.; Ferec, C.; Lehn, P.;
Benvegnu, T.; et al. Folate-equipped nanolipoplexes mediated efficient gene transfer into human epithelial
cells. Int. J. Mol. Sci. 2013, 14, 1477–1501. [CrossRef] [PubMed] 32. Saul, J.M.; Annapragada, A.; Natarajan, J.V.; Bellamkonda, R.V. References Folate receptor function is regulated in response to different cellular gro
rates in cultured mammalian cells. J. Nutr. 2001, 131, 2819–2825. [PubMed] 46. Tran, T.; Shatnawi, A.; Zheng, X.; Kelley, K.M.; Ratnam, M. Enhancement of folate receptor alpha expression
in tumor cells through the glucocorticoid receptor: A promising means to improved tumor detection and
targeting. Cancer Res. 2005, 65, 4431–4441. [CrossRef] [PubMed] g
g
47. Yasuda, S.; Hasui, S.; Kobayashi, M.; Itagaki, S.; Hirano, T.; Iseki, K. The mechanism of carrier-mediated
transport of folates in bewo cells: The involvement of heme carrier protein 1 in placental folate transport. Biosci. Biotechnol. Biochem. 2008, 72, 329–334. [CrossRef] [PubMed] 48. Hochberg, A.; Rachmilewitz, J.; Eldar-Geva, T.; Salant, T.; Schneider, T.; de Groot, N. Differentiation of
choriocarcinoma cell line (JAR). Cancer Res. 1992, 52, 3713–3717. [PubMed] 49. Serrano, M.A.; Macias, R.I.; Briz, O.; Monte, M.J.; Blazquez, A.G.; Williamson, C.; Kubitz, R.; Marin, J.J. Expression in human trophoblast and choriocarcinoma cell lines, BeWo, JEG-3 and JAR of genes involved in
the hepatobiliary-like excretory function of the placenta. Placenta 2007, 28, 107–117. [CrossRef] [PubMed] 50. Hallmann, A.; Klimek, J.; Masaoka, M.; Kaminski, M.; Kedzior, J.; Majczak, A.; Niemczyk, E.; Wozniak, M.;
Trzonkowski, P.; Wakabayashi, T. Partial characterization of human choriocarcinoma cell line jar cells in
regard to oxidative stress. Acta Biochim. Pol. 2004, 51, 1023–1038. [PubMed] 51. Siwowska, K.; Haller, S.; Bortoli, F.; Benešová, M.; Groehn, V.; Bernhardt, P.; Schibli, R.; Müller, C. Preclinical
comparison of albumin-binding radiofolates: Impact of linker entities on the in vitro and in vivo properties. Mol. Pharm. 2017, 14, 523–532. [CrossRef] [PubMed] 52. De Jesus, E.; Keating, J.J.; Kularatne, S.A.; Jiang, J.; Judy, R.; Predina, J.; Nie, S.; Low, P.; Singhal, S. Comparison
of folate receptor targeted optical contrast agents for intraoperative molecular imaging. Int. J. Mol. Imaging
2015, 2015, 469047. [CrossRef] [PubMed] 53. Chen, H.; Ahn, R.; Van den Bossche, J.; Thompson, D.H.; O’Halloran, T.V. Folate-mediated intracellular drug
delivery increases the anticancer efficacy of nanoparticulate formulation of arsenic trioxide. Mol. Cancer Ther. 2009, 8, 1955–1963. [CrossRef] [PubMed] 54. Tischler, V.; Pfeifer, M.; Hausladen, S.; Schirmer, U.; Bonde, A.K.; Kristiansen, G.; Sos, M.L.; Weder, W.;
Moch, H.; Altevogt, P.; et al. L1CAM protein expression is associated with poor prognosis in non-small cell
lung cancer. Mol. Cancer 2011, 10, 127. [CrossRef] [PubMed] 55. Chen, D.L.; Zeng, Z.L.; Yang, J.; Ren, C.; Wang, D.S.; Wu, W.J.; Xu, R.H. References Controlled targeting of liposomal doxorubicin
via the folate receptor in vitro. J. Control. Release 2003, 92, 49–67. [CrossRef] 33. Mathias, C.J.; Wang, S.; Waters, D.J.; Turek, J.J.; Low, P.S.; Green, M.A. Indium-111-DTPA-folate as a potential
folate-receptor-targeted radiopharmaceutical. J. Nucl. Med. 1998, 39, 1579–1585. [PubMed] 34. Mathias, C.J.; Hubers, D.; Low, P.S.; Green, M.A. Synthesis of [99mTc]DTPA-folate and its evaluation as a
folate-receptor-targeted radiopharmaceutical. Bioconjug. Chem. 2000, 11, 253–257. [CrossRef] [PubMed] 35. Gey, G.O.; Coffman, W.D.; Kubicek, M.T. Tissue culture studies of the proliferative capacity of cervical
carcinoma and normal epithelium. Cancer Res. 1952, 264–265. 36. Shen, D.W.; Cardarelli, C.; Hwang, J.; Cornwell, M.; Richert, N.; Ishii, S.; Pastan, I.; Gottesman, M.M. Multiple drug-resistant human kb carcinoma cells independently selected for high-level resistance to
colchicine, adriamycin, or vinblastine show changes in expression of specific proteins. J. Biol. Chem. 1986,
261, 7762–7770. [PubMed] 37. Endicott, J.A.; Ling, V. The biochemistry of p-glycoprotein-mediated multidrug resistance. Annu. Rev. Biochem. 1989, 58, 137–171. [CrossRef] [PubMed] 38. Bellamy, W.T. P-glycoproteins and multidrug resistance. Annu. Rev. Pharmacol. Toxicol. 1996, 36, 161–183. [CrossRef] [PubMed] 39. Ho, G.T.; Moodie, F.M.; Satsangi, J. Multidrug resistance 1 gene (p-glycoprotein 170): An important
determinant in gastrointestinal disease? Gut 2003, 52, 759–766. [CrossRef] [PubMed] 40. Benard, J.; Da Silva, J.; De Blois, M.C.; Boyer, P.; Duvillard, P.; Chiric, E.; Riou, G. Characterization of a human
ovarian adenocarcinoma line, igrov1, in tissue culture and in nude mice. Cancer Res. 1985, 45, 4970–4979. [PubMed] 41. Schultz, R.M.; Andis, S.L.; Shackelford, K.A.; Gates, S.B.; Ratnam, M.; Mendelsohn, L.G.; Shih, C.;
Grindey, G.B. Role of membrane-associated folate binding protein in the cytotoxicity of antifolates in
KB, IGROV1, and L1210A cells. Oncol. Res. 1995, 7, 97–102. [PubMed] 42. Hua, W.; Christianson, T.; Rougeot, C.; Rochefort, H.; Clinton, G.M. Skov3 ovarian carcinoma cells have
functional estrogen receptor but are growth-resistant to estrogen and antiestrogens. J. Steroid Biochem. Mol. Biol. 1995, 55, 279–289. [CrossRef] 43. Yu, D.; Wolf, J.K.; Scanlon, M.; Price, J.E.; Hung, M.C. Enhanced c-erbB-2/neu expression in human ovarian
cancer cells correlates with more severe malignancy that can be suppressed by e1a. Cancer Res. 1993, 53,
891–898. [PubMed] 15 of 17 15 of 17 Pharmaceuticals 2017, 10, 72 44. Shaw, T.J.; Senterman, M.K.; Dawson, K.; Crane, C.A.; Vanderhyden, B.C. Characterization of intraperitoneal,
orthotopic, and metastatic xenograft models of human ovarian cancer. Mol. Ther. 2004, 10, 1032–1042. [CrossRef] [PubMed] 5. Doucette, M.M.; Stevens, V.L. References L1cam promotes tumor progression
and metastasis and is an independent unfavorable prognostic factor in gastric cancer. J. Hematol. Oncol. 2013,
6, 43. [CrossRef] [PubMed] 56. Arlt, M.J.; Novak-Hofer, I.; Gast, D.; Gschwend, V.; Moldenhauer, G.; Grunberg, J.; Honer, M.; Schubiger, P.A.;
Altevogt, P.; Kruger, A. Efficient inhibition of intra-peritoneal tumor growth and dissemination of human
ovarian carcinoma cells in nude mice by anti-L1-cell adhesion molecule monoclonal antibody treatment. Cancer Res. 2006, 66, 936–943. [CrossRef] [PubMed] 57. Zecchini, S.; Bianchi, M.; Colombo, N.; Fasani, R.; Goisis, G.; Casadio, C.; Viale, G.; Liu, J.; Herlyn, M.;
Godwin, A.K.; et al. The differential role of L1 in ovarian carcinoma and normal ovarian surface epithelium. Cancer Res. 2008, 68, 1110–1118. [CrossRef] [PubMed] 58. Gast, D.; Riedle, S.; Riedle, S.; Schabath, H.; Schlich, S.; Schneider, A.; Issa, Y.; Stoeck, A.; Fogel, M.; Joumaa, S.;
et al. L1 augments cell migration and tumor growth but not beta3 integrin expression in ovarian carcinomas. Int. J. Cancer 2005, 115, 658–665. [CrossRef] [PubMed] 59. Van Gool, I.C.; Stelloo, E.; Nout, R.A.; Nijman, H.W.; Edmondson, R.J.; Church, D.N.; MacKay, H.J.; Leary, A.;
Powell, M.E.; Mileshkin, L.; et al. Prognostic significance of L1cam expression and its association with
mutant p53 expression in high-risk endometrial cancer. Mod. Pathol. 2016, 29, 174–181. [CrossRef] [PubMed] 60. Van der Putten, L.J.; Visser, N.C.; van de Vijver, K.; Santacana, M.; Bronsert, P.; Bulten, J.; Hirschfeld, M.;
Colas, E.; Gil-Moreno, A.; Garcia, A.; et al. L1CAM expression in endometrial carcinomas: An enitec
collaboration study. Br. J. Cancer 2016, 115, 716–724. [CrossRef] [PubMed] 61. Figueroa-Magalhaes, M.C.; Jelovac, D.; Connolly, R.M.; Wolff, A.C. Treatment of HER2-positive breast cancer. Breast 2014, 23, 128–136. [CrossRef] [PubMed] 16 of 17 16 of 17 Pharmaceuticals 2017, 10, 72 62. Tuefferd, M.; Couturier, J.; Penault-Llorca, F.; Vincent-Salomon, A.; Broet, P.; Guastalla, J.P.; Allouache, D.;
Combe, M.; Weber, B.; Pujade-Lauraine, E.; et al. HER2 status in ovarian carcinomas: A multicenter gineco
study of 320 patients. PLoS ONE 2007, 2, e1138. [CrossRef] [PubMed] 63. Bookman, M.A.; Darcy, K.M.; Clarke-Pearson, D.; Boothby, R.A.; Horowitz, I.R. Evaluation of monoclonal
humanized anti-HER2 antibody, trastuzumab, in patients with recurrent or refractory ovarian or primary
peritoneal carcinoma with overexpression of HER2: A phase II trial of the gynecologic oncology group. J. Clin. Oncol. 2003, 21, 283–290. [CrossRef] [PubMed] 64. Bartsch, R.; Wenzel, C.; Steger, G.G. Trastuzumab in the management of early and advanced stage breast
cancer. Biologics 2007, 1, 19–31. References [PubMed] 65. Chavez-Blanco, A.; Perez-Sanchez, V.; Gonzalez-Fierro, A.; Vela-Chavez, T.; Candelaria, M.; Cetina, L.;
Vidal, S.; Duenas-Gonzalez, A. HER2 expression in cervical cancer as a potential therapeutic target. BMC
Cancer 2004, 4, 59. [CrossRef] [PubMed] 66. Pisanu, M.E.; Ricci, A.; Paris, L.; Surrentino, E.; Liliac, L.; Bagnoli, M.; Canevari, S.; Mezzanzanica, D.;
Podo, F.; Iorio, E.; et al. Monitoring response to cytostatic cisplatin in a HER2(+) ovary cancer model by mri
and in vitro and in vivo mr spectroscopy. Br. J. Cancer 2014, 110, 625–635. [CrossRef] [PubMed] 67. Wilken, J.A.; Webster, K.T.; Maihle, N.J. Trastuzumab sensitizes ovarian cancer cells to egfr-targeted
therapeutics. J. Ovarian Res. 2010, 3, 7. [CrossRef] [PubMed] 68. Wright, J.K.; Dunk, C.E.; Amsalem, H.; Maxwell, C.; Keating, S.; Lye, S.J. HER1 signaling mediates
extravillous trophoblast differentiation in humans. Biol. Reprod. 2010, 83, 1036–1045. [CrossRef] [PubMed] 69. Allegra, C.J.; Yothers, G.; O’Connell, M.J.; Beart, R.W.; Wozniak, T.F.; Pitot, H.C.; Shields, A.F.; Landry, J.C.;
Ryan, D.P.; Arora, A.; et al. Neoadjuvant 5-FU or capecitabine plus radiation with or without oxaliplatin
in rectal cancer patients: A phase III randomized clinical trial. J. Nat. Cancer Inst. 2015, 107. [CrossRef]
[PubMed] 70. Blackstock, A.W.; Mornex, F.; Partensky, C.; Descos, L.; Case, L.D.; Melin, S.A.; Levine, E.A.; Mishra, G.;
Limentani, S.A.; Kachnic, L.A.; et al. Adjuvant gemcitabine and concurrent radiation for patients with
resected pancreatic cancer: A phase II study. Br. J. Cancer 2006, 95, 260–265. [CrossRef] [PubMed] 71. Bischof, M.; Huber, P.; Stoffregen, C.; Wannenmacher, M.; Weber, K.J. Radiosensitization by pemetrexed of
human colon carcinoma cells in different cell cycle phases. Int. J. Radiat. Oncol. Biol. Phys. 2003, 57, 289–292. [CrossRef] 72. Wang, W.B.; Yang, Y.; Zhao, Y.P.; Zhang, T.P.; Liao, Q.; Shu, H. Recent studies of 5-fluorouracil resistance in
pancreatic cancer. World J. Gastroenterol. 2014, 20, 15682–15690. [CrossRef] [PubMed] 73. Bergman, A.M.; Pinedo, H.M.; Talianidis, I.; Veerman, G.; Loves, W.J.; van der Wilt, C.L.; Peters, G.J. Increased
sensitivity to gemcitabine of p-glycoprotein and multidrug resistance-associated protein-overexpressing
human cancer cell lines. Br. J. Cancer 2003, 88, 1963–1970. [CrossRef] [PubMed] 74. Della Pepa, C.; Tonini, G.; Pisano, C.; Di Napoli, M.; Cecere, S.C.; Tambaro, R.; Facchini, G.; Pignata, S. Ovarian cancer standard of care: Are there real alternatives? Chin. J. Cancer 2015, 34, 17–27. [CrossRef]
[PubMed] 75. Paclitaxel plus carboplatin versus standard chemotherapy with either single-agent carboplatin or
cyclophosphamide, doxorubicin, and cisplatin in women with ovarian cancer: The icon3 randomised
trial. References Lancet 2002, 360, 505–515. 76. Umsumarng, S.; Pintha, K.; Pitchakarn, P.; Sastraruji, K.; Sastraruji, T.; Ung, A.T.; Jatisatienr, A.; Pyne, S.G.;
Limtrakul, P. Inhibition of p-glycoprotein mediated multidrug resistance by stemofoline derivatives. Chem. Pharm. Bull. (Tokyo) 2013, 61, 399–404. [CrossRef] [PubMed] 77. Smith, J.A.; Ngo, H.; Martin, M.C.; Wolf, J.K. An evaluation of cytotoxicity of the taxane and platinum agents
combination treatment in a panel of human ovarian carcinoma cell lines. Gynecol. Oncol. 2005, 98, 141–145. [CrossRef] [PubMed] 78. Müller, C.; Schibli, R.; Forrer, F.; Krenning, E.P.; de Jong, M. Dose-dependent effects of (anti)folate preinjection
on 99mTc-radiofolate uptake in tumors and kidneys. Nucl. Med. Biol. 2007, 34, 603–608. [CrossRef] [PubMed] 79. Müller, C.;
Vlahov, I.R.;
Santhapuram, H.K.;
Leamon, C.P.;
Schibli, R. Tumor targeting using
67Ga-DOTA-Bz-folate—Investigations of methods to improve the tissue distribution of radiofolates. Nucl. Med. Biol. 2011, 38, 715–723. [CrossRef] [PubMed] 17 of 17 17 of 17 Pharmaceuticals 2017, 10, 72 80. Müller, C.; Struthers, H.; Winiger, C.; Zhernosekov, K.; Schibli, R. DOTA conjugate with an albumin-binding
entity enables the first folic acid-targeted 177Lu-radionuclide tumor therapy in mice. J. Nucl. Med. 2013, 54,
124–131. [CrossRef] [PubMed] 81. Reber, J.; Haller, S.; Leamon, C.P.; Müller, C. 177Lu-EC0800 combined with the antifolate pemetrexed:
Preclinical pilot study of folate receptor targeted radionuclide tumor therapy. Mol. Cancer Ther. 2013, 12,
2436–2445. [CrossRef] [PubMed] 82. Müller, C.; Schibli, R.; Krenning, E.P.; de Jong, M. Pemetrexed improves tumor selectivity of 111In-DTPA-folate
in mice with folate receptor-positive ovarian cancer. J. Nucl. Med. 2008, 49, 623–629. [CrossRef] [PubMed]
83
G
b
J
K
l
K
W ib l R
N
k H f
I Hi h
i ld
d
i
f
bi
ib d 82. Müller, C.; Schibli, R.; Krenning, E.P.; de Jong, M. Pemetrexed improves tumor selectivity of 111In-DTPA-folate
in mice with folate receptor-positive ovarian cancer. J. Nucl. Med. 2008, 49, 623–629. [CrossRef] [PubMed]
83. Grunberg, J.; Knogler, K.; Waibel, R.; Novak-Hofer, I. High-yield production of recombinant antibody
fragments in HEK-293 cells using sodium butyrate. Biotechniques 2003, 34, 968–972. [PubMed] p
p
J
,
,
[
] [
]
83. Grunberg, J.; Knogler, K.; Waibel, R.; Novak-Hofer, I. High-yield production of recombinant antibody
fragments in HEK-293 cells using sodium butyrate. Biotechniques 2003, 34, 968–972. [PubMed] © 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/).
|
https://openalex.org/W2473628047
|
http://deepblue.lib.umich.edu/bitstream/2027.42/134597/1/13048_2016_Article_250.pdf
|
English
| null |
Developmental programming: rescuing disruptions in preovulatory follicle growth and steroidogenesis from prenatal testosterone disruption
|
Journal of ovarian research
| 2,016
|
cc-by
| 9,247
|
* Correspondence: vasantha@umich.edu
1Department of Pediatrics, University of Michigan, 7641A Med Sci II, Ann
Arbor, MI 48109-5622, USA
Full list of author information is available at the end of the article © 2016 The Author(s). 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. Developmental programming: rescuing
disruptions in preovulatory follicle growth
and steroidogenesis from prenatal
testosterone disruption A Veiga-Lopez1,2, J Moeller1, D. H. Abbott3 and V Padmanabhan1* Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39
DOI 10.1186/s13048-016-0250-y Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39
DOI 10.1186/s13048-016-0250-y RESEARCH
Open Access
Developmental programming: rescuing
disruptions in preovulatory follicle growth
and steroidogenesis from prenatal
testosterone disruption Background g
With well over 5 million U.S. women affected, women with
polycystic ovary syndrome (PCOS) are frequent patients in
infertility clinics, seeking assistance in becoming pregnant
[1]. A PCOS diagnosis is reached when two of the follow-
ing three criteria are met: hyperandrogenism, oligo- or
anovulation, and/or polycystic ovaries [2–4]. The reduced
pregnancy rate in PCOS patients has been attributed to the
oligo-anovulatory condition of the syndrome; this, in part,
stems from a disrupted intrafollicular milieu, which in-
cludes reductions in cortisone [5], insulin growth like fac-
tor (IGF) I and II [6], and progesterone (P4) [7], increases
in anti-Mullerian hormone (AMH) [8], testosterone, andro-
stenedione, and proteomic dysregulation [9]. The compro-
mised intrafollicular steroidal milieu in PCOS women likely
accounts for the poor quality of oocytes [10, 11]. A recent
meta-analysis study found removal of oocytes from the dis-
rupted endogenous steroidal environment of PCOS women
and maturing them in vitro helps achieve better conception
rates [12]. Understanding the dysregulation of the intrafolli-
cular milieu is essential for developing strategies to over-
come infertility in PCOS. Controlled ovarian stimulation During their third breeding season (~2.5 years of age),
the follicular response to a controlled ovarian stimula-
tion protocol modified from that previously described
[25] was tested in all females (see Fig. 1a). All females
received 2 ml of prostaglandin F2α (PGF2α, 5 mg/ml;
Lutalyse, Pfizer Animal Health, MI) and an intravaginal
P4 control internal drug release device (CIDR; Eazi-
Breed CIDR sheep inserts, Pfizer Animal Health, NY) on
day 0 that was replaced on day 7. Beginning on day 1,
10 μg/kg body weight of acyline, a GnRH antagonist
(GnRHa) procured from the National Hormone and
Peptide Program, was administered every 12 h for
10 days. This was followed by administration of 8 de-
creasing doses (two doses at each concentration) of FSH
(0.6, 0.4, 0.3, and 0.1 mg/kg; Folltropin-V, Bioniche Ani-
mal Health, GA) starting on day 11. The P4 CIDR was
removed after the sixth FSH dose. Using the milder T60-90 phenotype [19] and a con-
trolled ovarian stimulation protocol that effectively
stimulates follicular development [20], we tested the
hypothesis that prenatal T excess compromises mat-
uration of the preovulatory follicle and disrupts the
intrafollicular milieu in sheep. Since i) prenatal T-
treated sheep manifest functional hyperandrogenism
and insulin resistance [13]; ii) treatment with an an-
drogen antagonist or insulin sensitizer improves ovu-
latory
function
in
women
with
PCOS
[21],
the
reproductive phenotype of whom prenatal T-treated
sheep
recapitulate;
and
iii)
postnatal
insulin
sensitizer-treatment prevents a progressive loss in cy-
clicity of prenatal T-treated sheep [22], this study
aimed to parse out the relative postnatal contribution
of androgen and insulin towards dysfunctional follicle Abstract Background: Prenatal testosterone (T) excess from days 30-90 of gestation disrupts gonadotropin surge and
ovarian follicular dynamics and induces insulin resistance and functional hyperandrogenism in sheep. T treatment
from days 60-90 of gestation produces a milder phenotype, albeit with reduced fecundity. Using this milder
phenotype, the aim of this study was to understand the relative postnatal contributions of androgen and insulin in
mediating the prenatal T induced disruptions in ovarian follicular dynamics. Methods: Four experimental groups were generated: 1) control (vehicle treatment), 2) prenatal T-treated (100 mg i. m. administration of T propionate twice weekly from days 60-90 of gestation), 3) prenatal T plus postnatal
anti-androgen treated (daily oral dose of 15 mg/kg/day of flutamide beginning at 8 weeks of age) and 4) prenatal T
and postnatal insulin sensitizer-treated (daily oral dose of 8 mg/day rosiglitazone beginning at 8 weeks of age). Follicular response to a controlled ovarian stimulation protocol was tested during their third breeding season. Main
outcome measures included the determination of number and size of ovarian follicles and intrafollicular
concentrations of steroids. Results: At the end of the controlled ovarian stimulation, the number of follicles approaching ovulatory size
(≥6 mm) were ~35 % lower in prenatal T-treated (6.5 ± 1.8) compared to controls (9.8 ± 2.0). Postnatal
anti-androgen (10.3 ± 1.9), but not insulin sensitizer (5.0 ± 0.9), treatment prevented this decrease. Preovulatory sized
follicles in the T group had lower intrafollicular T, androstenedione, and progesterone compared to that of the
control group. Intrafollicular steroid disruption was partially reversed solely by postnatal insulin sensitizer treatment. Conclusions: These results demonstrate that the final preovulatory follicular growth and intrafollicular steroid milieu
is impaired in prenatal T-treated females. The findings are consistent with the lower fertility rate reported earlier in
these females. The finding that final follicle growth was fully rescued by postnatal anti-androgen treatment and
intrafollicular steroid milieu partially by insulin sensitizer treatment suggest that both androgenic and insulin
pathway disruptions contribute to the compromised follicular phenotype of prenatal T-treated females. Keywords: Steroids, Testosterone, Androgen antagonist, Insulin sensitizer Page 2 of 10 Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 responses
of
T60-90
prenatal
T-treated
sheep
to
controlled ovarian stimulation in adulthood. Prenatal and postnatal treatments p
All procedures used were approved by the Institutional
Animal Care and Use Committee of the University of
Michigan and conducted at the University of Michigan
Sheep Research Facility. Animal husbandry details have
been published previously [23]. Mature Suffolk ewes (2
to 3 years in age) maintained under a natural photo-
period were mated and date of mating confirmed based
on rump paint marks left by a raddled ram. Pregnant
ewes were blocked by weight and body score and ran-
domly assigned to one of two treatment groups: 36 ani-
mals
in
the
prenatal
T
treatment
group
received
100 mg T propionate (Sigma-Aldrich Corp., St. Louis,
MO) twice weekly in 2 ml of corn oil, i.m. from days 60
to 90 of gestation, while 12 controls received an equal
volume of vehicle. Before puberty beginning at 8 weeks
of age, prenatal T-treated females received either andro-
gen antagonist, flutamide (Sigma-Aldrich, Corp.) (n = 11),
the insulin sensitizer, rosiglitazone (Avandia; GlaxoS-
mithKline, Durham, NC) (n = 12), or no treatment (n = 13). Flutamide was administered orally at a dose of 15 mg/kg/
ewe/day and rosiglitazone orally at a dose of 0.11 mg/kg/
ewe/day as previously described [24]. Increasing evidence from several species (rhesus mon-
keys, sheep, rats, and mice) has demonstrated a link be-
tween
prenatal
exposure
to
testosterone
(T)
and
development of a PCOS-like phenotype [13, 14]. Specif-
ically, prenatal T-treatment disrupts the intrafollicular
steroidal balance in preovulatory follicles (5-7 mm) and
reduces embryonic potential in rhesus monkeys [11]. In
sheep, prenatal T excess from days 30 to 90 of gestation
(T30-90) enhances follicular recruitment and persistence
[13] and causes disruptions in several key mediators of
folliculogenesis [15–18]. A milder PCOS-like phenotype
with reduced fecundity was found in sheep treated pre-
natally from days 60-90 of gestation (T60-90), where
only 40 % of such prenatal T-treated females became
pregnant [19]. These T60-90 females also developed in-
sulin resistance [13]. Follicular dynamics CIDR: intravaginal
P4 control internal drug release device, PGF2α: prostaglandin F2α, FSH: follicle stimulating hormone, GnRH: gonadotropin releasing hormone, OVX:
ovariectomy, replac.: replacement, US: transrectal ultrasonography. Grey and black arrows indicate time of GnRH antagonist and FSH
administration, respectively. b Mean (± SEM) number of 2-3 mm (top panel) and 4-6 mm (bottom panel) before GnRH antagonist (PreGnRHa), after
GnRH antagonist (PostGnRHa), before the 3rd and 6th FSH doses (FSH3 and FSH6, respectively), and ovariectomy (OVX) in control (white bars), T
(filled bars), T + F (dotted bars), and T + R (stripped dars) females. See Fig. 1 for synchronization and controlled ovarian stimulation protocol and text
for details of prenatal/postnatal treatment details. F: flutamide; R: rosiglitazone; n.s.: not significant; * P < 0.01, ** P < 0.001 Fig. 1 a Scheme depicting synchronization and controlled ovarian stimulation protocol used in the study. See text for details. CIDR: intravaginal
P4 control internal drug release device, PGF2α: prostaglandin F2α, FSH: follicle stimulating hormone, GnRH: gonadotropin releasing hormone, OVX:
ovariectomy, replac.: replacement, US: transrectal ultrasonography. Grey and black arrows indicate time of GnRH antagonist and FSH
administration, respectively. b Mean (± SEM) number of 2-3 mm (top panel) and 4-6 mm (bottom panel) before GnRH antagonist (PreGnRHa), after
GnRH antagonist (PostGnRHa), before the 3rd and 6th FSH doses (FSH3 and FSH6, respectively), and ovariectomy (OVX) in control (white bars), T
(filled bars), T + F (dotted bars), and T + R (stripped dars) females. See Fig. 1 for synchronization and controlled ovarian stimulation protocol and text
for details of prenatal/postnatal treatment details. F: flutamide; R: rosiglitazone; n.s.: not significant; * P < 0.01, ** P < 0.001 collapsed follicle was not useful to undertake histological
studies. after the last GnRHa dose, and after the 3rd and 6th FSH
dose (Fig. 1a). Two hours after the 8th FSH dose, a sub-
set (n = 6/group) of females were ovariectomized follow-
ing
procedures
previously
described
[27],
and
all
follicles ≥3 mm were dissected [20]. After recording
their diameter, follicular fluid was aspirated and frozen
at -20 °C. Prior to measurements, all follicular fluids
were diluted 1:100 in 1x PBS supplemented with 1 %
BSA. After follicular dissection and aspiration, the Follicular dynamics To monitor changes in follicular dynamics, transrectal
ultrasonography was performed as previously described
[26] using a scanner (Aloka SSD-900 V, Aloka Co. Ltd.,
Wallington, CT) fitted to a 7.5 MHz linear array trans-
ducer. Number of follicles ≥2 mm and corpora lutea
were determined prior to the start of GnRHa treatment, Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Page 3 of 10 Fig. 1 a Scheme depicting synchronization and controlled ovarian stimulation protocol used in the study. See text for details. CIDR: intravaginal
P4 control internal drug release device, PGF2α: prostaglandin F2α, FSH: follicle stimulating hormone, GnRH: gonadotropin releasing hormone, OVX:
ovariectomy, replac.: replacement, US: transrectal ultrasonography. Grey and black arrows indicate time of GnRH antagonist and FSH
administration, respectively. b Mean (± SEM) number of 2-3 mm (top panel) and 4-6 mm (bottom panel) before GnRH antagonist (PreGnRHa), after
GnRH antagonist (PostGnRHa), before the 3rd and 6th FSH doses (FSH3 and FSH6, respectively), and ovariectomy (OVX) in control (white bars), T
(filled bars), T + F (dotted bars), and T + R (stripped dars) females. See Fig. 1 for synchronization and controlled ovarian stimulation protocol and text
for details of prenatal/postnatal treatment details. F: flutamide; R: rosiglitazone; n.s.: not significant; * P < 0.01, ** P < 0.001 Fig. 1 a Scheme depicting synchronization and controlled ovarian stimulation protocol used in the study. See text for details. CIDR: intravaginal
P4 control internal drug release device, PGF2α: prostaglandin F2α, FSH: follicle stimulating hormone, GnRH: gonadotropin releasing hormone, OVX:
ovariectomy, replac.: replacement, US: transrectal ultrasonography. Grey and black arrows indicate time of GnRH antagonist and FSH
administration, respectively. b Mean (± SEM) number of 2-3 mm (top panel) and 4-6 mm (bottom panel) before GnRH antagonist (PreGnRHa), after
GnRH antagonist (PostGnRHa), before the 3rd and 6th FSH doses (FSH3 and FSH6, respectively), and ovariectomy (OVX) in control (white bars), T
(filled bars), T + F (dotted bars), and T + R (stripped dars) females. See Fig. 1 for synchronization and controlled ovarian stimulation protocol and text
for details of prenatal/postnatal treatment details. F: flutamide; R: rosiglitazone; n.s.: not significant; * P < 0.01, ** P < 0.001 Fig. 1 a Scheme depicting synchronization and controlled ovarian stimulation protocol used in the study. See text for details. Follicular size dynamics GnRHa treatment decreased the number of 4-6 mm, but
not 2-3 mm, follicles (P < 0.001; Fig. 1b). FSH adminis-
tration increased number of 2-3 mm follicles (P < 0.001)
by the third dose followed by a decline by the 6th FSH
dose (P < 0.001). This decline in 2-3 mm was accom-
panied by a marked increase (P < 0.001) in the num-
ber of 4-6 mm follicles (P < 0.001). At ovariectomy, a
further decline in 2-3 mm follicles and an increase in
4-6 mm follicles (P < 0.001) were found. GnRHa- and
FSH-induced changes in 2-3 and 4-6 mm follicles in
all treatment groups did not differ from the control
group. A4, T, E2, estrone, and P4 were assayed in the Assay
Services Laboratories at the Wisconsin National Primate
Research Center using a QTRAP 5500 LC-MS/MS (AB
Sciex, USA) equipped with an atmospheric pressure
chemical ionization source. The system included two
Shimadzu
LC20ADXR
pumps
and
a
Shimadzu
SIL20ACXR
autosampler. Thirty
μl
samples
were
injected onto a Phenomenex Kinetex 2.6u C18 100A,
100 × 2.1 mm column (Phenomenex) for separation. LC-
MS/MS results were generated in positive-ion mode
with optimized voltages. Calibration curve concentra-
tions for estrogens were 1.56-0.003 ng/ml and 3.91-
0.0076 ng/ml ng/ml for remaining steroids. Linearity
was r > 0.9990 and curve fit was linear with 1/x weight-
ing. Interassay coefficients of variation were determined
by a pool of human serum and ranged from 6.09-
19.47 % for all steroids. Assay sensitivities for A4, E2, es-
trone, P4 and T were 0.015, 0.005, 0.0015, 0.015, and
0.0325 ng/ml, respectively. When all follicles ≥2 mm were considered, FSH in-
creased the total number of follicles by the third FSH
dose (P < 0.001; Fig. 2), increasing further until the sixth
FSH dose (P < 0.001) but not beyond. In contrast,
GnRHa administration significantly reduced ≥4 mm fol-
licles (P < 0.001; Fig. 2). An increase in ≥4 mm follicles
was observed following the third FSH dose and beyond
(P < 0.001). There were no differences
in follicular
classes ≥2 mm and ≥4 mm between control and all
treatment groups. An increase was evident by the sixth FSH dose in
≥6 mm follicles (P < 0.001), culminating in a 3-fold in-
crease at ovariectomy (P < 0.001; Fig. 2). Intrafollicular steroids Follicular fluid concentrations of androstenedione (A4),
estradiol (E2), estrone, P4, and T were measured by
quadruple linear ion trap mass spectrometer (LC-MS/
MS) from one 3 mm, one 4 mm, and two 5-6 mm folli-
cles
that
were
randomly
selected
from
each Page 4 of 10 Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Page 4 of 10 Page 4 of 10 ovariectomized female. Samples (400 μl) were extracted
after diluting with ultrapure water (500 μl). An internal
deuterated standard and 1 ml of 2-methoxy-2-methyl-
propane was added to each sample, vortexed vigorously,
and incubated for 5 min at room temperature. The
steroid-containing organic phase was air-dried and re-
suspended in 100 μl of ethanol and 500 μl of water. A
second liquid-liquid extraction was performed with di-
chloromethane. The steroid-containing dichloromethane
phase
was
air-dried
and
samples
re-suspended
in
NaHCO3 buffer (25 μl), and estrone and E2 were derivi-
tized with 50 μl of dansyl chloride (200 mg/ml in aceto-
nitrile), heated to 40 °C for 4 min, and transferred into
minivials. Follicular size dynamics Prenatal T
treatment reduced ≥6 mm follicle number, with an initial
decline evident by sixth FSH dose and achieving signifi-
cance at ovariectomy (Fig. 2). Postnatal treatment with
flutamide, but not rosiglitazone, prevented the prenatal
T-induced reduction in ≥6 mm follicles. Intrafollicular steroids Figure 3a shows changes in intrafollicular concentrations of
steroids. In control females, intrafollicular T concentrations
were higher in 3 mm vs. larger follicles (P < 0.05), while the
reverse was found for intrafollicular E2 and P4, with higher
concentrations found in 5-6 mm follicles (P < 0.05). Control
females had an increase in E2 with follicle size (P < 0.05)
that was not seen in T and T + R females. T + F females
had high E2 concentrations regardless of follicle size. There
was no follicle size effect on intrafollicular Tand E2 concen-
trations in T and T + F females, while an increase in P4 was
evident in 5-6 mm follicles of T + R females. Statistical analysis
l
f y
For
analyses
of
follicular
dynamics,
follicles
were
grouped as 2-3 mm, 4-6 mm, ≥2 mm, ≥4 mm, and
≥6 mm follicles. For intrafollicular steroid measure-
ments, follicle classes included 3 mm, 4 mm, and 5-
6 mm in diameter. Follicle size distribution among treat-
ment groups and intrafollicular steroid concentrations
among follicular classes within each treatment group
and within a follicular class across treatment groups
were analyzed by ANOVA and linear mixed effect model
with Tukey posthoc tests. Percent change in intrafollicu-
lar steroid concentrations between 3 mm and 5-6 mm
follicles was derived by subtracting concentration in
3 mm from that in larger follicles. Appropriate transfor-
mations were applied, as needed, to account for normal-
ity of data allowing analyses by parametric tests. All
analyses were carried out using PASW Statistics for
Windows release 18.0.1 and data presented as mean ±
SEM. P < 0.05 was considered significant. No differences were found among treatment groups
with intrafollicular T, A4, estrone, E2, and P4 concentra-
tions in the different follicular classes. When analysis
was restricted only to control and T-treated females, T
females had lower T and P4 (P < 0.05) and tended to
have lower A4 (P = 0.07) in 5-6 mm follicles. Overall
evaluation of change in steroids between the 3 and 5-
6 mm sized follicles (Fig. 3b) revealed increases in A4,
estrone, E2, and P4 and a reduction in T in control Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Page 5 of 10 Fig. 2 Mean (± SEM) number of ≥2 mm (top panel), ≥4 mm (middle panel), and ≥6 mm (bottom panel) follicles before GnRH antagonist
f
b f
h
rd
d
th
d
d
l
d
l Fig. 2 Mean (± SEM) number of ≥2 mm (top panel), ≥4 mm (middle panel), and ≥6 mm (bottom panel) follicles before GnRH antagonist
(PreGnRHa), after GnRH antagonist (PostGnRHa), before the 3rd and 6th FSH dose (FSH3 and FSH6, respectively), and ovariectomy (OVX) in control
(C; white bars), T (filled bars), T + F (dotted bars), and T + R (stripped bars) females. See Fig. 1 for synchronization and controlled ovarian stimulation
protocol and text for prenatal/postnatal treatment details. F: flutamide; R: rosiglitazone; n.s.: not significant; * P < 0.01, ** P < 0.001. # represents
significant different (P < 0.05) compared to the control group Fig. Statistical analysis
l
f 2 Mean (± SEM) number of ≥2 mm (top panel), ≥4 mm (middle panel), and ≥6 mm (bottom panel) follicles before GnRH antagonist
(PreGnRHa), after GnRH antagonist (PostGnRHa), before the 3rd and 6th FSH dose (FSH3 and FSH6, respectively), and ovariectomy (OVX) in control
(C; white bars), T (filled bars), T + F (dotted bars), and T + R (stripped bars) females. See Fig. 1 for synchronization and controlled ovarian stimulation
protocol and text for prenatal/postnatal treatment details. F: flutamide; R: rosiglitazone; n.s.: not significant; * P < 0.01, ** P < 0.001. # represents
significant different (P < 0.05) compared to the control group T:E2, T + A4:E2, T + A4:estrone + E2, and T:estrone + E2
ratios were all lower (P < 0.05) in 5-6 mm vs. 3 mm folli-
cles within the T + R group. No treatment effect was
found in steroid ratios. Data skewness prevented detection
of differences in T:E2 and T + A4:E2 ratios in T + F
females. females, while reductions in A4, estrone, and P4 were
observed in T females. The increase in E2 from 3 to 5-
6 mm was of a higher magnitude in control compared to
T females. The changes in A4, estrone, and E2 were
more pronounced in T + F than T females. The direc-
tionality of changes in steroids between 3 and 5-6 mm
in T + R females mirrored that of control females. Discussion Comparison of steroid ratios across follicular stages
found the follicular androgen to estrogen ratios (T:E2, T +
A4:E2, T + A4:estrone + E2, and T:estrone + E2) in controls
were lower in 5-6 mm compared 3 mm follicles (P < 0.05)
(Fig. 4). The T:E2 and T + A4:E2 ratios were also lower in
5-6 mm vs. 3 mm follicles in T females. Intrafollicular This study is the first to demonstrate that prenatal T ex-
cess from days 60-90 of gestation impairs final preovula-
tory follicular growth (ovulatory size: ≥6 mm; [28]) and
reduces intrafollicular concentrations of T, A4, and P4 in
preovulatory
sized
follicles
of
sheep
undergoing Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Page 6 of 10 Fig. 3 a Mean (± SEM) intrafollicular concentrations (ng/ml) of testosterone (T), androstenedione (A4), estrone, estradiol (E2), and progesterone
(P4) at the time of ovariectomy and coincidentally with the 8th FSH dose in control (C; yellow), prenatal testosterone-treated (T; red), prenatal T
plus postnatal flutamide (T + F; blue), and prenatal T plus postnatal rosiglitazone (T + R; gray) females. See Fig. 1 for synchronization and controlled
ovarian stimulation protocol and text for prenatal/postnatal treatment details. Within group comparisons: asterisks represent differences within
group within hormone and between follicular sizes. Posthoc analyses performed only when overall ANOVA among all three sizes was significant. Comparisons between C and T group are represented by a ≠b if P < 0.05 and by a’ ≠b’if P = 0.07. F: flutamide; R: rosiglitazone. Data obtained
from one 3 mm, one 4 mm, and two 5-6 mm follicles randomly selected from each female. b Percent change in intrafollicular steroids of T, A4,
estrone, E2, and P4 between 3 and 5-6 mm follicles in C (yellow), T (red), T + F (blue), T + R (black) groups. Percent change was calculated Fig. 3 a Mean (± SEM) intrafollicular concentrations (ng/ml) of testosterone (T), androstenedione (A4), estrone, estradiol (E2), and progesterone
(P4) at the time of ovariectomy and coincidentally with the 8th FSH dose in control (C; yellow), prenatal testosterone-treated (T; red), prenatal T
plus postnatal flutamide (T + F; blue), and prenatal T plus postnatal rosiglitazone (T + R; gray) females. See Fig. 1 for synchronization and controlled
ovarian stimulation protocol and text for prenatal/postnatal treatment details. Within group comparisons: asterisks represent differences within
group within hormone and between follicular sizes. Discussion Posthoc analyses performed only when overall ANOVA among all three sizes was significant. Comparisons between C and T group are represented by a ≠b if P < 0.05 and by a’ ≠b’if P = 0.07. F: flutamide; R: rosiglitazone. Data obtained
from one 3 mm, one 4 mm, and two 5-6 mm follicles randomly selected from each female. b Percent change in intrafollicular steroids of T, A4,
estrone, E2, and P4 between 3 and 5-6 mm follicles in C (yellow), T (red), T + F (blue), T + R (black) groups. Percent change was calculated
by subtracting the overall mean values between the 3 and 5-6 mm size within each group Prenatal T programming of follicular dynamics 4 Mean (± SEM) intrafollicular steroid ratios of testosterone
to estradiol (T: E2), T plus androstenedione (A4) to E2 (T + A4:E2),
T + A4:estrone + E2, T:estrone + E2, and P4:E2 in 3 mm, 4 mm, and
5-6 mm follicles at the time of ovariectomy and coincidentally
with the 8th FSH dose in control (C; yellow), prenatal
testosterone-treated (T; red), prenatal T plus postnatal flutamide
(T + F; blue), and prenatal T plus postnatal rosiglitazone (T + R;
gray) females. See Fig. 1 for synchronization and controlled ovarian
stimulation protocol and text for prenatal/postnatal treatment details. Within group comparisons, asterisks represent differences within group
within hormone and between follicular sizes. Posthoc analyses performed
only when overall ANOVA among all three sizes was significant. Data
obtained from one 3 mm, one 4 mm, and two 5-6 mm follicles randomly
selected from each female Intrafollicular steroid ratios
0
1
2
3
3mm
4mm
5-6mm
T
T+R
0
1
2
3
3mm
4mm
5-6mm
C
0
1
2
3
3mm
4mm
5-6mm
T:E2
T+A4:E2
T+A4:
Eone+E2
T:Eone+E2
P4:E2
**
**
**
**
*
*
*
*
*
*
0
2
4
6
3mm
4mm
5-6mm
T+F Intrafollicular steroid ratios
0
1
2
3
3mm
4mm
5-6mm
T
T+R
0
1
2
3
3mm
4mm
5-6mm
C
0
1
2
3
3mm
4mm
5-6mm
T:E2
T+A4:E2
T+A4:
Eone+E2
T:Eone+E2
P4:E2
**
**
**
**
*
*
*
*
*
*
0
2
4
6
3mm
4mm
5-6mm
T+F number of follicles ≥6 mm, but not in the number up to
4 mm, and ii) in sheep, follicles up to 4 mm size are
considered FSH dependent and those beyond 4 mm as
LH dependent [28], the shift from FSH to LH depend-
ency appears to be impaired. One possibility is that this
reduction in preovulatory sized follicles might be a func-
tion of advancement in LH dependency and hence a re-
quirement for LH. Because LH was not co-administered
with FSH, the final transition to preovulatory size might
be compromised. This premise is supported by the lack
of reduction in preovulatory sized follicles in the T30-90
females [32], when follicles were stimulated concomi-
tantly with LH and FSH. Findings from both studies
(this study and Steckler et al. [32]) suggest the compro-
mised preovulatory follicular development might be res-
cued with exogenous LH supplementation. Prenatal T programming of follicular dynamics Prenatal T programming of follicular dynamics
The GnRHa treatment regimen used was effective in
blocking follicular growth beyond the 3 mm stage in
both the control and prenatal T-treated sheep, as was
the case with T30-90 females exposed to a shorter
GnRHa treatment [32]. The efficacy of pFSH to recruit
follicular growth in controls was comparable to that
achieved with oFSH or pFSH stimulation in other sheep
breeds [25, 33]. pFSH used in this study was also as ef-
fective in stimulating follicular growth in the 3 treatment
groups (T, T + F, and T + R) as the combined oFSH- LH controlled ovarian stimulation, a finding consistent
with the lower fertility rates reported in these sheep
[19]. The rescue of final growth by postnatal andro-
gen antagonist, but not insulin sensitizer, administra-
tion suggests the impairment of prevoulatory follicle
growth is mediated via androgenic action. This, in
concert with the partial rescue of the intrafollicular
steroid milieu with insulin sensitizer, suggests that
both androgens and insulin contribute to reproductive
disruption
[29–31]
and
reduced fecundity
[17]
in
adult prenatal T-treated sheep. p
g
g
y
The GnRHa treatment regimen used was effective in
blocking follicular growth beyond the 3 mm stage in
both the control and prenatal T-treated sheep, as was
the case with T30-90 females exposed to a shorter
GnRHa treatment [32]. The efficacy of pFSH to recruit
follicular growth in controls was comparable to that
achieved with oFSH or pFSH stimulation in other sheep
breeds [25, 33]. pFSH used in this study was also as ef-
fective in stimulating follicular growth in the 3 treatment
groups (T, T + F, and T + R) as the combined oFSH- LH Page 7 of 10 Page 7 of 10 Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Intrafollicular steroid ratios
0
1
2
3
3mm
4mm
5-6mm
T
T+R
0
1
2
3
3mm
4mm
5-6mm
C
0
1
2
3
3mm
4mm
5-6mm
T:E2
T+A4:E2
T+A4:
Eone+E2
T:Eone+E2
P4:E2
**
**
**
**
*
*
*
*
*
*
0
2
4
6
3mm
4mm
5-6mm
T+F
Fig. Prenatal T programming of follicular dynamics It is unclear
if this impairment is a function of reduced number of
LH receptors or altered LH signaling, both are aspects
yet to be studied in this model but implicated in women
with PCOS [36–38]. Intrafollicular steroid ratios Importantly, the fact that postnatal androgen antagonist,
not insulin sensitizer, treatment was able to rescue the
number of preovulatory-sized follicles supports the notion
that i) compromised androgen receptor expression/func-
tion in growing follicles or surrounding ovarian stroma is
detrimental to progression beyond a critical size (4 mm in
this case) and ii) that blockade of androgen action with an
androgen antagonist would help overcome follicular
growth arrest. In previous studies, we found prenatal T
treatment from days 30-90 of gestation increases granu-
losa cell androgen receptor expression in antral follicles
and is supportive of functional ovarian hyperandrogenism
[15]. Although insulin plays a role in follicular develop-
ment [39–41], failure of insulin sensitizer treatment to
rescue this follicular growth defect suggests this dysfunc-
tion is driven primarily by the androgen signaling imbal-
ance within the growing follicle. T+A4:
Eone+E2 Fig. 4 Mean (± SEM) intrafollicular steroid ratios of testosterone
to estradiol (T: E2), T plus androstenedione (A4) to E2 (T + A4:E2),
T + A4:estrone + E2, T:estrone + E2, and P4:E2 in 3 mm, 4 mm, and
5-6 mm follicles at the time of ovariectomy and coincidentally
with the 8th FSH dose in control (C; yellow), prenatal
testosterone-treated (T; red), prenatal T plus postnatal flutamide
(T + F; blue), and prenatal T plus postnatal rosiglitazone (T + R;
gray) females. See Fig. 1 for synchronization and controlled ovarian
stimulation protocol and text for prenatal/postnatal treatment details. Within group comparisons, asterisks represent differences within group
within hormone and between follicular sizes. Posthoc analyses performed
only when overall ANOVA among all three sizes was significant. Data
obtained from one 3 mm, one 4 mm, and two 5-6 mm follicles randomly
selected from each female Fig. 4 Mean (± SEM) intrafollicular steroid ratios of testosterone
to estradiol (T: E2), T plus androstenedione (A4) to E2 (T + A4:E2),
T + A4:estrone + E2, T:estrone + E2, and P4:E2 in 3 mm, 4 mm, and
5-6 mm follicles at the time of ovariectomy and coincidentally
with the 8th FSH dose in control (C; yellow), prenatal Prenatal T programming of follicular steroid milieu Prenatal T programming of follicular steroid milieu
The opposing follicular size-related changes in intra-
follicular T and estrogens in control females were
similar to previous findings [20, 42]. A higher andro-
genic environment prevails in small follicles, with a
shift towards a highly estrogenic milieu in preovula-
tory follicles; this is consistent with increased aroma-
tase activity as follicles mature [42]. The transition
from low E2 in smaller follicles to high E2 in larger
follicles was the most striking change (4-fold increase)
in the control group. Conversely, the E2 increase was
of much lower magnitude (< 1-fold) in the T group. Because androgens are the main substrate for estrogen
production, the reduced magnitude of E2 increase in T
females may be driven by a reduced androgenic environ-
ment (T and A4) at earlier follicular stages. Androgen and regimen used with T30-90 females [32]. These findings
indicate responsiveness to exogenous FSH, and hence
recruitment, was not impaired by prenatal T excess or
postnatal treatment with androgen antagonist or insulin
sensitizer. The finding that recruitment and growth of
follicles up to 4 mm size was similar across groups is
not surprising, because androgens increase FSH activity
[34] and are not detrimental to follicular survival and
growth of preantral and early antral follicles [35]. The reduced number of follicles ≥6 mm in T females
suggests the final maturation of the preovulatory follicle
is impaired. Given that i) the suppression was evident in Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Page 8 of 10 Page 8 of 10 estrogen receptors [17] and steroidogenic enzymes [43]
are dysregulated in granulosa and theca cells of T30-90
sheep, and these disruptions remain to be determined in
T60-90 females. It is also unclear whether the lower mag-
nitude of E2 increase in T females contributes to the
delayed onset of LH surge that was reported earlier in
these females [29]. ultimately fertility remains unclear. Paradoxically, while
flutamide treatment failed to ameliorate intrafollicular
steroidal defects, the same treatment prevented pubertal
advancement and enhanced preovulatory LH surge ampli-
tude in the T30-90 females [24]. Considering T is an aro-
matizable androgen, the differing effects of flutamide in
rescuing the various physiologic functions may be a func-
tion of whether androgen or estrogen (via aromatization)
is the programming agent [31]. Prenatal T-induced disruptions in intrafollicular steroid
milieu were also reported in non-human primates [11]. Prenatal T programming of follicular steroid milieu Controlled ovarian stimulation studies in rhesus monkeys
found 15-35 days of T treatment starting on gestational
days 40-44, but not days 100-115, reduced intrafollicular
A4 and E2 concentrations in preovulatory sized follicles
[11]. Although disruptions in intrafollicular A4 and E2
parallel findings from the current study, timing and dur-
ation of T exposure differ between the sheep and monkey
study. Our earlier findings of reduced granulosa cell
CYP19A1 expression in antral follicles in the T30-90
model [43] agrees with the reduced intrafollicular E2 in
large antral follicles evidenced in the present study [43]. Considering the disrupted intrafollicular steroidal milieu
of prenatal T-treated monkeys was accompanied by a re-
duction in oocyte competence [11], a similar intrafollicular
disruption was evidenced in prenatal T-treated sheep is
likely to be associated with compromised oocyte health. This, in fact, may explain the reduced fecundity in T60-90
females [19]. The strength of the present study is that the
intrafollicular steroid milieu was identified in different size
follicular classes as opposed to only the preovulatory fol-
licular size in monkeys. Another strength is the parallel as-
sessment of follicular growth at different time points
during the ovarian stimulation protocol, which was helpful
in dissecting out regulation of follicular growth from
steroidogenesis. g
g g
Despite the fact that T60-90 females are insulin re-
sistant [13], the lack of rescue in the number of folli-
cles that achieved a preovulatory size by rosiglitazone
suggests the insulin pathway is not involved in growth
of preovulatory follicles. In contrast, the intrafollicular
steroid milieu of T + R follicles was more similar to
that of the controls and is supportive of a role for in-
sulin coupled with FSH as follicles mature in main-
taining
intrafollicular
steroid
balance
[46]. The
beneficial effects
of insulin
sensitizer
therapies
in
enhancing insulin sensitivity and improving ovulatory
function in women with PCOS [47, 48] may relate to
normalization
of
intrafollicular steroidal milieu, as
evidenced in the T + R animals. In interpreting the impact of the interventions, it is im-
portant to recognize that GnRH antagonist treatment given
prior to FSH stimulation to achieve a homogeneous follicu-
lar pool before FSH stimulation (as achieved in this study,
Fig. 1) might have played a role in determining the impact
of androgen antagonist and insulin sensitizer on follicular
dynamics and the intra-follicular hormone milieu. Prenatal T programming of follicular steroid milieu However,
considering that GnRH antagonist treatment is the same
across treatments, any variability in the starting pool of fol-
licles across treatment would suggest intrinsic ovarian
differences originating from the T treatment and interven-
tions respectively. It needs to be recognized that GnRH
agonist and antagonist treatments are routinely used in
standard IVF practices [49], and hence the approach taken
with this study is consistent with this practice. g
Relative to interventions, postnatal flutamide treatment
rescued follicular growth to where preovulatory follicle
size was achieved, but treatment failed to ameliorate the
disruptions in intrafollicular steroidal milieu. The steroidal
transition from low E2 to a high E2 milieu between 3 to
6 mm size antral follicles seen in controls was not evident
in T + F females. In addition, the directionality of change
in intrafollicular concentrations of estrone and A4 in T +
F animals, namely a reduction in both steroids in the
6 mm compared to 3 mm follicles as opposed to the
increase in both steroids in the controls, point to an intra-
follicular steroidal disruption that persists through antral
follicle growth. The increase of T in the smaller 3 mm
follicles of the T + F females may be a compensatory
response to the blockade of androgen receptor signaling
by flutamide treatment, which was present throughout the
course of the study. Such a response would be analogous
to the masculinizing effects of flutamide seen relative to
other variables [44, 45]. To what extent the intrafollicular
steroidal disruptions play a role in oocyte health and The outcomes achieved with the two interventions,
namely the androgen antagonist helping rescue follicular
growth and the insulin sensitizer partially rescuing intra-
follicular steroidal milieu, suggest that both androgens
and insulin may synergize in establishing optimal follicu-
lar growth and steroidogenesis. A combined intervention
involving both may help compensate for any deficiency
that one intervention has in order to achieve better suc-
cess. While the finding in PCOS women is that com-
bined treatment is more efficacious than monotherapies
in treating anovulation [50] is supportive of this possibil-
ity, this remains to be tested. Availability of data and material
Data will be shared. 11. Dumesic DA, Schramm RD, Peterson E, Paprocki AM, Zhou R, Abbott DH. Impaired developmental competence of oocytes in adult prenatally
androgenized female rhesus monkeys undergoing gonadotropin
stimulation for in vitro fertilization. J Clin Endocrinol Metab. 2002;87:1111–9 11. Dumesic DA, Schramm RD, Peterson E, Paprocki AM, Zhou R, Abbott DH. Impaired developmental competence of oocytes in adult prenatally
androgenized female rhesus monkeys undergoing gonadotropin
stimulation for in vitro fertilization. J Clin Endocrinol Metab. 2002;87:1111–9. Funding
Thi
k This work was supported by NIH P01 HD44232 (VP). Effort spent by A.V-L. during the preparation of the manuscript was supported by AgBioResearch
and the United States Department of Agriculture (USDA) National Institute of
Food and Agriculture, Hatch project MICL02383. 9. Ambekar AS, Kelkar DS, Pinto SM, Sharma R, Hinduja I, Zaveri K, et al. Proteomics of follicular fluid from women with polycystic ovary syndrome
suggests molecular defects in follicular development. J Clin Endocrinol
Metab. 2015;100:744–53. 9. Ambekar AS, Kelkar DS, Pinto SM, Sharma R, Hinduja I, Zaveri K, et al. Proteomics of follicular fluid from women with polycystic ovary syndrome
suggests molecular defects in follicular development. J Clin Endocrinol
Metab. 2015;100:744–53. 9. Ambekar AS, Kelkar DS, Pinto SM, Sharma R, Hinduja I, Zaveri K, et al. Proteomics of follicular fluid from women with polycystic ovary syndrome
suggests molecular defects in follicular development. J Clin Endocrinol
Metab. 2015;100:744–53. 10. Homburg R, Berkowitz D, Levy T, Feldberg D, Ashkenazi J, Ben-Rafael Z. In
vitro fertilization and embryo transfer for the treatment of infertility
associated with polycystic ovary syndrome. Fertil Steril. 1993;60:858–63. 10. Homburg R, Berkowitz D, Levy T, Feldberg D, Ashkenazi J, Ben-Rafael Z. In
vitro fertilization and embryo transfer for the treatment of infertility
associated with polycystic ovary syndrome. Fertil Steril. 1993;60:858–63. Authors’ contributions AV-L participated in designing the experiment and generation of the
animals, provided supervision in the performance of animal experiments,
performed the ultrasonography and statistical analyses, and wrote the
manuscript. JM participated in generating animals and in animal
experiments, DHA provide oversight for the steroid measurements, VP
paticipated in designing the experiment, provided oversight for integrating
the study components, participated in data interpretation and writing of the
manuscript. All authors read through the manuscript and provided input in
finalizing the manuscript. All authors read and approved the final manuscript. 12. Siristatidis C, Sergentanis TN, Vogiatzi P, Kanavidis P, Chrelias C,
Papantoniou N, et al. In Vitro Maturation in Women with vs. without
Polycystic Ovarian Syndrome: A Systematic Review and Meta-Analysis. PLoS One. 2015;10:e0134696. 12. Siristatidis C, Sergentanis TN, Vogiatzi P, Kanavidis P, Chrelias C,
Papantoniou N, et al. In Vitro Maturation in Women with vs. without
Polycystic Ovarian Syndrome: A Systematic Review and Meta-Analysis. PLoS One. 2015;10:e0134696. 13. Padmanabhan V, Veiga-Lopez A. Animal models of the polycystic ovary
syndrome phenotype. Steroids. 2013;78:734–40. 13. Padmanabhan V, Veiga-Lopez A. Animal models of the polycystic ovary
syndrome phenotype. Steroids. 2013;78:734–40. 14. Abbott DH, Dumesic DA, Levine JE, Dunaif A, Padmanabhan V. Animal
models and fetal programming of PCOS. In: Azziz JE, Nestler JE, Dewailly D,
editors. Contemporary endocrinology: androgen excess disorders in
women: polycystic ovary syndrome and other disorders. Totowa, NJ:
Humana Press Inc; 2006. p. 259–72. Ethics approval and consent to participate
l
ll
d
d
d b 16. Salvetti NR, Ortega HH, Veiga-Lopez A, Padmanabhan V. Developmental programming: impact of prenatal testosterone excess
on ovarian cell proliferation and apoptotic factors in sheep. Biol Reprod. 2012;87(22):1–10. 16. Salvetti NR, Ortega HH, Veiga-Lopez A, Padmanabhan V. Developmental programming: impact of prenatal testosterone excess
on ovarian cell proliferation and apoptotic factors in sheep. Biol Reprod. 2012;87(22):1–10. Animals: All procedures used were approved by the Institutional Animal Care
and Use Committee of the University of Michigan and conducted at the
University of Michigan Sheep Research Facility (number: PRO00005623). Human subjects: Not applicable. Animals: All procedures used were approved by the Institutional Animal Care
and Use Committee of the University of Michigan and conducted at the
University of Michigan Sheep Research Facility (number: PRO00005623). Human subjects: Not applicable. 17. Ortega HH, Rey F, Velazquez MM, Padmanabhan V. Developmental
programming: effect of prenatal steroid excess on intraovarian components
of insulin signaling pathway and related proteins in sheep. Biol Reprod. 2010;82:1065–75. Conclusions Prenatal T excess from days 60-90 of gestation impairs
final follicular growth and intrafollicular milieu under Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 Page 9 of 10 Page 9 of 10 controlled ovarian stimulation protocols. This indicates
an inherent ovarian defect that may contribute to the
lower fertility seen in these females [19]. The differential
benefit of postnatal androgen antagonist and insulin
sensitizer treatment in rescuing follicular growth and
steroidogenesis, respectively, raises the possibility that
combined therapies during adolescence and early adult-
hood may be beneficial in enhancing fertility, a premise
that remains to be tested. 3. Zawadki J, Dunaif A. Diagnostic criteria for polycystic ovary syndrome:
towards a rational approach. In: A D, JR G, FP H, GR M, eds. Polycystic ovary
syndrome. Boston: Blackwell Scientific Publications; 1992. p. 377-84. 3. Zawadki J, Dunaif A. Diagnostic criteria for polycystic ovary syndrome:
towards a rational approach. In: A D, JR G, FP H, GR M, eds. Polycystic ovary
syndrome. Boston: Blackwell Scientific Publications; 1992. p. 377-84. 4. Azziz R, Carmina E, Dewailly D, Diamanti-Kandarakis E, Escobar-Morreale HF,
Futterweit W, et al. Positions statement: criteria for defining polycystic ovary
syndrome as a predominantly hyperandrogenic syndrome: an Androgen
Excess Society guideline. J Clin Endocrinol Metab. 2006;91:4237–45. 5. Michael AE, Glenn C, Wood PJ, Webb RJ, Pellatt L, Mason HD. Ovarian
11beta-hydroxysteroid dehydrogenase (11betaHSD) activity is suppressed in
women with anovulatory polycystic ovary syndrome (PCOS): apparent role
for ovarian androgens. J Clin Endocrinol Metab. 2013;98:3375–83. 5. Michael AE, Glenn C, Wood PJ, Webb RJ, Pellatt L, Mason HD. Ovarian
11beta-hydroxysteroid dehydrogenase (11betaHSD) activity is suppressed in
women with anovulatory polycystic ovary syndrome (PCOS): apparent role
for ovarian androgens. J Clin Endocrinol Metab. 2013;98:3375–83. 6. Barreca A, Del Monte P, Ponzani P, Artini PG, Genazzani AR, Minuto F. Intrafollicular insulin-like growth factor-II levels in normally ovulating
women and in patients with polycystic ovary syndrome. Fertil Steril. 1996;65:739–45. 6. Barreca A, Del Monte P, Ponzani P, Artini PG, Genazzani AR, Minuto F. Intrafollicular insulin-like growth factor-II levels in normally ovulating
women and in patients with polycystic ovary syndrome. Fertil Steril. 1996;65:739–45. Acknowledgements
W
h
k D
l
D We thank Douglas Doop for help with breeding, lambing, excellent animal care,
and facility management, Gary McCalla for help with daily administration of
androgen antagonist and insulin sensitizer treatments, Carol Herkimer for
assistance with prenatal treatment and ovariectomies, and Kaitlyn Bates, Joe
Majors, Shannon Lohman, Dr. Chunxia Lu, Sam Olson, Meg Ryan, and Rohit
Shreedharan for help in various aspects of the animal experimentation. We are
grateful to Dr. Fred Karsch for surgical help during ovariectomies. 7. Lambert-Messerlian G, Taylor A, Leykin L, Isaacson K, Toth T, Chang Y, et al. Characterization of intrafollicular steroid hormones, inhibin, and follistatin in
women with and without polycystic ovarian syndrome following
gonadotropin hyperstimulation. Biol Reprod. 1997;57:1211–6. 7. Lambert-Messerlian G, Taylor A, Leykin L, Isaacson K, Toth T, Chang Y, et al. Characterization of intrafollicular steroid hormones, inhibin, and follistatin in
women with and without polycystic ovarian syndrome following
gonadotropin hyperstimulation. Biol Reprod. 1997;57:1211–6. 8. Hossein G, Arabzadeh S, Hossein-Rashidi B, Hosseini MA. Relations between
steroids and AMH: impact of basal and intrafollicular steroids to AMH ratios
on oocyte yield and maturation rate in women with or without polycystic
ovary undergoing in vitro fertilization. Gynecol Endocrinol. 2012;28:413–7. 8. Hossein G, Arabzadeh S, Hossein-Rashidi B, Hosseini MA. Relations between
steroids and AMH: impact of basal and intrafollicular steroids to AMH ratios
on oocyte yield and maturation rate in women with or without polycystic
ovary undergoing in vitro fertilization. Gynecol Endocrinol. 2012;28:413–7. Consent for publication
Not applicable. 15. Ortega HH, Salvetti NR, Padmanabhan V. Developmental programming:
prenatal androgen excess disrupts ovarian steroid receptor balance. Reproduction. 2009;137:865–77. 15. Ortega HH, Salvetti NR, Padmanabhan V. Developmental programming:
prenatal androgen excess disrupts ovarian steroid receptor balance. Reproduction. 2009;137:865–77. Author details
1D
f 1Department of Pediatrics, University of Michigan, 7641A Med Sci II, Ann
Arbor, MI 48109-5622, USA. 2Department of Animal Science, Michigan State
University, East Lansing, MI 48824, USA. 3Department of Obstetrics and
Gynecology and Wisconsin National Primate Research Center, University of
Wisconsin, Madison, WI 53715, USA. 18. Veiga-Lopez A, Ye W, Padmanabhan V. Developmental programming:
prenatal testosterone excess disrupts anti-Mullerian hormone expression in
preantral and antral follicles. Fertil Steril. 2012;97:748–56. 19. Steckler TL, Roberts EK, Doop DD, Lee TM, Padmanabhan V. Developmental
programming in sheep: administration of testosterone during 60-90 days of
pregnancy reduces breeding success and pregnancy outcome. Theriogenology. 2007;67:459–67. Competing interests g
The authors declare that they have no competing interests. References Low-dose flutamide-metformin therapy for
hyperinsulinemic hyperandrogenism in nonobese adolescents and women. Fertil Steril. 2006;86 Suppl 1:S24–5. 22. Veiga-Lopez A, Lee JS, Padmanabhan V. Developmental programming:
insulin sensitizer treatment improves reproductive function in prenatal
testosterone-treated female sheep. Endocrinology. 2010;151:4007–17. 42. Tsonis CG, Carson RS, Findlay JK. Relationships between aromatase
activity, follicular fluid oestradiol-17 beta and testosterone
concentrations, and diameter and atresia of individual ovine follicles. J
Reprod Fertil. 1984;72:153–63. 23. Manikkam M, Crespi EJ, Doop DD, Herkimer C, Lee JS, Yu S, et al. Fetal
programming: prenatal testosterone excess leads to fetal growth
retardation and postnatal catch-up growth in sheep. Endocrinology. 2004;145:790–8. 43. Padmanabhan V, Salvetti NR, Matiller V, Ortega HH. Developmental
programming: prenatal steroid excess disrupts key members of intraovarian
steroidogenic pathway in sheep. Endocrinology. 2014;155:3649–60. 44. Mylchreest E, Sar M, Wallace DG, Foster PM. Fetal testosterone insufficiency
and abnormal proliferation of Leydig cells and gonocytes in rats exposed to
di(n-butyl) phthalate. Reprod Toxicol. 2002;16:19–28. 24. Padmanabhan V, Veiga-Lopez A, Herkimer C, Abi Salloum B, Moeller J,
Beckett E, et al. Developmental programming: prenatal and postnatal
androgen antagonist and insulin sensitizer interventions prevent
advancement of puberty and improve LH surge dynamics in prenatal
testosterone-treated sheep. Endocrinology. 2015;156:2678–92. 45. Herman RA, Measday MA, Wallen K. Sex differences in interest in infants in
juvenile rhesus monkeys: relationship to prenatal androgen. Horm Behav. 2003;43:573–83. 25. Veiga-Lopez A, Gonzalez-Bulnes A, Garcia-Garcia RM, Dominguez V, Cocero
MJ. The effects of previous ovarian status on ovulation rate and early
embryo development in response to superovulatory FSH treatments in
sheep. Theriogenology. 2005;63:1973–83. 46. Chaves RN, Duarte AB, Rodrigues GQ, Celestino JJ, Silva GM, Lopes CA, et al. The effects of insulin and follicle-simulating hormone (FSH) during in vitro
development of ovarian goat preantral follicles and the relative mRNA
expression for insulin and FSH receptors and cytochrome P450 aromatase
in cultured follicles. Biol Reprod. 2012;87:69. 26. Veiga-Lopez A, Wurst AK, Steckler TL, Ye W, Padmanabhan V. Developmental programming: postnatal estradiol amplifies ovarian follicular
defects induced by fetal exposure to excess testosterone and
dihydrotestosterone in sheep. Reprod Sci. 2014;21:444–55. 47. Pasquali R, Gambineri A. Insulin sensitizers in polycystic ovary syndrome. Front Horm Res. 2013;40:83–102. 48. Naderpoor N, Shorakae S, de Courten B, Misso ML, Moran LJ, Teede HJ. Metformin and lifestyle modification in polycystic ovary syndrome:
systematic review and meta-analysis. Hum Reprod Update. 2015;21:560–74. 27. Jackson LM, Mytinger A, Roberts EK, Lee TM, Foster DL, Padmanabhan V, et al. References Developmental programming: postnatal steroids complete prenatal steroid
actions to differentially organize the GnRH surge mechanism and reproductive
behavior in female sheep. Endocrinology. 2013;154:1612–23. 49. Garcia-Velasco JA, Fatemi HM. To pill or not to pill in GnRH antagonist
cycles: that is the question! Reprod Biomed Online. 2015;30:39–42. 28. van den Hurk R, Zhao J. Formation of mammalian oocytes and their
growth, differentiation and maturation within ovarian follicles. Theriogenology. 2005;63:1717–51. 50. Ibáñez L, de Zegher F. Low-dose flutamide-metformin therapy for
hyperinsulinemic hyperandrogenism in nonobese adolescents and women. Fertil Steril. 2006;86 Suppl 1:S24–5. 29. Sharma TP, Herkimer C, West C, Ye W, Birch R, Robinson JE, et al. Fetal
programming: prenatal androgen disrupts positive feedback actions of
estradiol but does not affect timing of puberty in female sheep. Biol
Reprod. 2002;66:924–33. 30. Savabieasfahani M, Lee JS, Herkimer C, Sharma TP, Foster DL, Padmanabhan
V. Fetal programming: testosterone exposure of the female sheep during
midgestation disrupts the dynamics of its adult gonadotropin secretion
during the periovulatory period. Biol Reprod. 2005;72:221–9. 31. Padmanabhan V, Veiga-Lopez A. 2011 Developmental origin of reproductive
and metabolic dysfunctions: androgenic versus estrogenic reprogramming. Semin Reprod Med. 2011;29:173–86. 32. Steckler TL, Lee JS, Ye W, Inskeep EK, Padmanabhan V. Developmental
programming: exogenous gonadotropin treatment rescues ovulatory
function but does not completely normalize ovarian function in sheep
treated prenatally with testosterone. Biol Reprod. 2008;79:686–95. 33. Gonzalez-Bulnes A, Santiago-Moreno J, Cocero MJ, Lopez-Sebastian A. Effects of FSH commercial preparation and follicular status on follicular
growth and superovulatory response in Spanish Merino ewes. Theriogenology. 2000;54:1055–64. 34. Gervásio CG, Bernuci MP, Silva-de-Sá MF, Rosa-E-Silva AC. The role of
androgen hormones in early follicular development. ISRN Obstet Gynecol. 2014;2014:818010. doi:10.1155/2014/818010. 34. Gervásio CG, Bernuci MP, Silva-de-Sá MF, Rosa-E-Silva AC. The role of
androgen hormones in early follicular development. ISRN Obstet Gynecol. 2014;2014:818010. doi:10.1155/2014/818010. 35. Vendola KA, Zhou J, Adesanya OO, Weil SJ, Bondy CA. Androgens
stimulate early stages of follicular growth in the primate ovary. J Clin
Invest. 1998;101:2622–9. 35. Vendola KA, Zhou J, Adesanya OO, Weil SJ, Bondy CA. Androgens
stimulate early stages of follicular growth in the primate ovary. J Clin
Invest. 1998;101:2622–9. 36. Liu N, Ma Y, Wang S, Zhang X, Zhang Q, Zhang X, et al. Association of the
genetic variants of luteinizing hormone, luteinizing hormone receptor and
polycystic ovary syndrome. Reprod Biol Endocrinol. 2012;30(10):36. 36. Liu N, Ma Y, Wang S, Zhang X, Zhang Q, Zhang X, et al. Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 References Association of the
genetic variants of luteinizing hormone, luteinizing hormone receptor and
polycystic ovary syndrome. Reprod Biol Endocrinol. 2012;30(10):36. 37. Comim FV, Teerds K, Hardy K, Franks S. Increased protein expression of
LHCG receptor and 17α-hydroxylase/17-20-lyase in human polycystic
ovaries. Hum Reprod. 2013;28:3086–92. 37. Comim FV, Teerds K, Hardy K, Franks S. Increased protein expression of
LHCG receptor and 17α-hydroxylase/17-20-lyase in human polycystic
ovaries. Hum Reprod. 2013;28:3086–92. References 20. Veiga-Lopez A, Dominguez V, Souza CJ, Garcia-Garcia RM, Ariznavarreta C,
Tresguerres JA, et al. Features of follicle-stimulating hormone-stimulated
follicles in a sheep model: keys to elucidate embryo failure in assisted
reproductive technique cycles. Fertil Steril. 2008;89:1328–37. 1. Womeshealth.gov. Polycystic ovary syndrome (PCOS) fact sheet. http://
www.womenshealth.gov/publications/our-publications/fact-sheet/
polycystic-ovary-syndrome.html Last updated: December 23, 2014. Last
accessed: January 29, 2016. 1. Womeshealth.gov. Polycystic ovary syndrome (PCOS) fact sheet. http://
www.womenshealth.gov/publications/our-publications/fact-sheet/
polycystic-ovary-syndrome.html Last updated: December 23, 2014. Last
accessed: January 29, 2016. 21. Domecq JP, Prutsky G, Mullan RJ, Sundaresh V, Wang AT, Erwin PJ,
et al. Adverse effects of the common treatments for polycystic ovary
syndrome: a systematic review and meta-analysis. J Clin Endocrinol
Metab. 2013;98:4646–54. 2. Rotterdam EA-SPCWG. Revised 2003 consensus on diagnostic criteria and
long-term health risks related to polycystic ovary syndrome. Fertil Steril. 2004;81:19–25. Page 10 of 10 Page 10 of 10 Page 10 of 10 Veiga-Lopez et al. Journal of Ovarian Research (2016) 9:39 42. Tsonis CG, Carson RS, Findlay JK. Relationships between aromatase
activity, follicular fluid oestradiol-17 beta and testosterone
concentrations, and diameter and atresia of individual ovine follicles. J
Reprod Fertil. 1984;72:153–63. 43. Padmanabhan V, Salvetti NR, Matiller V, Ortega HH. Developmental
programming: prenatal steroid excess disrupts key members of intraovarian
steroidogenic pathway in sheep. Endocrinology. 2014;155:3649–60. 44. Mylchreest E, Sar M, Wallace DG, Foster PM. Fetal testosterone insufficiency
and abnormal proliferation of Leydig cells and gonocytes in rats exposed to
di(n-butyl) phthalate. Reprod Toxicol. 2002;16:19–28. 45. Herman RA, Measday MA, Wallen K. Sex differences in interest in infants in
juvenile rhesus monkeys: relationship to prenatal androgen. Horm Behav. 2003;43:573–83. 46. Chaves RN, Duarte AB, Rodrigues GQ, Celestino JJ, Silva GM, Lopes CA, et al. The effects of insulin and follicle-simulating hormone (FSH) during in vitro
development of ovarian goat preantral follicles and the relative mRNA
expression for insulin and FSH receptors and cytochrome P450 aromatase
in cultured follicles. Biol Reprod. 2012;87:69. 47. Pasquali R, Gambineri A. Insulin sensitizers in polycystic ovary syndrome. Front Horm Res. 2013;40:83–102. 48. Naderpoor N, Shorakae S, de Courten B, Misso ML, Moran LJ, Teede HJ. Metformin and lifestyle modification in polycystic ovary syndrome:
systematic review and meta-analysis. Hum Reprod Update. 2015;21:560–74. 49. Garcia-Velasco JA, Fatemi HM. To pill or not to pill in GnRH antagonist
cycles: that is the question! Reprod Biomed Online. 2015;30:39–42. 50. Ibáñez L, de Zegher F. Submit your next manuscript to BioMed Central
and we will help you at every step: Submit your next manuscript to BioMed Central
and we will help you at every step: 38. McAllister JM, Modi B, Miller BA, Biegler J, Bruggeman R, Legro RS, et al. Overexpression of a DENND1A isoform produces a polycystic ovary
syndrome theca phenotype. Proc Natl Acad Sci USA. 2014;111:E1519–27. • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step: 39. Poretsky L, Bhargava G, Kalin MF, Wolf SA. Regulation of insulin receptors in
the human ovary: in vitro studies. J Clin Endocrinol Metab. 1988;67:774–8. 39. Poretsky L, Bhargava G, Kalin MF, Wolf SA. Regulation of insulin receptors in
the human ovary: in vitro studies. J Clin Endocrinol Metab. 1988;67:774–8. 40. Seto-Young D, Avtanski D, Strizhevsky M, Parikh G, Patel P, Kaplun J, et al. Interactions among peroxisome proliferator activated receptor-gamma,
insulin signaling pathways, and steroidogenic acute regulatory protein in
human ovarian cells. J Clin Endocrinol Metab. 2007;92:2232–9. 40. Seto-Young D, Avtanski D, Strizhevsky M, Parikh G, Patel P, Kaplun J, et al. Interactions among peroxisome proliferator activated receptor-gamma,
insulin signaling pathways, and steroidogenic acute regulatory protein in
human ovarian cells. J Clin Endocrinol Metab. 2007;92:2232–9. 41. Kayampilly PP, Menon KM. Follicle-stimulating hormone increases tuberin
phosphorylation and mammalian target of rapamycin signaling through an
extracellular signal-regulated kinase-dependent pathway in rat granulosa
cells. Endocrinology. 2007;148:3950–7. 41. Kayampilly PP, Menon KM. Follicle-stimulating hormone increases tuberin
phosphorylation and mammalian target of rapamycin signaling through an
extracellular signal-regulated kinase-dependent pathway in rat granulosa
cells. Endocrinology. 2007;148:3950–7.
|
https://openalex.org/W4312240724
|
https://journal.unnes.ac.id/nju/index.php/kemas/article/download/33715/13418
|
English
| null |
Related Factors of Anxiety Level in Covid-19 Patient during Self Quarantine
|
Kemas
| 2,022
|
cc-by
| 5,547
|
Abstract Article Info
Article History:
Submitted December 2021
Accepted March 2022
Published July 2022
Keywords:
DOI
https://doi.org/10.15294/
kemas.v18i1.33715 Coronavirus disease-19 was a pandemic in the world. One of the efforts to reduce the
spread of Covid-19 cases was to self-quarantine. Self-quarantine impacted emotional
mental disorders in the form of anxiety. This study aimed to identify factors related to
the anxiety of Covid-19 patients who were undergoing self-quarantine. METHODS: This
study used a descriptive research design with a cross-sectional study. The population
was all confirmed COVID-19 patients who underwent self-quarantine in Wonogiri Re
gency as many as 70 respondents. Samples used clustered randomized sampling with
40 respondents. The instrument used a sociodemographic questionnaire, and anxiety
was measured using Hamilton Rating Scale-Anxiety. Data were analyzed using multiple
linear regression. RESULTS: The results showed that the mean age was 33.58 ± 11.08
years. Most participants were women 52.5%, 87.5% of the respondents had high educa
tion background, 37.5% were medical workers, 37.5% were private workers, and 95%
of the participants had received information about covid-19. The mean of the time they
were self-quarantined was 8.1 ± 4.77 days. 55% of the participants had no anxiety, 15%
had mild anxiety, 10% had moderate anxiety, and 20% had severe anxiety. Factors that
affect the level of anxiety are age (p-value = 0.047), occupation (p-value = 0.031), educa
tion (p-value = 0.035) and length of self-quarantine (0.023). CONCLUSION: The con
clusion said that age, occupation, education, and length of self-quarantine have a strong
relationship and have a significant effect on anxiety. Social support is needed to reduce
the anxiety of COVID-19 patients during self-quarantine. were urgently needed because COVID-19 has
an impact on several aspects, namely political,
economic, social, cultural, defense, and security
aspects, as well as the welfare of the people in
Indonesia (Kemenkes RI, 2020). Fear of the
Covid-19 pandemic caused cognitive distress,
negative emotions, aggressiveness, and reduced
sleep quality or numbness (Cao et al., 2020). One of the management efforts for patients
with confirmed Covid-19 was self-quarantined
with monitoring, especially for patients without
symptoms and mild symptoms. Self-quarantine
at home/quarantine facilities for a maximum
of ten days from the onset of symptoms plus
three days free of symptoms of fever and
respiratory problems. If symptoms were more
than 10 days, then quarantine was continued Correspondence Address:
Badan Kependudukan dan Keluarga Berencana Nasional, Indonesia.
Email : ns.haha354@gmail.com KEMAS 18 (1) (2022) 83-91 Related Factors of Anxiety Level in Covid-19 Patient during Self Quarantine Putri Halimu Husna1, Nita Yunianti Ratnasari1, Marni2
1Academic of Nursing Giri Satria Husada Wonogiri
2Duta Bangsa University Surakarta Introduction Coronavirus disease-19 (Covid-19) is
a disease caused by the betacorona type coro-
navirus. It is named by the World Health
Organization (WHO) SARS-CoV-2 and the
name of the disease Coronavirus Disease 2019
(COVID-19). This coronavirus was a pathogen
in respiratory diseases. The virus transmission
is between humans, so it is fast (PDPI et
al., 2020). Symptoms of COVID-19 were
symptoms of acute respiratory distress such
as fever, cough, and shortness of breath. The
average incubation period was 5-6 days, with
the incubation period up to 14 days. In severe
cases of COVID-19, it could cause pneumonia,
acute respiratory syndrome, kidney failure, and
even death. Countermeasures and prevention pISSN 1858-1196
eISSN 2355-3596 pISSN 1858-1196
eISSN 2355-3596 Putri Halimu Husna, et all. / Related Factors of Anxiety Level in Covid-19 Patient during Self Quarantine feelings of uncertainty, insecurity, helplessness,
and isolation. The Covid-19 pandemic caused
emotional and mental disorders that have a
physical and psychological impact on every
individual, especially individuals who have to
isolate themselves due to Covid-19. Individuals
who have to live in particular quarantine homes
partially experienced mental and emotional
disorders. Signs of emotional and mental
disorders symptoms are experienced in the
form of somatic complaints, namely anxiety,
tension, and neglected daily activities(Ozamiz-
Etxebarria et al., 2020). Health concerns and
anxiety associated with an epidemic or pande-
mic could have a significant psychological
impact (e.g., stress, intrusive negative thoughts,
avoidance) and might be associated with
ineffective or unfavorable preventive behavior. A person’s anxiety response to an epidemic/
pandemic could vary from one person to another
(Ahmad & Murad, 2020). Anxiety during the
COVID-19 pandemic could be caused by
several factors. Namely, predisposing factors
include the COVID 19 pandemic, spending >9
hours at home, excessive online information
seeking, more common in women, economic
status, having a baby, married status, student
status, learning environment, and internet
network. Factors that could prevent or reduce
anxiety in this literature are reinforcing factors
were emotion regulation, resilience, supportive
intervention, religious coping, family support,
limiting exposure to information media and
physical activity or sports (Brooks et al., 2020).f until symptoms disappear plus 3 symptom-free
days. Quarantine could be done independently
93.8% at home or in public facilities prepared
by the government (PDPI et al., 2020). The
management of self-quarantine for COVID-19
patients who were asymptomatic and had mild
symptoms made some people feel restless
and anxious. Introduction It would raise the risk of other
mental health disorders during the Covid-19
pandemic in the community. Anxiety, lack of
social contact, and fewer opportunities to deal
with stress were major concerns (Fegert et al.,
2020). The related factors of anxiety needed
to be explored further to overcome anxiety so
that it did not have an impact on other health
problems if anxiety was not overcome. Based on data from the World Health
Organization (WHO), as of September 10, 2021,
the number of confirmed COVID-19 patients
was 223,022,538 people, and the number of
patients who died from Covid-19 was 4,602,882
people (World Health Organization, 2021). In Indonesia, as of September 10, 2021, the
number of confirmed COVID-19 patients
was 4,158,731 (+5,367) cases, the number of
patients who died from Covid-19 was 128,431
(3.3%), the number of patients recovered was
3,901,766 (93.8%), and the number of active
cases was 118,534 (2.9%)(Kemenkes RI, 2020). In Central Java Province, as of September 11,
2021, the number of confirmed patients was
6,102 cases, the number of patients recovered
was 439,042 cases, and the number of patients
who died was 31,596 (Tengah, 2021). The
number of Covid-19 cases in Wonogiri
Regency as of September 10, 2021 namely 142
confirmed cases (48 hospitalized and 94 self-
quarantine), 10,199 confirmed recovered cases,
and 1,353 confirmed deaths (Wonogiri, 2021). Based on Cao et al. study, during the Covid-19
pandemic in Hubei Province, China, there were
62 students (0.9%) experiencing severe anxiety,
196 (2.7%) students had moderate anxiety,
and 1,518 (21.3%) students experiencing mild
anxiety (Cao et al., 2020). Self-quarantine was one of the efforts
to reduce the spread of Covid-19, but self-
quarantine caused mental and emotional
problems in the form of anxiety. The factors
that caused anxiety during self-quarantine in
COVID-19 patients need to be explored more
deeply to develop possible preventive measures
and therapeutic interventions. It was what
underlies the authors to examine the factors
related to the anxiety of Covid-19 patients who
were self-quarantining. From some literature mentioned, the
number of anxiety diagnoses increased during
and after the Covid-19 pandemic. Anxiety
diagnosis often presented with symptoms of poor
sleep and depression (Nicolini, 2020). Anxiety
was a disguised feeling of fear accompanied by Methodh The study took place in the Wonogiri
District Health Office Work Area. It is in the
southern part of Central Java in Indonesia. During this study piloted, the number of 84 KEMAS 18 (1) (2022) 83-91 Covid-19 cases in Wonogiri Regency as of
December 2020, namely 108 confirmed cases
(38 hospitalized and 70 self-quarantine). A
cross-sectional study took place in Wonogiri
from December 2020 – May 2021 to assess the
anxiety level of the covid-19 patient during self-
quarantine. The population was all confirmed
COVID-19 patients who underwent self-
quarantine as of December 2020, as many as 70
people (Wonogiri, 2021). The primary criterion
for the inclusion of participants in the study
was people with covid-19 who self quarantined
without comorbid. The sampling technique
used was Cluster Random Sampling. Samples
were taken from 2 sub-districts with the highest
number of cases, as many as Wonogiri and
Selogiri sub-districts with 40 respondents. swallowing, wind abdominal pain, burning
sensations,
abdominal
fullness,
nausea,
vomiting, borborygmi, looseness of bowels,
loss of weight, constipation; [12] Genitourinary
symptoms: Frequency of micturition, urgency
of micturition, amenorrhea, menorrhagia,
development of frigidity, premature ejacula-
tion, loss of libido, impotence; [13]Autonomic
symptoms: Dry mouth, flushing, pallor,
tendency to sweat, giddiness, tension headache,
raising of hair; [14] Behavior: Fidgeting, restless-
ness or pacing, tremor of hands, furrowed
brow, strained face, sighing or rapid respiration,
facial pallor, swallowing, etc (Ramdan, 2019). Each symptom was assigned a score of 0-4 (0:
no symptoms; 1: mild symptoms; 2: moderate
symptoms; 3: severe symptoms; 4: very severe
symptoms). The scores of the 14 symptoms
are added up, and the total score obtained was
used to determine a person’s anxiety degree. The anxiety degree was classified as follows:
<6: no anxiety; 7-14: mild anxiety; 15-27:
moderate; 28-41: severe anxiety; >41: severe. The questionnaire was in the form of a Google
Form distributed via WhatsApp. Therefore, the
researcher was with the respondents when they
filled out the questionnaire. Sociodemographic
data
measurement
use
a
questionnaire
containing age, gender, education, occupation,
exposure to information, and length of self-
quarantine. The researcher also provided
clarifications where necessary.h Research data were collected using the
Hamilton Rating Scale-Anxiety, Indonesian
Version of HRS-A. The validation is through
an international field trial (Maier et al, 1988)
and an Indonesian field trial (Ramdan, 2019). Methodh Various instruments for measuring Anxiety
have been developed and described, but very
few studies used the HRS-A instrument to
assess anxiety levels. HRS-A questionnaire
included 14 symptoms containing: [1] Anxious
mood: Worries, anticipation of the worst, fearful
anticipation, irritability; [2] Tension: Feelings of
tension, fatigability, startle response, moved to
tears easily, trembling, feelings of restlessness,
inability to relax; [3] Fears: Of dark, of strangers,
of being left alone, of animals, of traffic, of
crowds; [4] Insomnia: Difficulty in falling asleep,
broken sleep, unsatisfying sleep and fatigue on
waking, dreams, nightmares, night terrors; [5]
Intellectual: Difficulty in concentration, poor
memory; [6] Depressed mood: Loss of interest,
lack of pleasure in hobbies, depression, early
waking, diurnal swing; [7] Somatic (muscular):
Pains and aches, twitching, stiffness, myoclo-
nic jerks, grinding of teeth, unsteady voice,
increased muscular tone; [8] Somatic (sensory):
Tinnitus, blurring of vision, hot and cold flu-
shes, feelings of weakness, pricking sensation;
[9] Cardiovascular symptoms: Tachycardia,
palpitations, pain in chest, throbbing of vessels,
fainting feelings, missing beat; [10] Respiratory
symptoms: Pressure or constriction in chest,
choking feelings, sighing, dyspnea; [11]
Gastrointestinal
symptoms:
Difficulty
in i
The subjects were invited to participate
in the study while being self-quarantined. All
the subjects were informed about the purpose
of the study. After obtaining the informed
consent, they filled out the questionnaire. The data collection took time from January to
March 2021, when they were self-quarantined. Definition of operational Anxiety Level:
an emotional response without a specific
object that is subjectively experienced and
communicated interpersonally is defined as
normal, if the score is less than 6, mild anxiety
if it is from 7 to 14, moderate anxiety if it is
from 15 to 27 and severe anxiety if the score
more than 27. After explaining the research
objectives, we obtained informed consent from
each participant. Ethical permission to carry
out this study was granted by the Department
of Research and Community Engagement, 85 Putri Halimu Husna, et all. / Related Factors of Anxiety Level in Covid-19 Patient during Self Quarantine the School of Nursing, Giri Satria Husada
Wonogiri. The confidentiality of the data was
ensured for all participants.h were used. Quantitative data are presented
as means ± standard deviations (SD), while
qualitative data are presented in frequencies
and proportions (Guillén-Astete et al., 2020). Linear regression was used to evaluate factors
that correlate with anxiety levels of covid-19
patients during self-quarantined. Result And Discussion And Discussion
Socio-demographic variables of respondents and level of anxiety during self-quarantine Result And Discussion
Table 1. Socio-demographic variables of respondents and level of anxiety during self-quarantine
(n = 40)
Variable
n
%
Age
M±SD
33.58± 11.08
Gender
Male
19
47.5
Female
21
52.5
Education
Low
5
12.5
High
35
87.5
Occupation
Unemployment
6
15.0
Medical Worker
15
37.5
Government Employee
1
2.5
Private Employee
15
37.5
House wife
3
7.5
Information exposed
have not received information
2
5.0
received information
38
95.0
Length of Self-Quarantine (Days)
M±SD
8,1 ± 4.77
Anxiety Level
Normal
22
55.0
Mild
6
15.0
Moderate
4
10.0
Severe
8
20.0
Note: M = mean; SD= Stanard Deviation Table 1. Socio-demographic variables of respondents and level of anxiety during self-quarantine Methodh The statistical
significance threshold was set at a p-value less
than 0.05. The data were organized and coded
in Excel spreadsheets and exported to the
Statistical Package for the Social Sciences
(SPSS) version 20.0 program. The descriptive
statistics, the absolute and relative frequency,
mean, standard deviation, coefficient of
variation, and minimum and maximum values Result And Discussion Note: M = mean; SD= Stanard Deviation Note: M = mean; SD= Stanard Deviation The mean age of the respondents was
33.58± 11.08 years. In their study, Kapasia et
al. said that anxiety occurred in respondents
aged 18-35 years. 70% of respondents faced
various problems related to anxiety, and
depression, due to poor internet connectivity
and an unfavorable learning environment at
home (Kapasia et al., 2020). The risk factors for
the development of anxiety included initial or
peak phase of the outbreak, female sex, younger
age, marriage, social isolation, unemployment,
and student status, financial hardship, low
educational level, insufficient knowledge of
COVID-19, epidemiological or clinical risk
of disease and some lifestyle and personality
variables (Santab´arbara et al., 2021). Table 1. describes the sociodemographic
data of the participants. The mean age was
33.58 ± 11.08 years of the 40 participants:
52.5% were females, and 47.5% were males. Regarding educational background, 12.5%
of the respondents had low education, and
87.5% had high education. In occupation
status, 37.5% were medical worker, 37.5% were
private worker, 15% were unemployed, 7.5%
were housewife, and 2.5% was a government
employee. 95% of the participants had received
information about covid-19, and 5% had not
received information about covid-19. The mean
of the time they were self-quarantined was 8.1
± 4.77 days. 55% of the participants had no
anxiety, 15% had mild anxiety, 10% moderate,
and 20% had severe anxiety. 86 KEMAS 18 (1) (2022) 83-91 In terms of gender, the most respondents
were female, as many as 21 (52.5%) respondents. It was in line with Galindo-Vazques et al. research which explains that single women, who
have no children, have co-morbidities, and have
a history of mental health care have a higher
risk of symptoms of anxiety and depression
(Galindo-Vázquez et al., 2020). Older women
and professionals experience higher symptoms
of stress, anxiety, depression, and insomnia
among healthcare workers during the Covid-19
pandemic (Dosil Santamaría et al., 2021). In
infected people, females have higher anxiety
symptoms than males (Pashazadeh Kan et al.,
2021). In line, our study revealed that females
are more likely to be affected by anxiety than
males (OR = 0.81, CI = 0.37-1.74) (Kan et al.,
2021). Female was the risk factor for anxiety
because female are more openly and firmly in
their emotions (Fu et al., 2020). Female anxiety
level is higher than male due to differences in
brain chemistry and hormone levels. Note: M = mean; SD= Stanard Deviation Females
with anxiety had higher testosterone and
estradiol composition (Fu et al., 2020). the direct diagnosis, treatment, and care of
patients with COVID-19 were associated with
a higher risk of symptoms of anxiety (OR, 1.57;
95% CI, 1.22-2.02; P < .001) (Lai et al., 2020). Some study has identified a high prevalence of
moderate depression, anxiety, and PTSD among
healthcare workers during the COVID-19
pandemic (Li et al., 2021). p
Most of the respondents have received
information related to Covid-19, as many as 38
(95%). Predisposing factors that caused anxiety
during the COVID-19 pandemic were spending
>9 hours at home, excessive online information
search, more common in women, economy,
having babies, marital status, student status,
learning environment, and internet network. Watching/reading COVID-19 news for ≥ 2 h/
daywere associated with a high prevalence of
severe to very severe depression, anxiety, and
stress (Lasheras et al., 2020). Knowledge about
COVID-19 transmission, treatment, prognosis,
and prevention can stabilize the anxiety level
of medical students during the pandemic. Ensuring that the general population receives
enough timely and transparent information
during health emergencies is critical for healthy
psychological self-adaptation (Lasheras et al.,
2020). h In terms of education, most respondents
had high education as many as 35 (87.5%). It was in line with Wang et al. study, which
explains that respondents with high education
level has anxiety level higher than those who
had low education (Wang et al., 2020). Most
of the respondents’ occupations were medical
personnel, as many as 15 (37.5%), and private
employees as many as 15 (37.5%) respondents. Most health workers experience anxiety due to
the lack of personal protective equipment and
family safe during the Covid-19 pandemic. Health workers had experienced mild anxiety
in as many as 52 respondents (65.0%), 11
respondents (13.8%) had moderate anxiety,
two respondents (2.5%) had experienced
severe anxiety and 15 respondents (18.8%)
) who do not experience anxiety (Fadli et al.,
2020). Frontline health care workers engaged The mean of the time they were self-
quarantined was 8.1 ± 4.77 days. Most of the
studies reviewed reported negative psycholo-
gical effects of quarantine during confirmed
COVID-19,
namely
symptoms
of
post-
traumatic stress, confusion, and anger. Stressors
include longer quarantine duration, fear of
infection, frustration, boredom, inadequate
supplies, inadequate information, financial
loss, and stigma (Brooks et al., 2020). Note: M = mean; SD= Stanard Deviation feelings
of loneliness and lack of social support were
among the strongest correlators with anxiety
during the pandemic (Arafa et al., 2021; Horesh
et al., 2020). 87 87 Putri Halimu Husna, et all. / Related Factors of Anxiety Level in Covid-19 Patient during Self Quarantine Table 2. Distribution of the scores among anxiety level of covid-19 patient during self-quarantine,
according to HRS-A*
Domain
No. Items
Mean
SD
Variance
Min
Max
Anxious mood
1
1.58
1.279
1.635
0
4
Tension
1
1.50
1.320
1.744
0
4
Fears
1
1.28
0.933
0.871
0
3
Insomnia
1
1.33
1.095
1.199
0
4
Intellectual
1
0.85
0.864
0.746
0
3
Depressed mood
1
1.53
1.339
1.794
0
4
Somatic (muscular)
1
1.00
1.109
1.231
0
4
Somatic (sensory)
1
0.80
0.723
0.523
0
3
Cardiovascular symptoms
1
0.58
0.747
0.558
0
2
Respiratory symptoms
1
1.20
1.436
2.062
0
4
Gastrointestinal symptoms
1
0.75
1.056
1.115
0
3
Genitourinary symptoms
1
0.48
0.640
0.410
0
2
Autonomic symptoms
1
1.15
1.167
1.362
0
3
Behavior
1
0.88
1.090
1.189
0
4
*HRS-A : Hamilton Rating Scale-Anxiety 88
Cardiovascular symptoms
1
0.58
Respiratory symptoms
1
1.20
Gastrointestinal symptoms
1
0.75
Genitourinary symptoms
1
0.48
Autonomic symptoms
1
1.15
Behavior
1
0.88
*HRS-A : Hamilton Rating Scale-Anxiety
The distribution of the parameters related
to the HRS-A domains is presented in table 2. The symptoms of anxiety level were revealed
in all 14 symptoms investigated. Regarding the
gross mean scores observed, the highest ones
were assigned to the anxious mood symptoms
(1.58). It evaluates the perception of the respon-
dents regarding worries, the anticipation of
the worst, fearful anticipation, irritability, and
depressed mood symptoms (1.53) evaluating
the perception of the respondents regarding
loss of interest, lack of pleasure in hobbies,
depression, early waking, diurnal swing. Tension symptom (1.50) was related to feelings
of tension, fatigability, startle response, moved
to tears easily, trembling, restlessness feelings,
and inability to relax. Insomnia symptoms
(1.33), evaluate the perception regarding
the difficulty in falling asleep, broken sleep,
unsatisfying sleep and fatigue on waking,
dreams, nightmares, and night terrors. The
l
f
i
p
v
t
w
i
i
i
Table 3. Linear regression of factors Correlating A
quarantine (n = 40). Note: M = mean; SD= Stanard Deviation Variables
B
Be
Age
0.296
0.280
Gender
-0.601
-0.026
Occupation
2.054
0.334
Education
-4.849
-0.310
Information Exposed
3.655
0.069
Length of self quarantine
-0.771
-0.314
Note:*p<0.05; CI = Confidence Interval The distribution of the parameters related
to the HRS-A domains is presented in table 2. The symptoms of anxiety level were revealed
in all 14 symptoms investigated. Regarding the
gross mean scores observed, the highest ones
were assigned to the anxious mood symptoms
(1.58). It evaluates the perception of the respon-
dents regarding worries, the anticipation of
the worst, fearful anticipation, irritability, and
depressed mood symptoms (1.53) evaluating
the perception of the respondents regarding
loss of interest, lack of pleasure in hobbies,
depression, early waking, diurnal swing. Tension symptom (1.50) was related to feelings
of tension, fatigability, startle response, moved
to tears easily, trembling, restlessness feelings,
and inability to relax. Insomnia symptoms
(1.33), evaluate the perception regarding
the difficulty in falling asleep, broken sleep,
unsatisfying sleep and fatigue on waking,
dreams, nightmares, and night terrors. The lowest means were assigned to the genitourinary
symptoms (0.48), evaluating the frequency
of micturition, the urgency of micturition,
amenorrhea, menorrhagia, development of
frigidity, premature ejaculation, loss of libido,
impotence, and the scores of cardiovascular
symptoms (0.58). It assesses the perception
of the respondents regarding tachycardia,
palpitations, pain in the chest, throbbing of
vessels, fainting feelings, and missing beat.h The highest ones were assigned to
the anxious mood symptoms (1.58), which
evaluates the respondents’ perception regarding
worries, the anticipation of the worst, fearful
anticipation, and irritability. Worrying about
infection of oneself or loved ones was common
in the respondents and correlated strongly with
anxiety (Lei et al., 2020). The degree of worry
about epidemiological infection significantly
influenced psychological status, specifically
anxiety (Liu X et al., 2020). Table 3. Linear regression of factors Correlating Anxiety level of Covid-19 patient during self-
quarantine (n = 40). Variables
Anxiety Level
B
Beta
t
p-value
95 % CI
Age
0.296
0.280
2.071
0.047*
0.005 – 0.587
Gender
-0.601
-0.026
-0.193 0.848
-6.954 – 5.752
Occupation
2.054
0.334
2.256
0,031*
0.199 – 3.908
Education
-4.849
-0.310
-2.198 0.035*
-9.343 - -0.356
Information Exposed
3.655
0.069
0.472
0.640
-12.124 – 19.433
Length of self quarantine
-0.771
-0.314
-2.384 0.023*
-1.429 - -0.112
Note:*p<0.05; CI = Confidence Interval ble 3. Linear regression of factors Correlating Anxiety level of Covid-19 patient during self-
uarantine (n = 40). Note: M = mean; SD= Stanard Deviation 88 KEMAS 18 (1) (2022) 83-91 A regression model was used to examine
factors related to anxiety level during self
quarantine. The results are presented in table 3
- the factors that associated with anxiety level
were age (B = 0.296, β = 0.280, t = 2.071, p value
= 0.047), occupation (B = 2.054, β = 0.334, t =
2.256, p value = 0,031), education (B = -4.849, β
= -0.310, t = -2.198, p value = 0.035), and length
of self-quarantine (B = -0.771, β = -0.314, t =
-2.384, p value = 0.023).h source of information to provide psychological
interventions for nurses in improving mental
health during the COVID-19 pandemic. One
effort to reduce anxiety levels was with peer
support. Peer support could reduce stress levels
in health workers (Saleha et al., 2021). A regression model was used to examine
factors related to anxiety level during self
quarantine. The results are presented in table 3 - the factors that associated with anxiety level
were age (B = 0.296, β = 0.280, t = 2.071, p value
= 0.047), occupation (B = 2.054, β = 0.334, t =
2.256, p value = 0,031), education (B = -4.849, β
= -0.310, t = -2.198, p value = 0.035), and length
of self-quarantine (B = -0.771, β = -0.314, t =
-2.384, p value = 0.023).h Conclusion Self-quarantine in patients who are
confirmed positive for Covid-19 can cause
another mental health problem, namely anxiety. The factors that directly affect the anxiety level
of patients undergoing independent quarantine
are work, education, and the length of self-
isolation. Factors that indirectly affect are
age, gender, and exposure to information. The above factors together can significantly
affect the anxiety level of Covid-19 patients
undergoing
self-quarantine. Furthermore,
during self-quarantine, monitoring and provi-
ding information about what to do during
self-quarantine and support from families
and communities around COVID-19 patients
needs to be increased to reduce the anxiety
of Covid-19 patients who are undergoing
independent isolation. The factors that associated with anxiety
level were age (B = 0.296, β = 0.280, t = 2.071,
p-value = 0.047), occupation (B = 2.054, β =
0.334, t = 2.256, p-value = 0,031), education
(B = -4.849, β = -0.310, t = -2.198, p-value =
0.035), and length of self-quarantine (B =
-0.771, β = -0.314, t = -2.384, p-value = 0.023). It was in line with research from Lai et al. which stated that nurses, women, and frontline
health workers have higher anxiety scores than
other health workers (Lai et al., 2020). It was
also in line with research from Perez-Cano . which stated that the majority of respondents
who experience anxiety, depression, and stress
due to the Covid-19 pandemic are women
and have undergraduate education (Pérez-
Cano et al., 2020). Respondents aged 20-60
years experienced mental-emotional disorders
while in quarantine. The most complaints
were psychological complaints, namely feeling
anxious, tense/worried (40%), followed by
complaints of neglected daily activities/tasks
(37%). The next complaint was somatic com-
plaints such as loss of appetite (30%) and
poor sleep (30%). Older adults reported lower
levels of anxiety and sadness than middle-aged
adults, and middle-aged adults reported lower
levels than younger participants (Losada-baltar
et al., 2020). Most of the jobs in this study
were health workers and private employees. It
is in line with research by Ridlo et al. stating
the psychological responses of nurses during
the COVID-19 pandemic include: anxiety,
symptoms of depression, feelings of fear,
worry, and acute stress. During the COVID-19
pandemic, nurses must provide optimal
services to the community regarding infection
prevention and control. It causes a psychological
response that occurs in nurses when treating
COVID-19 patients. Psychological responses
obtained from nurses’ direct statements are a References
h
d Psychological Health,
Sleep Quality, and Coping Styles to Stress
Facing the COVID-19 in Wuhan, China. Translational Psychiatry, 10(225), pp.1–9. Lei, L., Huang, X., Zhang, S., Yang, J., Yang, L., &
Xu, M., 2020. Comparison of Prevalence
and Associated Factors of Anxiety and
Depression among People Affected by versus
People Unaffected by Quarantine during
the COVID-19 Epidemic in Southwestern
China. Medical Science Monitor, 26, pp.1–12. Galindo-Vázquez, O., Ramírez-Orozco, M., Costas-
Muñiz,
R.,
Mendoza-Contreras,
L.A.,
Calderillo-Ruíz, G., & Meneses-García, A.,
2020. Symptoms of Anxiety, Depression and
Self-Care Behaviors During the COVID-19
Pandemic in the General Population. Gaceta
Medica de Mexico, 156(4), pp.298–305. Guillén-Astete, C., Gallego-Rodríguez, P., Carballo-
Cardona, C., Galli-Cambiaso, E., Sofía
Collado-Martín, A., Clemente-Bermúdez,
L., & Sánchez-Gómez, C., 2020. Levels of
Anxiety and Depression Among Emergency
Physicians in Madrid During the SARS-
CoV-2 Pandemic. Emergencias, 32, pp.369–
373. Li, Y., Scherer, N., Felix, L., & Kuper, H., 2021. Prevalence of Depression, Anxiety and
Posttraumatic Stress Disorder in Health Care
Workers During the COVID-19 Pandemic:
A Systematic Review and Meta-Analysis. PLoS ONE, 16, pp.1–19. Liu X, Luo W, Li Y, Li C, Hong Z, Chen H, Xiao,
F., & Xia J., 2020. Psychological Status and
Behavior Changes of the Public During the
COVID-19 Epidemic in China. Infectious
Diseases of Poverty, 9(58), pp.1–11. Horesh, D., Kapel Lev-Ari, R., & Hasson-Ohayon, I.,
2020. Risk Factors for Psychological Distress
During the COVID-19 Pandemic in Israel:
Loneliness, Age, Gender, and Health Status
Play an Important Role. British Journal of
Health Psychology, 25(4), pp.925–933. ii Losada-baltar, A., Márquez-gonzález, M., Jiménez-
gonzalo, L., Pedroso-Chaparro, M. d-S.,
Gallego-Alberto, L., & Fernandes-Pires,
Y.J., 2020. Differences in Anxiety, Sadness,
Loneliness and Comorbid Anxiety and
Sadness as a Function of Age and Self-
Perceptions of Aging During the Lock-Out
Period Due to COVID-19. Revista Española
de Geriatría y Gerontología, 55(5), pp.272–
278. Kan, F.P., Raoofi, S., Rafiei, S., Khani, S., Hosseinifard,
H., Tajik, F., Raoofi, N., Afhmadi, S.,
Aghalou, S., Torabi, F., Dehnad, A., Rezaei,
S., Hosseinipalangi, Z., & Ghashghaee, A.,
2021. A Systematic Review of the Prevalence
of Anxiety Among the General Population
During the COVID-19 Pandemic. Journal of
Affective Disorders, 293, pp.391–398. Maier, W., Buller, R., Philipp, M., & Heuser, I., 1988. The Hamilton Anxiety Scale: Reliability,
Validity and Sensitivity to Change in Anxiety
and Depressive Disorders. Journal of Affective
Disorders, 14(1), pp.61–68. f
Kapasia, N., Paul, P., Roy, A., Saha, J., Zaveri, A.,
& Mallick, R., 2020. References
h
d Ahmad, A.R., & Murad, H.R., 2020. The Impact
of Social Media on Panic During the
COVID-19 Pandemic in Iraqi Kurdistan:
Online Questionnaire Study. Journal of
Medical Internet Research, 22(5), pp.1–11. Arafa, A., Mohamed, A., Saleh, L., & Senosy, S., 2021. Psychological Impacts of the COVID-19
Pandemic on the Public in Egypt. Community
Mental Health Journal, 57(1), pp.64–69. Brooks, S.K., Webster, R.K., Smith, L.E., Woodland,
L., Wessely, S., Greenberg, N., & Rubin,
G.J., 2020. The Psychological Impact of
Quarantine and How to Reduce It: Rapid
Review of the Evidence. The Lancet, 395,
pp.912–920. Cao, W., Fang, Z., Hou, G., Han, M., Xu, X., Dong, J.,
& Zheng, J., 2020. The Psychological Impact
of the COVID-19 Epidemic on College
Students in China. Psychiatry Research, 287,
pp.1–5. Dosil-Santamaría, M., Ozamiz-Etxebarria, N.,
Redondo
Rodríguez,
I.,
Jaureguizar
Alboniga-Mayor, J., & Picaza Gorrotxategi,
M., 2021. Psychological Impact of COVID-19
on a Sample of Spanish Health Professionals. 89 Putri Halimu Husna, et all. / Related Factors of Anxiety Level in Covid-19 Patient during Self Quarantine Revista de Psiquiatria y Salud Mental, 14(2),
pp.106–112. Kemenkes
RI.,
2020. Pedoman
Pencegahan
dan
Pengendalian
Coronavirus
Disease
(COVID-19) (5 Revisi). Jakarta: Kementrian
Kesehatan Republik Indonesia. Fadli, F., Ahmad, A.S., Safruddin, S., Sumbara, S.,
& Baharuddin, R., 2020. Anxiety of Health
Workers in the Prevention and Management
of Covid-19 in Sidrap Regency. Unnes Journal
of Public Health, 9(2), pp.91–97. Lai, J., Ma, S., Wang, Y., Cai, Z., Hu, J., Wei, N., Wu,
J., Du, H., Chen, T., Li, R., Tan, H., Kang, L.,
Yao, L., Huang, M., Wang, H., Wang, G., Liu,
Z., & Hu, S., 2020. Factors Associated with
Mental Health Outcomes Among Health
Care Workers Exposed to Coronavirus
Disease 2019. JAMA Network Open, 3(3),
pp.1–12. Fegert, J.M., Vitiello, B., Plener, P.L., & Clemens,
V., 2020. Challenges and Burden of the
Coronavirus 2019 (COVID-19) Pandemic
for Child and Adolescent Mental Health:
A Narrative Review to Highlight Clinical
and Research Needs in the Acute Phase and
the Long Return to Normality. Child and
Adolescent Psychiatry and Mental Health,
14(20), pp.1–11. Lasheras, I., Gracia-García, P., Lipnicki, D.M.,
Bueno-Notivol, J., López-Antón, R., De
La Cámara, C., Lobo, A., & Santabárbara,
J., 2020. Erratum: Prevalence of Anxiety
in Medical Students During the Covid-19
Pandemic: A Rapid Systematic Review With
Meta-Analysis. International Journal of
Environmental Research and Public Health,
17(24), pp.1. Fu, W., Wang, C., Zou, L., Guo, Y., Lu, Z., Yan,
S., & Mao, J., 2020. References
h
d Impact of Lockdown
on Learning Status of Undergraduate and
Postgraduate Students During COVID-19
Pandemic in West Bengal, India. Children
and Youth Service Review, 116, pp.1–6. Ozamiz-Etxebarria, N., Dosil-Santamaria, M.,
Picaza-Gorrochategui,
M.,
&
Idoiaga- 90 KEMAS 18 (1) (2022) 83-91 Mondragon, N., 2020. Stress, Anxiety, and
Depression Levels in the Initial Stage of the
COVID-19 Outbreak in a Population Sample
in the Northern Spain. Cadernos de Saude
Publica, 36(4), pp.1–9.ii and Peer Support are Effective for Reducing
Medical Personnel Stress in Dealing with
Covid-19 Patients. Unnes Journal of Public
Health, 10(2), pp.151–161. Santab´arbara, J., Lasheras, I., Lipnicki, D. M.,
Bueno-notivol,
J.,
P´erez-Moreno,
M.,
L´opez-Ant´on,
R.,
la-Camara,
C.D.,
Lobo, A., & Gracia-García, P., 2021. Prevalence of Anxiety in the COVID-19
Pandemic : An Updated Meta-Analysis
of Community-Based Studies. Progress in
Neuropsychopharmacology
&
Biological
Psychiatry, 109, pp.1–14. Pashazadeh Kan, F., Raoofi, S., Rafiei, S., Khani,
S., Hosseinifard, H., Tajik, F., Raoofi, N.,
Ahmadi, S., Aghalou, S., Torabi, F., Dehnad,
A., Rezaei, S., Hosseinipalangi, Z., &
Ghashghaee, A., 2021. A Systematic Review
of the Prevalence of Anxiety Among the
General Population During the COVID-19
Pandemic. Journal of Affective Disorders, 293,
pp.391–398. Tengah, P.J., 2021. Sebaran Kasus COVID-19 Di
Jawa Tengah Informasi COVID-19. PDPI, PERKI, PAPDI, PERDATIN, & IDAI.,
2020. Pedoman Tatalaksana COVID-19
(3rd ed.). Jakarta: PDPI, PERKI, PAPDI,
PERDATIN, IDAI. https://www.papdi.or.id/
download/983-pedoman-tatalaksana-covid-
19-edisi-3-desember-2020 Wang, C., Pan, R., Wan, X., Tan, Y., Xu, L., Ho, C.S.,
& Ho, R.C., 2020. Immediate Psychological
Responses and Associated Factors during the
Initial Stage of the 2019 Coronavirus Disease
(COVID-19) Epidemic among the General
Population in China. International Journal
of Environmental Research and Public Health
Article, 17(1729), pp.1–25. Pérez-Cano, H.J., Moreno-Murguía, M.B., Morales-
López, O., Crow-Buchanan, O., English, J.A.,
Lozano-Alcázar, J., & Somilleda-Ventura,
S.A., 2020. Anxiety, Depression, and Stress
in Response to the Coronavirus Disease-19
Pandemic. Cirugia y Cirujanos (English
Edition), 88(5), pp.562–568. Wonogiri, K., 2021. Informasi Corona. Retrieved
September
12,
2021,
from
https://
wonogirikab.go.id/informasi-corona/# World Health Organization., 2021. Coronavirus
Disease
(
COVID-19
). Retrieved
September 12, 2021, from https://www. who.int/emergencies/diseases/novel-
coronavirus-2019?gclid=CjwKCAjwp_
GJBhBmEiwALWBQk-bEpN63OsudCycdgS
MSRC5ggHYJkyQeSrd778UhLTPF1PRWnJ
oKZRoCiIUQAvD_BwE World Health Organization., 2021. Coronavirus
Disease
(
COVID-19
). Retrieved
September 12, 2021, from https://www. who.int/emergencies/diseases/novel-
coronavirus-2019?gclid=CjwKCAjwp_
GJBhBmEiwALWBQk-bEpN63OsudCycdgS
MSRC5ggHYJkyQeSrd778UhLTPF1PRWnJ
oKZRoCiIUQAvD_BwE Ramdan, I.M., 2019. Reliability and Validity Test
of the Indonesian Version of the Hamilton
Anxiety Rating Scale (HAM-A) to Measure
Work-related Stress in Nursing. Jurnal Ners,
14(1), pp.33.i Saleha, N., Delfina, R., Nurlaili, N., Ardiansyah, F.,
& Nafratilova, M., 2021. Online Affirmation 91 91
|
https://openalex.org/W2973405239
|
https://europepmc.org/articles/pmc6804080?pdf=render
|
English
| null |
Benzoxaboroles—Novel Autotaxin Inhibitors
|
Molecules/Molecules online/Molecules annual
| 2,019
|
cc-by
| 17,308
|
Received: 18 August 2019; Accepted: 17 September 2019; Published: 20 September 2019 Received: 18 August 2019; Accepted: 17 September 2019; Published: 20 September 2019 Abstract: Autotaxin (ATX) is an extracellular enzyme that hydrolyses lysophosphatidylcholine (LPC)
to lysophosphatidic acid (LPA), which has a role in the mediation of inflammation, fibrosis and cancer. ATX is a drug target that has been the focus of many research groups during the last ten years. To date,
only one molecule, Ziritaxestat (GLPG1690) has entered the clinic; it is currently in Phase 3 clinical
trials for idiopathic pulmonary fibrosis. Other small molecules, with different binding modes, have
been investigated as ATX inhibitors for cancer including compounds possessing a boronic acid motif
such as HA155. In this work, we targeted new, improved inhibitors of ATX that mimic the important
interactions of boronic acid using a benzoxaborole motif as the acidic warhead. Furthermore, we
aimed to improve the plasma stability of the new compounds by using a more stable core spacer than
that embedded in HA155. Compounds were synthesized, evaluated for their ATX inhibitory activity
and ADME properties in vitro, culminating in a new benzoxaborole compound, 37, which retains the
ATX inhibition activity of HA155 but has improved ADME properties (plasma protein binding, good
kinetic solubility and rat/human plasma stability). Keywords: Autotaxin (ATX); lysophosphaditic acid; benzoxaboroles; cancer Kristina Kralji´c, Dubravko Jeli´c, Dinko Žiher, Adam Cvrtila, Snježana Dragojevi´c,
Verona Sinkovi´c and Milan Mesi´c * Kristina Kralji´c, Dubravko Jeli´c, Dinko Žiher, Adam Cvrtila, Snježana Dragojevi´c,
Verona Sinkovi´c and Milan Mesi´c * Fidelta Ltd., Prilaz baruna Filipovi´ca 29, 10000 Zagreb, Croatia; kristina.kraljic@glpg.com (K.K.);
dubravko.jelic@glpg.com (D.J.); dinko.ziher@glpg.com (D.Ž.); adam.cvrtila@glpg.com (A.C.);
snjezana.dragojevic@glpg.com (S.D.); verona.sinkovic@glpg.com (V.S.)
* Correspondence: milan.mesic@glpg.com; Tel.: +385-1-8886-372 molecules molecules Article Article Molecules 2019, 24, 3419; doi:10.3390/molecules24193419 1. Introduction Autotaxin (ATX) is a lysophospholipase D enzyme that hydrolyses the bioactive lipid molecule
lysophosphatidylcholine (LPC) to form lysophosphatidic acid (LPA) and choline (Figure 1) [1]. ATX is
present in cerebrospinal fluid, blood, peritoneal fluid and synovial fluid [2]. LPA is a mediator of several pathophysiological processes, such as inflammation, fibrosis and
cancer [3]. LPA modulates six different G protein-coupled receptors (GPCRs) in the cell membrane. It
has been reported that LPA has pro-tumorigenic effects on ovarian, breast and prostate cancer cells [4]. High levels of LPA have also been found in the peritoneal liquids (ascites) of women suffering
from ovarian cancer [5]. High levels of LPA (up to 10 times higher than normal) have generally been
observed in cancer patients compared to healthy subjects [6]. In mice, Nagano reported that a 4 mg/kg
i.v. injection of an ATX inhibitor (such as 3BoA) significantly decreases LPA plasma levels (almost to
zero), indicating that ATX is the major enzyme responsible for LPA production [7]. Molecules 2019, 24, 3419; doi:10.3390/molecules24193419 www.mdpi.com/journal/molecules www.mdpi.com/journal/molecules 2 of 22
2 of Molecules 2019, 24, 3419
Molecules 2019 24 x Figure 1. Lysophosphatidylcholine (LPC) is hydrolyzed by autotaxin (ATX) to lysophosphatidic ac
(LPA); role of LPA on downstream signaling in cells
+
Migration
Proliferation
Survival
G
Extracellular
Intracellular
LPC
LPA
Choline
ATX
Figure 1. Lysophosphatidylcholine (LPC) is hydrolyzed by autotaxin (ATX) to lysophosphatidic acid
(LPA); role of LPA on downstream signaling in cells. Figure 1. Lysophosphatidylcholine (LPC) is hydrolyzed by autotaxin (ATX) to lysophosphatidic ac
(LPA); role of LPA on downstream signaling in cells
Figure 1. Lysophosphatidylcholine (LPC) is hydrolyzed by autotaxin (ATX) to lysophosphatidic acid
(LPA); role of LPA on downstream signaling in cells. High levels of LPA have also been found in the peritoneal liquids (ascites) of women sufferi
from ovarian cancer [5]. High levels of LPA (up to 10 times higher than normal) have generally be
observed in cancer patients compared to healthy subjects [6]. In mice, Nagano reported that a 4 mg/
i.v. injection of an ATX inhibitor (such as 3BoA) significantly decreases LPA plasma levels (almost
zero), indicating that ATX is the major enzyme responsible for LPA production [7]. In the search for non-lipid like ATX inhibitors, a thiazolidinedione carboxylic acid analog HA
(Figure 2) has been reported [8]. 1. Introduction Inspired by the proteasome inhibitor bortezomib, in which t
In the search for non-lipid like ATX inhibitors, a thiazolidinedione carboxylic acid analog HA51
(Figure 2) has been reported [8]. Inspired by the proteasome inhibitor bortezomib, in which the boronic
acid group interacts with a N-terminal threonine oxygen nucleophile in the proteasome, the carboxylic
group in HA51 (Figure 2) was similarly replaced by the boronic acid isostere. The derived compound
HA130 has reported activity of 28 nM in an in vitro LPC choline release assay. Crystallography studies
published by Hausman [9] further supported the hypothesis that HA130 is engaged in interactions
with Thr209 residue and that the 4-fluorobenzyl moiety reaches deep in a hydrophobic pocket. Molecules 2019, 24, x FOR PEER REVIEW
3 of 22 boronic acid group interacts with a N-terminal threonine oxygen nucleophile in the proteasom
carboxylic group in HA51 (Figure 2) was similarly replaced by the boronic acid isostere. The d
compound HA130 has reported activity of 28 nM in an in vitro LPC choline release
Crystallography studies published by Hausman [9] further supported the hypothesis that HA
engaged in interactions with Thr209 residue and that the 4-fluorobenzyl moiety reaches de
hydrophobic pocket. R= H, Cl, Me, OMe
(1-2)
(1-2)
Boretezomib
HA51
HA155
3BoA
HA130
PF-8380
S-35
Figure 2. Design and development of small molecule ATX inhibitors. Figure 2. Design and development of small molecule ATX inhibitors. residue
Boretezomib HA51 Figure 2. Design and development of small molecule ATX inhibitors. Figure 2. Design and development of small molecule ATX inhibitors. The molecule HA130 is a potent inhibitor of ATX. Furthermore, in vivo proof of principle studies
have demonstrated a rapid decrease of LPA levels in the plasma of mice after an intravenous
administration (1 nmol/g), with no overt toxicity issues observed [8]. HA130, in a dose-dependent
The molecule HA130 is a potent inhibitor of ATX. Furthermore, in vivo proof of principle
studies have demonstrated a rapid decrease of LPA levels in the plasma of mice after an intravenous 3 of 22 Molecules 2019, 24, 3419 administration (1 nmol/g), with no overt toxicity issues observed [8]. HA130, in a dose-dependent
manner, inhibited the ATX-mediated migration of A2058 human melanoma cells. However, the
stability of HA130 in vivo was very poor (half-life less than five minutes) [10]. 1. Introduction A later publication
from the same authors [11] reported on HA155, a boronic acid regioisomer of HA130, which has a
better inhibition of ATX. The same was observed for HA130, as the presence of a double bond attached
to the thiazolidinedione heterocycle may cause HA155 to act as a Michael acceptor and may cause
in vivo instability. Therefore, in an effort to improve stability, a reduction of the double bond in HA155,
and the introduction of the rigid bicyclic tetrahydroisoquinoline as a central ring core have been
performed [11]. More recent developments around boronic acid-based ATX inhibitors were published in 2013
by Nagano’s group [7], in which thiazolinone analogues bearing benzylboronic acid groups were
investigated. The boronic acid warhead, as in HA155, was designed to bind to Zn2+ ions and to Thr209. Changes designed to optimize lipophilic interactions with the active site of ATX, afforded derivative
3BoA (Figure 2) with good inhibitory properties (IC50 = 13 nM). Compound 3BoA was further tested
in vitro and in vivo, showing several very promising pharmacologically related features. In brief 3BoA
is more potent than HA155 as an LPA production inhibitor in incubated plasma and cell-motility
assays, and it exerts a more favorable metabolic stability and decreases rapidly plasma LPA levels in
mice after a 4 mg/kg intravenous administration [10]. A recent (2017) publication by Lanier et al. [12] reported a fragment based approach used to
explore phenylboronic acids as warheads towards ATX inhibitors. They tested more than 650 boronic
acid fragments. combining in silico computational chemistry filters and crystallography, allowing
them to identify fragments that were consistent to known SAR against ATX [12]. The non-boronic acid compound, PF-8380, is one of the most potent in vitro inhibitors of ATX
(Figure 2) with an IC50 = of 2.8 nM in a human enzyme assay. PF-8380 was developed by Pfizer in the
context of identifying new anti-inflammatory drugs indicating promising in vivo efficacy. Notably, in
a separate study, PF-8380 produced a significant anti-invasive effect in glioblastoma cell lines, delaying
simultaneously glioma tumor growth progression in vivo [8]. The Ovaa group has speculated that replacing carboxylic acid warheads with less acidic boronic
acid warheads may be beneficial for ATX inhibition. Benzoxaboroles, (cyclic boronic acid esters that
have lower pKa values that are 1–2 units lower than boronic acids [13]) may have improved binding
characteristics towards the ATX enzyme. 1. Introduction ( )
( )
Figure 3. Formation of an adduct of benzoxaborole in the ATX active site according to literat
[12]. (a) Nucleophilic attack on benzoxaboroles by catalytic threonine oxygen side chain;
reversible covalent tetrahedral adduct Our group was interested in new ATX inhibitors for cancer treatment. Based on the previous
work [9] where boronic acids were used as warheads, we designed and synthesized novel ATX
inhibitors with a benzoxaborole as an isostere aiming for the same binding pattern (like HA155) to
the active pocket but with better overall drug properties. Working around the potential stability issue
due to presence of the double bond, we designed different linkers, introducing more rigidity. We also
used the 3,5-substituted benzylic group as a hydrophobic lipid binding motif. Our group was interested in new ATX inhibitors for cancer treatment. Based on the previous
work [9] where boronic acids were used as warheads, we designed and synthesized novel ATX
inhibitors with a benzoxaborole as an isostere aiming for the same binding pattern (like HA155) to the
active pocket but with better overall drug properties. Working around the potential stability issue due
to presence of the double bond, we designed different linkers, introducing more rigidity. We also used
the 3,5-substituted benzylic group as a hydrophobic lipid binding motif. Our group was interested in new ATX inhibitors for cancer treatment. Based on the previous
work [9] where boronic acids were used as warheads, we designed and synthesized novel ATX
inhibitors with a benzoxaborole as an isostere aiming for the same binding pattern (like HA155) to
the active pocket but with better overall drug properties. Working around the potential stability issue
due to presence of the double bond, we designed different linkers, introducing more rigidity. We also
used the 3 5 substituted benzylic group as a hydrophobic lipid binding motif Our design and synthesis of novel ATX inhibitors focused on inhibitors with the benzoxaborole
head moiety as the acidic headgroup, the substituted benzyl carbamate moiety as the lipophilic
portion, and a rigid core spacer constituted of two saturated heterocyclic rings (Figure 4.). Our design and synthesis of novel ATX inhibitors focused on inhibitors with the benzoxaborole
head moiety as the acidic headgroup, the substituted benzyl carbamate moiety as the lipophilic portion,
and a rigid core spacer constituted of two saturated heterocyclic rings (Figure 4). used the 3,5-substituted benzylic group as a hydrophobic lipid binding motif. 1. Introduction Crystallographic studies by Hausman have demonstrated
further insight for the boronic acid binding mode, in which Thr209 and Zinc atoms are in a complex with
boronic acids [9]. This was illustrated by the ring strain generated in the five-membered oxaborole ring
where the boron atom was in a neutral, trigonal-planar form [13]. Benzoxaboroles have physicochemical
properties which are a consequence of the relatively strong Lewis acidic center on the boron atom
and the presence of a free hydroxyl group [14]. The sp2 hybridized boron atom possesses an empty
p-orbital which accepts electrons from the hydroxyl group of threonine 209 (Thr209) that explains
adduct formation of boronic acids, as in the recent modelling of Lanier [12]. According to Lanier
et al. [12], a boronic acid motif with this type of interaction may enhance binding affinity up to 1000 fold. Similarly, we assumed that the binding mode and the mechanism of adduct formation in the ATX
active site would resemble phenylboronic acids (Figure 3). 4 of 22
g
adduct
inding
adduct Molecules 2019, 24, 3419
g
affinity up to 1000 f
According to Lanier
affinity up to 1000 f (a)
(b)
Figure 3. Formation of an adduct of benzoxaborole in the ATX active site according to literatu
[12]. (a) Nucleophilic attack on benzoxaboroles by catalytic threonine oxygen side chain;
reversible covalent tetrahedral adduct
Figure 3. Formation of an adduct of benzoxaborole in the ATX active site according to literature [12]. (a) Nucleophilic attack on benzoxaboroles by catalytic threonine oxygen side chain; (b) reversible
covalent tetrahedral adduct. rmation in the ATX active site would resemble phenylboronic acids (Figure 3). (a)
(b)
Figure 3. Formation of an adduct of benzoxaborole in the ATX active site according to literatu
[12]. (a) Nucleophilic attack on benzoxaboroles by catalytic threonine oxygen side chain;
reversible covalent tetrahedral adduct (a)
e 3 Fo
atio
of a
addu t of b
n the ATX active site would res
(a) (b)
th ATX
ti
it
di
(
g
)
(b) (b)
(b) (a)
(a) Figure 3. Formation of an adduct of benzoxaborole in the ATX active site according to literat
[12]. (a) Nucleophilic attack on benzoxaboroles by catalytic threonine oxygen side chain;
reversible covalent tetrahedral adduct
Figure 3. Formation of an adduct of benzoxaborole in the ATX active site according to literature [12]. (a) Nucleophilic attack on benzoxaboroles by catalytic threonine oxygen side chain; (b) reversible
covalent tetrahedral adduct. 1. Introduction The design of the novel ATX inhibitors was also based on the available protein-ligand x-ray
crystal structures in the PDB (Protein Data Bank) (Figure 6). Figure 6. Overlay of HA155 boronic acid (green) inhibitor in the binding site of ATX (Protein Data
Bank (PDB) ID: 2XRG [9] and re-docked pose of HA155 (magenta) using Covalent Docking v1.3. [15]. Figure 6. Overlay of HA155 boronic acid (green) inhibitor in the binding site of ATX (Protein Data
Bank (PDB) ID: 2XRG [9] and re-docked pose of HA155 (magenta) using Covalent Docking v1.3. [15]. Figure 6. Overlay of HA155 boronic acid (green) inhibitor in the binding site of ATX (Protein Data
Bank (PDB) ID: 2XRG [9] and re-docked pose of HA155 (magenta) using Covalent Docking v1.3. [15]. Figure 6. Overlay of HA155 boronic acid (green) inhibitor in the binding site of ATX (Protein Data
Bank (PDB) ID: 2XRG [9] and re-docked pose of HA155 (magenta) using Covalent Docking v1.3. [15]. ATX inhibitors [16] (Figure 7) target the hydrophobic lipid-binding pocket in the central catalytic
phosphodiesterase (PDE) domain of ATX (Figure 8A). This is located underneath a shallow groove
that accommodates lysophospholipids (Figure 8B). In the active site, the first Zn2+ ion is in the
tetrahedral arrangement [17] and is coordinated by the catalytic Thr209 as well as the side chains of
Asp171, Asp358, and His359. The second Zn2+ ion coordinates with Asp311, His315 and His474, and,
usually, a solvent molecule or counter-ion. Furthermore, an open tunnel (or ‘channel’; Figure 6C),
which is partially hydrophobic in nature, is located in close proximity where a variety of molecules
can be accommodated, forming a ‘T-intersection’ with the shallow groove [18,19]
ATX inhibitors [16] (Figure 7) target the hydrophobic lipid-binding pocket in the central catalytic
phosphodiesterase (PDE) domain of ATX (Figure 8A). This is located underneath a shallow groove that
accommodates lysophospholipids (Figure 8B). In the active site, the first Zn2+ ion is in the tetrahedral
arrangement [17] and is coordinated by the catalytic Thr209 as well as the side chains of Asp171,
Asp358, and His359. The second Zn2+ ion coordinates with Asp311, His315 and His474, and, usually,
a solvent molecule or counter-ion. Furthermore, an open tunnel (or ‘channel’; Figure 6C), which is
partially hydrophobic in nature, is located in close proximity where a variety of molecules can be
accommodated, forming a ‘T-intersection’ with the shallow groove [18,19]. 1. Introduction es 2019, 24, x FOR PEER REVIEW
6 of 22 In our hands, a standard docking protocol within Glide (with and without H-bond/meta
nstraints) failed to dock HA155 in the active site of ATX in the pose observed in the x-ray structur
DB ID: 2XRG [9]) This pose has the characteristic interaction of Thr209 with the boron atom. Base
natural bond orbital (NBO) calculations [20], the existence of polar character of Thr209 and boro
om of HA155 hybridized to sp3 character, we applied a covalent docking approach. Using covalen
cking, HA155 was successfully docked in the conformation observed in the crystal structur
MSD (heavy atoms) = 0.68 Å, Figure 6). This same approach was therefore applied to ou
mpounds in this paper. (Figure 7). ure 7. Compound 37 docked in the binding site of ATX using covalent docking. The covalent bond
ween the oxygen atom of Thr209 and the boron atom of boronate is labelled in green (d(O–B) =
Figure 7. Compound 37 docked in the binding site of ATX using covalent docking. The covalent bond
between the oxygen atom of Thr209 and the boron atom of boronate is labelled in green (d(O–B) = 1.48 Å). 7. Compound 37 docked in the binding site of ATX using covalent docking. The covalent bond
en the oxygen atom of Thr209 and the boron atom of boronate is labelled in green (d(O–B) =
Figure 7. Compound 37 docked in the binding site of ATX using covalent docking. The covalent bond
between the oxygen atom of Thr209 and the boron atom of boronate is labelled in green (d(O–B) = 1.48 Å). 48 Å). he dative covalent bond between the boron atom and Thr209 is required for these inhibitors
nd docking poses thus generated are in line with the previously reported co-crystalized
ures of ATX (Figure 8a). In addition, this reversible covalent bond places the hydroxyl moiety
boronate between both zinc ions in the ATX active site (Figure 7). 1. Introduction Our design and synthesis of novel ATX inhibitors focused on inhibitors with the benzoxaborole
head moiety as the acidic headgroup, the substituted benzyl carbamate moiety as the lipophilic
portion, and a rigid core spacer constituted of two saturated heterocyclic rings (Figure 4.). Figure 4. General structure of novel ATX inhibitors. Figure 4 General structure of novel ATX inhibitors
Figure 4. General structure of novel ATX inhibitors. R REVIEW Figure 4. General structure of novel ATX inhibitors. Figure 4 General structure of novel ATX inhibitors
Figure 4. General structure of novel ATX inhibitors. REVIEW Figure 4. General structure of novel ATX inhibitors. Figure 4 General structure of novel ATX inhibitors
Figure 4. General structure of novel ATX inhibitors. REVIEW The structures of the warheads and spacer groups to be combined together are shown in Figure 5
The structures of the warheads and spacer groups to be combined together are shown in Figure O
O
H
B
O O
O
H
B
O
O
O
H
B
O W1
W2
W3
W4
CS1
CS2
CS3
N
N
N
N
N
N
N
N
N
O
O
H
O
B
O
O
B
O
H
O
O
H
B
O
O
O
H
B
O
Figure 5. Structures of the warheads (W) and the core spacers (CS). Figure 5. Structures of the warheads (W) and the core spacers (CS). W1
O
O
H
B
O W3
O
O
B
O
H W4
O
O
H
O
B O
H W1 W3 W2 W1
CS1
N
N
N W4 W2 CS1
N
N
N CS2
N
N
N CS3
N
N
N CS1 CS1 CS3 CS2 Figure 5. Structures of the warheads (W) and the core spacers (CS). Figure 5. Structures of the warheads (W) and the core spacers (CS). 5 of 22 Molecules 2019, 24, 3419 The design of the novel ATX inhibitors was also based on the available protein-ligand x-ray crystal
structures in the PDB (Protein Data Bank) (Figure 6). The design of the novel ATX inhibitors was also based on the available protein-ligand x-ray
crystal structures in the PDB (Protein Data Bank) (Figure 6) The design of the novel ATX inhibitors was also based on the available protein-ligand x-ray crystal
structures in the PDB (Protein Data Bank) (Figure 6). 1. Introduction The docking studies also
d that the other oxygen atom of the boronate is involved in an interactions with the amides of
9 (d(O…H–NThr209) = 2.6 Å) and/or Asn230 Thr209 (d(O…H–NAsn230) = 2.3 Å), which are in
proximity The binding of the rest of the molecule is mainly driven by hydrophobic interactions
In our hands, a standard docking protocol within Glide (with and without H-bond/metal
constraints) failed to dock HA155 in the active site of ATX in the pose observed in the x-ray structure
(PDB ID: 2XRG [9]) This pose has the characteristic interaction of Thr209 with the boron atom. Based
on natural bond orbital (NBO) calculations [20], the existence of polar character of Thr209 and boron
atom of HA155 hybridized to sp3 character, we applied a covalent docking approach. Using covalent
docking, HA155 was successfully docked in the conformation observed in the crystal structure (RMSD
(heavy atoms) = 0.68 Å, Figure 6). This same approach was therefore applied to our compounds in this
paper. (Figure 7). 6 of 22
7 of 22 Molecules 2019, 24, 3419
Molecules 2019, 24, x FOR Figure 8. Compound 37 docked in the binding site of ATX using covalent docking and overlapped
with ligands from x-ray structures: (a) HA155 boronic acid inhibitor (green, PDB ID: 2XRG) [9]; (b)
PF-8380 (magenta, PDB ID: 5L0K [21]). Figure 8. Compound 37 docked in the binding site of ATX using covalent docking and overlapped
with ligands from x-ray structures: (a) HA155 boronic acid inhibitor (green, PDB ID: 2XRG) [9]; (b)
PF-8380 (magenta, PDB ID: 5L0K [21]). Figure 8. Compound 37 docked in the binding site of ATX using covalent docking and overlapped
with ligands from x-ray structures: (a) HA155 boronic acid inhibitor (green, PDB ID: 2XRG) [9]; (b)
PF-8380 (magenta, PDB ID: 5L0K [21]). Figure 8. Compound 37 docked in the binding site of ATX using covalent docking and overlapped
with ligands from x-ray structures: (a) HA155 boronic acid inhibitor (green, PDB ID: 2XRG) [9]; (b)
PF-8380 (magenta, PDB ID: 5L0K [21]). As previously suggested for SAR transfer between series of active compounds, targeting this
hydrogen bond can be useful in the modification of this class of benzoxaboroles [22]. The lipophilic
tail of the molecule was designed according to data published for the PF-8380 molecule. This is where
the carbonyl group creates a hydrogen bond with the acceptor of a Trp275 [9]. 1. Introduction To reduce the degrees
of conformational freedom, the rigidity of the molecule increased by the introduction of several
acyclic rings. These rings would bridge the between warhead benzoxaborole and carbamate moiety
(Figure 8). During the final preparation of the manuscript, the Kang group analyzed the topological water
network in the binding pocket of ATX. Using this pharmacophoric insight, new molecules were
synthesized and tested for their ATX inhibitory activities [23]. 2. Results
The dative covalent bond between the boron atom and Thr209 is required for these inhibitors [11],
and docking poses thus generated are in line with the previously reported co-crystalized structures of
ATX (Figure 8a). In addition, this reversible covalent bond places the hydroxyl moiety of the boronate
between both zinc ions in the ATX active site (Figure 7). The docking studies also showed that the
other oxygen atom of the boronate is involved in an interactions with the amides of Thr209 (d(O
. . . H–NThr209) = 2.6 Å) and/or Asn230 Thr209 (d(O . . . H–NAsn230) = 2.3 Å), which are in close
proximity. The binding of the rest of the molecule is mainly driven by hydrophobic interactions in
similar way as other ligands with similar ‘tails’—such as PF-8380 (PDB ID: 5L0K [21], Figure 8b). The
aromatic ring at the end of the ‘tail,’ a hydrophobic 3,5-dichlorobenzene, points directly into a deep
hydrophobic pocket. The hydrogen bond between the carbonyl group pf the carbamate and the Trp
275 amide has been observed in the generated docking poses for some compounds described in this
paper, similar to what is revealed in the co-crystalized structure with PF-8380 (d (O . . . H–NTrp275) =
3.1 Å, Figure 8b) and ATX. 2.1. ATX Inhibition
All 21 new benzoxaboroles derivatives prepared herein were evaluated for ATX inhibition in
vitro using a biochemical choline detection assay, combining elements of assays already described in
the literature [24]. ATX activity was measured using Lyso PC (16:1) as a substrate and HA155 was
used as the standard, control, compound. l
P
l
l
l t d f
ll
d
i
th P
t
ft
[25] Ch
l
D
As previously suggested for SAR transfer between series of active compounds, targeting this
hydrogen bond can be useful in the modification of this class of benzoxaboroles [22]. The lipophilic tail
of the molecule was designed according to data published for the PF-8380 molecule. 2.1. ATX Inhibition All 21 new benzoxaboroles derivatives prepared herein were evaluated for ATX inhibition in vitro
using a biochemical choline detection assay, combining elements of assays already described in the
literature [24]. ATX activity was measured using Lyso PC (16:1) as a substrate and HA155 was used as
the standard, control, compound. clogP values were calculated for all compounds using the Percepta software [25]. Chrom logD was
determined experimentally using a procedure described in the supplementary data. Furthermore, the
correlation between calculated clogP values and experimentally determined Chrom log D values were
explored for molecules containing boron functional groups such as boronic acids and benzoxaboroles. The results are presented in Table 1. Table 1. Structures, inhibitory activities, calculated logP and determined Chrom logD values. Compound
Structure
a IC50 Value
(µM)
b clog P
c Chrom
logD
Warhead
Core
Lipophilic
Tail
W
CS
R
30
W 1
CS 1
Cl
0.18 ± 0.04
3.82
4.52
31
W 4
CS 1
Cl
7.5 ± 5.60
3.61
4.63
32
W 2
CS 1
Cl
0.37± 0.35
3.82
4.38
33
W 3
CS 1
Cl
8.0 ± 2.58
3.61
5.40
34
W 1
CS 2
Cl
0.92 ± 0.82
4.02
5.49
35
W 2
CS 2
Cl
1.8 ± 1.75
4.02
4.58
36
W 4
CS 2
Cl
1.8 ± 1.52
3.99
4.58
37
W 1
CS 3
Cl
0.13 ± 0.12
3.60
4.58
38
W 2
CS 3
Cl
2.0 ± 1.73
3.60
4.46
39
W 1
CS 1
H
>50 ± 4.20
2.75
3.05
40
W 2
CS 1
H
>50 ± 3.08
2.75
2.90
41
W 1
CS 3
H
23 ± 1.18
2.40
3.07
42
W 2
CS 3
H
>50 ± 32.84
2.40
2.90
43
W 1
CS 1
CH3
2.7 ± 2.11
3.17
4.13
44
W 2
CS 1
CH3
4.7 ± 1.14
3.17
3.99
45
W 1
CS 3
CH3
1.0 ± 1.15
2.90
4.17
46
W 2
CS 3
CH3
5.1 ± 2.75
2.90
4.01
47
W 1
CS 1
OCH3
14 ± 5.50
2.51
3.19
48
W 2
CS 1
OCH3
15 ±6.07
2.51
3.03
49
W 1
CS 3
OCH3
11 ± 4.59
2.48
3.21
50
W 2
CS 3
OCH3
13 ± 3.26
2.48
3.07
HA155
Molecules 2019, 24, x FOR PEER REVIEW
8 of
Table 1. Structures, inhibitory activities, calculated logP and determined Chrom logD values. 1. Introduction This is where the
carbonyl group creates a hydrogen bond with the acceptor of a Trp275 [9]. To reduce the degrees of
conformational freedom, the rigidity of the molecule increased by the introduction of several acyclic
rings. These rings would bridge the between warhead benzoxaborole and carbamate moiety (Figure 8). clogP values were calculated for all compounds using the Percepta software [25]. Chrom logD
was determined experimentally using a procedure described in the supplementary data. Furthermore, the correlation between calculated clogP values and experimentally determined Chrom
log D values were explored for molecules containing boron functional groups such as boronic acids
During the final preparation of the manuscript, the Kang group analyzed the topological water
network in the binding pocket of ATX. Using this pharmacophoric insight, new molecules were
synthesized and tested for their ATX inhibitory activities [23]. 7 of 22 7 of 22 Molecules 2019, 24, 3419 2. Results 2.1. ATX Inhibition a IC50 values determined in choline release assay using LPC C16:0 as a substrate. The results
are shown as the mean standard deviation from duplicate experiments. b calculated log P
was the octanol/water partition coefficient calculated using Percepta. c Chrom logD was
determined at pH 7 4 using Luna C18 (50 × 3 mm i d
5 µm) column
d IC50 values taken
a IC50 values determined in choline release assay using LPC C16:0 as a substrate. The results are shown as the
mean standard deviation from duplicate experiments. b calculated log P was the octanol/water partition coefficient
calculated using Percepta. c Chrom logD was determined at pH 7.4 using Luna C18 (50 × 3 mm i.d., 5 µm) column.
d IC50 values taken from literature [26]. 3. Discussion The modification of several regions had dramatic effects on the inhibition of ATX. Thus, the
hydrophobic part of the inhibitors showed sensitivity to phenyl substitution—the unsubstituted phenyl
compound (41) being almost inactive (23 µM). The 3,5 dimethoxyphenyl analogue (49) was a slightly
better (11 µM). Ten times better potency was achieved when comparing to 41 with 3,5-dimethyl
substitution on phenyl ring for compound 45. The original 3,5-dichlorosubstitution (already described
for PF-8380) remained the most favorable substitution pattern for the majority of the compounds
prepared. SAR around the core spacer showed that the piperazine–azetidine bicycle was the best
spacer. The position of the boron atom on the aromatic ring (acidic headgroup) was also very important
and differed to that observed with HA155. In our case, the most active compound was the 6-amido
substituted benzoxaborole (compound 37), whilst 4-amido or 7-amido substitution was not tolerated. Among 21 tested compounds, four compounds showed ATX inhibition in the nanomolar range of
activity. The IC50 for the most active compound (37) was 130 nM. In our LPC choline released assay,
HA155 also showed nanomolar activity (88 nM) but was less potent then reported in published data
(5.7 nM) [11]. Keeping in mind that the analogue of HA155 with tetrahydroisoquinoline as a rigid core
spacer was significantly less potent (ten times) then HA155, our molecule 36 with space core rigidity
was only two times less potent that HA155. The kinetic solubility in plasma bovine serum (PBS) at pH 7.4, determined by turbidimetric
method, was >100 µM for the majority of tested compounds. The most active compound 36 had a
solubility of 30–100 µM, while HA155 suffered from very poor solubility (1–3 µM). Results regarding
metabolic stability in rat and human liver microsomes suggest that the majority of tested compounds
would be classified a high-predicted in vivo hepatic clearance (expressed as percentage of liver blood
flow, %LBF). Two exceptions include compounds 37 and 45, which had a moderate predicted in vivo
clearance (62% and 45%, respectively) in rats. However, in human liver microsomes, all compounds
showed high-predicted in vivo clearance, whereas the comparator compound showed a moderate
predicted in vivo clearance. The results of plasma stability which were measured at four hours
indicated a good stability of compound 37 that remained 71.2% of its initial concentration in rat
and 79.1% of its initial concentration in human plasma. 2.1. ATX Inhibition Compound
Structure
a IC50 value (µM)
b clog P
c Chrom log
Warhead
Core
Lipophilic tail
W
CS
R
30
W 1
CS 1
Cl
0.18 ± 0.04
3.82
4.52
31
W 4
CS 1
Cl
7.5 ± 5.60
3.61
4.63
32
W 2
CS 1
Cl
0.37± 0.35
3.82
4.38
33
W 3
CS 1
Cl
8.0 ± 2.58
3.61
5.40
34
W 1
CS 2
Cl
0.92 ± 0.82
4.02
5.49
35
W 2
CS 2
Cl
1.8 ± 1.75
4.02
4.58
36
W 4
CS 2
Cl
1.8 ± 1.52
3.99
4.58
37
W 1
CS 3
Cl
0.13 ± 0.12
3.60
4.58
38
W 2
CS 3
Cl
2.0 ± 1.73
3.60
4.46
39
W 1
CS 1
H
>50 ± 4.20
2.75
3.05
40
W 2
CS 1
H
>50 ± 3.08
2.75
2.90
41
W 1
CS 3
H
23 ± 1.18
2.40
3.07
42
W 2
CS 3
H
>50 ± 32.84
2.40
2.90
43
W 1
CS 1
CH3
2.7 ± 2.11
3.17
4.13
44
W 2
CS 1
CH3
4.7 ± 1.14
3.17
3.99
45
W 1
CS 3
CH3
1.0 ± 1.15
2.90
4.17
46
W 2
CS 3
CH3
5.1 ± 2.75
2.90
4.01
47
W 1
CS 1
OCH3
14 ± 5.50
2.51
3.19
48
W 2
CS 1
OCH3
15 ±6.07
2.51
3.03
49
W 1
CS 3
OCH3
11 ± 4.59
2.48
3.21
50
W 2
CS 3
OCH3
13 ± 3.26
2.48
3.07
HA155
0.088 ± 0.04
0.0057 d
3.76
NA
a IC50 values determined in choline release assay using LPC C16:0 as a substrate. The results
are shown as the mean standard deviation from duplicate experiments. b calculated log P
0.088 ± 0.04
0.0057 d
3.76
NA
a IC50 values determined in choline release assay using LPC C16:0 as a substrate. The results are shown as the
mean standard deviation from duplicate experiments. b calculated log P was the octanol/water partition coefficient
calculated using Percepta. c Chrom logD was determined at pH 7.4 using Luna C18 (50 × 3 mm i.d., 5 µm) column. Table 1. Structures, inhibitory activities, calculated logP and determined Chrom logD values. 8 of 22 Molecules 2019, 24, 3419 2.2. ADME Properties Eight of the most active compounds, together with HA155, were selected for characterization
of in vitro ADME properties such as solubility, microsomal metabolic stability, plasma stability and
plasma protein binding (PPB). Results are presented in Table 2. Eight of the most active compounds, together with HA155, were selected for characterization
of in vitro ADME properties such as solubility, microsomal metabolic stability, plasma stability and
plasma protein binding (PPB). Results are presented in Table 2. Table 2. In vitro ADME profile of selected compounds. Compound
a Solubility
b PS
(rat/human)
c LMS
(rat/human)
d PPB
(rat/human)
30
>100
64.5/66.5
86/82
98.8/98.4
31
>100
67.9/71.6
86/85
NA e/97.8
34
>100
61.6/70.6
77/89
NA e/99.2
35
>100
63.0/59.2
86/89
NA e/98.3
37
30–100
72.2/79.1
62/85
98.4/97.9
38
30–100
60.1/79.1
82/79
NA e
43
>100
59.5/79.2
80/85
96.1/97.8
45
>100
68.6/72.8
61/84
94.4/95.9
HA155
3–10
f 6.8
65.7/42.9
<30/54
99.9/>99.9
a Kinetic solubility range after 1h [µM]. b Plasma stability after 4 h [%remaining]. c LMS: Metabolic stability in
human/rat liver microsomes -> predicted in vivo hepatic clearance expressed as %LBF. d PPB: Plasma protein
binding in human/rat -> fraction bound [%]. e recovery issue. f solubility value taken from literature [7]. Table 2. In vitro ADME profile of selected compounds. a Kinetic solubility range after 1h [µM]. b Plasma stability after 4 h [%remaining]. c LMS: Metabolic stability in
human/rat liver microsomes -> predicted in vivo hepatic clearance expressed as %LBF. d PPB: Plasma protein
binding in human/rat -> fraction bound [%]. e recovery issue. f solubility value taken from literature [7]. 3. Discussion However, HA155 was less stable with only
65.7% of its initial concentration in rat and 42.9% of its initial concentration in rat and human plasma, 9 of 22 Molecules 2019, 24, 3419 respectively, remaining after four hours. The binding to plasma proteins (PPB) of newly synthesized
compounds was significantly lower when compared with binding of standard compounds that showed
a very high PPB of >99.9% in both tested species. That would impact efficacy of 37 in comparison to
HA155 since their free fractions are different more than 20 times assuming that both molecules have
the same binding kinetics kon/koff. 4.1. Materials and Instruments All chemicals, solvents, and chemical and biochemical reagents were of analytical grade and
purchased from commercial sources (Merck, Merck KGaA, Darmstadt, Germany, Fluka Sigma-Aldrich
Laborchemikalien GmbH, Hannover, Germany, Alfa Aesar, Karlsruhe, Germany and Sigma, St. Louis,
MO, USA, Combi-blocks, Combi-blocks Inc.San Diego, USA, TCI, TCI-Europe, Zwijndrecht, Belgium,
Kemika, Kemika d.d., Zagreb, Croatia). All starting materials were obtained from commercial sources
(Merck, Merck KGaA, Darmstadt, Germany, Fluka Sigma-Aldrich Laborchemikalien GmbH, Hannover,
Germany, Alfa Aesar, Karlsruhe, Germany, and Sigma, St. Louis, MO, USA) and used without
further purification. The progress of all reactions was checked by UPLC-MS/UV Waters system (Waters, Waters
Corporation, Milford, USA) and thin layer chromatography (TLC) using precoated Silica Gel 60F254
sheets (Merck, Darmstadt, Germany). The spots on plates were visualized under UV light (254 nm). Column chromatography was performed by an Interchim Puriflash 450 system or by the Waters
Mass Directed AutoPurification system. The 1H and 13C nucleic magnetic resonance (NMR) spectra were recorded at 400 MHz on a
Bruker 400 spectrometer (Bruker Analytische Messtechnik GmbH, Rheinstetten, Germany). Chemical
shifts were determined relatively to the signals of residual protons of the deuterated solvent (DMSO). Chemical shifts are reported in delta (δ) units in parts per million (ppm), and splitting patterns are
designated as s, singlet; d, doublet; t, triplet; q, quartet; m, multiplet and br, broad. Coupling constants
were recorded in Hertz (Hz). High resolution mass spectra were determined on an Agilent 1100 series. 4.2. Synthesis 4.2. Synthesis 6N aqueous HCl solution. The white precipitate was collected by filtratio
benzoxaborole acids 4 7
4.2.2. General Procedure for the Preparation of Carbamate Intermediates benzoxaborole acids 4 7. methyl 4-methyl-3-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2a [28]
3-methyl-4-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoic acid 2b [29]
methyl 2-methyl-3-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2c [22]
methyl 3-methyl-2-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2d, Yield: 53%, 1H NMR (DMSO-
d6, 400 MHz, δ ppm): 7.84–7.88 (m, 1H), 7.49–7.57 (m, 2H), 3.97 (s, 3H), 2.49 (s, 3H), 1.47 (s, 12H) 13C
The first step in the synthetic pathway was the reduction of an appropriate carboxylic acid (8e–g)
by LiAlH4. The entire reaction was performed under an argon atmosphere using a syringe septa
technique. To a solution of lithium aluminum hydride (0.063 mol, 1.2 eq) in THF (15 mL) that was
cooled in an ice bath, a solution of the substituted benzoic acid (8e–g) (0.052 mol, 1 eq) in THF (65 mL)
was added dropwise during 30 minutes. The resulting mixture was stirred at ambient temperature
for 2 h. To the reaction mixture were added: Water (3 mL), a 1M solution of NaOH (3 mL), and then
water (10 mL) whilst stirring continued for a further 90 minutes at ambient temperature. The mixture
was extracted with EtOAc (3 × 30 mL). The organic layers were combined, dried over Na2SO4/MgSO4,
filtered and evaporated in vacuo to give a crude product which was purified by Interchim Puriflash 450
with a gradient of EtOAc in cyclohexane. The appropriate fractions were combined and evaporated
in vacuo to give corresponding alcohols (9e–g). The resultant alcohols (0.039 mol, 1 eq) and CDI
(0.039 mol, 1 eq) were dissolved in DMF (100 mL) at ambient temperature, and the resulting mixture
was treated with the Boc protected piperazine (0.035 mol, 0.9 eq), and stirring was continued for 16 h
at ambient temperature. Solvent was evaporated in vacuo. Water (50 mL) was added to the residue. Extraction with dichloromethane (DCM) (3 × 30 mL) followed. The organic layers were combined,
dried over Na2SO4/MgSO4, filtered off, end evaporated in vacuo to give raw material which was
purified by Interchim Puriflash 450 in the gradient of MeOH in DCM: 0%–3% in 20 CV. The appropriate
fractions were combined and evaporated in vacuo to give corresponding Boc protected piperazine
carbamates (10e–h). To a solution of Boc protected piperazine carbamate (10e–h) (0.035 mol, 1 eq) in
DCM (200 mL), cooled in an ice bath, TFA (0.353 mol, 10 eq) was added. The resulting mixture was
stirred at ambient temperature for 30 minutes. 4.2.1. General Procedure for the Preparation of Benzoxaborolic Acids The solution was cooled to 0 °C, and pH was adjusted to 2 with
1-hydroxy-3H-2,1-benzoxaborole-4-carboxylic acid 7, Yield: 58%, 1H NMR (DMSO-d6, 400 MHz,
δ ppm): 9.28 (s, 1H), 8.02 (m, 1H), 7.96 (m, 1H), 7.50 (m, 1H), 5.21 (s, 2H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 167.2, 134.9, 132.1, 127.4, 71.3 HRMS: m/z calculated for C8H7BO4 [M −H]−176.0401;
found 176.0397. 6N aqueous HCl solution. The white precipitate was collected by filtratio
benzoxaborole acids 4 7
4.2.2. General Procedure for the Preparation of Carbamate Intermediates 4.2.1. General Procedure for the Preparation of Benzoxaborolic Acids The appropriate fractions were combined
and evaporated in vacuo to give corresponding intermediates 2a–d. [27] To a solution of
corresponding intermediates 2a–d (7.243 mmol) in benzene (40 ml), NBS (7.605 mmol, 1.05 eq) and
AIBN (0.362 mmol, 0.05 eq) were added and the reaction mixture stirred at reflux. four hours later
HRMS: m/z calculated for C15H21BO4 [M + H]+ 276.1642; found 276.1639. 1-hydroxy-3H-2,1-benzoxaborole-6-carboxylic acid 4 [30]
1-hydroxy-3H-2,1-benzoxaborole-5-carboxylic acid 5 [30]
1-hydroxy-3H-2,1-benzoxaborole-7-carboxylic acid 6 [31]
1-hydroxy-3H-2,1-benzoxaborole-4-carboxylic acid 7, Yield: 58%, 1H NMR (DMSO-d6, 400 MHz,
δ
)
9 28 (
1H) 8 02 (
1H) 7 96 (
1H) 7 50 (
1H) 5 21 (
2H) 13C NMR (DMSO d6 dichloromethane (DCM): 0% 5% in 20 column volumes. T
and evaporated in vacuo to give corresponding inter
1-hydroxy-3H-2,1-benzoxaborole-5-carboxylic acid 5 [30] d evaporated in vacuo to give corresponding inter
rresponding intermediates 2a–d (7 243 mmol) in benzen
1-hydroxy-3H-2,1-benzoxaborole-7-carboxylic acid 6 [31] corresponding intermediates 2a d (7.243 mmol) in benzene (40 ml), NBS (7.605 mmol, 1.05 eq) and
AIBN (0.362 mmol, 0.05 eq) were added and the reaction mixture stirred at reflux. four hours later
solvent had evaporated in vacuo, and Et2O was added to the residue (40 ml). The resulting precipitate
was filtered off, and the filtrate got extracted with 20% KOH (3 x 30 ml). The aqueous layers were
combined and stirred at rt 90 min. The solution was cooled to 0 °C, and pH was adjusted to 2 with
1-hydroxy-3H-2,1-benzoxaborole-4-carboxylic acid 7, Yield: 58%, 1H NMR (DMSO-d6, 400 MHz,
δ ppm): 9.28 (s, 1H), 8.02 (m, 1H), 7.96 (m, 1H), 7.50 (m, 1H), 5.21 (s, 2H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 167.2, 134.9, 132.1, 127.4, 71.3 HRMS: m/z calculated for C8H7BO4 [M −H]−176.0401;
found 176.0397. corresponding intermediates 2a d (7.243 mmol) in benzene (40 ml), NBS (7.605 mmol, 1.05 eq) and
AIBN (0.362 mmol, 0.05 eq) were added and the reaction mixture stirred at reflux. four hours later
solvent had evaporated in vacuo, and Et2O was added to the residue (40 ml). The resulting precipitate
was filtered off, and the filtrate got extracted with 20% KOH (3 x 30 ml). The aqueous layers were
combined and stirred at rt 90 min. 4.2.1. General Procedure for the Preparation of Benzoxaborolic Acids Reactions were performed under argon atmosphere using syringe sep
mide 1a–d (8.731 mmol), pinacol diboron (12.223 mmol, 1.4 eq) and KOAc
methyl 4-methyl-3-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2a [28]
3-methyl-4-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoic acid 2b [29]
h l 2
h l 3 (4 4
h l 1 3 2 di
b
l
2
l)b
2 [
] Reactions were performed under argon atmosphere using syringe sep
mide 1a–d (8 731 mmol) pinacol diboron (12 223 mmol 1 4 eq) and KOAc
methyl 4 methyl 3 (4,4,5,5 tetramethyl 1,3,2 dioxaborolan 2 yl)benzoate 2a [28]
3-methyl-4-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoic acid 2b [29] omide 1a d (8.731 mmol), pinacol diboron (12.223 mmol, 1.4 eq) and KOAc (26.193 m
ere dissolved in dioxane (180 ml) at rt, and the resulting mixture was bubbled w
Cl2(dppf) (0 873 mol 0 1 eq) was added and stirring was continued for 16 hours at
methyl 2-methyl-3-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2c [22]
methyl 3-methyl-2-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2d, Yield: 53% PdCl2(dppf) (0.873 mol, 0.1 eq) was added and stirring was continued for 16 hours at 90 °C. The
reaction mixture was cooled to rt, quenched with NH4Cl (70 ml), and extracted with Et2O (3 × 70 ml). The organic layers were combined, dried over Na2SO4/MgSO4, filtered off end evaporated in vacuo
t
i
t
i l
hi h
b
ifi d b I t
hi
P
ifl
h 450 i
th
di
t f M OH i
methyl 3-methyl-2-(4,4,5,5-tetramethyl-1,3,2-dioxaborolan-2-yl)benzoate 2d, Yield: 53%,
H NMR
(DMSO-d6, 400 MHz, δ ppm): 7.84–7.88 (m, 1H), 7.49–7.57 (m, 2H), 3.97 (s, 3H), 2.49 (s, 3H), 1.47 (s,
12H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 167.7, 140.8, 133.6, 132.6, 128.8, 125.7, 83.4, 52.3, 25.0, 21.0
HRMS: m/z calculated for C15H21BO4 [M + H]+ 276.1642; found 276.1639. PdCl2(dppf) (0.873 mol, 0.1 eq) was added and stirring was continued for 16 hours at 90 C. The
reaction mixture was cooled to rt, quenched with NH4Cl (70 ml), and extracted with Et2O (3 × 70 ml). The organic layers were combined dried over Na2SO4/MgSO4 filtered off end evaporated in vacuo
y
y
y
y
(DMSO-d6, 400 MHz, δ ppm): 7.84–7.88 (m, 1H), 7.49–7.57 (m, 2H), 3.97 (s, 3H), 2.49 (s, 3H), 1.47 (s,
12H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 167.7, 140.8, 133.6, 132.6, 128.8, 125.7, 83.4, 52.3, 25.0, 21.0 g
y
g
p
to give raw material which was been purified by Interchim Puriflash 450 in the gradient of MeOH in
dichloromethane (DCM): 0%–5% in 20 column volumes. 4.2.1. General Procedure for the Preparation of Benzoxaborolic Acids Reactions were performed under argon atmosphere using syringe septa technique. Tolyl bromide
1a–d (8.731 mmol), pinacol diboron (12.223 mmol, 1.4 eq) and KOAc (26.193 mmol, 3 eq) were dissolved
in dioxane (180 mL) at rt, and the resulting mixture was bubbled with argon. PdCl2(dppf) (0.873 mol,
0.1 eq) was added and stirring was continued for 16 h at 90 ◦C. The reaction mixture was cooled to
rt, quenched with NH4Cl (70 mL), and extracted with Et2O (3 × 70 mL). The organic layers were
combined, dried over Na2SO4/MgSO4, filtered offend evaporated in vacuo to give raw material which
was been purified by Interchim Puriflash 450 in the gradient of MeOH in dichloromethane (DCM):
0%–5% in 20 column volumes. The appropriate fractions were combined and evaporated in vacuo
to give corresponding intermediates 2a–d. [27] To a solution of corresponding intermediates 2a–d
(7.243 mmol) in benzene (40 mL), NBS (7.605 mmol, 1.05 eq) and AIBN (0.362 mmol, 0.05 eq) were
added and the reaction mixture stirred at reflux. four hours later solvent had evaporated in vacuo,
and Et2O was added to the residue (40 mL). The resulting precipitate was filtered off, and the filtrate
got extracted with 20% KOH (3 × 30 mL). The aqueous layers were combined and stirred at rt 90 min. The solution was cooled to 0 ◦C, and pH was adjusted to 2 with 6N aqueous HCl solution. The white
precipitate was collected by filtration to afford corresponding benzoxaborole acids 4–7 (Scheme 1). Molecules 2019, 24, 3419 10 of 22 10 of 22 i
ii
iii,iv
4-7
3a-d
2a-d
1a-d
Scheme I. Reagents and conditions: (i) Pinacol diborane, PdCl2(dppf), KOAc, dioxane, reflux; (ii) N-
bromosuccinimide (NBS), azobisisobutyronitrile (AIBN), CCl4, reflux; (iii) Et2O, 20% KOH, rt; (ix) 0
°C, 6N HCl. Scheme 1. Reagents and conditions: (i) Pinacol diborane, PdCl2(dppf), KOAc, dioxane, reflux; (ii)
N-bromosuccinimide (NBS), azobisisobutyronitrile (AIBN), CCl4, reflux; (iii) Et2O, 20% KOH, rt; (ix)
0 ◦C, 6N HCl. ii
iii,iv
4-7
3a-d 4-7 3a-d 2a-d 2a-d 1a-d Scheme I. Reagents and conditions: (i) Pinacol diborane, PdCl2(dppf), KOAc, dioxane, reflux; (ii) N-
bromosuccinimide (NBS), azobisisobutyronitrile (AIBN), CCl4, reflux; (iii) Et2O, 20% KOH, rt; (ix) 0
°C, 6N HCl. Scheme 1. Reagents and conditions: (i) Pinacol diborane, PdCl2(dppf), KOAc, dioxane, reflux; (ii)
N-bromosuccinimide (NBS), azobisisobutyronitrile (AIBN), CCl4, reflux; (iii) Et2O, 20% KOH, rt; (ix)
0 ◦C, 6N HCl. ambient temperature, and the resulting mixture was treat
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] ambient temperature, and the resulting mixture was treat
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] ambient temperature, and the resulting mixture was treate
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] ,
q),
g
p
p
in vacuo. Water (50ml) was added to the residue. Extraction with dichloromethane (DCM) (3 × 30
mL) followed. The organic layers were combined, dried over Na2SO4/MgSO4, filtered off, end
evaporated in vacuo to give raw material which was purified by Interchim Puriflash 450 in the
gradient of MeOH in DCM: 0%–3% in 20 CV. The appropriate fractions were combined and
(3,5-dimethylphenyl)methyl piperazine-1-carboxylate 11f, Yield: 98%, 1H NMR (DMSO-d6, 400 MHz,
δ ppm): 8.19 (br. s, 1H), 6.93 (m, 3H), 5.00 (s, 2H), 2.62–2.70 (m, 2H), 2.25 (s, 6H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 179.7, 179.5, 163.2, 161.0, 137.4, 129.3, 129.2, 125.5, 125.4, 70.0, 66.5, 66.2, 45.1, 20.8
HRMS: m/z calculated for C14H20N2O2 [M + H]+ 249.1598; found 249.1599. ,
q),
g
p
p
in vacuo. Water (50ml) was added to the residue. Extraction with dichloromethane (DCM) (3 × 30
mL) followed. The organic layers were combined, dried over Na2SO4/MgSO4, filtered off, end
evaporated in vacuo to give raw material which was purified by Interchim Puriflash 450 in the
gradient of MeOH in DCM: 0%–3% in 20 CV. The appropriate fractions were combined and
(3,5-dimethylphenyl)methyl piperazine-1-carboxylate 11f, Yield: 98%, 1H NMR (DMSO-d6, 400 MHz,
δ ppm): 8.19 (br. s, 1H), 6.93 (m, 3H), 5.00 (s, 2H), 2.62–2.70 (m, 2H), 2.25 (s, 6H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 179.7, 179.5, 163.2, 161.0, 137.4, 129.3, 129.2, 125.5, 125.4, 70.0, 66.5, 66.2, 45.1, 20.8
HRMS: m/z calculated for C14H20N2O2 [M + H]+ 249.1598; found 249.1599. evaporated in vacuo to give corresponding Boc protected piperazine carbamates (10e–h). To a
solution of Boc protected piperazine carbamate (10e–h) (0.035 mol, 1 eq) in DCM (200 ml), cooled in
an ice bath, TFA (0.353 mol, 10 eq) was added. The resulting mixture was stirred at ambient
temperature for 30 minutes. The first step in the synthetic pathway was the reduction of an approp
O4-tert-butyl O1-[(3,5-dichlorophenyl)methyl] piperazine-1,4-dicarboxylate [32] g) by LiAlH4. The entire reaction was performed under an argon atmosphere using a syringe septa
technique. To a solution of lithium aluminum hydride (0.063 mol, 1.2 eq) in THF (15 mL) that was
cooled in an ice bath, a solution of the substituted benzoic acid (8e–g) (0.052 mol, 1 eq) in THF (65
mL) was added dropwise during 30 minutes. The resulting mixture was stirred at ambient
f
h
T
h
dd d W
(3
L)
1M
l
f N OH
O4-tert-butyl O1-[(3,5-dimethylphenyl)methyl] piperazine-1,4-dicarboxylate 10f, Yield: 86%, 1H NMR
(DMSO-d6, 400 MHz, δ ppm): 6.94 (s, 3H), 4.99 (s, 2H), 3.32–3.39 (m, 2H), 2.25 (s, 6H), 1.39 (s, 9H) 13C
NMR (DMSO-d6, 100 MHz, δ ppm): 179.3, 154.0, 153.7, 137.4, 136.5, 129.5, 125.3, 79.1, 66.4, 43.2, 28.0,
20.8 HRMS: m/z calculated for C15H21BO4 [M + H-100]+ 276.1642; found 276.1641. temperature for 2 hours. To the reaction mixture were added: Water (3 mL), a 1M solution of NaOH
(3 ml), and then water (10 ml) whilst stirring continued for a further 90 minutes at ambient
temperature. The mixture was extracted with EtOAc (3 × 30 mL). The organic layers were combined,
dried over Na2SO4/MgSO4, filtered and evaporated in vacuo to give a crude product which was
purified by Interchim Puriflash 450 with a gradient of EtOAc in cyclohexane. The appropriate
fractions were combined and evaporated in vacuo to give corresponding alcohols (9e–g) The
O4-tert-butyl O1-[(3,5-dimethoxyphenyl)methyl] piperazine-1,4-dicarboxylate 10g, Yield: 83%, 1H
NMR (DMSO-d6, 400 MHz, δ ppm): 7.84–7.88 (m, 2H), 7.49–7.57 (m, 1H), 5.02 (s, 2H), 3.72 (s, 6H),
3.32–3.39 (m, 2H), 1.47 (s, 12H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.7, 179.5, 154.3, 153.7,
139.0, 105.3, 99.4, 79.1, 66.1, 55.1, 27.9 HRMS: m/z calculated for C19H28N2O6 [M + Na]+ 403.1840;
found 403.1825. p
g
resultant alcohols (0.039 mol, 1 eq) and CDI (0.039 mol, 1
b
d h
l
O1-benzyl O4-tert-butyl piperazine-1,4-dicarboxylate 10h [33] 6N aqueous HCl solution. The white precipitate was collected by filtratio
benzoxaborole acids 4 7
4.2.2. General Procedure for the Preparation of Carbamate Intermediates The pH of the reaction mixture was adjusted to 8 with
6N aqueous solution of NaOH and layers were separated. The aqueous layer was washed with DCM (2
× 100 mL). The organic layers were combined, dried over Na2SO4/MgSO4, filtered offand evaporated in
vacuo to give corresponding piperazine carbamates intermediates (11e–h). The piperazine carbamate
intermediates (11e–h) (0.010 mol, 1 eq) and corresponding N-Boc protected cyclic ketone (0.010 mol, 1 11 of 22 Molecules 2019, 24, 3419
1-hydroxy-3H-2,1-ben eq) were dissolved in DCM (45 mL) at rt, and to the resulting solution NaBH(OAc)3 (0.013 mol, 1.3 eq)
was added in portions before stirring was continued for 16 h at rt. The reaction mixture was quenched
with a saturated solution of NaHCO3 (30 mL). The layers were separated, and the aqueous layer was
washed with DCM (2 × 20 mL). The organic layers were combined, dried over Na2SO4/MgSO4, filtered
offand evaporated in vacuo to give crude product which was purified by Interchim Puriflash 450, in a
gradient of MeOH in DCM: 0%–5% in 20 column volumes. The appropriate fractions were combined
and evaporated in vacuo to give corresponding Boc protected intermediates (12–20). Finally, the Boc
protecting group was cleaved with TFA to obtain carbamate intermediates (21–29) (Scheme 2). 1 hydroxy 3H 2,1 benzoxaborole 5 carboxylic acid 5 [30]
1-hydroxy-3H-2,1-benzoxaborole-7-carboxylic acid 6 [31]
1-hydroxy-3H-2,1-benzoxaborole-4-carboxylic acid 7, Yield: 58%, 1H NMR (DMSO-d6, 400 MHz, δ ppm):
9.28 (s, 1H), 8.02 (m, 1H), 7.96 (m, 1H), 7.50 (m, 1H), 5.21 (s, 2H) 13C NMR (DMSO-d6, 100 MHz, δ
ppm): 167.2, 134.9, 132.1, 127.4, 71.3 HRMS: m/z calculated for C8H7BO4 [M–H]- 176.0401; found
176.0397. 4.2.2. General Procedure for the Preparation of Carbamate Intermediates i
ii
iii
iv
v
21-29
10e-h
12-20
8e-g
9e-h
11e-h
e - Cl, f - Me, g - OMe, h - H
Scheme II. Reagents and conditions: (i) LiAlH4, THF, 0 °C; (ii) tert-butyl piperazine-1-carboxylate,
CDI, DMF, rt; (iii) TFA, dichloromethane (DCM), 0 °C to rt; (iv) Boc protected 4-, 5-, or 6-membered
ketone NaBH(OAc)3 DCM 0 °C to rt; (v) TFA DCM 0 °C to rt
Scheme 2. Reagents and conditions: (i) LiAlH4, THF, 0 ◦C; (ii) tert-butyl piperazine-1-carboxylate, CDI,
DMF, rt; (iii) TFA, dichloromethane (DCM), 0 ◦C to rt; (iv) Boc protected 4-, 5-, or 6-membered ketone,
NaBH(OAc)3, DCM, 0 ◦C to rt; (v) TFA, DCM, 0 ◦C to rt. 6N aqueous HCl solution. The white precipitate was collected by filtratio
benzoxaborole acids 4 7
4.2.2. General Procedure for the Preparation of Carbamate Intermediates i
ii
iii
10e-h
8e-g
9e-h
11e-h 11e-h 9e-h iv
v
21-29
12-20
e - Cl, f - Me, g - OMe, h - e - Cl, f - Me, g - OMe, h - H 12-20 21-29 Scheme II. Reagents and conditions: (i) LiAlH4, THF, 0 °C; (ii) tert-butyl piperazine-1-carboxylate,
CDI, DMF, rt; (iii) TFA, dichloromethane (DCM), 0 °C to rt; (iv) Boc protected 4-, 5-, or 6-membered
ketone NaBH(OAc)3 DCM 0 °C to rt; (v) TFA DCM 0 °C to rt
Scheme 2. Reagents and conditions: (i) LiAlH4, THF, 0 ◦C; (ii) tert-butyl piperazine-1-carboxylate, CDI,
DMF, rt; (iii) TFA, dichloromethane (DCM), 0 ◦C to rt; (iv) Boc protected 4-, 5-, or 6-membered ketone,
NaBH(OAc)3, DCM, 0 ◦C to rt; (v) TFA, DCM, 0 ◦C to rt. The first step in the synthetic pathway was the reduction of an approp
O4-tert-butyl O1-[(3,5-dichlorophenyl)methyl] piperazine-1,4-dicarboxylate [32] ambient temperature, and the resulting mixture was treat
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] (3,5-dichlorophenyl)methyl 4-(1-tert-butoxycarbonyl-4-piperidyl)piperazine-1-carboxylate 14, Yield: 77%, 1H
NMR (DMSO-d6, 400 MHz δ ppm) 7.60 (s, 1H), 7.41–7.51 (m, 2H), 5.11 (s, 2H), 3.92–4.04 (m, 2H),
3.39–3.49 (m, 2H), 2.69–2.76 (m, 2H), 2.38–2.52 (m, 2H), 1.69–1.71 (m, 2H), 1.43 (s, 9H), 1.20–1.35 (m, 2H)
13C NMR (DMSO-d6, 100 MHz, δ ppm): 154.0, 153.8, 141.3, 134.0, 127.4, 126.1, 78.5, 64.6, 60.8, 48.3, 43.9,
28.0, 27.6 HRMS: m/z calculated for C22H31Cl2N3O4 [M + H]+ 472.1764; found 472.1774. (3,5-dimethylphenyl)methyl 4-(1-tert-butoxycarbonylazetidin-3-yl)piperazine-1-carboxylate 15, Yield: 67%, 1H
NMR (DMSO-d6, 400 MHz δ ppm) 7.89–7.96 (m, 3H), 4.97 (s, 2H), 3.75–3.83 (m, 2H), 3.59–3.68 (m, 2H),
3.35–3.39 (m, 2H), 2.97–3.06 (m,1H), 2.24 (s, 6H), 2.17–2.23 (m, 2H), 1.47 (s, 9H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 179.4, 155.6, 154.4, 137.4, 136.6, 129.2, 125.5, 125.4, 78.6, 66.3, 53.0, 48.7, 43.2, 28.0,
20.8 HRMS: m/z calculated for C22H33N3O4 [M + H]+ 404.2544; found 404.2561. (3,5-dimethylphenyl)methyl 4-(1-tert-butoxycarbonylpyrrolidin-3-yl)piperazine-1-carboxylate 16, Yield: 59%,
1H NMR (DMSO-d6, 400 MHz, δ ppm) 7.01 (s, 3H), 5.08 (s, 2H), 3.38–3.44 (m, 4H), 3.11–3.26 (m, 1H),
2.91–3.03 (m, 1H), 2.71–2.87 (m, 1H), 2.39–2.49 (m, 1H), 2.30–2.39 (m, 1H), 2.29 (s, 6H), 1.61–1.75 (m, 1H),
1.42 (s, 9H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.0, 154.3, 153.4, 137.4, 136.6, 129.2, 125.4, 78.3,
66.2, 63.5, 62.7, 50.8, 49.3, 49.2, 44.6, 44.4, 43.3, 28.9, 28.1, 20.8 HRMS: m/z calculated for C23H36N3O4
[M + H]+ 418.2711; found 418.2718. (3,5-dimethoxyphenyl)methyl 4-(1-tert-butoxycarbonylazetidin-3-yl)piperazine-1-carboxylate 17, Yield: 74%,
1H NMR (DMSO-d6, 400 MHz, δ ppm) 6.45–6.51 (m, 2H), 6.42 (s, 1H), 4.99 (s, 2H), 3.75–3.87 (m, 2H),
3.72 (s, 6H), 3.59–3.68 (m, 2H), 3.34–3.46 (m, 4H), 2.98–3.07 (m, 1H), 1.36 (s, 9H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 179.1, 160.5, 155.5, 154.3, 139.2, 105.2, 99.3, 78.6, 66.0, 55.2, 55.1, 53.0, 48.7, 43.2, 28.0
HRMS: m/z calculated for C22H33N3O6 [M + H]+ 436.2442; found 436.2428. (3,5-dimethoxyphenyl)methyl 4-(1-tert-butoxycarbonylpyrrolidin-3-yl)piperazine-1-carboxylate 18, Yield: 55%,
1H NMR (DMSO-d6, 400 MHz, δ ppm) 6.46–6.49 (m, 2H), 6.40–6.45 (m, 1H), 4.99 (s, 2H), 3.72 (s, 6H),
3.45–3.53 (m, 1H), 3.35–3.42 (m, 4H), 2.87–2.98 (m, 1H), 2.61–2.69 (m, 1H), 2.34–2.43 (m, 1H), 2.27–2.35
(m, 1H), 1.94–2.06 (m, 1H), 1.37 (s, 9H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.5, 160.5, 105.2, 99.3,
65.9, 55.2 28.1 HRMS: m/z calculated for C22H35N3O6 [M + H]+ 450.2599 found 450.2641. ambient temperature, and the resulting mixture was treat
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] The pH of the reaction mixture was adjusted to 8 with 6N aqueous
(3,5-dimethoxyphenyl)methyl piperazine-1-carboxylate 11g, Yield: 97%, 1H NMR (DMSO-d6, 400 MHz,
δ ppm): 6.39–6.45 (m, 3H), 4.99 (s, 2H), 3.72 (s, 6H), 2.58–2.68 (m, 2H) 13C NMR (DMSO-d6, 100 MHz,
δ ppm): 179.2, 160.5, 160.4, 154.4, 139.3, 105.3, 105.1, 99.3, 65.8, 55.2, 55.1, 45.3, 44.5 HRMS: m/z
calculated for C14H20N2O4 [M + H]+ 281.1496; found 281.1522. benzyl piperazine-1-carboxylate 11h [35] 12 of 22 12 of 22 Molecules 2019, 24, 3419 (3,5-dichlorophenyl)methyl 4-(1-tert-butoxycarbonylazetidin-3-yl)piperazine-1-carboxylate 12, Yield: 72%, 1H
NMR (DMSO-d6, 400 MHz, δ ppm): 7.74–7.85 (m, 1H), 7.5–7.72 (m, 2H), 5.30 (s, 2H), 3.99–4.12 (m., 2H),
3.80–3.94 (m, 2H), 3.52–3.71 (m, 4H), 1.60 (s, 9H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 155.6, 154.1,
141.2, 134.1, 127.7, 126.1, 78.6, 64.7, 53.0, 48.6, 43.2, 28.0 HRMS: m/z calculated for C20H27Cl2N3O4 [M +
H]+ 444.1451; found 444.1450. (3,5-dichlorophenyl)methyl 4-(1-tert-butoxycarbonylazetidin-3-yl)piperazine-1-carboxylate 12, Yield: 72%, 1H
NMR (DMSO-d6, 400 MHz, δ ppm): 7.74–7.85 (m, 1H), 7.5–7.72 (m, 2H), 5.30 (s, 2H), 3.99–4.12 (m., 2H),
3.80–3.94 (m, 2H), 3.52–3.71 (m, 4H), 1.60 (s, 9H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 155.6, 154.1,
141.2, 134.1, 127.7, 126.1, 78.6, 64.7, 53.0, 48.6, 43.2, 28.0 HRMS: m/z calculated for C20H27Cl2N3O4 [M +
H]+ 444.1451; found 444.1450. (3,5-dichlorophenyl)methyl 4-(1-tert-butoxycarbonylazetidin-3-yl)piperazine-1-carboxylate 12, Yield: 72%, 1H
NMR (DMSO-d6, 400 MHz, δ ppm): 7.74–7.85 (m, 1H), 7.5–7.72 (m, 2H), 5.30 (s, 2H), 3.99–4.12 (m., 2H),
3.80–3.94 (m, 2H), 3.52–3.71 (m, 4H), 1.60 (s, 9H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 155.6, 154.1,
141.2, 134.1, 127.7, 126.1, 78.6, 64.7, 53.0, 48.6, 43.2, 28.0 HRMS: m/z calculated for C20H27Cl2N3O4 [M +
H]+ 444.1451; found 444.1450. (3,5-dichlorophenyl)methyl 4-(1-tert-butoxycarbonylpyrrolidin-3-yl)piperazine-1-carboxylate 13, Yield: 60%,
1H NMR (DMSO-d6, 400 MHz, δ ppm) 7.52–7.60 (m, 1H), 7.36–7.47 (m, 2H), 5.03 (s, 2H), 3.37–3.56
(m, 4H), 3.09–3.21 (m, 1H), 3.00–3.07 (m, 1H), 2.84–2.99 (m, 1H), 2.64–2.87 (m, 1H), 2.37–2.45 (m, 1H),
1.89–1.92 (m., 1H), 1.37 (s, 9H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 153.9, 141.2, 134.1, 127.4, 126.3,
126.2, 115.3, 64.8, 64.7, 64.4, 64.7, 50.8, 49.2, 44.7, 28.9 HRMS: m/z calculated for C21H29Cl2N3O4 [M +
H]+ 458.1608; found 458.1625. ambient temperature, and the resulting mixture was treat
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] benzyl 4-(1-tert-butoxycarbonylazetidin-3-yl)piperazine-1-carboxylate 19 [36] benzyl 4-(1-tert-butoxycarbonylpyrrolidin-3-yl)piperazine-1-carboxylate 20 [37] (3,5-dichlorophenyl)methyl 4-(azetidin-3-yl)piperazine-1-carboxylate 21, Yield: 72%, 1H NMR (DMSO-d6,
400 MHz, δ ppm): 7.51–7.62 (m, 1H), 7.38–7.42 (m, 2H), 5.06 (s, 2H), 4.07–4.16 (m., 2H), 3.78–3.14 (m,
2H), 3.52–3.71 (m, 2H), 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.1, 161.1, 154.1, 141.2, 134.1, 127.5,
126.2, 64.8, 54.8, 53.0, 50.5, 48.6, 43.2 HRMS: m/z calculated for C15H19Cl2N3O2 [M + H]+ 344.0922;
found 344.0931. 3,5-dichlorophenyl)methyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 22, Yield: 99%, 1H NMR (DMSO-d6,
400 MHz, δ ppm) 7.52–7.60 (m, 1H), 7.36–7.47 (m, 2H), 5.03 (s, 2H), 3.00–3.07 (m, 1H), 2.84–2.99 (m, 13 of 22 13 of 22 Molecules 2019, 24, 3419 1H), 2.75–2.83 (m, 1H), 2.64–2.87 (m, 1H), 2.59–2.64 (m, 1H), 1.87–1.89 (m, 1H), 1.55–1.68 (m, 1H) 13C
NMR (DMSO-d6, 100 MHz, δ ppm): 154.0, 141.2, 134.1, 127.4, 126.2, 126.1, 64.7, 64.1, 51.0, 48.6, 44.7,
43.4, 28.5 HRMS: m/z calculated for C16H21Cl2N3O2 [M + H]+ 458.1608; found 458.1625. (3,5-dichlorophenyl)methyl 4-(4-piperidyl)piperazine-1-carboxylate 23, Yield: 99%, 1H NMR (DMSO-d6,
400 MHz, δ ppm) 7.52–7.60 (m, 1H), 7.36–7.47 (m, 2H), 5.03 (s, 2H), 3.92–4.04 (m, 2H), 3.39–3.49 (m,
2H), 2.69–2.76 (m, 2H), 2.38–2.52 (m, 2H), 1.69–1.71 (m, 2H), 1.20–1.35 (m, 2H) 13C NMR (DMSO-d6,
100 MHz, δ ppm): 154.0, 153.8, 141.3, 134.0, 127.4, 126.1, 64.6, 48.3, 43.9 HRMS: m/z calculated for
C17H23Cl2N3O2 [M + H]+ 372.124; found 372.1237. (3,5-dimethylphenyl)methyl 4-(azetidin-3-yl)piperazine-1-carboxylate 24, Yield: 99%, 1H NMR (DMSO-d6,
400 MHz, δ ppm) 6.94–7.96 (m, 3H), 4.99 (s, 2H), 3.72–3.79 (m, 2H), 3.64–3.71 (m, 2H), 2.25 (s, 6H) 13C
NMR (DMSO-d6, 100 MHz, δ ppm): 179.5, 165.4, 154.4, 137.4, 136.6, 129.3, 125.4, 66.3, 56.0, 54.7, 49.4,
48.4, 20.9, 20.8 HRMS: m/z calculated for C22H33N3O4 [M + H]+ 404.2544; found 404.2561. (3,5-dimethylphenyl)methyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 25, Yield: 99%, 1H NMR (DMSO-d6,
400 MHz, δ ppm) 6.89–7.05 (m, 3H), 5.01 (s, 2H), 3.73 (m, 1H), 3.31–3.46 (m, 1H), 3.11–3.26 (m, 1H),
2.91–3.03 (m, 1H), 2.71–2.87 (m, 1H), 2.39–2.49 (m, 1H), 2.30–2.39 (m, 1H), 2.29 (s, 6H), 1.61–1.75 (m, 1H)
13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.5, 154.4, 137.4, 136.6, 129.3, 125.4, 66.3, 62.8, 50.7, 47.2, 44.0,
43.3, 27.4, 20.9 HRMS: m/z calculated for C18H27N3O2 [M + H]+ 318.2181; found 318.2186. ambient temperature, and the resulting mixture was treat
mol, 0.9 eq), and stirring was continued for 16 hours at am
(3,5-dichlorophenyl)methyl piperazine-1-carboxylate 11e [34] (3,5-dimethoxyphenyl)methyl 4-(azetidin-3-yl)piperazine-1-carboxylate 26, Yield: 95%, 1H NMR (DMSO-d6,
400 MHz, δ ppm) 6.45–6.51 (m, 2H), 6.42 (s, 1H), 4.99 (s, 2H), 3.75–3.87 (m, 2H), 3.72 (s, 6H), 3.59–3.68 (m,
2H), 3.34–3.46 (m, 2H), 2.98–3.07 (m, 1H), 2.24 (m, 4H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.6,
160.5, 154.3, 139.2, 105.2, 99.3, 66.0, 56.0, 55.2, 49.2, 48.4, 43.1 HRMS: m/z calculated for C17H25N3O4 [M
+ H]+ 336.1918; found 336.1939. Molecules 2019, 24, x FOR PEER REVIEW
14 of 22
1H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.5, 154.4, 137.4, 136.6, 129.3, 125.4, 66.3, 62.8, 50.7, 47.2,
44.0, 43.3, 27.4, 20.9 HRMS: m/z calculated for C18H27N3O2 [M+H]+ 318.2181; found 318.2186. (3,5-dimethoxycyclohexa-1,5-dien-1-yl)methyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 27, Yield: 93%, 1H
NMR (DMSO-d6, 400 MHz, δ ppm) 6.46–6.49 (m, 2H), 6.40–6.45 (m, 1H), 4.99 (s, 2H), 3.72 (s, 6H),
3.00–3.18 (m, 2H), 2.87–2.98 (m, 1H), 2.70–2.83 (m, 1H), 2.59–2.63 (m, 1H), 2.37–2.47 (m, 2H), 1.87–1.96
(m, 1H), 1.54–1.67 (m, 1H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.5, 160.5, 154.2, 139.2, 150.2,
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H27N3O4 [M + H]+ 350.2074;
found 350.2089. (3,5-dimethoxyphenyl)methyl 4-(azetidin-3-yl)piperazine-1-carboxylate 26, Yield: 95%, 1H NMR (DMSO-
d6, 400 MHz, δ ppm) 6.45–6.51 (m, 2H), 6.42 (s, 1H), 4.99 (s, 2H), 3.75–3.87 (m, 2H), 3.72 (s, 6H), 3.59–
3.68 (m, 2H), 3.34–3.46 (m, 2H), 2.98–3.07 (m, 1H), 2.24 (m, 4H) 13C NMR (DMSO-d6, 100 MHz, δ ppm):
179.6, 160.5, 154.3, 139.2, 105.2, 99.3, 66.0, 56.0, 55.2, 49.2, 48.4, 43.1 HRMS: m/z calculated for
C17H25N3O4 [M+H]+ 336.1918; found 336.1939. (3,5-dimethoxycyclohexa-1,5-dien-1-yl)methyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 27, Yield: 93%, 1H benzyl 4-(azetidin-3-yl)piperazine-1-carboxylate 28 [28]
benzyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 29 [28]
NMR (DMSO-d6, 400 MHz, δ ppm) 6.46–6.49 (m, 2H), 6.40–6.45 (m, 1H), 4.99 (s, 2H), 3.72 (s,
3.00–3.18 (m, 2H), 2.87–2.98 (m, 1H), 2.70–2.83 (m, 1H), 2.59–2.63 (m, 1H), 2.37–2.47 (m, 2H), 1.87
(m, 1H), 1.54–1.67 (m, 1H) 13C NMR (DMSO-d6, 100 MHz, δ ppm): 179.5, 160.5, 154.2, 139.2, 1 benzyl 4-(azetidin-3-yl)piperazine-1-carboxylate 28 [28]
NMR (DMSO-d6, 400 MHz, δ ppm) 6.46–6.49 (m, 2H
3 00 3 18 (
2H) 2 87 2 98 (
1H) 2 70 2 83 (
1H) benzyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 29 [28]
3.00–3.18 (m, 2H), 2.87–2.98 (m, 1H), 2.70–2.83 (m, 1H)
(m, 1H), 1.54–1.67 (m, 1H) 13C NMR (DMSO-d6, 100 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 (3,5-dichlorophenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 30, Yield: 79%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s, 1H), 7.87 (d, J =
7.6 Hz, 1H), 7.61 (d, J = 7.5 Hz, 1H), 7.55 (s, 1H), 7.35–7.48 (m, 3H), 5.05 (s, 2H), 5.01 (s, 2H), 3.71–3.80
(m, 2H), 3.58–3.67 (m, 2H), 3.50–3.58 (m, 2H), 2.84–2.94 (m, 2H), 2.73–2.84 (m, 2H), 2.34–2.47 (m, 2H),
2.08–2.18 (m, 2H), 13C NMR (DMSO-d6, 400 MHz, δ ppm): 168.6, 141.2, 134.1, 129.7, 129.3, 127.5, 126.2,
121.3, 69.9, 67.9, 63.7, 62.4, 54.3, 25.9 HREI-MS: m/z calculated for C24H26BCl2N3O5 [M]+ 517.1452;
found 517.1448. (3,5-dichlorophenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 30, Yield: 79%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s, 1H), 7.87 (d, J =
7.6 Hz, 1H), 7.61 (d, J = 7.5 Hz, 1H), 7.55 (s, 1H), 7.35–7.48 (m, 3H), 5.05 (s, 2H), 5.01 (s, 2H), 3.71–3.80
(m, 2H), 3.58–3.67 (m, 2H), 3.50–3.58 (m, 2H), 2.84–2.94 (m, 2H), 2.73–2.84 (m, 2H), 2.34–2.47 (m, 2H),
2.08–2.18 (m, 2H), 13C NMR (DMSO-d6, 400 MHz, δ ppm): 168.6, 141.2, 134.1, 129.7, 129.3, 127.5, 126.2,
121.3, 69.9, 67.9, 63.7, 62.4, 54.3, 25.9 HREI-MS: m/z calculated for C24H26BCl2N3O5 [M]+ 517.1452;
found 517.1448. (3,5-dichlorophenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-7-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 31, Yield: 53%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.28 (br.s, 1H), 7.78 (d, J =
7.7 Hz, 1H), 7.69–7.73 (m, 1H),7.56 (s, 1H) 7.48–7.51 (m, 1H), 7.39–7.43 (m, 1H), 5.05 (s, 2H), 5.01 (s, 2H),
3.70–3.82 (m, 2H), 3.52–3.63 (m, 2H), 3.26–3.42 (m, 4H), 3.18–3.29 (m, 1H), 2.34–2.43 (m, 4H), 1.99–2.15
(m, 2H), 13C NMR (DMSO-d6, 400 MHz, δ ppm): 168.6, 141.2, 134.1, 129.7, 129.3, 127.5, 126.2, 121.3,
69.9, 67.9, 63.7, 62.4, 54.3, 25.9, HREI-MS: m/z calculated for C24H26BCl2N3O5 [M]+ 517.1452; found
517.1446. (3,5-dichlorophenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 32, Yield: 68%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.33 (br.s, 1H), 7.66–7.88 (m,
1H), 7.47–7.59 (m, 2H), 7.35–7.46 (m, 3H), 5.04 (s, 2H), 5.00 (s, 2H), 3.70–3.76 (m, 2H), 3.48–3.62 (m, 2H),
2.85–2.92 (m, 4H), 2.06–2.17 (m, 4H), 1.95–2.06 (m, 2H) 13C NMR (DMSO-d6, 400 MHz, δ ppm): 168.4,
134.1, 131.9, 129.9, 127.4, 126.2, 125.8, 120.0, 99.8, 98.6, 62.0, 25.2, 19.7, 8.1, HREI-MS: m/z calculated for
C24H26BCl2N3O5 [M]+ 517.1452; found 517.1451. 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H27
found 350 2089 To a solution of benzoxaborolic acid (4–7) (0.232 mmol, 1 eq), the carboxylate intermediate (21–29)
(0.232 mmol) in DCM (1 mL), EDAC (0.372 mmol, 1.6 eq) and DMAP (0.009 mmol, 0.04 eq) were added
at ambient temperature, and the resulting mixture was stirred for 16 h. The solvent was evaporated in
vacuo, and the raw material was purified by a Waters Mass Directed AutoPurification system, giving
corresponding novel autotaxin inhibitors (30–50) (Scheme 3). found 350.2089. benzyl 4-(azetidin-3-yl)piperazine-1-carboxylate 28 [28]
benzyl 4-pyrrolidin-3-ylpiperazine-1-carboxylate 29 [28]
4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors i
21-29
30-50
4-7
R= H, Cl, Me, OMe
Scheme III. Reagents and conditions: (i) N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide (EDAC),
4-dimethylaminopyridine (DMAP), DCM, rt. Scheme 3. Reagents and conditions: (i) N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide (EDAC),
4-dimethylaminopyridine (DMAP), DCM, rt. i
21-29
30-50
R= H, Cl, Me, OMe 4-7 R= H, Cl, Me, OMe Scheme III. Reagents and conditions: (i) N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide (EDAC),
4-dimethylaminopyridine (DMAP), DCM, rt. Scheme 3. Reagents and conditions: (i) N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide (EDAC),
4-dimethylaminopyridine (DMAP), DCM, rt. Scheme III. Reagents and conditions: (i) N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide (EDAC),
4-dimethylaminopyridine (DMAP), DCM, rt. Scheme 3. Reagents and conditions: (i) N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide (EDAC),
4-dimethylaminopyridine (DMAP), DCM, rt. 14 of 22 14 of 22 Molecules 2019, 24, 3419 (3,5-dichlorophenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 30, Yield: 79%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s, 1H), 7.87 (d, J =
7.6 Hz, 1H), 7.61 (d, J = 7.5 Hz, 1H), 7.55 (s, 1H), 7.35–7.48 (m, 3H), 5.05 (s, 2H), 5.01 (s, 2H), 3.71–3.80
(m, 2H), 3.58–3.67 (m, 2H), 3.50–3.58 (m, 2H), 2.84–2.94 (m, 2H), 2.73–2.84 (m, 2H), 2.34–2.47 (m, 2H),
2.08–2.18 (m, 2H), 13C NMR (DMSO-d6, 400 MHz, δ ppm): 168.6, 141.2, 134.1, 129.7, 129.3, 127.5, 126.2,
121.3, 69.9, 67.9, 63.7, 62.4, 54.3, 25.9 HREI-MS: m/z calculated for C24H26BCl2N3O5 [M]+ 517.1452;
found 517.1448. 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 15 of 22 15 of 22 Molecules 2019, 24, 3419 (3,5-dichlorophenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 37, Yield: 83%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s., 1H), 8.00–8.02 (m, 1H),
7.73 (d, J = 7.7 Hz, 1H), 7.55 (s, 1H), 7.47 (d, J = 7.9 Hz, 1H), 7.40 (d, J = 1.9 Hz, 2H), 5.06 (s, 2H), 5.02 (s,
2H), 4.03–4.14 (m, 2H), 3.84–3.90 (m, 1H), 3.36–3.48 (m, 4H), 3.13–3.21 (m, 1H), 2.25–2.36 (m, 4H), 13C
NMR (DMSO-d6, 400 MHz, δ ppm): 169.2, 156.7, 154.0, 141.3, 134.0, 131.7, 129.9, 127.5, 126.2, 121.6, 70.2,
64.8, 53.9, 48.9, 43.2, HREI-MS: m/z calculated for C23H24BCl2N3O5 [M]+ 503.1295; found 503.1299. (3,5-dichlorophenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 37, Yield: 83%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s., 1H), 8.00–8.02 (m, 1H),
7.73 (d, J = 7.7 Hz, 1H), 7.55 (s, 1H), 7.47 (d, J = 7.9 Hz, 1H), 7.40 (d, J = 1.9 Hz, 2H), 5.06 (s, 2H), 5.02 (s,
2H), 4.03–4.14 (m, 2H), 3.84–3.90 (m, 1H), 3.36–3.48 (m, 4H), 3.13–3.21 (m, 1H), 2.25–2.36 (m, 4H), 13C
NMR (DMSO-d6, 400 MHz, δ ppm): 169.2, 156.7, 154.0, 141.3, 134.0, 131.7, 129.9, 127.5, 126.2, 121.6, 70.2,
64.8, 53.9, 48.9, 43.2, HREI-MS: m/z calculated for C23H24BCl2N3O5 [M]+ 503.1295; found 503.1299. (3,5-dichlorophenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 38, Yield: 77%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.33 (br.s., 1H), 7.78 (d, J = 7.8 Hz,
1H), 7.62–7.64 (m, 1H), 7.54–7.58 (m, 2H), 7.41 (d, J = 1.9 Hz, 2H), 5.06 (s, 2H), 5.00 (s, 2H), 4.20–4.28
(m,2H), 3.99–4.12 (m, 2H), 3.09–3.20 (m, 1H), 2.24–2.32 (m, 4H), 13C NMR (DMSO-d6, 400 MHz, δ ppm):
169.2, 156.7, 154.0, 141.3, 134.0, 131.7, 129.9, 127.5, 126.2, 121.6, 70.2, 64.8, 53.9, 48.9, 43.2, HREI-MS: m/z
calculated for C23H24BCl2N3O5 [M]+ 503.1295; found 503.1301. benzyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)pyrrolidin-3-yl]piperazine-1- carboxylate 39, Yield:
82%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.26 (br.s, 1H), 7.70–7.80 (m, 1H), 7.54–7.70 (m, 1H),
7.41–7.49 (m, 1H), 7.24–7.41 (m, 5H), 5.06 (s, 2H), 5.01 (s, 2H), 3.71–3.79 (m, 2H), 3.58–3.67 (m, 2H),
3.49–3.57 (m, 2H), 2.84–2.92 (m, 2H), 2.74–2.83 (m, 2H), 2.34–2.43 (m, 2H), 2.07–2.17 (m, 2H), 13C NMR
(DMSO-d6, 400 MHz, δ ppm): 168.5, 155.5, 154.2, 136.8, 135.4, 129.6, 129.2, 128.4, 127.9, 121.3, 69.9,
66.2, 63.7, 62.2, 52.5, 50.7, 47.9, 43.3, HREI-MS: m/z calculated for C24H28BN3O5 [M]+ 449.2231; found
449.2240. 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 (3,5-dichlorophenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-4-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate) 33, Yield: 59%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.32 (br.s, 1H), 7.82–7.86 (m, 1H),
7.71–7.74 (m, 1H), 7.62–7.58 (m, 1H), 7.34–7.42 (m, 2H),7.41–7.51 (m, 1H), 5.03 (s, 2H), 5.00 (s, 2H),
3.70–3.82 (m, 2H), 3.37–3.54 (m, 2H), 3.23–3.32 (m, 5H), 2.15–2.25 (m, 4H), 1.96–2.25 (m, 2H), 13C NMR
(DMSO-d6, 400 MHz, δ ppm): 168.4, 134.1, 131.9, 129.9, 127.4, 126.2, 125.8, 120.0, 99.8, 98.6, 62.0, 25.2,
19.7, 8.1 HREI-MS: m/z calculated for C24H26BCl2N3O5 [M]+ 517.1452; found 517.1448. 3,5-dichlorophenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)-4-piperidyl]piperazine-1-
carboxylate 34, Yield: 81%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.31 (br.s., 1H), 7.71 (d, J = 7.6 Hz,
1H), 7.54 (s, 1H), 7.45–7.47 (m, 2H) 7.38–7.42 (m, 2H), 5.05 (s, 2H), 5.00 (s, 2H), 4.41–4.53 (m, 1H),
3.54–3.65 (m, 1H), 2.93–3.07 (m, 1H), 2.70–2.82 (m, 1H), 2.50–2.54 (m, 1H), 2.44–2.54 (m, 4H), 2.43–2.47
(m, 4H), 1.77–1.87 (m, 1H), 1.63–1.74 (m, 1H), 1.29–1.42 (m, 2H) 13C NMR (DMSO-d6, 400 MHz, δ
ppm): 169.1, 154.9, 154.0, 141.2, 134.9, 134.0, 129.2, 128.7, 127.4, 126.1, 121.4, 69.9, 64.7, 60.8, 48.4, 43.9,
HREI-MS: m/z calculated for C25H28BCl2N3O5 [M]+ 531.1608; found 531.1606. (3,5-dichlorophenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)-4-piperidyl]piperazine-1-
carboxylate 35, Yield: 73%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.32 (br.s., 1H), 7.75 (d, J = 7.6 Hz,
1H), 7.54 (s, 1H), 7.40 (d, J = 7.4 Hz, 1H), 7.5–7.42 (m, 2H), 7.29–7.34 (m, 1H), 5.05 (s, 2H), 4.99 (s, 2H),
4.20–4.42 (m, 1H), 3.50–3.60 (m, 2H), 2.94–3.05 (m, 2H), 2.70–2.80 (m, 1H), 2.50–2.54 (m, 1H), 2.44–2.54
(m, 4H), 2.43–2.47 (m, 4H), 1.77–1.86 (m, 1H), 1.60–1.69 (m, 1H) 13C NMR (DMSO-d6, 400 MHz, δ
ppm): 168.8, 154.0, 141.5, 138.4, 134.0, 130.5, 127.3, 126.3, 125.1, 119.5, 69.9, 64.8, 60.7, 48.3, 43.9, 28.4,
HREI-MS: m/z calculated for C25H28BCl2N3O5 [M]+ 531.1608; found 531.1607. (3,5-dichlorophenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-4-carbonyl)-4-piperidyl]piperazine-1-
carboxylate 36, Yield: 59%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.93 (s, 1H), 7.52–7.62 (m, 2H),
7.41 (s, 1H), 7.20–7.34 (m, 2H), 7.15–7.18 (m, 1H), 5.06 (s, 4H), 4.30–4.41 (m, 1H), 3.87–4.00 (m, 2H),
2.91–3.05 (m, 2H), 2.67–2.80 (m, 1H), 2.57–2.66 (m, 4H), 2.50–2.54 (m, 1H), 1.62–1.83 (m, 1H) 13C NMR
(DMSO-d6, 400 MHz, δ ppm): 168.8, 154.0, 141.5, 138.4, 134.0, 130.5, 127.3, 126.3, 125.1, 119.5, 69.9, 64.8,
60.7, 48.3, 43.9, 28.4 HREI-MS: m/z calculated for C25H28BCl2N3O5 [M]+ 531.1608; found 531.1605. 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 (3,5-dimethylphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 44, Yield: 52%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.34 (br.s, 1H), 7.76–(d, J = 7.5 Hz,
1H), 7.56 (s, 1H), 7.47–7.55 (m, 1H), 6.88–6.97 (m, 3H), 4.92–5.03 (m, 4H), 3.70–3.82 (m, 2H), 3.37–3.45
(m, 2H), 3.23–3.32 (m, 5H), 2.24 (s, 6H), 2.15–2.25 (m, 4H), 1.96–2.17 (m, 2H), 13C NMR (DMSO-d6, 16 of 22 16 of 22 Molecules 2019, 24, 3419 400 MHz, δ ppm): 168.4, 154.5, 153.7, 137.5, 136.6, 130.5, 129.3, 125.7, 125.4, 120.0, 63.7, 62.4, 20.8,
HREI-MS: m/z calculated for C26H32BN3O5 [M]+ 477.2544; found 477.2547. 400 MHz, δ ppm): 168.4, 154.5, 153.7, 137.5, 136.6, 130.5, 129.3, 125.7, 125.4, 120.0, 63.7, 62.4, 20.8,
HREI-MS: m/z calculated for C26H32BN3O5 [M]+ 477.2544; found 477.2547. 400 MHz, δ ppm): 168.4, 154.5, 153.7, 137.5, 136.6, 130.5, 129.3, 125.7, 125.4, 120.0, 63.7, 62.4, 20.8,
HREI-MS: m/z calculated for C26H32BN3O5 [M]+ 477.2544; found 477.2547. (3,5-dimethylphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 45, Yield: 78%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s., 1H), 8.01 (d, J = 1.6 Hz,
1H), 7.73 (d, J = 7.8 Hz,1H), 7.47 (d, J = 7.7 Hz, 1H), 6.88–6.98 (m, 3H), 5.02 (s, 2H), 4.97 (s, 2H), 4.03–4.23
(m, 2H), 3.82–3.90 (m, 2H), 3.36–3.44 (m, 4H), 3.12–3.20 (m, 1H), 2.26–2.34 (m, 4H), 2.24 (s, 6H), 13C
NMR (DMSO-d6, 400 MHz, δ ppm): 169.3, 156.3, 154.5, 137.4, 136.5, 131.6, 130.1, 129.2, 128.0, 125.4,
124.2, 121.5, 70.0, 66.3, 62.9, 53.6, 48.7, 20.8, HREI-MS: m/z calculated for C25H30BN3O5 [M]+ 463.2388;
found 463.2390. (3,5-dimethylphenyl)methyl
4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 46, Yield: 77%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.32 (br.s., 1H), 7.78 (d, J =
7.6 Hz, 1H), 7.63 (s, 1H), 7.56 (d, J = 7.6 Hz,1H), 6.88–6.98 (m, 3H), 5.00 (s, 2H), 4.97 (s, 2H), 4.26–4.38
(m, 2H), 3.83–3.4.02 (m, 2H), 3.35–3.42 (m, 4H), 3.11–3.18 (m, 1H), 2.25–2.33 (m, 4H), 2.24 (s, 6H), 13C
NMR (DMSO-d6, 400 MHz, δ ppm): 169.3, 156.3, 154.5, 137.4, 136.5, 131.6, 130.1, 129.2, 128.0, 125.4,
124.2, 121.5, 70.0, 66.3, 62.9, 53.6, 48.7, 20.8 HREI-MS: m/z calculated for C25H30BN3O5 [M]+ 463.2388;
found 463.2391. 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 (3,5-dimethoxyphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6- carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 47, Yield: 71%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.29 (br.s, 1H), 7.78 (d, J = 7.7 Hz, 1H),
7.63 (s, 1H), 7.56 (d, J = 7.6 Hz, 1H), 6.38–6.54 (m, 3H), 4.93–5.06 (m, 4H), 4.26–4.40 (m, 4H), 3.83–4.02
(m, 2H),3.73 (s, 6H), 3.35–3.42 (m, 4H), 3.11–3.18 (m, 1H), 2.25–2.33 (m, 4H), 13C NMR (DMSO-d6,
400 MHz, δ ppm): 160.6, 129.4, 121.6, 105.6, 99.5, 69.9, 64.0, 55.4, 50.8, HREI-MS: m/z calculated for
C26H32BN3O7 [M]+ 509.2442; found 509.2444. (3,5-dimethoxyphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5- carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 48, Yield: 66%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.27 (br.s, 1H), 7.78 (d, J = 7.4 Hz,
1H), 7.64 (s, 1H), 7.46–7.63 (m, 1H), 6.45–6.53 (m, 2H), 6.43 (s, 1H), 4.93–5.08 (m, 4H), 3.71–3.75 (m,
2H), 3.70 (s,6H), 3.46–3.68 (m, 6H), 3.18–3.29 (m, 1H), 2.33–2.46 (m, 4H), 1.97–2.18 (m, 2H), 13C NMR
(DMSO-d6, 400 MHz, δ ppm): 160.3, 130.7, 130.3, 125.6, 125.4, 120.0, 106.8, 105.3, 99.3, 55.1, HREI-MS:
m/z calculated for C26H32BN3O7 [M]+ 509.2442; found 509.2444. (3,5-dimethoxyphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 49, Yield: 83%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.27 (br.s., 1H), 7.99–8.01 (m, 1H),
7.73 (d, J = 8.0 Hz, 1H), 7.47 (d, J = 8.0 Hz, 1H), 6.41–6.50 (m, 3H), 5.00 (s, 2H), 4.99 (s, 2H), 4.26–4.33 (m,
4H), 3.84–3.91 (m, 2H), 3.72 (s, 6H), 3.35–3.48 (m, 4H), 3.12–3.20 (m, 1H), 2.25–2.35 (m, 4H), 13C NMR
(DMSO-d6, 400 MHz, δ ppm): 160.6, 156.4, 154.5, 139.3, 134.3, 131.8, 130.1, 130.0, 129.5, 129.1, 121.5,
105.2, 99.4, 55.2, 54.4, 53.5, HREI-MS: m/z calculated for C25H30BN3O7 [M]+ 495.2286; found 495.2285. ((3,5-dimethoxyphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5- carbonyl)azetidin-3-yl]piperazine-1-
carboxylate 50, Yield: 73%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.34 (br.s., 1H), 7.79 (d, J = 7.4 Hz,
1H), 7.65 (s, 1H), 7.59 (d, J = 7.4 Hz, 1H), 6.42–6.51 (m, 3H), 5.00 (s, 2H), 4.99 (s, 2H), 4.23–4.31 (m,
2H), 3.83–3.91 (m, 2H), 3.72 (s, 6H), 3.34–3.46 (m, 4H), 3.14–3.20 (m, 1H), 2.23–2.36 (m, 4H), 13C NMR
(DMSO-d6, 400 MHz, δ ppm): 169.2, 160.5, 154.3, 139.4, 134.9, 130.6, 126.2, 120.7, 106.7, 105.8, 99.3, 69.9,
66.0, 55.1, 53.6, 48.7, 43.3, HREI-MS: m/z calculated for C25H30BN3O7 [M]+ 495.2286; found 495.2286. 4.2.3. General Procedure for the Preparation of Novel Autotaxin Inhibitors
105.1, 99.3, 66.0, 64.3, 55.2, 41.1, 48.3, 28.5 HRMS: m/z calculated for C18H2
found 350 2089 benzyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)pyrrolidin-3-yl]piperazine-1- carboxylate 40, Yield:
71%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.30 (br.s, 1H), 7.71–7.81 (m, 1H), 7.48–7.53 (m, 1H),
7.40–7.47 (m, 1H), 7.27–7.38 (m, 5H), 5.05 (s, 2H), 5.00 (s, 2H), 3.72–3.79 (m, 2H), 3.58–3.67 (m, 2H),
3.45–3.53 (m, 4H), 3.38–3.44 (m, 4H), 3.19–3.29 (m, 1H), 2.06–2.28 (m, 2H), 13C NMR (DMSO-d6,
400 MHz, δ ppm): 168.4, 154.5, 154.0, 138.6, 137.0, 132.0, 128.5, 127.8, 127.5, 125.6, 120.0, 69.9, 66.1, 63.6,
62.3, 50.7, 43.4, HREI-MS: m/z calculated for C24H28BN3O5 [M]+ 449.2231; found 449.2243. benzyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)azetidin-3-yl]piperazine-1- carboxylate 41, Yield:
87%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.31 (br.s., 1H), 7.78 (d, J = 7.9 Hz, 1H), 7.65 (s, 1H), 7.58
(d, J = 7.7 Hz, 1H), 7.29–7.39 (m, 5H), 5.07 (s, 2H), 5.03 (s, 2H), 4.03–4.15 (m, 2H), 3.85–3.91 (m, 1H),
3.39–3.46 (m, 4H), 3.14–3.21 (m, 1H), 2.25–2.34 (m, 4H), 13C NMR (DMSO-d6, 400 MHz, δ ppm): 169.5,
156.5, 154.5, 137.1 132.0, 130.2, 128.5, 127.8, 127.6, 121.5, 69.9, 66.1, 57.1, 53.5, 52.9, 48.7, 43.1, HREI-MS:
m/z calculated for C23H26BN3O5 [M]+ 435.2075; found 435.2079. benzyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-5-carbonyl)azetidin-3-yl]piperazine-1- carboxylate 42, Yield:
53%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.33 (br.s., 1H), 7.78 (d, J = 7.6 Hz, 1H), 7.65 (s, 1H), 7.58
(d, J = 7.6 Hz, 1H), 7.29–7.39 (m, 5H), 5.07 (s, 2H), 5.03 (s, 2H), 4.04–4.14 (m, 2H), 3.85–3.90 (m, 2H),
3.37–3.45 (m, 4H), 3.12–3.19 (m, 1H), 2.24–2.35 (m, 4H), 13C NMR (DMSO-d6, 400 MHz, δ ppm): 169.1,
154.5, 153.9, 136.8, 135.0, 134.4, 130.5, 128.5, 127.9, 126.4, 120.4, 69.9, 66.2, 56.5, 53.6, 52.2, 48.7, 43.1,
HREI-MS: m/z calculated for C23H26BN3O5 [M]+ 435.2075; found 435.2078. (3,5-dimethylphenyl)methyl 4-[1-(1-hydroxy-3H-2,1-benzoxaborole-6-carbonyl)pyrrolidin-3-yl]piperazine-1-
carboxylate 43, Yield: 79%, 1H NMR (DMSO-d6, 400 MHz, δ ppm): 9.32 (br.s, 1H), 7.79–7.92 (m, 1H),
7.57–7.68 (m, 1H), 7.45 (d, J = 7.8 Hz, 1H), 6.91–7.02 (m, 3H), 5.01 (s, 2H), 4.97 (s, 2H), 3.69–3.82 (m,
2H), 3.54–3.67 (m, 4H), 3.32–3.51 (m, 2H), 2.17–2.38 (m, 1H), 1.97–2.06 (m, 1H), 13C NMR (DMSO-d6,
400 MHz, δ ppm): 168.5, 155.4, 137.5, 136.6, 129.6, 129.3, 125.5, 121.3, 63.8, 62.3, HREI-MS: m/z calculated
for C26H32BN3O5 [M]+ 477.2544; found 477.2546. 4.4. Biochemical Enzyme Assay Benzoxaborole derivatives were tested in the choline detection assay for ATX inhibition
measuring ATX activity using LysoPC (16:1) as a substrate (Figure 9). Mother plates with serial
dilutions of compounds in pure DMSO were prepared from 10 mM DMSO stock solutions. Storplate-384-deep-well-V plates (Perkin Elmer) were also used for mother plate preparation. Compounds were diluted in a DMSO in a ratio of 1:3. An aliquot of 200 nL of compound solution
was transferred from the mother plate to the test plate with a Mosquito nanoliter liquid handling
system (TTP labtech). The assay was performed in Spectra-Plate-384 TC, transparent, (Perkin Elmer,
Cat#6007658) using a 20 µL assay volume. The total final percentage of DMSO in the test media
was 1%. Compounds were tested at 11 consecutive three-fold dilutions starting from 50 µM (final
concentrations) in duplicate, covering range of 0.0008–50 µM to determine IC50 values. The control
compound (HA 155) was tested on every test plate. After dispensing of compounds directly to the dry
plate, we added 10 µL of recombinant ATX (2 ng/mL) in a Tris–HCl buffer (140 mM NaCl, 1mM MgCl2,
5 mM KCl, 3 mM CaCl2, 1 mg/ml bovin serum albumin (BSA, fatty acid free) and 100 mM Tris–HCl, pH
9). Finally, 10 µL of 200 µM LysoPC (16:1) in a Tris–HCl buffer was added to each well, while the plate
was incubated 90 min at 37 ◦C. The above-described solution with dimethyl sulfoxide but without the
test compound was used as a control. LysoPC without ATX was used as a control for the autohydrolysis
of LysoPC. After 1.5 h of incubation, 20 µL of stop solution and developer was added {Choline oxidase
(1.2 U/mL), Peroxidase (1.2 U/mL), TOOS (2.7 mM), 4-Aminoantipyrine (2.7 mM), and EDTA (50 mM)}
to the reaction mixture, and absorbance was measured after 30 min of incubation. The absorbance
was measured by using Perkin-Elmer EnVision plate reader (λ = 555 nm). Data were analyzed using
GraphPad Prism software. The calculation of IC50 data, curves and quality control (QC) analysis
was made by using Excel tools and GraphPadPrism software. Briefly, individual concentration–effect
curves were generated by plotting the logarithm of the tested concentration of tested compounds
(X) vs. corresponding percentage inhibition values (Y) using a least squares (ordinary) fit. Best fit
IC50 values were calculated using the Log (inhibitor) vs. response – variable slope (four parameters)
equation, where Y = 100/(1 + 10ˆ((LogIC50–X)*HillSlope)). 4.3. Molecular Modelling Studies All visualizations and molecular modelling studies were done using Schrodinger Suite 2018-1 [19]. The co-crystal structure of ATX in complex with the HA155 boronic acid inhibitor (PDB ID: 2XRG) [9]
was used as a template for the docking studies due to the similarity between HA155 and examined
molecules. The protein was prepared (modelled) using Protein Preparation Wizard (with Epik v4.3,
Impact v7.8, and Prime v5.1) using default settings. Missing hydrogen atoms and sidechains were Molecules 2019, 24, 3419 17 of 22 added, the hydrogen bond network was optimized, and the structure was minimized using the
OPLS-2005 force field [38]. The initial neutral 3D structures of ligands were generated by LigPrep and
OPLS2005 force-field was used. Water molecules were removed from the protein structure, and zinc ions of the active site were
retained within the structure for docking studies. Docking was performed using Covalent Docking
v1.3 [15] within Glide v7.8, where Thr209 of ATX was selected as a reactive residue in the formation of
covalent bond in the reaction of boron acid addition [20]. Default values were used for the receptor
grid generation around HA155 ligand in the binding site. Performance of the covalent docking was
tested by re-docking of HA155 into ATX (Figure 5). This verified protocol was used for the docking of
boronate compounds in this paper. concentrations dose respons
4.5. Lipophilicity Determination 4.5. Lipophilicity Determination
Chrom logD values were determined from the following equation: Chrom logD = 0.0857 x CHI
– 2 [39]. Chromatographic hydrophobic index (CHI) values were determined from the gradient
retention times (RT). These values approximately corresponded to the volume percentage of organic
component in the mobile phase when the compound elutes. CHI values were determined at pH 7.4. Chromatograms were obtained using on Agilent 1100 Series liquid chromatography system with an
HPLC diode-array detector (DAD) coupled with a Micromass Quattro micro atmosphere pressure
ionization (API) mass spectrometer. The column used for analyses was Phenomenex Luna C18 (50 x
3 mm, 5 µm, 100 Å). The column was maintained at 25 °C. The flow rate was 1.0 ml/min. The mobile
phase was composed of 50 mM ammonium acetate in water at pH 7.4 (solvent A) and acetonitrile
(solvent B). The solvent gradient condition was initially 0.5% B, and then it increased linearly to 100%
Chrom logD values were determined from the following equation: Chrom logD = 0.0857 ×
CHI −2 [39]. Chromatographic hydrophobic index (CHI) values were determined from the gradient
retention times (RT). These values approximately corresponded to the volume percentage of organic
component in the mobile phase when the compound elutes. CHI values were determined at pH
7.4. Chromatograms were obtained using on Agilent 1100 Series liquid chromatography system
with an HPLC diode-array detector (DAD) coupled with a Micromass Quattro micro atmosphere
pressure ionization (API) mass spectrometer. The column used for analyses was Phenomenex Luna
C18 (50 × 3 mm, 5 µm, 100 Å). The column was maintained at 25 ◦C. The flow rate was 1.0 mL/min. The mobile phase was composed of 50 mM ammonium acetate in water at pH 7.4 (solvent A) and
acetonitrile (solvent B). The solvent gradient condition was initially 0.5% B, and then it increased
linearly to 100% B over 3.0 min, remaining at 100% B for 0.5 min, then decreasing linearly to 0% B over
0.2 min followed by an equilibration period of 1.3 min prior to the next injection. The total experimental
duration was 5 min. Injection volume was 2.0 µl. Samples temperature was maintained at 15 ◦C in the
autosampler chamber. A group of ten standard compounds having different CHI values was used for
calibration of RP-HPLC [40]. 4.4. Biochemical Enzyme Assay QC criteria parameters (Z,’ S:B, ∆mP) were
checked for every plate. 18 of 22
pe)). QC Molecules 2019, 24, 3419
– variable slope (fo
it
i
t Figure 9. ATX inhibition results of biochemical testing of new benzoxaborole inhibitors. 11—
concentrations dose–response curves, as average of duplicates, are presented
Figure 9. ATX inhibition results of biochemical testing of new benzoxaborole inhibitors. 11—concentrations dose–response curves, as average of duplicates, are presented. Figure 9. ATX inhibition results of biochemical testing of new benzoxaborole inhibitors. 11—
concentrations dose response curves as average of duplicates are presented
Figure 9. ATX inhibition results of biochemical testing of new benzoxaborole inhibitors. 11—concentrations dose–response curves, as average of duplicates, are presented. 4.6. Kinetic Solubility Turbidimetric solubility allows for a rapid determination of kinetic solubility by using small
amounts of the test compound. Assay controls were α-naphtoflavone (low solubility) and
sulfaphenazole (expected solubility >100 µM). DMSO stock solutions (10 mM) of each compound
were first serially diluted 1 in 3 in DMSO and then spiked into an aqueous buffer (100 mM PBS),
resulting in 5 following final concentration: 100, 30, 10, 3 and 1 µM (each concentration was tested in
duplicate). The prepared solutions were then incubated at 37 ◦C for 2 h with gentle shaking, followed
by absorbance measurements on microplate reader (Infinite F500, Tecan, CH) at 620 nm (at t = 0
and t = 2 h). Absorbance is proportionally increased with the concentration of insoluble particles as
compound precipitates. Compound samples were compared to a solvent control in an aqueous buffer
(DMSO 1% final concentration), and a significant increase of sample absorbance was considered to have
occurred when the absorbance reached a 3-fold standard deviation of the average DMSO absorbance. Molecules 2019, 24, 3419 19 of 22 The calculation of solubility range data was made by Excel tool software. Results are expressed as an
estimated solubility range. The calculation of solubility range data was made by Excel tool software. Results are expressed as an
estimated solubility range. 4.8. In Vitro Metabolic Stability in Rat and Liver Human Microsomes 4.8. In Vitro Metabolic Stability in Rat and Liver Human Microsomes Metabolic stability was assessed in rat and human liver microsomes, with testosterone and
propranolol as positive controls. All compounds, at a final concentration of 1 µM (0.03% DMSO), were
incubated in a phosphate buffer (50 mM, pH 7.4) for 60 min at 37 ◦C, together with liver microsomes
in the absence and presence of NADPH generating system (nicotinamide adenine dinucleotide
phosphate (NADP, 2 mM), glucose-6-phosphate (20 mM), glucose-6-phosphate dehydrogenase (6U)
and magnesium chloride (2 mM)). Aliquots were taken at different time points (0, 10, 20, 30, 45
and 60 min), followed by reaction termination by addition of CH3CN:CH3OH 2:1 v/v, containing
diclofenac as internal standard (IS). Samples were then centrifuged (at 2000 rpm at 4 ◦C for 30 min), and
resulting supernatants were subjected to LC/MS/MS analysis. The in vitro half-life was calculated in
GraphPadPrism software from % remaining vs. time regression using non-linear regression fit. In vitro
intrinsic clearance, expressed as mL/min/g liver, was determined from in vitro half-life and normalized
for the protein concentration in the incubation mixture, assuming a 52.5 mg/g liver. Finally, predicted
in vivo hepatic clearance, expressed as %LBF (liver blood flow), was determined from in vitro intrinsic
clearance normalized for the weight over whole body weight (87.5 g/kg for mouse and 25.7 g/kg for
human) and liver blood flow (131 mL/min/kg for mouse and 21 mL/min/kg for human). 4.9. Plasma Protein Binding Assay Plasma protein binding was measured using the equilibrium dialysis technique. Positive controls
included in this assay were: Acebutolol (low binding) and nicardipine (very high binding). The assay
was performed in a 96-well Teflon dialysis unit, where each well consisted of two chambers separated
by a dialysis membrane. Plasma (human and rat, commercially obtained from Seralab) spiked with
each compound (final concentration: 5 µM, 0.5% DMSO) were added to one chamber, and a blank
buffer solution (60 mM Na2HPO4/14 mM KH2PO4/70 mM NaCl; pH 7.4) was added to the other side
of the well. Each compound was analyzed in duplicate, for 4 h at 37 ◦C. After 4 h, both the plasma
(free and bound fraction) and buffer (only free fraction) side of the well were sampled, matrix matched,
then precipitated with a STOP solution (CH3CN:CH3OH 2:1 v/v, containing diclofenac as internal
standard), and centrifuged at 2000 rpm for 30 min (+4 ◦C). The resulting supernatants were analyzed
by LC-MS/MS. The fraction bound was calculated as the concentration difference (analyte vs. internal
standard peak area ratio) in the plasma and buffer sides divided by the total concentration in the
plasma side. Sampling was also performed from spiked plasma at t = 0 min in order to determine
recovery, i.e., % of compound detected at t = 4 h in both the plasma and buffer chambers divided by
the compound detected at t = 0 min. 4.7. Plasma Stability The in vitro plasma stability of the test compounds was studied in human and rat plasma with
propranolol, benflorex, and eucatropine as control substances. All compounds at final concentrations
of 5 µM (0.5% DMSO) were incubated in a phosphate buffer (50 mM, pH 7.4) for 4 h at 37 ◦C together
with plasma. Aliquots were taken at different time points (0, 30, 120 min and 4 h), followed by reaction
termination by the addition of CH3CN:CH3OH 2:1 v/v., which contained diclofenac and warfarin
as internal standards (IS). Samples were then centrifuged (at 1600 rpm at 4 ◦C for 30 min), and the
resulting supernatants were subjected to LC/MS/MS analysis. Results are expressed as % remaining. 5. Conclusions Our strategy was to target the Thr209 and zinc atoms in the binding pocket of ATX, with the
boronic acid isostere: Borinic acid. As well as similar enzyme potencies, we expected better ADME
properties of such modified compounds. The group occupying the hydrophobic lipid-binding pocket 20 of 22 Molecules 2019, 24, 3419 was optimally that of the Pfizer molecule PF-8380. As the core spacer, we used saturated bicyclic
systems (piperazino–piperidine, piperazino–pyrolidine and piperazino azetidine). This overall design
was ratified by docking experiments, and the molecules were then synthesized (compounds 30–50). ATX inhibition in vitro and ADME properties were measured aiming for better overall profile than that
possessed by HA130 and HA155. The compounds HA130 and HA155 were reported to be active in the
in vivo study, lowering LPA significantly but with a very short half-life (less than five min) [10]. The
four new compounds designed, synthesized and tested in this work (30, 32, 34, and 37) showed ATX
inhibition in the nanomolar range with the IC50 value for the most active compound 37 being 130 nM,
which is only two times less potent than HA155. Compound 37 has a core spacer more rigid than in
HA155, designed for better stability. Most of ADME parameters for tested compounds were better
than for HA155. The plasma stability for compound 37 showed 71.2% and 79.1% remaining in rat
and human plasma, respectively, after four hours. HA155 showed 65.7% and 42.9% in rat and human
plasma, respectively, also measured at four hours. Furthermore, the PPB of 37 was significantly lower
than for HA155 (fraction unbound for 37 was 1.6% in rat and 2.1% in human plasma, while for HA155
was 0.4% and less than 0.1%, respectively). Based on our findings, we have identified potent ATX
inhibitors with in vitro enzyme inhibition potencies similar to that of HA155 but with an improved
ADME profile. Based on these findings, additional experiments in vivo are ongoing to further evaluate the PK
properties of the compound 37 head to head with HA155. If the PK data of compound 37 show better
stability and half-life then HA155, the compound 37 will be tested in relevant animal oncology models. Author Contributions: M.M. conceived and designed the study. K.K. performed the synthesis of compounds
S.D. performed HRMS analysis. D.Ž. performed molecular modelling and docking experiments. D.J. and V.S. performed biological assays; A.C. performed ADME in vitro biological and kinetic solubility assays. References 1. Barbayianni, E.; Magrioti, V.; Moutevelis-Minakakis, P.; Kokotos, G. Autotaxin inhibitors: A patent review. Expert Opin. Ther. Pat. 2013, 23, 1123–1132. [CrossRef] [PubMed] 1. Barbayianni, E.; Magrioti, V.; Moutevelis-Minakakis, P.; Kokotos, G. Autotaxin inhibitors: A patent review. Expert Opin. Ther. Pat. 2013, 23, 1123–1132. [CrossRef] [PubMed] 2. Fotopoulou, S.; Oikonomou, N.; Grigorieva, E.; Nikitopoulou, I.; Paparountas, T.; Thanassopoulou, A.;
Zhao, Z.; Xu, Y.; Kontoyiannis, D.L.; Remboutsika, E.; et al. ATX expression and LPA signalling are vital for
the development of the nervous system. Dev. Biol. 2010, 339, 451–464. [CrossRef] [PubMed] 2. Fotopoulou, S.; Oikonomou, N.; Grigorieva, E.; Nikitopoulou, I.; Paparountas, T.; Thanassopoulou, A.;
Zhao, Z.; Xu, Y.; Kontoyiannis, D.L.; Remboutsika, E.; et al. ATX expression and LPA signalling are vital for
the development of the nervous system. Dev. Biol. 2010, 339, 451–464. [CrossRef] [PubMed] 3. Mills, G.B.; Moolenaar, W.H. The emerging role of lysophosphatidic acid in cancer. Nat. Rev. Cancer 2003, 3,
582–591. [CrossRef] [PubMed] 3. Mills, G.B.; Moolenaar, W.H. The emerging role of lysophosphatidic acid in cancer. Nat. Rev. Cancer 2003, 3,
582–591. [CrossRef] [PubMed] 4. Stoddard, N.C.; Chun, J. Promising pharmacological directions in the world of lysophosphatidic acid
signaling. Biomol. Ther. 2015, 23, 1–11. [CrossRef] [PubMed] 4. Stoddard, N.C.; Chun, J. Promising pharmacological directions in the world of lysophosphatidic acid
signaling. Biomol. Ther. 2015, 23, 1–11. [CrossRef] [PubMed] 5. Jeong, K.J.; Park, S.Y.; Cho, K.H.; Sohn, J.S.; Lee, J.; Kim, Y.K.; Kang, J.; Park, C.G.; Han, J.W.; Lee, H.Y. The
Rho/ROCK pathway for lysophosphatidic acid-induced proteolytic enzyme expression and ovarian cancer
cell invasion. Oncogene 2012, 31, 4279–4289. [CrossRef] [PubMed] 5. Jeong, K.J.; Park, S.Y.; Cho, K.H.; Sohn, J.S.; Lee, J.; Kim, Y.K.; Kang, J.; Park, C.G.; Han, J.W.; Lee, H.Y. The
Rho/ROCK pathway for lysophosphatidic acid-induced proteolytic enzyme expression and ovarian cancer
cell invasion. Oncogene 2012, 31, 4279–4289. [CrossRef] [PubMed] g
6. Leblanc, R.; Peyruchaud, O. New insights into the autotaxin/LPA axis in cancer development and metastasis. Exp. Cell Res. 2015, 333, 183–189. [CrossRef] [PubMed] 7. Kawaguchi, M.; Okabe, T.; Okudaira, S.; Nishimasu, H.; Ishitani, R.; Kojima, H.; Nureki, O.; Aoki, J.;
Nagano, T. Screening and X-ray crystal structure-based optimization of autotaxin (ENPP2) inhibitors, using
a newly developed fluorescence probe. ACS Chem. Biol. 2013, 8, 1713–1721. [CrossRef] 8. Matralis, A.N.; Afantitis, A.; Aidinis, V. Development and therapeutic potential of autotaxin small molecule
inhibitors: From bench to advanced clinical trials. Med. Res. Rev. 2019, 39, 976–1013. [CrossRef] 9. 5. Conclusions M.M. and
K.K. wrote the paper. Funding: This research received no external funding. Funding: This research received no external funding. Conflicts of Interest: The authors declare no conflict of interest. References Boronic acid group: A cumbersome false negative
case in the process of drug design. Molecules 2016, 21, 1185. [CrossRef] 21. Jones, S.B.; Pfeifer, L.A.; Bleisch, T.J.; Beauchamp, T.J.; Durbin, J.D.; Klimkowski, V.J.; Hughes, N.E.; Rito, C.J.;
Dao, Y.; Gruber, J.M.; et al. Novel autotaxin inhibitors for the treatment of osteoarthritis pain: Lead
optimization via structure-based drug design. ACS Med. Chem. Lett. 2016, 7, 857–861. [CrossRef] 22. Dowdell, S.E.; Eidam, H.S.; Elban, M.; Fox, R.M.; Hammond, M.; Hilfiker, M.A.; Hoang, T.H.; Kallander, L.S.;
Lawhorn, B.G.; Manns, S.; et al. Hydroxy Formamide Derivatives and Their Use. W.O. Patent 2015104684, 15
July 2015. y
23. Lee, M.H.; Lee, D.-Y.; Balupuri, A.; Jeong, J.-W.; Kang, N.S. Pharmacophoric site identification and inhibitor
design for autotaxin. Molecules 2019, 24, 2808. [CrossRef] 24. Imamura, S.; Horiuti, Y. Enzymatic determination of phospholipase D activity with choline oxidase. J. Biochem. 1978, 83, 677–680. [CrossRef] [PubMed] 25. ACD/Percepta, ADC/Labs Release, Version 17.2; Advanced Chemistry Development, Inc.: Toronto, ON, Canada, 2017. 26
Albers, H M H G ; Ovaa, H Chemical evolution of autotaxin inhibitors Chem Rev 2012, 112, 2593–2603 25. ACD/Percepta, ADC/Labs Release, Version 17.2; Advanced Chemistry Development, Inc.: Toronto, ON, Canada, 2017. 26. Albers, H.M.H.G.; Ovaa, H. Chemical evolution of autotaxin inhibitors. Chem. Rev. 2012, 112, 2593–2603. [CrossRef] 25. ACD/Percepta, ADC/Labs Release, Version 17.2; Advanced Chemistry Development, Inc.: Toronto, ON, Canada, 2017. 26. Albers, H.M.H.G.; Ovaa, H. Chemical evolution of autotaxin inhibitors. Chem. Rev. 2012, 112, 2593–2603. [CrossRef] Akgun, B.; Hall, D.G. Fast and tight boronate formation for click bioorthogonal conjugation. Angew. Chem
Int. Ed. 2016, 55, 3909–3913. [CrossRef] [PubMed] 28. Bian, H.; Chevalier, K.M.; Connolly, P.J.; Flores, C.M.; Lin, S.C.; Liu, L.; Mabus, J.; Macielag, M.J.;
Mcdonnell, M.E.; Pitis, P.M.; et al. Azetidinyl Diamides as Monoacylglycerol Lipase Inhibitors. W.O. Patent WO2010124086, 28 October 2010. 29. Lumeras, W.; Caturla, F.; Vidal, L.; Esteve, C.; Balagué, C.; Orellana, A.; Domínguez, M.; Roca, R.; Huerta, J.M.;
Godessart, N.; et al. Design, synthesis, and structure−activity relationships of aminopyridine N -oxides, a
novel scaffold for the potent and selective inhibition of p38 mitogen activated protein kinase. J. Med. Chem. 2009, 52, 5531–5545. [CrossRef] [PubMed] 30. Wuttke, A.; Geyer, A. Self-assembly of peptide boroxoles on cis-dihydroxylated oligoamide templates in
water: Self-assembly of peptide boroxoles in water. J. Pept. Sci. 2017, 23, 549–555. [CrossRef] [PubMed]
31. Kazmierski, W.M.; De La Rosa, M.; Samano, V. Inhibitors od Indoleamine 2,3-Dioxygenase. W.O. Patent
2017002078 5 J
2017 30. References Hausmann, J.; Kamtekar, S.; Christodoulou, E.; Day, J.E.; Wu, T.; Fulkerson, Z.; Albers, H.M.H.G.;
van Meeteren, L.A.; Houben, A.J.S.; van Zeijl, L.; et al. Structural basis of substrate discrimination and
integrin binding by autotaxin. Nat. Struct. Mol. Biol. 2011, 18, 198–204. [CrossRef] 21 of 22 21 of 22 Molecules 2019, 24, 3419 10. Albers, H.M.H.G.; Dong, A.; van Meeteren, L.A.; Egan, D.A.; Sunkara, M.; van Tilburg, E.W.; Schuurman, K.;
van Tellingen, O.; Morris, A.J.; Smyth, S.S.; et al. Boronic acid-based inhibitor of autotaxin reveals rapid
turnover of LPA in the circulation. Proc. Natl. Acad. Sci. USA 2010, 107, 7257–7262. [CrossRef] 11. Albers, H.M.H.G.; Hendrickx, L.J.D.; van Tol, R.J.P.; Hausmann, J.; Perrakis, A.; Ovaa, H. Structure-based
design of novel boronic acid-based inhibitors of autotaxin. J. Med. Chem. 2011, 54, 4619–4626. [CrossRef]
[PubMed] 12. Lanier, M.; Cole, D.C.; Istratiy, Y.; Klein, M.G.; Schwartz, P.A.; Tjhen, R.; Jennings, A.; Hixon, M.S. Repurposing
Suzuki coupling reagents as a directed fragment library targeting serine hydrolases and related enzymes. J. Med. Chem. 2017, 60, 5209–5215. [CrossRef] [PubMed] 13. Tomsho, J.W.; Pal, A.; Hall, D.G.; Benkovic, S.J. Ring structure and aromatic substituent effects on the pKa of
the benzoxaborole pharmacophore. ACS Med. Chem. Lett. 2012, 3, 48–52. [CrossRef] [PubMed] 14. Adamczyk-Wo´zniak, A.; Borys, K.M.; Sporzy´nski, A. Recent developments in the chemistry and biological
l
f b
b
l
h
[
f] [
b
d] 14. Adamczyk-Wo´zniak, A.; Borys, K.M.; Sporzy´nski, A. Recent developments in the chemistry and biological
applications of benzoxaboroles. Chem. Rev. 2015, 115, 5224–5247. [CrossRef] [PubMed] 15. Zhu, K.; Borrelli, K.W.; Greenwood, J.R.; Day, T.; Abel, R.; Farid, R.S.; Harder, E. Docking covalent inhibitors:
A parameter free approach to pose prediction and scoring. J. Chem. Inf. Model. 2014, 54, 1932–1940. [CrossRef] [PubMed] 16. Castagna, D.; Budd, D.C.; Macdonald, S.J.F.; Jamieson, C.; Watson, A.J.B. Development of autotaxin inhibitors:
An overview of the patent and primary literature: Miniperspective. J. Med. Chem. 2016, 59, 5604–5621. [CrossRef] [PubMed] 17. Dokmani´c, I.; Šiki´c, M.; Tomi´c, S. Metals in proteins: Correlation between the metal-ion type, coordination
number and the amino-acid residues involved in the coordination. Acta Crystallogr. Sect. D Biol. Crystallogr. 2008, 64, 257–263. [CrossRef] [PubMed] 18. Perrakis, A.; Moolenaar, W.H. Autotaxin: Structure-function and signaling. J. Lipid Res. 2014, 55, 1010–1018. [CrossRef] [PubMed] 9. Schrödinger LLC. Schrödinger Release 2018-1: Maestro; Schrödinger LLC: New York, NY, USA, 2018. 20. Katsamakas, S.; Papadopoulos, A.; Hadjipavlou-Litina, D. References Wuttke, A.; Geyer, A. Self-assembly of peptide boroxoles on cis-dihydroxylated oligoamide templates in
water: Self-assembly of peptide boroxoles in water. J. Pept. Sci. 2017, 23, 549–555. [CrossRef] [PubMed] 31. Kazmierski, W.M.; De La Rosa, M.; Samano, V. Inhibitors od Indoleamine 2,3-Dioxygenase. W.O. Patent
2017002078, 5 January 2017. 22 of 22 Molecules 2019, 24, 3419 32. Kuttruff, C.A.; Ferrara, M.; Bretschneider, T.; Hoerer, S.; Handschuh, S.; Nosse, B.; Romig, H.; Nicklin, P.;
Roth, G.J. Discovery of BI-2545: A novel autotaxin inhibitor that significantly reduces LPA levels in vivo. ACS Med. Chem. Lett. 2017, 8, 1252–1257. [CrossRef] [PubMed] 33. Zhou, J.; Ji, M.; Zhu, Z.; Cao, R.; Chen, X.; Xu, B. Discovery of 2-substituted 1 H -benzo[d]immidazole-4-
carboxamide derivatives as novel poly(ADP-ribose)polymerase-1 inhibitors with in vivo anti-tumor activity. Eur. J. Med. Chem. 2017, 132, 26–41. [CrossRef] 34. Keune, W.-J.; Potjewyd, F.; Heidebrecht, T.; Salgado-Polo, F.; Macdonald, S.J.F.; Chelvarajan, L.; Abdel
Latif, A.; Soman, S.; Morris, A.J.; Watson, A.J.B.; et al. Rational design of autotaxin inhibitors by structural
evolution of endogenous modulators. J. Med. Chem. 2017, 60, 2006–2017. [CrossRef] 35. Mori, M.; Dasso Lang, M.C.; Saladini, F.; Palombi, N.; Kovalenko, L.; De Forni, D.; Poddesu, B.; Friggeri, L.;
Giannini, A.; Malancona, S.; et al. Synthesis and evaluation of bifunctional aminothiazoles as antiretrovirals
targeting the HIV-1 nucleocapsid protein. ACS Med. Chem. Lett. 2019, 10, 463–468. [CrossRef] 36. Crew, A.P.; Hornberger, K.R.; Snyder, L.B.; Zimmermann, K.; Wang, J.; Berlin, M.; Crews, C.M.; Dong, H. Compounds and Methods for the Targeted Degradation of Androgen Receptor. U.S. Patent 2018099940, 12
April 2018. p
37. Fairhurst, R.A.; Taylor, R.J. Purine Derivatives Acting as A2A Receptors Agonists. W.O. Patent 2006074925A1,
20 July 2006. 38. Banks, J.L.; Beard, H.S.; Cao, Y.; Cho, A.E.; Damm, W.; Farid, R.; Felts, A.K.; Halgren, T.A.; Mainz, D.T.;
Maple, J.R.; et al. Integrated Modeling Program, Applied Chemical Theory (IMPACT). J. Comput. Chem. 2005, 26, 1752–1780. [CrossRef] [PubMed] 39. Young, R.J.; Green, D.V.S.; Luscombe, C.N.; Hill, A.P. Getting physical in drug discovery II: The impact
of chromatographic hydrophobicity measurements and aromaticity. Drug Discov. Today 2011, 16, 822–830. [CrossRef] [PubMed] 40. Valkó, K.L. Lipophilicity and biomimetic properties measured by HPLC to support drug discovery. J. Pharm. Biomed. Anal. 2016, 130, 35–54. [CrossRef] [PubMed] Sample Availability: Samples of the compounds are not available from the authors. Sample Availability: Samples of the compounds are not available from the authors. © 2019 by the authors. Licensee MDPI, Basel, Switzerland. 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/).
|
https://openalex.org/W4288453046
|
https://ejournals.epublishing.ekt.gr/index.php/psychology/article/download/30686/23716
|
Greek, Modern
| null |
Η κατανόηση της πυκνής διάταξης των ρητών από μαθητές Β΄ Λυκείου: ένα διδακτικό πείραμα
|
Psychologia: to periodiko tīs Ellīnikīs Psychologikīs Etaireias/Psychologia. To periodiko tīs Ellīnikīs Psychologikīs Etaireias
| 2,022
|
cc-by-sa
| 10,997
|
Psychology: the Journal of the Hellenic Psychological Society Vol 27, No 1 (2022) Special Section: Learning Counter-intuitive Explanations from a Conceptual Change Perspective How 10th graders understand the dense ordering
of rational numbers: a teaching experiment
Dimitris Fokas, Xenia Vamvakoussi
doi: 10.12681/psyhps.30686
Copyright © 2022, Δημήτρης Φωκάς, Ξένια Βαμβακούση
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0. Fokas, D., & Vamvakoussi, X. (2022). How 10th graders understand the dense ordering of rational numbers: a teaching
experiment . Psychology: The Journal of the Hellenic Psychological Society, 27(1), 48–65.
https://doi.org/10.12681/psyhps.30686 ΣΤΟΙΧΕΙΑ ΕΠΙΚΟΙΝΩΝΙΑΣ Ξένια Βαμβακούση,
Πανεπιστήμιο Ιωαννίνων
Παιδαγωγικό Τμήμα
Νηπιαγωγών,
Μεταβατικό Κτήριο,
45110,
Πανεπιστημιούπολη Ιωάννινα
xvamvak@uoi.gr Δημήτρης ΦΩΚΑΣ1, Ξένια ΒΑΜΒΑΚΟΥΣΗ2 Δημήτρης ΦΩΚΑΣ1, Ξένια ΒΑΜΒΑΚΟΥΣΗ2 1 Παιδαγωγικό Τμήμα Δημοτικής Εκπαίδευσης, Πανεπιστήμιο Δυτικής Μακεδονίας, Φλώρινα, Ελλάδα
2 Παιδαγωγικό Τμήμα Νηπιαγωγών, Πανεπιστήμιο Ιωαννίνων, Ιωάννινα, Ελλάδα ΠΕΡΙΛΗΨΗ Η μετάβαση από τους φυσικούς στους ρητούς αριθμούς παρουσιάζει δυσκολίες
για τους μαθητές, μέρος των οποίων οφείλεται στην καταχρηστική μεταφορά
γνώσης για τους φυσικούς στους ρητούς. Μια ιδιότητα των φυσικών αριθμών που
μεταφέρεται καταχρηστικά στους ρητούς είναι η διακριτότητα: Αντίθετα με το
σύνολο των ρητών αριθμών, το σύνολο των φυσικών αριθμών είναι διακριτά
διατεταγμένο, δηλαδή, για κάθε φυσικό αριθμό ορίζεται ο επόμενός του. Οι ρητοί
αριθμοί είναι πυκνά διατεταγμένοι, δηλαδή, δεν ορίζεται ο επόμενος για κανέναν
αριθμό στο σύνολο αυτό. Η προσέγγιση της θεωρίας πλαισίου στην εννοιολογική
αλλαγή προβλέπει ότι οι θεμελιώδεις παραδοχές των μαθητών για τον αριθμό ως
φυσικό δεν αίρονται δια μιάς, με την ιδέα της διακριτότητας να είναι ιδιαίτερα
ανθεκτική. Στην εργασία παρουσιάζεται ένα διδακτικό πείραμα με 15 μαθητές
Λυκείου. Εξετάσαμε την υπόθεση ότι διαφορετικές πτυχές της πυκνότητας των
ρητών αριθμών (συγκεκριμένα, η απειρία των ρητών σε οποιοδήποτε διάστημα
και η μη ύπαρξη του επόμενου), παρότι μαθηματικά ισοδύναμες, παρουσιάζουν
διαφορετικές δυσκολίες για τους μαθητές. Η αρχική κατανόηση των μαθητών για
την πυκνότητα ελέγχθηκε ατομικά. Κάθε μαθητής ξεχωριστά συμμετείχε σε
μικρής διάρκειας παρέμβαση, στην οποία εισήχθη η ιδέα του αριθμητικού μέσου
ενός διαστήματος ως εργαλείο που δυνητικά μπορεί να οδηγήσει στην κατανόηση
και των δύο πτυχών της πυκνής διάταξης. Τέλος, κάθε μαθητής επανεξέτασε τις
απαντήσεις του στα έργα του προελέγχου και παρακινήθηκε να αξιοποιήσει την
ιδέα του αριθμητικού μέσου. Τα αποτελέσματα δείχνουν ότι οι μαθητές συνέχισαν
να θεωρούν ότι υπάρχει ο επόμενος στους ρητούς, ακόμα και όταν συμπέραναν
την απειρία των ενδιάμεσων. Υπό το πρίσμα της θεωρίας που υιοθετήσαμε, η
αντίληψη αυτή είναι συνθετική, καθώς οι μαθητές αλλάζουν μερικώς την
αντίληψή τους για τη διάταξη των ρητών, χωρίς να αίρεται η αρχή του επόμενου
αριθμού. Ρητοί αριθμοί,
πυκνή διάταξη,
εννοιολογική αλλαγή,
συνθετικά μοντέλα To cite this article: Fokas, D., & Vamvakoussi, X. (2022). How 10th graders understand the dense ordering of rational numbers: a teaching
experiment . Psychology: The Journal of the Hellenic Psychological Society, 27(1), 48–65. https://doi.org/10.12681/psyhps.30686 https://epublishing.ekt.gr | e-Publisher: EKT | Downloaded at: 24/10/2024 08:17:17 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 © 2022, Δημήτρης Φωκάς, Ξένια Βαμβακούση
Άδεια CC-BY-SA 4.0 Η προσέγγιση της θεωρίας πλαισίου στην εννοιολογική αλλαγή Η βασική υπόθεση της προσέγγισης της θεωρίας πλαισίου στην εννοιολογική αλλαγή είναι ότι τα μικρά
παιδιά ερμηνεύουν και οργανώνουν τις εμπειρίες τους στο πλαίσιο του φυσικού και κοινωνικο-πολιτισμικού
τους περιβάλλοντος σε λίγα, σχετικά συνεκτικά, επεξηγηματικά πλαίσια, τις λεγόμενες «θεωρίες πλαισίου». Μια τέτοια θεωρία πλαισίου αφορά τις πρώιμες εμπειρίες ποσοτικοποίησης των παιδιών οι οποίες, κατά
κανόνα, αφορούν το διακριτό μέγεθος του πλήθους και άρα συνδέονται από νωρίς με τις διακριτές ποσότητες
και τους φυσικούς αριθμούς (Vamvakoussi & Vosniadou, 2010· Vosniadou et al., 2008· Βαμβακούση, 2019). Πράγματι, πριν ακόμα ξεκινήσουν τη σχολική τους εκπαίδευση, τα παιδιά έχουν ήδη εκτεθεί σε συμβολικά
(λεκτικά ή μη) εργαλεία (π.χ., αριθμολέξεις, αριθμητικά σύμβολα), δραστηριότητες (π.χ., σύγκριση και
καταμέτρηση διακριτών συλλογών αντικειμένων) και πρακτικές (π.χ., χρήση των δακτύλων στην καταμέτρηση)
που αφορούν τους φυσικούς αριθμούς και αναδεικνύουν τη διακριτή τους φύση. Οι αρχικές αυτές εμπειρίες για
τον αριθμό εμπλουτίζονται και συστηματικοποιούνται περαιτέρω στα πρώτα χρόνια της σχολικής εκπαίδευσης,
που δίνει μεγάλη έμφαση στους φυσικούς αριθμούς, τις ιδιότητές τους, τις σχέσεις τους (π.χ., σχέσεις διάταξης
και κυρίως προσθετικές σχέσεις) και τις αριθμητικές πράξεις που τους αφορούν. Έτσι, πριν την εισαγωγή των
μη φυσικών αριθμών στη διδασκαλία, συνήθως με τη μορφή κλασμάτων, έχουν ήδη εγκαθιδρυθεί αρχικές
θεωρίες για τον αριθμό, στο πλαίσιο των οποίων ο αριθμός λειτουργεί ως φυσικός αριθμός. Θεμελιώδες
χαρακτηριστικό των αριθμών στο πλαίσιο αυτό είναι η διακριτότητα. Το χαρακτηριστικό αυτό συνάδει με όλες
τις εμπειρίες των παιδιών σχετικά με την πληθικότητα διακριτών συλλογών αντικειμένων και, κυρίως, με τα
συμβολικά εργαλεία που αφορούν τους αριθμούς, όπως η ακολουθία των αριθμολέξεων (ένα, δύο, τρία,…) και
η αριθμητική ακολουθία (1, 2, 3,...). Η ιδέα της διακριτότητας των αριθμών θεωρείται ως θεμελιώδης παραδοχή
των αρχικών θεωριών των παιδιών για τον αριθμό (Vamvakoussi & Vosniadou, 2010). Η προσέγγιση της θεωρίας πλαισίου στην εννοιολογική αλλαγή υποθέτει ότι οι μαθητές βασίζονται στις
αρχικές τους θεωρίες για τον αριθμό προκειμένου να ερμηνεύσουν τις νέες πληροφορίες για τους ρητούς, στις
οποίες εκτίθενται κατά τη διδασκαλία. Πολλές από τις πληροφορίες αυτές δεν είναι συμβατές με την αρχική
τους θεωρία για τον αριθμό. Παρόμοια με άλλες προσεγγίσεις στην εννοιολογική αλλαγή, η προσέγγιση της
θεωρίας πλαισίου προβλέπει συστηματικά λάθη στις περιπτώσεις αυτές. Επιπλέον, η προσέγγιση της θεωρίας
πλαισίου επιχειρεί να περιγράψει τη διαδικασία της εξέλιξης των αρχικών θεωριών πλαισίου των παιδιών για
τον αριθμό, υπό την επίδραση της διδασκαλίας (Βαμβακούση, 2019). ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) Παράλληλα, οι ρητοί αριθμοί προκαλούν τεράστιες δυσκολίες στους μαθητές, σε όλες τις εκπαιδευτικές
βαθμίδες. Συστηματικά λάθη των μαθητών έχουν τεκμηριωθεί όσον αφορά τη σύγκριση, τη διάταξη, τις
πράξεις και την ερμηνεία των αναπαραστάσεων των ρητών αριθμών, καθώς και την επίλυση προβλημάτων σε
καταστάσεις όπου εμπλέκονται ρητοί. Ένα μεγάλο μέρος αυτών των δυσκολιών αποδίδεται στην καταχρηστική
μεταφορά της προϋπάρχουσας γνώσης για τους φυσικούς αριθμούς στο πλαίσιο των ρητών αριθμών (Moss,
2005). Πράγματι, μια μεγάλη ποικιλία συστηματικών λαθών παρατηρείται στα σημεία εκείνα στα οποία οι
διαφορές μεταξύ των φυσικών και των ρητών καθιστούν την εφαρμογή της προϋπάρχουσας γνώσης για τους
φυσικούς προβληματική. To φαινόμενο αυτό είναι τόσο εκτεταμένο, ώστε του έχει αποδοθεί ο όρος
προκατάληψη του ακεραίου (Ni & Zhou, 2005) ή του φυσικού αριθμού (Vamvakoussi et al., 2012). Στο άρθρο αυτό εστιάζουμε στην κατανόηση της πυκνής διάταξης των ρητών αριθμών, μιας ιδιότητας
που αντανακλά μια θεμελιώδη διαφορά μεταξύ των φυσικών και των ρητών αριθμών. Υιοθετώντας την οπτική
της προσέγγισης της «θεωρίας πλαισίου» στην εννοιολογική αλλαγή (Vosniadou et al., 2008· Vosniadou, 2013),
πραγματοποιήσαμε ένα διδακτικό πείραμα για να εξετάσουμε τον τρόπο με τον οποίο μαθητές της Β΄ Λυκείου
αντιλαμβάνονται τη διάταξη των ρητών αριθμών, πριν και αφού εκτεθούν στην ιδέα του αριθμητικού μέσου σε
ένα διάστημα με άκρα ρητούς αριθμούς καθώς και στη διαδικασία υπολογισμού του. Εισαγωγή Η χρονική στιγμή στην οποία εισάγονται οι ρητοί αριθμοί στο σχολείο είναι ένα ορόσημο για τη
μελλοντική πορεία των παιδιών στα σχολικά μαθηματικά. Οι ρητοί αποτελούν μέρος ενός εκτεταμένου και
πολύπλοκου δικτύου μαθηματικών εννοιών και σχέσεων που περιλαμβάνει τον πολλαπλασιασμό και τη
διαίρεση, το λόγο και την αναλογία, τις γραμμικές συναρτήσεις, τη διαστατική ανάλυση και δεν εξαντλείται σε
αυτά (Vergnaud, 1996). Ως εκ τούτου, η κατανόηση των ρητών με τις διάφορες αναπαραστάσεις τους, καθώς
και των καταστάσεων στις οποίες βρίσκουν εφαρμογές αφορά ένα μεγάλο μέρος του περιεχομένου των
σχολικών μαθηματικών σε διάφορες περιοχές, όπως για παράδειγμα τα στοχαστικά μαθηματικά, τη γεωμετρία
και την άλγεβρα. Δεν αποτελεί έκπληξη, επομένως, το γεγονός ότι η επίδοση στους ρητούς προβλέπει τη
γενικότερη επίδοση στα μαθηματικά (Bailey et al., 2012· Booth & Newton, 2012· Torbeyns et al., 2015). © 2022, Δημήτρης Φωκάς, Ξένια Βαμβακούση
Άδεια CC-BY-SA 4.0 © 2022, Δημήτρης Φωκάς, Ξένια Βαμβακούση
Άδεια CC-BY-SA 4.0 Η πυκνή διάταξη των ρητών Η διάταξη των φυσικών και, γενικότερα, των ακεραίων, αριθμών είναι διακριτή. Ανάμεσα σε δύο
διαφορετικούς φυσικούς αριθμούς υπάρχει πεπερασμένο πλήθος φυσικών αριθμών. Διαφορετικά, για κάθε
φυσικό αριθμό ορίζεται ο (μοναδικός) επόμενός του, ο οποίος είναι κατά μία μονάδα μεγαλύτερος από το
δεδομένο φυσικό. Η ιδιότητα αυτή είναι γνωστή και ως «αρχή του επόμενου». Η αρχή του επόμενου γίνεται
αντιληπτή από νωρίς. Ακόμα και παιδιά της πρωτοσχολικής ηλικίας είναι σε θέση να την αξιοποιήσουν για να
καταλήξουν στο συμπέρασμα ότι δεν υπάρχει «ο μεγαλύτερος φυσικός αριθμός» (Hartnett & Gelman, 1998). Αντίθετα με το σύνολο των φυσικών, το σύνολο των ρητών αριθμών είναι πυκνά διατεταγμένο. Ανάμεσα
σε οποιουσδήποτε δύο διαφορετικούς ρητούς αριθμούς υπάρχει πάντα ένας, άρα τελικά άπειροι αριθμοί. Ισοδύναμα, στο σύνολο των ρητών αριθμών παύει να ισχύει η αρχή του επόμενου. Η πυκνότητα είναι,
θεωρητικά, προσπελάσιμη με μαθηματικές γνώσεις και εργαλεία που είναι διαθέσιμα στους μαθητές ήδη από
την πρωτοβάθμια εκπαίδευση. Για παράδειγμα, μπορεί κανείς να συμπεράνει ότι ανάμεσα σε δύο δεκαδικούς
(π.χ., 0,5 και 0,6) υπάρχουν κι άλλοι αριθμοί, προσθέτοντας ένα μηδενικό στο δεκαδικό τους μέρος (π.χ., 0,50
και 0,60). Παρόμοια, μπορεί κανείς να συμπεράνει ότι ανάμεσα σε δύο κλάσματα (π.χ., 2/5 και 3/5) υπάρχουν
κι άλλοι αριθμοί, μετατρέποντάς τα σε ισοδύναμα κλάσματα με μεγαλύτερους όρους (π.χ., 4/10 και 6/10). Η
διαδικασία αυτή μπορεί να επαναληφθεί για οποιουσδήποτε από τους ενδιάμεσους αριθμούς που προκύπτουν
και να συνεχιστεί επ’ άπειρο, παράγοντας άπειρους ενδιάμεσους στους αρχικούς αριθμούς. Στην πραγματικότητα, ωστόσο, η κατανόηση της πυκνής διάταξης των ρητών είναι ιδιαίτερα απαιτητική. Πλήθος ερευνών τεκμηριώνουν ότι η διακριτότητα --θεμελιώδης ιδιότητα των φυσικών αριθμών-- αποδίδεται
καταχρηστικά στους ρητούς (και τους πραγματικούς) αριθμούς από μαθητές στην πρωτοβάθμια και τη
δευτεροβάθμια εκπαίδευση (Malara, 2001· McMullen et al., 2015· Merenluoto & Lehtinen, 2002· Neumann,
1998· Hannula et al., 2006· Smith, 1995· Smith et al., 2005), από φοιτητές (Vamvakoussi et al., 2012), ακόμα
και από φοιτητές σε τμήματα Μαθηματικών (Giannakoulias et al., 2007), καθώς και από μελλοντικούς
εκπαιδευτικούς (Depaepe et al., 2015· Tirosh et al., 1999). Υιοθετώντας την προσέγγιση της θεωρίας πλαισίου στην εννοιολογική αλλαγή, οι Vamvakoussi και
Vosniadou (2004, 2007, 2010) υπέθεσαν ότι η ιδέα της διακριτότητας δεν αίρεται δια μιας και προέβλεψαν την
ύπαρξη ενδιάμεσων επιπέδων κατανόησης της πυκνής διάταξης των ρητών, τα οποία και τεκμηρίωσαν
δείχνοντας ότι η κατανόηση της απειρίας των ενδιάμεσων σε ένα διάστημα με άκρα ρητούς αριθμούς εξαρτάται
από το είδος των άκρων. ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 οι νέες πληροφορίες είναι ασύμβατες με την προϋπάρχουσα δομή, η αφομοίωσή τους διασπά τη συνοχή της
δομής και προκαλεί εσωτερική ασυνέπεια και παρανοήσεις. Κατά τη διάρκεια αυτής της αργής και σταδιακής
διαδικασίας, εμφανίζεται ένας ιδιαίτερος τύπος παρανοήσεων, οι συνθετικές αντιλήψεις ή συνθετικά μοντέλα. Αυτού του είδους οι παρανοήσεις αντανακλούν την αφομοίωση της νέας πληροφορίας, χωρίς την άρση των
αρχών και των παραδοχών της αρχικής θεωρίας πλαισίου. Η υπόθεση αυτή έχει οδηγήσει στη διατύπωση νέων
προβλέψεων για την ανάπτυξη της κατανόησης για τους ρητούς και, ειδικότερα, για τη διάταξή τους
(Βαμβακούση, 2019). οι νέες πληροφορίες είναι ασύμβατες με την προϋπάρχουσα δομή, η αφομοίωσή τους διασπά τη συνοχή της
δομής και προκαλεί εσωτερική ασυνέπεια και παρανοήσεις. Κατά τη διάρκεια αυτής της αργής και σταδιακής
διαδικασίας, εμφανίζεται ένας ιδιαίτερος τύπος παρανοήσεων, οι συνθετικές αντιλήψεις ή συνθετικά μοντέλα. Αυτού του είδους οι παρανοήσεις αντανακλούν την αφομοίωση της νέας πληροφορίας, χωρίς την άρση των
αρχών και των παραδοχών της αρχικής θεωρίας πλαισίου. Η υπόθεση αυτή έχει οδηγήσει στη διατύπωση νέων
προβλέψεων για την ανάπτυξη της κατανόησης για τους ρητούς και, ειδικότερα, για τη διάταξή τους
(Βαμβακούση, 2019). Η προσέγγιση της θεωρίας πλαισίου στην εννοιολογική αλλαγή Πιο συγκεκριμένα, υποθέτει ότι οι
μαθητές εμπλουτίζουν τις αρχικές τους θεωρίες πλαισίου για τον αριθμό με νέες πληροφορίες για τους μη-
φυσικούς, χρησιμοποιώντας συνήθως προσθετικούς μηχανισμούς μάθησης, όπως η αφομοίωση. Όταν, ωστόσο, 49 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Η πυκνή διάταξη των ρητών Πράγματι, φαίνεται ότι οι μαθητές της δευτεροβάθμιας αντιλαμβάνονται την απειρία
των ενδιάμεσων πρώτα ανάμεσα σε δύο φυσικούς αριθμούς, στη συνέχεια ανάμεσα σε δύο δεκαδικούς, και
τέλος ανάμεσα σε δύο κλάσματα. Επιπλέον, οι μαθητές δυσκολεύονται να αποδεχτούν ότι ανάμεσα σε δύο
δεκαδικούς μπορούν να βρίσκονται κλάσματα και ότι ανάμεσα σε δύο κλάσματα μπορούν να βρεθούν
δεκαδικοί, ακόμα και όταν απαντούν ότι υπάρχουν άπειροι ενδιάμεσοι. Τέλος υπάρχουν και μαθητές οι οποίοι
συστηματικά διαφοροποιούν τα κλάσματα και τους δεκαδικούς ως προς τη διάταξη, θεωρώντας ότι οι δεκαδικοί
είναι πυκνά διατεταγμένοι, ενώ η διάταξη των κλασμάτων είναι διακριτή, ή αντίστροφα. Οι Vamvakoussi και
Vosniadou θεώρησαν ότι τα ευρήματα αυτά δείχνουν ότι οι μαθητές έχουν διαμορφώσει ένα συνθετικό μοντέλο
για το σύνολο των ρητών. Στο συνθετικό αυτό μοντέλο, το σύνολο των ρητών αναπαρίσταται ως μια συλλογή
ξένων μεταξύ τους συνόλων (φυσικοί, δεκαδικοί, κλάσματα) που προκύπτει καθώς οι μαθητές αφομοιώνουν
πληροφορίες για τους μη φυσικούς αριθμούς στην προϋπάρχουσα θεωρία πλαισίου για τον αριθμό, χωρίς να
αντιλαμβάνονται ότι οι (ρητοί) δεκαδικοί και τα κλάσματα είναι διαφορετικές συμβολικές αναπαραστάσεις των 50 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ίδιων μαθηματικών αντικειμένων (και όχι διαφορετικά είδη αριθμών) και χωρίς να ανα-κατηγοριοποιούν τους
φυσικούς ως ειδική περίπτωση κλασμάτων ή δεκαδικών. Οι Vamvakoussi και Vosniadou (2012) υπέθεσαν ότι υπάρχει και μια διαφορετική συνθετική αντίληψη των
μαθητών για την πυκνή διάταξη. Συγκεκριμένα, υπέθεσαν ότι, παρά το γεγονός ότι η «απειρία των
ενδιάμεσων» και η «μη ύπαρξη του επόμενου» είναι ισοδύναμες όψεις της πυκνότητας από μαθηματική
άποψη, δε συμβαίνει το ίδιο και από την πλευρά των μαθητών. Παρατήρησαν ότι στη σχετική βιβλιογραφία,
όταν οι μαθητές είχαν εξεταστεί και για την «απειρία των ενδιάμεσων» και για τη «μη ύπαρξη του επόμενου»,
η επίδοσή τους ήταν συστηματικά καλύτερη στην πρώτη περίπτωση. Οι Vamvakoussi και Vosniadou έδωσαν
μια πιθανή ερμηνεία αυτού του φαινομένου επικαλούμενες τη διάκριση ανάμεσα στο δυνάμει άπειρο και το
ενεργεία άπειρο. Η πιο προσιτή μορφή του απείρου είναι το δυνάμει άπειρο, με τη μορφή μιας ατέρμονης
διαδικασίας (βλ. και Hartnett & Gelman, 1998· Núñez & Lakoff, 2005· Singer & Voica, 2008). Για παράδειγμα,
η συνειδητοποίηση ότι για κάθε φυσικό είναι δυνατόν να βρεθεί ο επόμενός του προσθέτοντας μια μονάδα, κι
επόμενος του επόμενου με τον ίδιο τρόπο, και ούτω καθεξής, μπορεί να οδηγήσει στο συμπέρασμα ότι οι
φυσικοί αριθμοί δεν τελειώνουν ποτέ, άρα είναι άπειροι στο πλήθος. Η πυκνή διάταξη των ρητών Σε παρόμοιες επαναλήψιμες διαδικασίες,
με διακριτά βήματα, σε κάθε ένα από τα οποία παράγεται ένα πεπερασμένο πλήθος αριθμών, μπορούν να
εξελιχθούν οι μετασχηματισμοί δύο δεδομένων δεκαδικών (προσθέτοντας μηδενικά στο τέλος του δεκαδικού
τους μέρους) ή κλασμάτων (μετατρέποντας σε ισοδύναμα με μεγαλύτερους όρους) που περιγράφτηκαν
παραπάνω. Από τη στιγμή που θα γίνει αντιληπτό ότι η διαδικασία αυτή μπορεί να επαναλαμβάνεται επ’
άπειρο, είναι εφικτό το συμπέρασμα ότι οι ενδιάμεσοι αριθμοί είναι άπειροι. Ωστόσο, αυτό δε συνεπάγεται
απαραίτητα ότι γίνεται παράλληλα κατανοητό ότι είναι πυκνοί, με την έννοια ότι για κανέναν δεν ορίζεται
επόμενος αριθμός. Οι Vamvakoussi και Vosniadou (2012), στο πρώτο πείραμα που παρουσιάζεται στο άρθρο,
έδωσαν έργα κλειστού τύπου για την απειρία των ενδιάμεσων και έργα για τη μη ύπαρξη του επόμενου με τη
μορφή δηλώσεων ενταγμένων σε ένα σενάριο με τις οποίες μαθητές Γυμνασίου και Λυκείου έπρεπε να
διαφωνήσουν ή να συμφωνήσουν και να εξηγήσουν τις απαντήσεις τους. Τα αποτελέσματα έδειξαν ότι τα έργα
για τον επόμενο ήταν πιο απαιτητικά από τα έργα για την απειρία των ενδιάμεσων και ότι ακόμα και μαθητές
που απαντούσαν συστηματικά ότι το πλήθος των ενδιάμεσων είναι άπειρο, δεν απέρριπταν το ενδεχόμενο να
υπάρχει ο επόμενος. Ωστόσο, η έρευνα των Vamvakoussi και Vosniadou (2012) ήταν ποσοτική, με πρόσβαση μόνο στις γραπτές
εξηγήσεις των μαθητών, γεγονός που αφήνει ερωτήματα σχετικά με τον τρόπο με τον οποίο σκέφτονται οι
μαθητές για τους δύο διαφορετικούς τύπους έργων και, συνακόλουθα, για τις δύο όψεις της πυκνής διάταξης
των ρητών. Ειδικότερα, όπως επισημαίνουν οι ερευνήτριες δεν είναι ξεκάθαρο πώς ερμηνεύουν οι μαθητές τον
όρο «άπειρο» (Vamvakoussi & Vosniadou, 2012). Είναι πιθανόν κάποιοι μαθητές, όταν απαντούν «άπειροι
αριθμοί» να εννοούν ένα πολύ μεγάλο, αλλά πεπερασμένο, πλήθος αριθμών (μπορεί κανείς να σκεφτεί, για
παράδειγμα, το πλήθος των κόκκων της άμμου σε μια έρημο). Από την άλλη μεριά, από τις απαντήσεις των
μαθητών σε έργα για τον επόμενο δεν είναι σαφές αν πιστεύουν ότι ο επόμενος υπάρχει ή όχι. Για παράδειγμα,
οι Vamvakoussi και Vosniadou (2012) αναφέρουν μαθητές που διαφώνησαν με τη δήλωση ότι το 2,002 είναι ο
επόμενος του 2,001, επικαλούμενοι αντιπαραδείγματα, όπως το παρακάτω: Δεν είναι απαραίτητο το 2,002 να έρχεται αμέσως μετά το 2,001. Ας πούμε, υπάρχει και το 2,0015 και το
2,0012 (σελ. 277). Το ίδιο πρόβλημα υπάρχει και με απαντήσεις του τύπου «δεν μπορώ να προσδιορίσω τον επόμενο» ή
«δεν μπορεί να βρεθεί ο επόμενος», στις οποίες δε διευκρινίζεται αν ο επόμενος αριθμός υπάρχει ή όχι. Η πυκνή διάταξη των ρητών Θα
πρέπει να σημειωθεί, επίσης, ότι τα δεδομένα που συλλέγονται μέσω ερωτηματολογίων αποτυπώνουν ένα
στιγμιότυπο της κατανόησης του κάθε μαθητή και δεν δίνουν πληροφορίες για τις διαδικασίες της αλλαγής της
στο διάστημα κατά το οποίο συμβαίνει. Συμμετέχοντες Οι συμμετέχοντες ήταν 15 μαθητές της Β΄ τάξης του Λυκείου, αγόρια, από διάφορα σχολεία της κεντρικής
και δυτικής Θεσσαλονίκης. Όλοι οι συμμετέχοντες είχαν επιλέξει τη Θετική Κατεύθυνση, ήταν μαθητές
διαφορετικού επιπέδου στα μαθηματικά και παρακολουθούσαν φροντιστηριακά μαθήματα σε τάξη στην οποία
δίδασκε ο πρώτος συγγραφέας. Η παρούσα έρευνα Στην παρούσα έρευνα εξετάσαμε την κατανόηση μαθητών της Β΄ Λυκείου σε έργα για την απειρία των
ενδιάμεσων σε ένα διάστημα με άκρα ρητούς αριθμούς και σε έργα για τη μη ύπαρξη του επόμενου. Στόχος 51 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 μας ήταν να ελέγξουμε την υπόθεση ότι οι δύο όψεις της πυκνότητας, στις οποίες αντιστοιχούν τα έργα αυτά,
δεν είναι ισοδύναμες από την πλευρά των μαθηματικών, με τη δεύτερη να είναι πιο απαιτητική. H μέθοδος που
επιλέξαμε δανείζεται στοιχεία από το διδακτικό πείραμα (Steffe & Thompson, 2000) και τη μικρογενετική
προσέγγιση στην ανάλυση της μάθησης (Siegler, 2006). Πιο συγκεκριμένα, αφού ελέγχθηκαν οι αρχικές τους
απαντήσεις στα έργα, οι μαθητές εκτέθηκαν σε μια μικρής διάρκειας παρέμβαση για τον αριθμητικό μέσο δύο
αριθμών και τον τρόπο υπολογισμού του στο πλαίσιο μια επαναλήψιμης διαδικασίας. Στη συνέχεια εξετάσαμε
αν αξιοποίησαν αυθόρμητα ή μετά από βοηθητική νύξη το εργαλείο αυτό και τις αλλαγές που αυτό πυροδότησε
τόσο όσον αφορά τις απαντήσεις των μαθητών, όσο και τις εξηγήσεις τους. Η συγκεκριμένη μέθοδος επιτρέπει να γίνουν ερωτήσεις στους μαθητές, ώστε να διευκρινιστεί τόσο η
ερμηνεία που δίνουν στον όρο «άπειροι ενδιάμεσοι», όσο και το αν πιστεύουν ότι ο επόμενος υπάρχει ή όχι,
κάτι που αποτελεί πρόβλημα σε έρευνες με ερωτηματολόγια (Vamvakoussi & Vosniadou, 2012). Επιπλέον, η
παρέμβαση με την παροχή ενός εργαλείου, το οποίο δίνει μια νέα δυνατότητα στους μαθητές να
αντιμετωπίσουν τα έργα για την πυκνότητα, αναμένεται να πυροδοτήσει μεταβολές στον τρόπο που
αντιλαμβάνονται την πυκνή διάταξη των ρητών και να επιτρέψει την εξέτασή τους. Αξίζει να διευκρινιστεί ότι
στο συγκεκριμένο σχεδιασμό δεν εξετάζεται η αποτελεσματικότητα της παρέμβασης (π.χ., σε σχέση με μια
άλλη, βλ. Siegler, 2006). Ειδικότερα, στόχος είναι η μελέτη παραμέτρων της μεταβολής στον τρόπο σκέψης των
μαθητών για το δεδομένο ζήτημα. Η οπτική αυτή είναι συμβατή με τις αρχές του διδακτικού πειράματος,
κεντρικός στόχος του οποίου είναι η διερεύνηση υποθέσεων για τον τρόπο που σκέφτονται οι μαθητές (Steffe &
Thompson, 2000). Η πρόβλεψή μας, συνεπής με την υπόθεσή μας, ήταν ότι οι μαθητές θα βελτιώνονταν στα έργα για την
απειρία των ενδιάμεσων, αλλά δε θα έφταναν να αμφισβητήσουν την ύπαρξη του επόμενου αριθμού. Πίνακας 1 Πίνακας 1
Έργα για την απειρία των ενδιάμεσων σε ένα διάστημα με άκρα ρητούς αριθμούς Πίνακας 1
Έργα για την απειρία των ενδιάμεσων σε ένα διάστημα με άκρα ρητούς αριθμούς Ερευνητικά εργαλεία Για τις ανάγκες του προελέγχου και του μεταελέγχου χρησιμοποιήθηκαν δύο τύποι έργων σχετικά με την
πυκνή διάταξη: έργα για το πλήθος των ενδιάμεσων αριθμών σε ένα διάστημα και έργα για τη (μη) ύπαρξη του
επόμενου αριθμού στους ρητούς. Συγκεκριμένα, στον προέλεγχο δόθηκε στους μαθητές ερωτηματολόγιο με
δύο τύπων έργα. Στο πρώτο, με συνολικά 7 δοκιμασίες, οι μαθητές ρωτήθηκαν πόσοι αριθμοί υπάρχουν
ανάμεσα σε δύο ρητούς αριθμούς. Σε περίπτωση που η απάντησή τους ήταν «άπειροι», τους ζητήθηκε να την
εξηγήσουν. Στον Πίνακα 1 παρουσιάζονται τα ζευγάρια των αριθμών που χρησιμοποιήθηκαν ως άκρα του
διαστήματος, η σειρά με την οποία δόθηκαν στους μαθητές και οι κωδικοί με τους οποίους θα αναφέρονται στη
συνέχεια. Ακολουθούσε ένα έργο με 2 δοκιμασίες για τη (μη) ύπαρξη του επόμενου ενός δεκαδικού (ΕπΔ) και ενός
κλάσματος (ΕπΚ). Τα έργα αυτά παρουσιάστηκαν με τη μορφή δήλωσης ενός υποθετικού παιδιού, ως εξής: Ο
αμέσως επόμενος αριθμός του 0,15 είναι ο 0,16, γιατί αμέσως μετά το 15 είναι το 16 και Το 3/7 είναι ο αμέσως
επόμενος αριθμός του 2/7, γιατί το 3 έρχεται αμέσως μετά το 2. Οι μαθητές ρωτήθηκαν αν συμφωνούν ή
διαφωνούν με την κάθε δήλωση. Σε περίπτωση διαφωνίας τους ζητήθηκε να εξηγήσουν γιατί και να
διατυπώσουν τη δική τους άποψη. Στο μεταέλεγχο χρησιμοποιήθηκαν τα ίδια έργα, όπως στον προέλεγχο, και δύο επιπλέον έργα μεταφοράς
(Μετ1, Μετ2) που εξέταζαν κατά πόσο οι μαθητές μπορούσαν να ανταποκριθούν σε ερωτήματα για την πυκνή 52 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) διάταξη σε ένα γενικευμένο πλαίσιο που, αντί συγκεκριμένων αριθμών, περιλάμβανε μεταβλητές. Στο Μετ1 οι
μαθητές ρωτήθηκαν αν μπορούν να προσδιορίσουν πόσοι αριθμοί βρίσκονται ανάμεσα σε δύο οποιουσδήποτε
πραγματικούς αριθμούς α και β. Στο Μετ2 ρωτήθηκαν αν μπορεί να προσδιοριστεί η πρώτη τιμή που θα πάρει
η μεταβλητή x, αν το x κινείται στο ανοιχτό διάστημα(0,1). Πίνακας 1
Έργα για την απειρία των ενδιάμεσων σε ένα διάστημα με άκρα ρητούς α
Α/Α Έργου
Άκρα διαστήματος
Κωδικός
1
1,512 – 1,513
Δ1
2
2/5 – 3/5
Κ1
3
0,1 – 0,2
Δ2
4
9/5 – 9/4
Κ2
5
0 – 1
Φ
6
9/5 – 7/3
Κ3
7
0,5 – 5/6
Δ-Κ Διαδικασία Η συλλογή των δεδομένων έγινε σε διάστημα 4 μηνών. Κάθε μαθητής συμμετείχε σε δύο ατομικές
συνεντεύξεις, στο σπίτι του ή στο φροντιστήριο, οι οποίες μαγνητοφωνήθηκαν και απομαγνητοφωνήθηκαν για
τις ανάγκες της έρευνας. Η κάθε συνάντηση είχε διάρκεια κατά μέσο όρο 30 - 40 λεπτά. Οι δύο συναντήσεις
έγιναν με διαφορά δύο εβδομάδων περίπου η μία από την άλλη. Στην πρώτη συνάντηση δόθηκε σε κάθε
μαθητή ατομικά το ερωτηματολόγιο του προέλεγχου. Ζητήθηκε προφορική απάντηση, εξήγηση της απάντησης
και γραπτή καταγραφή της απάντησης. Στην περίπτωση που κάποιος μαθητής απαντούσε ότι υπάρχουν
άπειροι ενδιάμεσοι, του γίνονταν διευκρινιστικές ερωτήσεις. Για παράδειγμα, «Τι εννοείς όταν λες
«άπειροι»;», «Εννοείς 1.000; 1.000.000; Ή κάτι άλλο;», «Θα μπορούσε ένα υπολογιστής να τους βρει όλους;»,
«Μπορείς να δώσεις παραδείγματα τέτοιων αριθμών;». Στην περίπτωση που κάποιος μαθητής απαντούσε ότι
δεν μπορεί να προσδιοριστεί ο επόμενος αριθμός, του γίνονταν διευκρινιστικές ερωτήσεις με στόχο να
εκφράσει την άποψή του για τον αν υπάρχει ή όχι ο επόμενος. Για παράδειγμα, «Θα μπορέσει [το παιδί του
σεναρίου] να τον βρει; Γιατί;» «Θα μπορούσε ένας υπολογιστής να τον βρει;», «Υπάρχει [ο επόμενος αριθμός],
αλλά δεν μπορείς να πεις ποιος είναι;» Ακολούθησε η εισαγωγή του αριθμητικού μέσου. Στην δεύτερη συνάντηση δόθηκε σε κάθε μαθητή το ερωτηματολόγιο που είχαν συμπληρώσει στην πρώτη. Του ζητήθηκε να διαβάσει τις απαντήσεις του στις ερωτήσεις για το πλήθος των ενδιάμεσων αριθμών και
ρωτήθηκε αν θέλει να αλλάξει κάτι σε αυτές. Την πρώτη φορά που ο μαθητής διατηρούσε μια απάντηση του
τύπου «υπάρχει πεπερασμένο πλήθος ενδιάμεσων αριθμών», γινόταν μια πρώτη βοηθητική νύξη με την
ερώτηση αν ανάμεσα στους δεδομένους, ή σε δύο από τους ενδιάμεσους που πρότεινε ο μαθητής δεν υπάρχει
κανένας άλλος αριθμός. Αν επέμενε στην αρχική απάντηση, του γινόταν και μία δεύτερη νύξη με το ερώτημα
αν μπορεί να βρει τον αριθμητικό μέσο αυτών των δύο αριθμών. Ανεξάρτητα από την τελική απάντηση του
μαθητή και αν άλλαζε ή όχι την αρχική του απάντηση, δεν γινόταν άλλη νύξη για τον αριθμητικό μέσο για τις
υπόλοιπες ερωτήσεις. Η διαδικασία αυτή επαναλήφθηκε και για τις ερωτήσεις για τον επόμενο. Στην πρώτη
ερώτηση που οι μαθητές αναφέρθηκαν στον επόμενο του δοσμένου αριθμό, ρωτήθηκαν αν ανάμεσα σε αυτούς
του δύο αριθμούς υπάρχει άλλος αριθμός. Διαδικασία Αν η απάντηση ήταν αρνητική, ακολουθούσε μία δεύτερη νύξη, με
την οποία επαναδιατυπωνόταν το ερώτημα ως εξής: «Αν αυτός είναι ο επόμενος του δεδομένου αριθμού, τότε
ανάμεσα σε αυτούς τους δύο αριθμούς δεν υπάρχει άλλος, σωστά;» Αν ο μαθητής συμφωνούσε, τότε
ακολουθούσε το ερώτημα αν είναι δυνατόν να βρεθεί ο αριθμητικός μέσος αυτών των δύο αριθμών. Καμιά
άλλη νύξη δεν έγινε στη συνέχεια. Οι ίδιες διευκρινιστικές ερωτήσεις που έγιναν στον προέλεγχο έγινα και στο
μεταέλεγχο. Τέλος δόθηκαν τα έργα μεταφοράς (Μετ1, Μετ2). Στα έργα αυτά δεν έγινε καμία νύξη για τον
αριθμητικό μέσο. Η εισαγωγή του αριθμητικού μέσου Για τις ανάγκες της έρευνας αξιοποιήθηκε η ιδέα του αριθμητικού μέσου δύο αριθμών: Δεδομένων
οποιωνδήποτε δύο διαφορετικών αριθμών α, β, με α <β, ο αριθμητικός τους μέσος είναι το μισό του
αθροίσματός τους και αντιστοιχεί στον αριθμό που βρίσκεται στο μέσο του διαστήματος που ορίζουν τα α, β. Η
γνώση του αριθμητικού μέσου μπορεί να οδηγήσει στην εύρεση ενός ενδιάμεσου ανάμεσα σε δύο ψευδο-
διαδοχικούς αριθμούς, όπως το 0,1 και το 0,2, ή το 3/5 και το 4/5. Αν η διαδικασία αυτή επαναληφθεί στο
διάστημα με ένα από τα αρχικά άκρα και το μέσο, μπορεί να βρεθεί και άλλος ενδιάμεσος. Αν γίνει αντιληπτή η
επ’άπειρο επαναληψιμότητα αυτής της διαδικασίας και εφόσον γενικευτεί για οποιαδήποτε άκρα, τότε μπορεί
να οδηγήσει στην απειρία των ενδιάμεσων, αλλά και στη μη ύπαρξη του επόμενου. Η εισαγωγή του αριθμητικού μέσου έγινε ατομικά με κάθε μαθητή και διάρκεσε περίπου 40 λεπτά. Αρχικά, οι μαθητές ρωτήθηκαν αν θυμούνται τον ορισμό και τον τύπο του αριθμητικού μέσου. Όταν ήταν
απαραίτητο, τους έγινε υπενθύμιση, τους δόθηκε ο σχετικός τύπος και η γεωμετρική αναπαράσταση του
αριθμητικού μέσου ως το μέσο του διαστήματος μεταξύ δυο αριθμών στην αριθμογραμμή. Στη συνέχεια τους
ζητήθηκε να βρουν τον αριθμητικό μέσο για τους αριθμούς 2 και 3, 0,1 και 0,2, 2/5 και 3/5. Για κάθε ζευγάρι,
τους ζητήθηκε να βρουν τον αριθμητικό μέσο μεταξύ του πρώτου αριθμητικού μέσου και ενός από τους δύο
αρχικούς αριθμούς, και η διαδικασία επαναλήφθηκε δύο φορές για τα νέα ζευγάρια αριθμών. Σε κάθε
δοκιμασία επαναλαμβανόταν η ερώτηση «Μπορώ να συνεχίσω με τον ίδιο τρόπο;». Οι μαθητές είχαν στη
διάθεσή τους κομπιουτεράκια, προκειμένου να μην επιβαρυνθούν με τις απαραίτητες πράξεις. Στόχος μας ήταν να εξοικειωθούν οι μαθητές με την ιδέα μιας επαναλήψιμης διαδικασίας και να
συμπεράνουν ότι ανάμεσα σε δύο αριθμούς μπορεί να βρεθεί πάντα ένας ενδιάμεσος, με τον τύπο του
αριθμητικού μέσου. Ωστόσο, δεν έγινε καμία ρητή σύνδεση με τα έργα για την απειρία των ενδιάμεσων και του
επόμενου αριθμούς, τα οποία προηγήθηκαν κατά τον προέλεγχο, έτσι ώστε να ελεγχθεί κατά πόσο οι μαθητές
θα αξιοποιούσαν αυθόρμητα την ιδέα του αριθμητικού μέσου για να αντιμετωπίσουν τα έργα για την
πυκνότητα. 53 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Έργο για την απειρία του πλήθους των ενδιάμεσων αριθμών Κοινές δοκιμασίες προελέγχου-μεταελέγχου. Οι απαντήσεις των μαθητών στις δοκιμασίες για την
απειρία κατηγοριοποιήθηκαν σε 4 κατηγορίες. Η πρώτη (ΚΕ) περιλαμβάνει τις απαντήσεις του τύπου «δεν
υπάρχει κανένας ενδιάμεσος αριθμός». Η δεύτερη (ΠΠ-) περιλαμβάνει τις απαντήσεις του τύπου «υπάρχει
πεπερασμένο πλήθος ενδιάμεσων», όπου αναφέρονται «λίγοι» ενδιάμεσοι αριθμοί, συνήθως δεκαδικοί με το
πολύ τρία δεκαδικά ψηφία. Η τρίτη (ΠΠ+) περιλαμβάνει τις απαντήσεις του τύπου «υπάρχει πεπερασμένο
πλήθος ενδιάμεσων», με το πλήθος των ενδιάμεσων να προσδιορίζεται με τη χρήση «μεγάλων» αριθμών (για
παράδειγμα, «είναι δισεκατομμύρια»). Τέλος, η τέταρτη κατηγορία (ΑΠ) περιλαμβάνει τις απαντήσεις του
τύπου «υπάρχουν άπειροι ενδιάμεσοι», στις οποίες συμπεριλαμβάνονται και περιγραφές όπως «είναι
αμέτρητοι», «δεν τελειώνουν ποτέ». Στον Πίνακα 2 παρουσιάζεται η συχνότητα της κάθε κατηγορίας ανά έργο
στον προέλεγχο (ΠροΕ) και στον μεταέλεγχο (ΜεταΕ). Από τον Πίνακα 2 φαίνεται ότι στον προέλεγχο η επικρατούσα απάντηση των μαθητών ήταν ότι υπάρχει
πεπερασμένο πλήθος, συμπεριλαμβανομένου και του μηδενός, ενδιάμεσων αριθμών. Πράγματι, στο σύνολο 54 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) των απαντήσεων που δόθηκαν από τους 15 μαθητές στα 7 έργα (15x7=105), οι απαντήσεις (ΚΕ), (ΠΠ-) και
(ΠΠ+) ήταν συνολικά 62 (59%). Αντίθετα, στο μεταέλεγχο, στο σύνολο των απαντήσεων σε όλα τα έργα (105),
οι 28 (26,7%) ήταν του τύπου «πεπερασμένο πλήθος ενδιάμεσων», ενώ κανένας μαθητής δεν απάντησε ότι
δεν υπάρχει κανένας ενδιάμεσος, σε κανένα έργο. Η επικρατούσα απάντηση στο μεταέλεγχο ήταν του τύπου
«άπειροι ενδιάμεσοι αριθμοί» (Ν=77, 73,3%). Είναι σημαντικό να αναφερθεί, ωστόσο, ότι η απάντηση αυτού
του τύπου δεν αντανακλά απαραίτητα την επαρκή κατανόηση για τη σημασία του όρου «άπειροι». Πράγματι,
ορισμένοι μαθητές έδωσαν παραδείγματα ενδιάμεσων αριθμών, δείχνοντας ότι διέθεταν ένα μηχανισμό που
παράγει άπειρους ενδιάμεσους. Για παράδειγμα, ο Μ11 έφερε ως παραδείγματα αριθμών ανάμεσα στους 2/5
και 3/5 τους 2,5/6, 2,56/6, … Ο Μ13 επεξήγησε τη χρήση του όρου «άπειροι» λέγοντας ότι «πάντα μπορούν να
βρεθούν παραπάνω … δεν μπορεί να προσδιοριστεί». Αντίθετα, ο μαθητής Μ7 απάντησε σε κάποιες ερωτήσεις
«είναι αμέτρητοι», αλλά σε άλλες προσδιόρισε τον όρο «αμέτρητοι» ως «δισεκατομμύρια». Παρόμοια, ο Μ2
απάντησε ότι υπάρχουν «άπειροι» σε όλες τις ερωτήσεις, αλλά όταν του ζητήθηκε να προσδιορίσει τι εννοούσε,
περίγραψε το πλήθος ως «πολλοί, πάνω από 1.000», ή «αρκετοί τέλος πάντων, 2.000 και …» Πίνακας 2 Πίνακας 2
Έργα για την απειρία των ενδιάμεσων αριθμών: Συχνότητες των κατηγοριών απάντησης ανά
έργο, στον προέλεγχο και το μεταέλεγχο Πίνακας 2
Έργα για την απειρία των ενδιάμεσων αριθμών: Συχνότητες των κατηγοριών απάντησης ανά
έργο, στον προέλεγχο και το μεταέλεγχο
Έργα
ΚΕ
ΠΠ-
ΠΠ+
ΑΠ
ΠροΕ
ΜεταΕ
ΠροΕ
ΜεταΕ
ΠροΕ
ΜεταΕ
ΠροΕ
ΜεταΕ
Φ
0
0
4
2
3
2
8
11
Δ1
5
0
5
2
0
1
5
12
Δ2
1
0
7
3
1
2
6
10
Κ1
2
0
7
3
1
1
5
11
Κ2
3
0
6
3
1
1
5
11
Κ3
1
0
7
2
0
2
7
11
Δ-Κ
0
0
7
4
1
0
7
11
Σύνολο
12
0
43
19
7
9
43
77 Για τον λόγο αυτόν, προκειμένου να γίνει μια πιο ακριβής καταγραφή της συνολικής εικόνας του κάθε
μαθητή στον προέλεγχο και το μεταέλεγχο, εξετάστηκε πόσες φορές αναφέρθηκε κάθε μαθητής ρητά σε
πεπερασμένο πλήθος ενδιάμεσων στο σύνολο των έργων. Στον Πίνακα 3 παρουσιάζονται συγκεντρωτικά τα
σχετικά στοιχεία, έτσι ώστε να είναι ορατή η μετατόπιση του κάθε μαθητή από τον προέλεγχο στο μεταέλεγχο. Πιο συγκεκριμένα, στην πρώτη στήλη εμφανίζεται το πλήθος των ρητών αναφορών σε πεπερασμένο πλήθος
ενδιάμεσων αριθμών (ΡΑΠΠ) που έδωσε κάθε μαθητής στον προέλεγχο (ΠροΕ), ενώ στην πρώτη γραμμή
εμφανίζεται το αντίστοιχο πλήθος για το μεταέλεγχο (ΜεταΕ). Σε κάθε κελί αντιστοιχίζονται οι μαθητές
ανάλογα με τις απαντήσεις που έδωσαν. Ένας μαθητής βρίσκεται στο κελί (κ, λ) αν έκανε κ ΡΑΠΠ στον
προέλεγχο και λ ΡΑΠΠ στο μεταέλεγχο. Με έντονο χρώμα σημαίνονται οι μαθητές στους οποίους έγινε
βοηθητική νύξη που παρέπεμπε στην παρέμβαση κατά το μεταέλεγχο (9 στους 15). Από τον Πίνακα 3 φαίνεται ότι στο μεταέλεγχο 11 μαθητές δεν έκαναν καμία ρητή αναφορά σε
πεπερασμένο πλήθος ενδιάμεσων. Οι 4 από αυτούς (Μ3 Μ5, Μ11, Μ13, σκιασμένοι με γκρι χρώμα, εφεξής
Ομάδα 1) είχαν απαντήσει ότι υπάρχει άπειρο πλήθος ενδιάμεσων αριθμών σε όλα τα έργα, ήδη από τον 55 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 προέλεγχο. Οι μαθητές αυτοί διατήρησαν τις απαντήσεις τους και στο μεταέλεγχο και δε χρειάστηκαν
βοηθητική νύξη. Οι υπόλοιποι 7 μαθητές (Μ2, Μ4, Μ7, Μ10, Μ12, Μ14, Μ15, εφεξής, Ομάδα 2) είχαν απαντήσει
ότι υπάρχει πεπερασμένο πλήθος ενδιάμεσων σε ένα έως επτά έργα του προελέγχου. Πίνακας 2 Από αυτούς τους
μαθητές, ο Μ4 ήταν ο μόνος που επικαλέστηκε αυθόρμητα τον αριθμητικό μέσο σε όλα τα έργα κατά το
μεταέλεγχο, αναφέροντας ότι «με αιτιολογία τον αριθμητικό μέσο, σε όλες τις ερωτήσεις θα υπάρχουν άπειροι
ενδιάμεσα». Ο Μ14 χρειάστηκε μόνο μία νύξη, ενώ σε όλους τους υπόλοιπους χρειάστηκε και η δεύτερη νύξη,
δηλαδή η ρητή αναφορά από τον ερευνητή στον αριθμητικό μέσο, προκειμένου να αλλάξουν τις αρχικές τους
απαντήσεις. Οι υπόλοιποι 4 μαθητές (Μ1, Μ6, Μ8, Μ9, σκιασμένοι με μαύρο χρώμα, εφεξής Ομάδα 3) απάντησαν
«πεπερασμένο πλήθος ενδιάμεσων αριθμών» σε τουλάχιστον έξι από τα έργα του προελέγχου και διατήρησαν
αυτή την απάντηση σε τουλάχιστον 3 από τα 7 έργα του μεταελέγχου. Ενδιαφέρον παρουσιάζει το γεγονός ότι
ο μαθητής Μ1 άλλαξε από πεπερασμένο σε άπειρο μόνο στο έργο στο οποίο του έγιναν οι δύο νύξεις και στις
επόμενες διατήρησε τις αρχικές απαντήσεις του. Ο μαθητής Μ8 άλλαξε από πεπερασμένο σε άπειρο πλήθος
μόνο στην περίπτωση των φυσικών αριθμών. Τέλος, ο μαθητής Μ6, σε όλες τις ερωτήσεις ακόμα και στο
μεταέλεγχο συνεχίζει να αναφέρεται σε πεπερασμένο πλήθος αριθμών. Ωστόσο, πρέπει να αναφερθεί ότι αυτοί
οι 4 μαθητές σημείωσαν μια μικρή βελτίωση σε σχέση με τις απαντήσεις τους στον προέλεγχο, καθώς
μετακινήθηκαν από απαντήσεις του τύπου ΚΕ (κανείς ενδιάμεσος) σε απαντήσεις του τύπου ΠΠ- ή ΠΠ+. Πράγματι, όπως φαίνεται και από τον Πίνακα 1, στο μεταέλεγχο κανείς μαθητής δεν απάντησε ότι ανάμεσα σε
κάποιο διάστημα δεν υπάρχει κανένας αριθμός. ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) Θα πρέπει να πάρουμε κάποιους αριθμούς στα α και β. Εεεεε…τελικά άπειροι γιατί θα μικραίνει ο αριθμός
θα πάει 0,1 0,01, 0,001. (Μ9) Θα πρέπει να πάρουμε κάποιους αριθμούς στα α και β. Εεεεε…τελικά άπειροι γιατί θα μικραίνει ο αριθμός
θα πάει 0,1 0,01, 0,001. (Μ9) Σημειώνουμε ότι όλοι αυτοί οι μαθητές έδειξαν να θεωρούν ότι με την απάντηση «άπειροι» δεν
προσδιορίζεται το πλήθος των ενδιάμεσων αριθμών. Τυπικά οι απαντήσεις τους είχαν την μορφή «όχι, (δεν
μπορεί να προσδιοριστεί), γιατί είναι άπειροι». Ο Μ15 εξέφρασε με αρκετή σαφήνεια αυτή την άποψη: Όχι, γιατί υπάρχουν άπειροι αριθμοί ανάμεσα τους. Αλλά το άπειρο είναι ένας αριθμός που δεν μπορούμε
να προσδιορίσουμε. Είναι ένα κατασκεύασμα. (Μ15) ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) Έργο μεταφοράς 1. Με βάση τις απαντήσεις τους στο έργο Μετ1, οι μαθητές μπορούν καταρχήν να
κατηγοριοποιηθούν σε 2 αδρές κατηγορίες --σε αυτούς που θεώρησαν ότι η απάντηση εξαρτάται από ποιες
συγκεκριμένες τιμές θα πάρουν οι μεταβλητές α και β, και σε αυτούς που δεν έθεσαν αυτό τον περιορισμό. Στην πρώτη κατηγορία βρέθηκαν 3 μαθητές (Μ1, Μ6, Μ10). Και οι τρεις ανέφεραν ότι η απάντηση
εξαρτάται από τις «μεταβλητές» ή τα «γράμματα». Οι μαθητές Μ6 και Μ10 έδωσαν παραδείγματα, δίνοντας
συγκεκριμένες τιμές στις μεταβλητές και αναφερόμενοι σε πεπερασμένο πλήθος ενδιάμεσων αριθμών. Για
παράδειγμα, ο μαθητής Μ6 ανέφερε ότι «αν έχω 3 με 100 είναι πολλοί, ενώ αν έχω 2 με 3 είναι λιγότεροι». Και
οι δύο αυτοί μαθητές ανήκαν στην Ομάδα 3, δηλαδή, την ομάδα των μαθητών που μετακινήθηκαν ελάχιστα
από τις αρχικές απαντήσεις τους («πεπερασμένο πλήθος ενδιάμεσων» σε όλα τα έργα του προελέγχου) στο
μεταέλεγχο (βλ. Πίνακα 3). Αντίθετα, ο Μ10 ανήκε στην Ομάδα 2 και, μάλιστα, στο κελί (1, 0) του Πίνακα 2
(δηλ., έδωσε μόνο μία απάντηση του τύπου «πεπερασμένο πλήθος ενδιάμεσων» στον προέλεγχο και καμία στο
μεταέλεγχο). Εντούτοις δεν έκανε το βήμα της γενίκευσης που απαιτείται για να απαντήσει ότι σε οποιοδήποτε
διάστημα υπάρχουν άπειροι ενδιάμεσοι αριθμοί. Από τους υπόλοιπους 12 μαθητές, οι 2 (Μ7, Μ14), οι οποίοι ανήκαν στην Ομάδα 2, αναφέρθηκαν σε «πάρα
πολλούς» ενδιάμεσους αριθμούς: Όχι, δεν μπορώ. Αν το βάλω στον υπολογιστή θα είναι αμέτρητοι… ξέρω κι εγώ… Αν μου ζητάτε και αριθμό
να πούμε 1.000.000. Ένας άνθρωπος θα βαρεθεί να το κάνει. (Μ7) Όχι, δεν μπορώ. Αν το βάλω στον υπολογιστή θα είναι αμέτρητοι… ξέρω κι εγώ… Αν μου ζητάτε και αριθμό
να πούμε 1.000.000. Ένας άνθρωπος θα βαρεθεί να το κάνει. (Μ7) Όχι θα υπάρχουν άπειροι - πάρα πάρα πολλοί. Θα σταματάει κάποτε αλλά δεν μπορούμε να
προσδιορίσουμε πόσο πολλοί είναι αυτοί. (Μ14) Όχι θα υπάρχουν άπειροι - πάρα πάρα πολλοί. Θα σταματάει κάποτε αλλά δεν μπορούμε να
προσδιορίσουμε πόσο πολλοί είναι αυτοί. (Μ14) Οι υπόλοιποι 10 μαθητές αναφέρθηκαν ρητά σε «άπειρους ενδιάμεσους αριθμούς». Ενδιαφέρον
παρουσιάζει το γεγονός ότι ανάμεσα σε αυτούς τους μαθητές βρίσκονται οι Μ8, Μ9 (Ομάδα 3), οι οποίοι
αναφέρθηκαν σε μια επαναλήψιμη διαδικασία: Οι υπόλοιποι 10 μαθητές αναφέρθηκαν ρητά σε «άπειρους ενδιάμεσους αριθμούς». Ενδιαφέρον
παρουσιάζει το γεγονός ότι ανάμεσα σε αυτούς τους μαθητές βρίσκονται οι Μ8, Μ9 (Ομάδα 3), οι οποίοι
αναφέρθηκαν σε μια επαναλήψιμη διαδικασία: Όχι, γιατί θα είναι πάρα πολλοί αριθμοί. Θα είναι άπειροι. Πίνακας 3 Πίνακας 3
Πλήθος ρητών αναφορών σε πεπερασμένο πλήθος ενδιάμεσων: Μετατοπίσεις
των μαθητών από τον προέλεγχο στο μεταέλεγχο
ΡΑΠΠ
ΡΑΠΠ (ΜεταΕ)
(ΠροΕ)
0
1
2
3
4
5
6
7
0
Μ3 Μ5 Μ11
Μ13
1
Μ10
2
3
Μ2
4
Μ12
5
Μ7
6
Μ15
Μ8
7
Μ4 Μ14
Μ9
Μ1
Μ6
* Σημείωση: ΡΑΠΠ: Πλήθος ρητών αναφορών σε πεπερασμένο πλήθος ενδιάμεσων αριθμών 56 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Κατηγορία Δ: Υπάρχει επόμενος, μπορεί να προσδιοριστεί. Στην κατηγορία αυτή εντάχθηκαν οι
απαντήσεις των μαθητών που υποστήριξαν ότι ο επόμενος υπάρχει και μπορεί να προσδιοριστεί. Αντίθετα με
τις απαντήσεις που εντάχθηκαν στην Κατηγορία Γ, στις απαντήσεις αυτές δεν προσδιορίζεται ο επόμενος (βλ. Παραδείγματα 9, 10, 11). Κατηγορία Ε: Υπάρχει ο επόμενος (δεν προσδιορίζεται). Στην κατηγορία αυτή εντάχθηκαν οι
απαντήσεις των μαθητών που υποστήριξαν ότι ο επόμενος υπάρχει, αλλά δεν μπορεί να προσδιοριστεί με
ακρίβεια, εξαιτίας της απειρίας των αριθμών (βλ. Παράδειγμα 12). Κατηγορία Ζ: Άλλη απάντηση. Σε αυτή την κατηγορία εντάχθηκαν απαντήσεις οι οποίες δεν μπορούσαν
να ενταχθούν σε κάποια από τις προηγούμενες κατηγορίες. Πρόκειται για τις απαντήσεις δύο μαθητών (Μ6,
Μ11), οι οποίοι απάντησαν ότι ο επόμενος αριθμός εξαρτάται από την επιθυμητή ακρίβεια (Παραδείγματα 13,
14). Έργο για τη (μη) ύπαρξη του επόμενου Κοινές δοκιμασίες προελέγχου και μεταελέγχου. Οι απαντήσεις των μαθητών στα έργα ΕπΔ και ΕπΚ
ομαδοποιήθηκαν στις εξής κατηγορίες, για τις οποίες παρουσιάζονται ενδεικτικά παραδείγματα στον Πίνακα 4. Κατηγορία Α: Ο επόμενος είναι ο δεδομένος αριθμός. Στην κατηγορία αυτή εντάχθηκαν οι απαντήσεις
των μαθητών που συμφώνησαν με τις δηλώσεις «ο επόμενος του 0,15 είναι ο 0,16» (ΕπΔ) και «ο επόμενος του
2/5 είναι ο 3/5» (ΕπΚ). Κατηγορία Β: Ο επόμενος είναι άλλος (πεπερασμένο πλήθος δεκαδικών ψηφίων). Στην κατηγορία
αυτή εντάχθηκαν οι απαντήσεις των μαθητών που διαφώνησαν με τις παραπάνω δηλώσεις, και πρότειναν έναν
εναλλακτικό «επόμενο». Στην περίπτωση του δεκαδικού, οι απαντήσεις τύπου Β προέκυψαν συνήθως
προσθέτοντας δεκαδικά ψηφία στον αριθμό (Παράδειγμα 1), αλλά και προσθέτοντας μια υποδιαστολή ακόμα
(Παραδείγματα 2, 3). Στην περίπτωση των κλασμάτων, οι απαντήσεις τύπου Β προέκυψαν πάλι είτε προσθέτοντας δεκαδικά
ψηφία στον αριθμητή (Παράδειγμα 4), είτε με μετατροπή του κλάσματος σε δεκαδικό, συχνά λαμβάνοντας
υπόψη μόνο ορισμένα αρχικά ψηφία της δεκαδικής μορφής (Παραδείγματα 5, 6). Κατηγορία Γ: Ο επόμενος είναι άλλος (άπειρα δεκαδικά ψηφία). Στην κατηγορία αυτή εντάχθηκαν οι
απαντήσεις των μαθητών που αναφέρθηκαν σε ένα δεκαδικό με άπειρα δεκαδικά ψηφία ως τον επόμενο, είτε
του 0,15 είτε του 2/7. Τέτοιες απαντήσεις παρουσιάζονται στα παραδείγματα 7, 8. 57 *Σημείωση. Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος
(άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει επόμενος, δεν
μπορεί να προσδιοριστεί, Ζ: Άλλη Πίνακας 5 Πίνακας 5 Πίνακας 5
Συχνότητα των απαντήσεων των μαθητών ανά κατηγορία και ανά έργο, στον προέλεγχο (ΠροΕ)
και στο μεταέλεγχο (ΜεταΕ)
Κατηγορίες
απαντήσεων
Έργο ΕπΔ
Έργο ΕπΚ
ΠροΕ
ΜεταΕ
ΠροΕ
ΜεταΕ
Α
3
1
7
2
Β
8
0
4
2
Γ
1
1
2
1
Δ
0
5
0
3
Ε
2
6
1
5
Ζ
1
2
1
2
Σύνολο
15
15
15
15
*Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών
ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να
προσδιοριστεί, Ε. Υπάρχει επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη ς 5
Συχνότητα των απαντήσεων των μαθητών ανά κατηγορία και ανά έργο, στον προέλεγχο (ΠροΕ)
και στο μεταέλεγχο (ΜεταΕ) *Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών
ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να
προσδιοριστεί, Ε. Υπάρχει επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη Όπως φαίνεται στους Πίνακες 6 και 7, από τους μαθητές της Ομάδας 1 κανείς δεν έδωσε απάντηση τύπου Α
ή Β, ήδη από τον προέλεγχο. Ο Μ11 παρέκαμψε στην ουσία το πρόβλημα του επόμενου, λέγοντας ότι ο
επόμενος εξαρτάται από την επιθυμητή ακρίβεια (βλ. Πίνακα 4, Παράδειγμα 13). Στο μεταέλεγχο διατήρησε
αυτού του τύπου την απάντηση, αναγνωρίζοντας ταυτόχρονα την απειρία των ενδιάμεσων. Για παράδειγμα: Δεν συμφωνώ [ότι το 0,16 είναι ο επόμενος του 0,15]. Γιατί μπορεί να είναι πάλι άπειροι, 0,151 ή 0,1511,
ανάλογα πόσα ψηφία θέλω. Θα μπορούσε να τον βρει, αν ο επόμενος αριθμός θέλω να έχει 3 ψηφία και τα
λοιπά. Αν ήταν πιο συγκεκριμένη η εκφώνηση θα μπορούσε να τον βρει. Οι υπόλοιποι μαθητές της Ομάδας 1 έδωσαν απαντήσεις τύπου Γ ή Ε και στα δύο έργα στον προέλεγχο, τις
οποίες διατήρησαν και στο μεταέλεγχο. Παρά τις νύξεις που τους έγιναν, δεν έφτασαν στο συμπέρασμα ότι δεν
υπάρχει επόμενος, καθώς δεν μπορούσαν να φανταστούν με ποιο τρόπο ένας αριθμός που δεν μπορεί να
προσδιοριστεί με ακρίβεια μπορεί να χρησιμοποιηθεί στον τύπο για να υπολογιστεί ο αριθμητικός μέσος. Δεν μπορώ να βρω τον αριθμητικό μέσο γιατί δεν ξέρω πόσα μηδενικά έχει το 0,15000…..01 και είναι ένας
θεωρητικός αριθμός. Δεν θα τον βρει ακριβώς ποτέ. Θα μπορούσαμε να δώσουμε κάποιον αριθμό που θα
πλησιάζει. […] Ούτε με τον υπολογιστή θα τον βρω. Δεν μπορεί να προσεγγιστεί εύκολα, γιατί έχω
απροσδιόριστα μηδενικά […]. Πίνακας 4 Πίνακας 4 ς 4
Παραδείγματα απαντήσεων στα έργα ΕπΔ, ΕπΚ, ανά κατηγορία Παραδείγματα απαντήσεων στα έργα ΕπΔ, ΕπΚ, ανά κατηγορία Κατηγορία
Παραδείγματα
Β
Ο επόμενος του 0,15 είναι ο:
Ο επόμενος του 2/7 είναι ο:
1. 0,151
2. 0,15.1
3. 0,15 κόμμα κάτι
4. 2,1/7
5. 0,29 επειδή το 2/7 κάνει 0,28
6. 0,286
Γ
7. 0,15000…001
8. 0,2857142850…..001
Δ
9. Κάποιος θα υπάρχει. Θα είναι 0,155, αλλά μετά, αν συνεχίσει, θα βρει
άπειρους, δεν θα σταματάνε. Θα τον βρει με δυσκολία. 10. Όχι το 0,151, θα είναι άλλος. Αν κάτσει και ψάξει θα το βρει, φυσικά
και υπάρχει. 11. Υπάρχουν και άλλοι αριθμοί ανάμεσα τους. Θα τον βρει αν το κάνει
με υπολογιστή, θα είναι πιο εύκολο για να κάνει τον τύπο που κάναμε
με τις πράξεις. Ε
12. Υπάρχει επόμενος, αλλά δεν θα τον βρει γιατί, όπως πριν, θα βρίσκει
συνέχεια αριθμούς και δεν θα σταματά ποτέ. Ζ
13. Ναι, υπάρχει, αλλά θα πρέπει να είναι πιο συγκεκριμένη η εκφώνηση
στο πόσα ψηφία θέλει να έχει. 14. Σύμφωνα με τον αριθμητικό μέσο θα υπάρχουν κι άλλοι. Αλλά
συμφωνώ [ότι το 0,16 είναι ο επόμενος του 0,15] γιατί ο Κώστας [το
παιδί του σεναρίου] αλλάζει τα νούμερά του ανά μία μονάδα. *Σημείωση. Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος
(ά
λήθ
δ
δ ώ
φί
)
ά
ό
ί
δ
ί
ά
ό
δ *Σημείωση. Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος
(άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει επόμενος, δεν
μπορεί να προσδιοριστεί, Ζ: Άλλη Σημειώνουμε ότι στις απαντήσεις και των δύο πρώτων κατηγοριών (Α,Β), ο «επόμενος» των δεδομένων
αριθμών αναζητείται σε ένα διακριτό, πεπερασμένο, σύνολο αριθμών που διατηρούν τη διάταξη των φυσικών
αριθμών. Η ορθή απάντηση («Δεν υπάρχει επόμενος») δε δόθηκε από κανένα μαθητή, ούτε στο προέλεγχο,
ούτε στο μεταέλεγχο και δεν εμφανίζεται στα αποτελέσματα. 58 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) Στον Πίνακα 5 παρουσιάζεται το πλήθος των απαντήσεων των μαθητών ανά κατηγορία και ανά έργο, στον
προέλεγχο (ΠροΕ) και στο μεταέλεγχο (ΜεταΕ). Στον Πίνακα 5 παρουσιάζεται το πλήθος των απαντήσεων των μαθητών ανά κατηγορία και ανά έργο, στον
προέλεγχο (ΠροΕ) και στο μεταέλεγχο (ΜεταΕ). Όπως φαίνεται από τον Πίνακα 5, στον προέλεγχο οι απαντήσεις που ανήκουν στην κατηγορία Α ή Β
αποτελούν τις 11 από τις 15 απαντήσεις που δόθηκαν στον προέλεγχο, με την Α να υπερτερεί στην περίπτωση
των κλασμάτων. Οι απαντήσεις αυτές μειώνονται στο μεταέλεγχο και αυξάνονται οι απαντήσεις του τύπου Ε,
ενώ εμφανίζεται και η απάντηση τύπου Δ. Στους Πίνακες 6 και 7 καταγράφονται οι μετατοπίσεις των μαθητών ως προς την κατηγορία απάντησης
που έδωσαν στον προέλεγχο και το μεταέλεγχο για τον επόμενο αριθμό ενός δεκαδικού και ενός κλάσματος. Οι
βοηθητικές νύξεις έγιναν στο πρώτο έργο (ΕπΔ) και οι μαθητές που τις χρειάστηκαν σημαίνονται με έντονο
χρώμα στον Πίνακα 6. Όπως φαίνεται, οι νύξεις ήταν απαραίτητες σε όλους τους μαθητές. Δηλαδή, κανένας
μαθητής δεν άλλαξε αυθόρμητα την αρχική του απάντηση. Πίνακας 5 Υπάρχει, αλλά δεν μπορώ να τον βρω. Κατά προσέγγιση θα μπορεί να είναι ο
επόμενος το 0,15000000.....01. (Μ13) 59 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Πίνακας 6
Μετατόπιση των μαθητών ως προς τις κατηγορίες απάντησης στο ΕπΔ («επόμενος» του 0,15) από τον
προέλεγχο (ΠροΕ) στο μετάλεγχο (ΜεταΕ)
ΠροΕ
ΜεταΕ
Α
Β
Γ
Δ
Ε
Ζ (άλλη)
Α
Μ2
Μ10
Μ6
Β
Μ1 Μ4 Μ7
Μ9 Μ12
Μ8 Μ14
Μ15
Γ
Μ3
Δ
Ε
Μ5 Μ13
Ζ
Μ11
*Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει
επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη *Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει
επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) Οι μαθητές της Ομάδας 2 ξεκίνησαν στον προέλεγχο δίνοντας απαντήσεις τύπου Α ή Β και στα δύο έργα. Στο μεταέλεγχο, μετακινήθηκαν σε απαντήσεις τύπου Δ ή Ε στο ΕπΔ, με την εξαίρεση του Μ2 που παρέμεινε
στην απάντηση Α, την οποία και διατήρησε και στο ΕπΚ. Δύο μαθητές της ομάδας αυτής (Μ12, Μ15) έδωσαν
λιγότερο εκλεπτυσμένες απαντήσεις (τύπου Β) στο ΕπΚ, σε σύγκριση με το ΕπΔ. Παρόμοια, οι μαθητές της Ομάδας 3 ξεκίνησαν από απαντήσεις τύπου Α ή Β στο ΕπΔ στον προέλεγχο και
μετακινήθηκαν προς τις κατηγορίες Δ και Ε. Εξαίρεση ήταν ο Μ6 ο οποίος, παρόμοια με τον Μ11 της Ομάδας 1,
παρέκαμψε το πρόβλημα, λέγοντας ότι ο επόμενος εξαρτάται από την επιθυμητή ακρίβεια (βλ. Πίνακα 4,
Παράδειγμα 14). Στο ΕπΚ, ένας μαθητής (Μ9) της ομάδας αυτής ξεκίνησε και παρέμεινε στην απάντηση τύπου
Α, ενώ οι υπόλοιποι απάντησαν παρόμοια με το ΕπΔ δίνοντα απαντήσεις τύπου Δ και Ε. Στο μετάλεγχο, οι μαθητές της Ομάδας 2 και 3 που μετατοπίστηκαν προς πιο εκλεπτυσμένες απαντήσεις,
χρησιμοποίησαν τον αριθμητικό μέσο και την ιδέα της επαναλήψιμης διαδικασίας προκειμένου να εξηγήσουν
τις απαντήσεις τους. Για παράδειγμα: Μπορώ να βρω το μέσο [του 0,15 και του 0,151], ναι, υπάρχει, είναι ο 0,1505. Μπορεί να μη τον βρει [τον
επόμενο του 0,15], γιατί αν κάνει συνέχεια την πράξη δε θα σταματήσει ποτέ. Δε θα τον βρει. Υπάρχει, αλλά δεν
ξέρουμε ποιος είναι. (Μ8) Έργο μεταφοράς 2. Στο έργο Μετ2, οι μαθητές ρωτήθηκαν αν μπορούν να προσδιορίσουν την πρώτη τιμή
που θα πάρει μια μεταβλητή x, η οποία κινείται στο διάστημα (0,1). Όλοι οι μαθητές της Ομάδας 1 αναφέρθηκαν σε έναν αριθμό με άπειρα δεκαδικά ψηφία και όλοι, εκτός
από τον Μ5, πρότειναν συγκεκριμένα τον 0,00…01. Οι απαντήσεις αυτές συνάδουν με τις απαντήσεις τους στα
έργα ΕπΔ, ΕκΚ ως προς την ύπαρξη του επόμενου και, μάλιστα, ακόμα και αυτοί που είχαν απαντήσει ότι ο
επόμενος δεν μπορεί να προσδιοριστεί, φάνηκαν πιο πρόθυμοι να τον προσδιορίσουν ως ένα συγκεκριμένο
δεκαδικό με άπειρα δεκαδικά ψηφία. Από τους μαθητές της Ομάδας 2, ο Μ4 πρότεινε τον αριθμό 0,100… που, στην ουσία, ταυτίζεται με τον 0,1. Οι Μ2, Μ7, Μ14 και Μ15 πρότειναν τον 0,00…01, ενώ οι Μ10 και Μ12 απάντησαν ότι η πρώτη τιμή, αν και
υπάρχει, δεν μπορεί να προσδιοριστεί, γιατί «οι αριθμοί είναι άπειροι». ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) Όλοι οι μαθητές της Ομάδας 3 (Μ1, Μ6, Μ8, Μ9) προσδιόρισαν την πρώτη τιμή της μεταβλητής,
αναφέροντας αριθμούς όπως τον 0,1, τον 0,01 και τον 0,001.Οι μαθητές αυτοί υπαναχώρησαν, σε σχέση με τις
απαντήσεις τους στα έργα για τον επόμενο του μεταελέγχου, σε λιγότερο εκλεπτυσμένες απαντήσεις. Πίνακας 7 Πίνακας 7
Μετατόπιση των μαθητών ως προς τις κατηγορίες απάντησης στο ΕπΚ («επόμενος» του 2/5) από τον προέλεγχ
(ΠροΕ) στο μετάλεγχο (ΜεταΕ)
ΠροΕ
ΜεταΕ
Α
Β
Γ
Δ
Ε
Ζ
Α
Μ2 Μ9
Μ1 Μ4 Μ7
Μ10
Μ6
Β
Μ12 Μ15
Μ8 Μ14
Γ
Μ3
Μ13
Δ
Ε
Μ5
Ζ
Μ11
*Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει
επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη Πίνακας 7
Μετατόπιση των μαθητών ως προς τις κατηγορίες απάντησης στο ΕπΚ («επόμενος» του 2/5) από τον προέλεγχο
(ΠροΕ) στο μετάλεγχο (ΜεταΕ)
ΠροΕ
ΜεταΕ
Α
Β
Γ
Δ
Ε
Ζ
Α
Μ2 Μ9
Μ1 Μ4 Μ7
Μ10
Μ6
Β
Μ12 Μ15
Μ8 Μ14
Γ
Μ3
Μ13
Δ
Ε
Μ5
Ζ
Μ11
*Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει
επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη Πίνακας 7
Μετατόπιση των μαθητών ως προς τις κατηγορίες απάντησης στο ΕπΚ («επόμενος» του 2/5) από τον προέλεγχο
(ΠροΕ) στο μετάλεγχο (ΜεταΕ) Ζ *Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει
επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη *Σημείωση. Α: Ο δεδομένος είναι ο επόμενος αριθμός, Β. Υπάρχει άλλος επόμενος (πεπερασμένο πλήθος δεκαδικών ψηφίων), Γ. Υπάρχει άλλος επόμενος (άπειρο πλήθος δεκαδικών ψηφίων), Δ. Υπάρχει επόμενος, μπορεί να προσδιοριστεί, Ε. Υπάρχει
επόμενος, δεν μπορεί να προσδιοριστεί., Ζ: Άλλη 60 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 ενδιάμεσων» που έδωσαν στο προέλεγχο, προέκυψαν τρεις αδρές ομάδες μαθητών. Η Ομάδα 1 περιελάμβανε
τους μαθητές που απάντησαν ότι υπάρχουν άπειροι ενδιάμεσοι, ήδη από τον προέλεγχο. Οι μαθητές αυτοί
είχαν ήδη στη διάθεσή τους μια επαναλήψιμη διαδικασία παραγωγής ενδιάμεσων, βασισμένη σε ιδιότητες των
δεκαδικών. Ούτε αυτή, ούτε η διαδικασία με τον αριθμητικό μέσο τους οδήγησε στο συμπέρασμα ότι δεν
υπάρχει ο επόμενος αριθμός. Η Ομάδα 2 περιελάμβανε τους μαθητές που έδωσαν απαντήσεις του τύπου «πεπερασμένο πλήθος
ενδιάμεσων» στον προέλεγχο, αλλά όχι στο μεταέλεγχο. Με μία μόνο εξαίρεση, οι βοηθητικές νύξεις που
παρέπεμπαν στον αριθμητικό μέσο ήταν απαραίτητες για τη μετατόπιση αυτή, η οποία, ωστόσο, δεν
εξασφάλισε απαραίτητα εκλεπτυσμένες απαντήσεις σε όλα τα έργα που ακολούθησαν. Στον Πίνακα 7, για
παράδειγμα, φαίνεται ότι 5 από τα 7 μέλη της ομάδας αυτής, στο μεταέλεγχο, έδωσαν απαντήσεις του τύπο Α,
Β, ή Δ στο ΕπΚ. Δηλαδή, είτε πρότειναν έναν συγκεκριμένο αριθμό ως επόμενο του κλάσματος 2/5, είτε
ισχυρίστηκαν ότι μπορεί να βρεθεί. Για την ακρίβεια, μια προσεκτική εξέταση των αποτελεσμάτων ανά άτομο,
δείχνει ότι όλα τα μέλη αυτής της ομάδας, σε κάποια από τα έργα ΕπΔ, ΕπΚ, Μετ1, Μετ2 έδωσαν λιγότερο
εκλεπτυσμένες απαντήσεις σε σχέση με τα υπόλοιπα. Οι μαθητές της Ομάδας 2 ενσωμάτωσαν τον αριθμητικό
μέσο και την επαναλαμβανόμενη χρήση του ως στρατηγική και χρησιμοποίησαν εκφράσεις όπως «αμέτρητοι»,
«άπειροι», «δεν θα σταματάνε». Αυτό δε σημαίνει απαραίτητα ότι όλοι θεώρησαν ότι η διαδικασία θα
συνεχίζεται πράγματι επ’άπειρο (όπως φαίνεται, για παράδειγμα, από τις απαντήσεις των Μ7 και Μ14 στο
Μετ1) και, βέβαια, δεν οδηγήθηκαν στο συμπέρασμα ότι δεν υπάρχει ο επόμενος αριθμός. Τέλος, η Ομάδα 3 περιελάμβανε τους μαθητές που, τόσο στον προέλεγχο, όσο και στο μεταέλεγχο, έδωσαν
απαντήσεις του τύπου «πεπερασμένο πλήθος ενδιάμεσων» σε τρία έως και εφτά από τα αντίστοιχα έργα,
παρά τις βοηθητικές νύξεις. Παρόμοια με τους μαθητές της Ομάδας 2, κάποια από τα μέλη της ομάδας αυτής
χρησιμοποίησαν την ιδέα του αριθμητικού μέσου και αντιμετώπισαν κάποια από τα επόμενα έργα με
μεγαλύτερη επιτυχία απ’ όσο θα αναμενόταν από την επίδοσή τους στα έργα για την απειρία των ενδιάμεσων
στο μεταέλεγχο (όπως, για παράδειγμα, οι Μ8 και Μ9 στο Μετ1, και όλα τα μέλη της ομάδας στο ΕπΔ –βλ. Πίνακα 6). Παρ’όλ’αυτά, όλοι οι μαθητές της Ομάδας 3 επανήλθαν στις λιγότερο εκλεπτυσμένες απαντήσεις στο
Μετ2, προτείνοντας το 0,1, το 0,01 και το 0,001 ως την πρώτη τιμή που παίρνει η μεταβλητή x στο (0,1). Συμπεράσματα – Συζήτηση Στην εργασία αυτή εξετάσαμε τις αντιλήψεις μαθητών της Β΄ Λυκείου για την απειρία των αριθμών σε ένα
διάστημα με άκρα ρητούς αριθμούς και την ύπαρξη (ή μη) του επόμενου αριθμού στους ρητούς. Οι μαθητές
εξετάστηκαν πριν και μετά την εισαγωγή ενός μαθηματικού εργαλείου, συγκεκριμένα του αριθμητικού μέσου
σε ένα διάστημα στο πλαίσιο μιας επαναλήψιμης διαδικασίας, το οποίο δυνητικά μπορεί να υποστηρίξει την
κατανόηση και των δύο παραπάνω όψεων της πυκνής διάταξης των ρητών. Η μέθοδος που υιοθετήσαμε
ανταποκρίθηκε σε δύο ζητούμενα με βάση τη βιβλιογραφία (π.χ., Vamvakoussi & Vosniadou, 2012): Επέτρεψε
την ταυτοποίηση μαθητών που διαφοροποιούν την έκφραση «άπειροι αριθμοί» από εκφράσεις του τύπου «ένα
πολύ μεγάλο πλήθος αριθμών». Ταυτόχρονα, επέτρεψε να διευκρινιστούν οι απαντήσεις του τύπου «δεν
μπορώ να προσδιορίσω ποιος θα είναι ο επόμενος» ως προς τον αν ο επόμενος υπάρχει ή όχι. Επιπλέον, η
παροχή ενός υποστηρικτικού εργαλείου και η παρώθηση των μαθητών να το χρησιμοποιήσουν πυροδότησε
μεταβολές στον τρόπο που σκεφτόταν ο κάθε μαθητής για την πυκνή διάταξη (Siegler, 2006) και επέτρεψε την
εξέτασή τους. Όπως αναμενόταν, πριν την παρέμβαση, η πλειοψηφία των απαντήσεων των μαθητών ήταν συμβατή με
την αντίληψη ότι οι ρητοί αριθμοί είναι διακριτοί, όπως οι φυσικοί αριθμοί. Παρά το γεγονός ότι υπήρξαν
διαβαθμίσεις ως προς το μέγεθος του πλήθους των ενδιάμεσων (από κανένας, μέχρι ένα πολύ μεγάλο πλήθος
της τάξης του δισεκατομμυρίου), η επικρατούσα απάντηση ήταν το πεπερασμένο πλήθος ενδιάμεσων. Κατηγοριοποιώντας τους μαθητές ανάλογα με το πλήθος των απαντήσεων του τύπου «πεπερασμένο πλήθος 61 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) μαθητές της Ομάδας 2) δεν αμφισβήτησαν την ύπαρξη του επόμενου. Επομένως, το εύρημα αυτό συνηγορεί
υπέρ της προβλεπτικής ισχύος της προσέγγισης της θεωρίας πλαισίου στην εννοιολογική αλλαγή, καθώς η
δημιουργία συνθετικών αντιλήψεων αποτελεί κεντρική πρόβλεψη της συγκεκριμένης προσέγγισης
(Vamvakoussi & Vosniadou, 2010· Vosniadou et. al., 2008· Βαμβακούση, 2019). Βιβλιογραφία Bailey, D. H., Hoard, M. K., Nugent, L., & Geary, D. C. (2012). Competence with fractions predicts gains in
mathematics
achievement. Journal
of
Experimental
Child
Psychology,
113,
447-455. http://dx.doi.org/10.1016/j.jecp.2012.06.004 Βαμβακούση, Ξ. (2019 ). Η προβλεπτική και επεξηγηματική ισχύς της προσέγγισης της θεωρίας πλαισίου στην
εννοιολογική αλλαγή στα μαθηματικά: Η περίπτωση των ρητών αριθμών. Στο Ε. Σκοπελίτη & Ν. Κυριακοπούλου (Επιμ.), Νόηση και μάθηση υπό το πρίσμα της εννοιολογικής αλλαγής (σελ. 145-162). Εκδόσεις Gutenberg. Booth, J. L., & Newton, K. J. (2012). Fractions: Could they really be the gatekeeper’s doorman? Contemporary
Educational Psychology, 37(4), 247-253. http://dx.doi.org/10.1016/j.cedpsych.2012.07.001 Booth, J. L., & Newton, K. J. (2012). Fractions: Could they really be the gatekeeper’s doorman? Contemporary
Educational Psychology, 37(4), 247-253. http://dx.doi.org/10.1016/j.cedpsych.2012.07.001 Depaepe, F., Torbeyns, J., Vermeersch, N., Janssens, D., Janssen, R., Kelchtermans, G., Verschaffel, L., & Van
Dooren, W. (2015). Teachers' content and pedagogical content knowledge on rational numbers: A
comparison of prospective elementary and lower secondary school teachers. Teaching and Teacher
Education, 47, 82-92. http://dx.doi.org/10.1016/j.tate.2014.12.009 Depaepe, F., Torbeyns, J., Vermeersch, N., Janssens, D., Janssen, R., Kelchtermans, G., Verschaffel, L., & Van
Dooren, W. (2015). Teachers' content and pedagogical content knowledge on rational numbers: A
comparison of prospective elementary and lower secondary school teachers. Teaching and Teacher
Education, 47, 82-92. http://dx.doi.org/10.1016/j.tate.2014.12.009 Giannakoulias, E., Souyoul, A., & Zachariades, T. (2007). Students’ thinking about fundamental real numbers
properties. In D. Pitta-Pantazi, & G. Philippou (Eds.), Proceedings of the Fifth Congress of the European
Society for Research in Mathematics Education (pp. 426-425). ERME, Department of Education, University
of Cyprus. http://erme.site/cerme-conferences/cerme-5/ Hannula, M. S., Pehkonen, E., Maijala, H., & Soro, R. (2006). Levels of students’ understanding on
infinity.Teaching Mathematics and Computer Science, 4(2), 317–337. http://dx.doi.org/10.5485/
TMCS.2006.0129 Hannula, M. S., Pehkonen, E., Maijala, H., & Soro, R. (2006). Levels of students’ understanding on
infinity.Teaching Mathematics and Computer Science, 4(2), 317–337. http://dx.doi.org/10.5485/
TMCS.2006.0129 Hartnett, P. M., & Gelman, R. (1998). Early understandings of number: Paths or barriers to the construction of
new
understandings? Learning
and
Instruction,
8,
341-374. http://dx.doi.org/10.1016/S0959-
4752(97)00026-1 Hartnett, P. M., & Gelman, R. (1998). Early understandings of number: Paths or barriers to the construction of
new
understandings? Learning
and
Instruction,
8,
341-374. http://dx.doi.org/10.1016/S0959-
4752(97)00026-1 Malara, N. (2001). From fractions to rational numbers in their structure: Outlines for an innovative didactical
strategy and the question of density. In J. Novotná (Ed.), Proceedings of the 2nd Conference of the European
Society for Research Mathematics Education II (pp. 35–46). ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Παρά τις διαφορές μεταξύ των μαθητών στις τρεις ομάδες, υπάρχει ένα κοινό σημείο: Κανένας μαθητής
δεν αμφισβήτησε την αρχή του επόμενου στους ρητούς αριθμούς. Το εύρημα αυτό έχει ιδιαίτερο ενδιαφέρον
όσον αφορά τους μαθητές της Ομάδας 1 που, αντίθετα με τους συμμαθητές τους των άλλων ομάδων, διέθεταν
εξαρχής στρατηγικές που παράγουν ακολουθίες από άπειρους ενδιάμεσους σε ένα διάστημα, οικειοποιήθηκαν
και τη στρατηγική του αριθμητικού μέσου και τις χρησιμοποίησαν όλες με συνέπεια στα διάφορα έργα. Τα
παραδείγματά τους και οι εξηγήσεις τους δείχνουν ότι με τον όρο «άπειροι» αυτοί οι μαθητές αναφέρονταν
στα προϊόντα μιας ατέρμονης διαδικασίας. Παρ’όλ’αυτά, συνέχισαν να πιστεύουν ότι ο επόμενος των
δεδομένων αριθμών υπάρχει. Τα αποτελέσματα αυτά είναι σύμφωνα με ευρήματα πλήθους ερευνών που υποδεικνύουν ότι η πυκνή
διάταξη των ρητών παρουσιάζει σημαντικές δυσκολίες για τους μαθητές διαφόρων ηλικιών και επιπέδων
εκπαίδευσης (Depaepe et al., 2015· Giannakoulias et al., 2007· Malara, 2001· McMullen, et al., 2015·
Merenluoto & Lehtinen, 2002· Neumann, 1998· Hannula et al., 2006· Smith, 1995· Smith et al., 2005· Tirosh et
al., 1999· Vamvakoussi et al., 2012). Ειδικότερα, είναι συμβατά με την υπόθεση της προσέγγισης της θεωρίας πλαισίου για την εννοιολογική
αλλαγή (Vosniadou et al., 2008) ότι η ιδέα της διακριτότητας, ως θεμελιώδης παραδοχή της αρχικής θεωρίας
πλαισίου για τον αριθμό, δεν αίρεται διαμιάς. Όσον αφορά την απειρία των ενδιάμεσων, αυτό είναι εμφανές,
για παράδειγμα, σε όλους τους μαθητές της Ομάδας 3, αλλά και σε μαθητές της Ομάδας 2 (π.χ., Μ10) που
υπαναχώρησαν σε λιγότερο εκλεπτυσμένες απαντήσεις στο Μετ1. Ταυτόχρονα, τα αποτελέσματα ισχυροποιούν τον ισχυρισμό των Vamvakoussi και Vonsiadou (2012) ότι η
αναθεώρηση της αρχής του επόμενου είναι πιο απαιτητική από την κατανόηση της απειρίας των ενδιάμεσων
αριθμών. Επιπλέον, τεκμηριώνουν την ύπαρξη μιας συνθετικής αντίληψης για τη διάταξη των ρητών που
συνδυάζει την απειρία των ενδιάμεσων αριθμών σε ένα διάστημα με την ύπαρξη του επόμενου, δείχνοντας ότι
μαθητές που πράγματι συμπέραναν την απειρία των ενδιάμεσων (όλοι οι μαθητές της Ομάδας 1 αλλά και 62 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Bridging the gap: Fraction understanding is central
to mathematics achievement in students from three different continents. Learning and Instruction, 37, 5-
13. http://dx.doi.org/10.1016/j.learninstruc.2014.03.002 Vamvakoussi, X., Van Dooren, W., & Verschaffel, L. (2012). Naturally biased? In search for reaction time
evidence for a natural number bias in adults. The Journal of Mathematical Behavior, 31, 344 -355. http://dx.doi.org/ 10.1016/j.jmathb.2012.02.001 Vamvakoussi, X., Van Dooren, W., & Verschaffel, L. (2012). Naturally biased? In search for reaction time
evidence for a natural number bias in adults. The Journal of Mathematical Behavior, 31, 344 -355. http://dx.doi.org/ 10.1016/j.jmathb.2012.02.001 Vamvakoussi, X. & Vosniadou, S. (2004). Understanding the structure of the set of rational numbers: A
conceptual change approach. Learning and Instruction, 14, 453-467. http://dx.doi.org/10.1016/
j.learninstruc.2004.06.013 Vamvakoussi, X. & Vosniadou, S. (2004). Understanding the structure of the set of rational numbers: A
conceptual change approach. Learning and Instruction, 14, 453-467. http://dx.doi.org/10.1016/
j.learninstruc.2004.06.013 Vamvakoussi, X. & Vosniadou, S. (2007).How many numbers in an interval? Presuppositions, synthetic models
and the effect of the number line. Ιn S. Vosniadou, A. Baltas, & X. Vamvakoussi (Eds.), Reframing the
conceptual change approach in learning and instruction (pp. 267-283).Elsevier. Vamvakoussi, X., & Vosniadou, S. (2010). How many decimals are there between two fractions? Aspects of
secondary school students' understanding of rational numbers and their notation.Cognition and
Instruction, 28(2), 181-209. http://www.jstor.org/stable/27806348 Vamvakoussi, X., & Vosniadou, S. (2010). How many decimals are there between two fractions? Aspects of
secondary school students' understanding of rational numbers and their notation.Cognition and
Instruction, 28(2), 181-209. http://www.jstor.org/stable/27806348 Vamvakoussi, X., & Vosniadou, S. (2012). Bridging the gap between the dense and the discrete: the number line
and the “rubber line” bridging analogy. Mathematical Thinking and Learning, 14, 265-284. http://dx.doi.org/10.1080/10986065.2012.717378 Vamvakoussi, X., & Vosniadou, S. (2012). Bridging the gap between the dense and the discrete: the number line
and the “rubber line” bridging analogy. Mathematical Thinking and Learning, 14, 265-284. http://dx.doi.org/10.1080/10986065.2012.717378 Vergnaud, G. (1996). The theory of conceptual fields. In L.P. Steffe, P. Nesher, P. Cobb, G.A. Goldin, & B. Greer
(Eds.),
Theories
of
mathematical
learning
(pp. 219-244). Lawrence
Erlbaum
Associates. http://dx.doi.org/10.1159/000202727 Vosniadou, S. (2013). Conceptual change in learning and instruction: The framework theory approach. In S. Vosniadou (Ed.), International handbook of research on conceptual change (2nd ed., pp. 23-42). Routledge. http://dx.doi.org/10.4324/9780203154472 Vosniadou, S., Vamvakoussi, X., & Skopeliti, I. (2008). Τhe framework theory approach to conceptual change. In S. Vosniadou (Ed.), International handbook of research on conceptual change (1st ed., pp. 3-34). ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Ni, Y., & Zhou, Y-D. (2005). Teaching and learning fraction and rational numbers: the origins and implications
of
whole
number
bias. Educational
Psychologist,
40(1),
27–52. http://dx.doi.org/10.1207/
s15326985ep4001_3 Ni, Y., & Zhou, Y-D. (2005). Teaching and learning fraction and rational numbers: the origins and implications
of
whole
number
bias. Educational
Psychologist,
40(1),
27–52. http://dx.doi.org/10.1207/
s15326985ep4001_3 Ni, Y., & Zhou, Y-D. (2005). Teaching and learning fraction and rational numbers: the origins and implications
of
whole
number
bias. Educational
Psychologist,
40(1),
27–52. http://dx.doi.org/10.1207/
s15326985ep4001_3 Núñez, R., & Lakoff, G. (2005). The cognitive foundations of mathematics: The role of conceptual metaphor. In
J. I. D. Campbell (Ed.), Handbook of mathematical cognition (pp. 109 - 124). Psychology Press. http://dx.doi.org/10.4324/9780203998045 Siegler, R. S. (2006). Microgenetic analyses of learning. In W. Damon& R. M. Lerner (Eds.), D. Kuhn & R. S. Siegler (Volume Eds.), Handbook of child psychology (6th Ed., 2ndV., pp.464-510). John Wiley & Sons. http://dx.doi.org/10.1002/9780470147658.chpsy0211 Singer, F. M., & Voica, C. (2008). Between perception and intuition: Learning about infinity. Journal of
Mathematical Behavior, 27, 188–205. http://dx.doi.org/10.1016/j.jmathb.2008.06.001 Smith III, J. P. (1995). Competent reasoning with rational numbers. Cognition and Instruction, 13(1), 3-50. http://dx.doi.org/10.1207/s1532690xci1301_1 Smith, C. L., Solomon, G. E. A., & Carey, S. (2005). Never getting to zero: Elementary school students’
understanding of the infinite divisibility of number and matter. Cognitive Psychology, 51, 101–140. http://dx.doi.org/10.1016/j.cogpsych.2005.03.001 Steffe, L. P., & Thompson, P. W. (2000). Teaching experiment methodology: Underlying principles and essential
elements. In A. E. Kelly & R. Lesh (Eds.), Handbook of research design in mathematics and science
education (pp. 267-307). Routledge. https://doi.org/10.4324/9781410602725 Steffe, L. P., & Thompson, P. W. (2000). Teaching experiment methodology: Underlying principles and essential
elements. In A. E. Kelly & R. Lesh (Eds.), Handbook of research design in mathematics and science
education (pp. 267-307). Routledge. https://doi.org/10.4324/9781410602725 Tirosh, D., Fischbein, E., Graeber, A. O., & Wilson, J. W. (1999). Prospective elementary teachers’ conceptions of
rational
numbers. Retrieved
May
05,
2005
from
http://jwilson.coe.uga.edu/Texts.Folder/
Tirosh/Pros.El.Tchrs.html Tirosh, D., Fischbein, E., Graeber, A. O., & Wilson, J. W. (1999). Prospective elementary teachers’ conceptions of
rational
numbers. Retrieved
May
05,
2005
from
http://jwilson.coe.uga.edu/Texts.Folder/
Tirosh/Pros.El.Tchrs.html Torbeyns, J., Schneider, M., Xin, Z., & Siegler, R. S. (2015). Bridging the gap: Fraction understanding is central
to mathematics achievement in students from three different continents. Learning and Instruction, 37, 5-
13. http://dx.doi.org/10.1016/j.learninstruc.2014.03.002 Torbeyns, J., Schneider, M., Xin, Z., & Siegler, R. S. (2015). Βιβλιογραφία Univerzita Karlova v Praze, Pedagogická
Faculta. http://erme.site/wp-content/uploads/2021/06/CERME2_proceedings.pdf Malara, N. (2001). From fractions to rational numbers in their structure: Outlines for an innovative didactical
strategy and the question of density. In J. Novotná (Ed.), Proceedings of the 2nd Conference of the European
Society for Research Mathematics Education II (pp. 35–46). Univerzita Karlova v Praze, Pedagogická
Faculta. http://erme.site/wp-content/uploads/2021/06/CERME2_proceedings.pdf McMullen, J., Laakkonen, E., Hannula-Sormunen, M., & Lehtinen, E. (2015). Modeling the developmental
trajectories
of
rational
number
concept(s). Learning
and
Instruction, 37,
14-20. http://dx.doi.org/10.1016/j.learninstruc.2013.12.004 McMullen, J., Laakkonen, E., Hannula-Sormunen, M., & Lehtinen, E. (2015). Modeling the developmental
trajectories
of
rational
number
concept(s). Learning
and
Instruction, 37,
14-20. http://dx.doi.org/10.1016/j.learninstruc.2013.12.004 Merenluoto, K., & Lehtinen, E. (2002). Conceptual change in mathematics: Understanding the real numbers. In:
M. Limon, & L. Mason (Eds.), Reconsidering conceptual change: Issues in theory and practice (pp. 233–
258). Kluwer. http://dx.doi.org/10.1007/0-306-47637-1_13 Merenluoto, K., & Lehtinen, E. (2002). Conceptual change in mathematics: Understanding the real numbers. In:
M. Limon, & L. Mason (Eds.), Reconsidering conceptual change: Issues in theory and practice (pp. 233–
258). Kluwer. http://dx.doi.org/10.1007/0-306-47637-1_13 Moss, J. (2005). Pipes, tubes, and beakers: new approaches to teaching the rational-number system. In M. S. Donovan & J. D. Bransford (Eds.), How students learn: mathematics in the classroom (pp. 121–162). National Academic Press. https://nap.nationalacademies.org/read/11101/chapter/6 Moss, J. (2005). Pipes, tubes, and beakers: new approaches to teaching the rational-number system. In M. S. Donovan & J. D. Bransford (Eds.), How students learn: mathematics in the classroom (pp. 121–162). National Academic Press. https://nap.nationalacademies.org/read/11101/chapter/6 Neumann, R. (1998). Students’ ideas on the density of fractions. In H.G. Weigand, A. Peter-Koop, N.Neil,
K.Reiss, G. Torner & B. Wollring (Eds.), Proceedings of the Annual Meeting of the Gesellschaft fur Didaktik
der
Mathematik
(pp. 97-104). Retrieved
June
13
2022
from Neumann, R. (1998). Students’ ideas on the density of fractions. In H.G. Weigand, A. Peter-Koop, N.Neil,
K.Reiss, G. Torner & B. Wollring (Eds.), Proceedings of the Annual Meeting of the Gesellschaft fur Didaktik
der
Mathematik
(pp. 97-104). Retrieved
June
13
2022
from
http://webdoc.gwdg.de/ebook/e/gdm/1998/neumann3.pdf der
Mathematik
(pp. 97-104). Retrieved
June
13
2022
from
http://webdoc.gwdg.de/ebook/e/gdm/1998/neumann3.pdf pp
http://webdoc.gwdg.de/ebook/e/gdm/1998/neumann3.pdf 63 ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 ABSTRACT A major source of difficulty in the transition from natural to rational numbers is the
interference of natural number knowledge in rational number learning. The
framework theory approach to conceptual change assumes that students use their
initial theories of numbers as natural numbers to make sense of rational numbers;
and that the background assumptions of these theories are not easily revised, an
example being the idea that numbers are discrete. Natural numbers are indeed
discrete (i.e., given any natural number, it is always possible to define its successor
in the natural numbers set). On the contrary, rational numbers are densely ordered
(i.e., given any rational number, it is never possible to define its successor). The idea
of discreteness stands in the way of students’ understanding of the density of
rational numbers. We present a teaching experiment that investigated 15 11th
graders’ understanding of two different aspects of density, namely the fact that
there are infinitely many numbers in any rational number interval (“infinity of
intermediates”); and that no rational number has a successor (“no successor
principle”). We hypothesized that these aspects of density, although mathematically
equivalent, are not equally challenging for students. First, students’ initial
understandings of density were pre-tested in individual interviews; then each
student was exposed to the idea of the arithmetic mean of two numbers that, in
principle, could support understanding of both aspects of density; and, finally, each
student revisited the tasks of the pretest and was prompted, when necessary, to use
the idea of the arithmetic mean. Most students grasped the “infinity of
intermediates” but all continued to assume the successor principle. From the
perspective of the framework theory approach to conceptual change, this is a
synthetic conception, since students accept the infinity of intermediates while
retaining the successor principle. How 10th graders understand the dense ordering of rational numbers: a
teaching experiment Dimitris FOKAS1, Xenia VAMVAKOUSSI2 1 Department of Primary Education, School of Humanities and Social Sciences, University of Western Macedonia
2 Department of Early Childhood Education, School of Education, University of Ioannina ΨΥΧΟΛΟΓΙΑ | PSYCHOLOGY, 27 (1), 48-65 Lawrence
Erlbaum Associates. http://dx.doi.org/10.4324/9780203154472 64 ΦΩΚΑΣ & ΒΑΜΒΑΚΟΥΣΗ (2022) ΕΜΠΕΙΡΙΚΗ ΕΡΓΑΣΙΑ | RESEARCH PAPER Xenia Vamvakoussi,
University of Ioannina,
Department of Early
Childhood Education,
Metavatiko ktirio, 45110
University Campus, Ioannina
xvamvak@uoi.gr CORRESPONDENCE © 2022, Dimitris Fokas, Xenia Vamvakoussi
Licence CC-BY-SA 4.0 © 2022, Dimitris Fokas, Xenia Vamvakoussi
Licence CC-BY-SA 4.0 65
|
https://openalex.org/W4284688662
|
https://www.frontiersin.org/articles/10.3389/fpls.2022.945471/pdf
|
English
| null |
SoyMAGIC: An Unprecedented Platform for Genetic Studies and Breeding Activities in Soybean
|
Frontiers in plant science
| 2,022
|
cc-by
| 8,891
|
ORIGINAL RESEARCH
published: 07 July 2022
doi: 10.3389/fpls.2022.945471 ORIGINAL RESEARCH
published: 07 July 2022
doi: 10.3389/fpls.2022.945471 SoyMAGIC: An Unprecedented
Platform for Genetic Studies and
Breeding Activities in Soybean
Seyed Mohammad Hashemi , Gregory Perry , Istvan Rajcan and Milad Eskandari *
Department of Plant Agriculture, Ontario Agriculture College, University of Guelph, Guelph, ON, Canada Multi-Parent Advanced Generation Inter-Cross (MAGIC) populations are emerging genetic
platforms for high-resolution and fine mapping of quantitative traits, such as agronomic
and seed composition traits in soybean (Glycine max L.). We have established an eight-
parent MAGIC population, comprising 721 recombinant inbred lines (RILs), through conical
inter-mating of eight soybean lines. The parental lines were genetically diverse elite cultivars
carrying different agronomic and seed composition characteristics, including amino acids
and fatty acids, as well as oil and protein concentrations. This study aimed to introduce
soybean MAGIC (SoyMAGIC) population as an unprecedented platform for genotypic
and phenotypic investigation of agronomic and seed quality traits in soybean. The RILs
were evaluated for important seed composition traits using replicated field trials during
2020 and 2021. To measure the seed composition traits, near-infrared reflectance (NIR)
was employed. The RILs were genotyped using genotyping-by-sequencing (GBS) method
to decipher the genome and discover single-nucleotide polymorphic (SNP) markers among
the RILs. A high-density linkage map was constructed through inclusive composite interval
mapping (ICIM). The linkage map was 3,770.75 cM in length and contained 12,007 SNP
markers. Chromosomes 11 and 18 were recorded as the shortest and longest linkage
groups with 71.01 and 341.15 cM in length, respectively. Observed transgressive
segregation of the selected traits and higher recombination frequency across the genome
confirmed the capability of MAGIC population in reshuffling the diversity in the soybean
genome among the RILs. The assessment of haplotype blocks indicated an uneven
distribution of the parents’ genomes in RILs, suggesting cryptic influence against or in
favor of certain parental genomes. The SoyMAGIC population is a recombined genetic
material that will accelerate further genomic studies and the development of soybean
cultivars with improved seed quality traits through the development and implementation
of reliable molecular-based toolkits. Keywords: soybean (Glycine max L.), genetic linkage map, genotyping by sequencing, multi-parent advanced
generation inter-crosses, Seed composition/quality Edited by:
Kazuo N. Watanabe,
University of Tsukuba, Japan Reviewed by:
Giriraj Kumawat,
ICAR Indian Institute of Soybean
Research, India
Milind B. Ratnaparkhe,
ICAR Indian Institute of Soybean
Research, India *Correspondence:
Milad Eskandari
meskanda@uoguelph.ca Specialty section:
This article was submitted to
Plant Breeding,
a section of the journal
Frontiers in Plant Science Specialty section:
This article was submitted to
Plant Breeding,
a section of the journal
Frontiers in Plant Science
Received: 16 May 2022
Accepted: 17 June 2022
Published: 07 July 2022 Received: 16 May 2022
Accepted: 17 June 2022
Published: 07 July 2022 ORIGINAL RESEARCH
published: 07 July 2022
doi: 10.3389/fpls.2022.945471 INTRODUCTION The latter is facilitated by
cost-effective, continuing, and reliable advances in high-throughput
genotyping and phenotyping technologies that facilitated the
establishment and evaluation of MAGIC populations with a large
number of RILs along with well-developed phenotypic datasets. Since the 1920s, soybean [Glycine max (L.) Merr.] has been
one of the major sources of protein and oil for human food
and livestock feed in Canada (Singh and Hymowitz, 1999). Demand for this “king of beans” has been steadily increasing
year-over-year due to its nutritional values for human and
livestock, as well as industrial applications (Thrane et al., 2017). This growing demand has created a significant market for
varieties with increased seed quality and yield, along with a
range of improved agronomic traits. However, one of the main
challenges for soybean breeders is the complexity associated
with accumulating many of the desired quantitative traits in
new cultivars. Many of these traits are regulated by multiple
genes, located in different genomic regions, and tend to
be dynamically regulated by a range of environmental, molecular,
and biochemical factors (Whiting et al., 2020). A crucial step
toward overcoming this challenge is deciphering the genetic
structure of these quantitative traits, which can provide a
prospect for plant breeders on how to select and develop
cultivars with accumulated required traits. number of RILs along with well developed phenotypic datasets. The objective of this study was to develop and establish Soy
MAGIC, an 8-founder soybean MAGIC population carrying
various agronomic and seed composition traits, which can
be used by researchers as an everlasting platform for deciphering
and fine mapping of QTL associated with their target traits,
and also to develop new value-added cultivars. Here, we present
the process of SoyMAGIC development, high-density genetic
linkage map construction as well as genetic features and validation
of the population as a new genetic tool in soybean. The SoyMAGIC
population with hundreds of RILs, each with a unique genetic
combination of the eight parents and phenotypic performance,
delivers a broad genetic resource for improving genetic gains
of important traits in breeding programs as well as allowing
for high precision QTL mapping of complex traits in soybean. Producing genetically recombinant crops through crossing
two genetically diverse parents, so-called bi-parental crosses,
has been one of the most important and common approaches
for genetic studies and cultivar developments by plant geneticists
and breeders. INTRODUCTION populations in self-pollinated crops includes crossing multiple
genetically diverse inbred parental lines for several cycles, followed
by single-seed descent selection process to produce recombinant
inbred lines (RILs) carrying a mosaic of genome blocks from
all parents (Scott et al., 2020). So far, the successful establishment
of MAGIC population has been presented for several strategic
crops such as maize (Jiménez-Galindo et al., 2019), barley
(Novakazi et al., 2020), rice (Ponce et al., 2018), soybean
(Shivakumar et al., 2018), and wheat (Stadlmeier et al., 2018). Scientific research publications in which MAGIC populations
are used as the platform is showing a 250% increase in the last
10 years (Diouf and Pascual, 2021). The latter is facilitated by
cost-effective, continuing, and reliable advances in high-throughput
genotyping and phenotyping technologies that facilitated the
establishment and evaluation of MAGIC populations with a large
number of RILs along with well-developed phenotypic datasets. The objective of this study was to develop and establish Soy
MAGIC, an 8-founder soybean MAGIC population carrying
various agronomic and seed composition traits, which can
be used by researchers as an everlasting platform for deciphering
and fine mapping of QTL associated with their target traits,
and also to develop new value-added cultivars. Here, we present
the process of SoyMAGIC development, high-density genetic
linkage map construction as well as genetic features and validation
of the population as a new genetic tool in soybean. The SoyMAGIC
population with hundreds of RILs, each with a unique genetic
combination of the eight parents and phenotypic performance,
delivers a broad genetic resource for improving genetic gains
of important traits in breeding programs as well as allowing
for high precision QTL mapping of complex traits in soybean. populations in self-pollinated crops includes crossing multiple
genetically diverse inbred parental lines for several cycles, followed
by single-seed descent selection process to produce recombinant
inbred lines (RILs) carrying a mosaic of genome blocks from
all parents (Scott et al., 2020). So far, the successful establishment
of MAGIC population has been presented for several strategic
crops such as maize (Jiménez-Galindo et al., 2019), barley
(Novakazi et al., 2020), rice (Ponce et al., 2018), soybean
(Shivakumar et al., 2018), and wheat (Stadlmeier et al., 2018). Scientific research publications in which MAGIC populations
are used as the platform is showing a 250% increase in the last
10 years (Diouf and Pascual, 2021). INTRODUCTION Genetic variation of the parental lines provides
the opportunity to decipher and map genomic regions,
quantitative trait loci (QTL), which are associated with the
trait of interest (Miles et al., 2008). A wide range of genetic
studies have been conducted to date to identify QTL regions
associated with soybean seed quality traits using bi-parental
populations (Eskandari et al., 2013; Pei et al., 2018; Chen
et al., 2021). Nevertheless, bi-parental populations despite having
strong mapping power suffer from insufficiency of recombination
events and genetic diversity for a given locus, which results
from genetic segregation of loci coming from only two parents
(Diouf and Pascual, 2021). In addition, in respect to soybean
seed quality traits, as each QTL has a smaller effect on the
trait (Diers et al., 1992; Hu et al., 2021), achieving higher
mapping resolution, i.e., “fine mapping,” for developing more
durable molecular markers, can be challenging using this type
of populations. Citation: Hashemi SM, Perry G, Rajcan I and
Eskandari M (2022) SoyMAGIC: An
Unprecedented Platform for Genetic
Studies and Breeding Activities in
Soybean. Front. Plant Sci. 13:945471. doi: 10.3389/fpls.2022.945471 Front. Plant Sci. 13:945471. doi: 10.3389/fpls.2022.945471 July 2022 | Volume 13 | Article 945471 1 Frontiers in Plant Science | www.frontiersin.org Soybean 8-Parent MAGIC Population Hashemi et al. Frontiers in Plant Science | www.frontiersin.org DNA Extraction and High-Throughput
Genotyping yp
g
Young leaves were collected from each individual RILs and
parental lines and stored at −80° C after lyophilization. Afterward,
DNA was extracted using the Macherey-Nagle NuceloSpin II
DNA kit (MACHEREY-NAGEL, Germany) according to the
manufacturer’s instructions. DNA quality and quantity were
assessed through Nano-drop spectrophotometer ND-1000
(Nanodrop Technologies, Inc., Wilmington, DE, United States)
along with a Qubit v2.0 Fluorometer (Thermo Fisher Scientific
Inc., United States), respectively. DNA quality of parental lines
was verified using 1% agarose gel (Voltage) and stained with
ethidium bromide prior to imaging on a GelDoc system
(Supplementary Figure S1). FIGURE 1 | The conical cross used to establish the SoyMAGIC population. Capital words are representing eight elite parental cultivars, (A) OAC Prosper,
(B) OAC 13-55C-HL, (C) OAC 07-78C-LL, (D) AC X790P, (E) RG 46, (F) RG
22, (G) RG 11, and (H) RG 23. Two-way crosses are represented by lower
case letters (ab, bc, cd, de, ef, fg, gh, and ha). Four-way crosses are
represented by four lowercase letters (abcd, bcde, bcde, fgde, ghef, hafg,
ghab, and habc). Eight-way crosses are represented by eight lowercase
letters (bcdeghab, fgdehabc, ghefabcd, hafgbcde, etc.). Black circles are
showing the selfing generations, which ends up to the final RILs. FIGURE 1 | The conical cross used to establish the SoyMAGIC population. Capital words are representing eight elite parental cultivars, (A) OAC Prosper,
(B) OAC 13-55C-HL, (C) OAC 07-78C-LL, (D) AC X790P, (E) RG 46, (F) RG
22, (G) RG 11, and (H) RG 23. Two-way crosses are represented by lower
case letters (ab, bc, cd, de, ef, fg, gh, and ha). Four-way crosses are
represented by four lowercase letters (abcd, bcde, bcde, fgde, ghef, hafg,
ghab, and habc). Eight-way crosses are represented by eight lowercase
letters (bcdeghab, fgdehabc, ghefabcd, hafgbcde, etc.). Black circles are
showing the selfing generations, which ends up to the final RILs. (
pp
y
g
)
To genotype the RILs, sequencing libraries were prepared
based on the genotyping by sequencing (GBS) protocol as
explained by Elshire et al. (2011) except for the use of selective
primers, which is described by Sonah et al. (2013) at the
Plateforme d’analyses ge’nomiques (IBIS, Universite´ Laval). Normalized DNA concentrations of 10 ng/ml and restriction
endonuclease of “ApeKI” were used in library preparation. Parental lines were genotyped by whole genome sequencing
to obtain comprehensive genetic information as well as enough
material for further investigations. Development of Soybean MAGIC
Population p
To develop the SoyMAGIC population, the following eight
elite soybean lines were used as the founders: (A) OAC Prosper
(Eskandari et al., 2017), (B) OAC 13-55C-HL, (C) OAC 07-78C-
LL, (D) AC X790P (Poysa and Buzzell, 2001), (E) RG 46, (F)
RG 22, (G) RG 11, and (H) RG 23 (Figure 1). These genetically
diverse parental lines were selected based on their diverse
phenotypic performance for important agronomic and seed
quality traits (Table 1). Parental lines were inter-crossed in
the form of conical crosses, consisting of eight parents and
three cycles of crosses (Figure 1). In the first cycle, for each
cross, the F1 seeds of eight 2-way mating combinations of the
eight parents were generated in a way that each parent was
used once as the female parent and once as the male parent. In the second cycle, F1 seeds of eight 4-way crosses, executed
between the 2-way F1 plants, were generated such that each
founding parent is present only once as the female and once
as the male. Following the same pattern, the F1 seeds of eight
8-way crosses were generated by crossing the 4-way F1 plants. The plants resulting from the advanced inter-crossing stage
were progressed four generations by single seed decent (SSD)
to create 721 homozygous recombinant inbreed individuals. To address these limitations, various strategies have been
proposed, including Advanced Intercrossed Lines (AILs), and
Genome-Wide Association Studies (GWAS; Darvasi and Soller,
1995; Ozaki et al., 2002). However, AILs suffer from a low
degree of genetic variation as a result of the presence of only
two parents, and GWAS efficiency is also limited because of
undetermined pedigree, missing parental information, and
obtaining some false positive responses (Tam et al., 2019). A
novel approach called “Multi-parent Advanced Generation Inter
Crosses (MAGIC),” which was introduced by Kover et al. (2009),
can to some extent address the above issues. In this approach,
MAGIC populations resolve the issues associated with bi-parental
analyses, and have a greater overall power in terms of genetic
diversity, population structure, and mapping resolution (Huang
et al., 2015; Diouf and Pascual, 2021). Developing MAGIC July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 2 Soybean 8-Parent MAGIC Population Hashemi et al. FIGURE 1 | The conical cross used to establish the SoyMAGIC population. Development of Soybean MAGIC
Population Capital words are representing eight elite parental cultivars, (A) OAC Prosper,
(B) OAC 13-55C-HL, (C) OAC 07-78C-LL, (D) AC X790P, (E) RG 46, (F) RG
22, (G) RG 11, and (H) RG 23. Two-way crosses are represented by lower
case letters (ab, bc, cd, de, ef, fg, gh, and ha). Four-way crosses are
represented by four lowercase letters (abcd, bcde, bcde, fgde, ghef, hafg,
ghab, and habc). Eight-way crosses are represented by eight lowercase
letters (bcdeghab, fgdehabc, ghefabcd, hafgbcde, etc.). Black circles are
showing the selfing generations, which ends up to the final RILs. pest, and weed management treatments. Plants in three middle
rows were harvested after reaching full maturity. t
The total chemical composition of soybean seed (30 g)
was measured using Perten DA 7250 SD Near-Infrared
Reflectance
(NIR)
spectrometer
(Perten
Instruments,
Hägersten, Sweden). Seed samples were placed in a 9 mm
diameter clear glass bottle at 4 mm height for the NIR
spectrometer. Evaluation of seeds was performed for chemical
components concentration as intact (without any treatment)
using calibrations provided by Perten Instruments, as reported
by Whiting et al. (2020). Three technical replications were
applied for each measurement. Statistical analysis and
visualization of the phenotype data were completed using
R software packages including ggplot2, heatmaply, pastecs,
and plotly. 1https://vcftools.github.io/ DNA Extraction and High-Throughput
Genotyping Sequencing reads of parental
lines were aligned to the reference genome, “William 82.” For
the RILs, the variant call format (VCF) file was filtered out
via VCFtools.1 After removing markers with more than 80%
missing rate 183,482 SNPs remained out of 2,797,528 SNP
markers. After individual level filtering, out of 760 individuals,
721 remained. Only bi-allelic SNPs remained. SNP imputation
for the missing genotypes was carried out based on the haplotype
structure of parental lines. TABLE 1 | Descriptive characteristics of the parental lines for establishing the
SoyMAGIC population. SoyMAGIC population. Parent ID
Parent name
Comment/characteristic
A
OAC Prosper
High protein, high yield, large seed, semi-
determinate
B
OAC 13-55C-HL
High protein, high yield, and high linoleic
C
OAC 07-78C-LL
High protein, high yield, and low linoleic
D
AC X790P
Average yield, very high protein, large seed size
E
RG 46
High protein and oleic acid
F
RG 22
High oil, low stearic, and high linoleic acids
G
RG 11
High oil, high oleic, and low linolenic acids
H
RG 23
High protein, low stearic, and high oleic acids Parent ID
Parent name
Comment/characteristic mental Design and Phenotyping The RIL population was propagated in Ridgetown, Ontario,
Canada (42°26′55.32″ N, 81°52′41.49″ W), during 2020 and
2021. The experiment was set up as a randomized complete
block design (RCBD) with nearest neighbor adjustment and
two replicates. Each plot consisted of five rows, 4.2 m long,
with a row spacing of 43 cm. The rows were trimmed to 3.8 m
in length after emergence, and the inside three rows were
harvested. In each plot, 500 soybean seeds were planted to
reach a plant density of 54 seeds per square meter (m−1). The
plots were managed using conventional standard tillage, standard Physical map investigation and visualization were completed
using rMVP and ggplot2 packages, R software (Wickham, 2017;
Yin et al., 2021). Allelic contribution of parental lines in each
chromosome was measured using “calc.genoprob” function with
an error probability of 0.01 in the qtl2 package, R software
(Broman et al., 2019). July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 3 Hashemi et al. Soybean 8-Parent MAGIC Population Genomic Features and Recombination
Frequency of SoyMAGICt Genomic Features and Recombination
Frequency of SoyMAGICt Phenotypic Variation in SoyMAGICh Phenotypic Variation in SoyMAGIC
The normal distribution of phenotypic data was verified and
confirmed by Shapiro Wilk test after removing outliers. As
illustrated in Table 2, descriptive statistics of phenotypic data
for RILs and parental lines were calculated. Almost all the selected
seed composition traits showed lower minimums and higher
maximums for RILs than parental lines. Moreover, the mean
value of the protein and oil concentration was recorded higher
in RILs than in parental lines. In terms of the fatty acids, the
mean value of oleic, palmitic, and stearic acids decreased, whereas
the mean value of linolenic and linoleic acids increased in RILs
as compared to the parental lines. Amino acids such as histidine,
alanine, tryptophan, phenylalanine, tyrosine, and proline had 2https://www.soybase.org/gb2/gbrowse/glyma.Wm82.gnm4/ Population Structure Principal component analysis (PCA) was carried out using TASSEL
V5.2 to calculate the patterns of multi-locus variation (Bradbury
et al., 2007). To illustrate the dispersion of the RILs in the
population, the first two principal components (PCs) were used. According to the method of (Nei and Li, 1979), pairwise similarity
coefficients were determined for all pairwise combinations of
the RILs. To explore and visualized the familial relatedness among
RILs, a Kinship matrix was also calculated using Genome
Associated Prediction Integrated Tool (GAPIT) package in R
(Lipka et al., 2012; Supplementary Figures S2 and S3). After discarding markers with a MAF ≤0.05 and heterozygous
rate ≤0.13 from the 183,342 polymorphic SNPs and 721
individuals, 716 individuals with 122,747 SNPs remained, which
were distributed across the whole soybean genome with an
average spacing of 0.915 kb. Marker distribution varied among
and within 20 chromosomes of soybean (Figure 3A). In the
physical map, the largest and smallest numbers of markers
were observed in Chromosomes 18 and 11 with 13,476 and
1,644 SNPs, respectively (Figure 3B). The mean genome-wide
SNP number was recorded as 6,317 per chromosome (Figure 3B). Comparison of detected chromosome-wide markers with a gene
density of G. max cultivar “William 82, genome assembly
version 4” (Schmutz et al., 2010) demonstrated higher SNP
frequency in the centromeric region of chromosome 2, 4, 18,
and 20.2h Construction of Genetic Linkage Map Markers with heterozygosity of more than 12.5% were discarded. The distribution of average major allele frequency (AF),
minor AF, and proportion of heterozygotes is illustrated in
Figure 4. The average proportion of heterozygotes was 0.121
and 0.034 in the RILs and the parental lines, respectively. Average minor AF was 0.268 in parental lines and 0.188 among
RILs, while the average major allele frequency was 0.732 and
0.812 in parental lines and RILs, respectively. The results
indicated that the average MAF of the RILs was ranged from
0.101 on chromosome 19 to 0.337 on chromosome 14. This
suggests that the SoyMAGIC RILs have higher average MAF
and adequate polymorphism than the threshold (MAF < 0.05)
for further genomic studies. Additionally, genome-wide and chromosome-wide assessment
of parent’s allelic probability suggested that some parents
contributed more to the SoyMAGIC RILs than others. Parents
A and B with an average contribution of 19.3% and 14.2%,
respectively, were more influential than the others (Figure 5). In contrast, parents D and E with an average contribution of
9.6% and 9.3%, respectively, were the least influential ones. Chromosomes 5 and 15 were recorded as the most unbalanced
chromosomes with a maximum representation of parents A
and G, respectively, and a minimum representation of parent
F in both chromosomes. Construction of Genetic Linkage Map Construction of Genetic Linkage Map
Genetic linkage map constriction of SoyMAGIC population was
conducted using the inclusive composite interval mapping (ICIM-
ADD) method in GAPL V1.2 software (Zhang et al., 2019). Before running the map construction, quality of the genotypic
data was checked by the software. First, “SNP data conversion”
function was used to convert the genetic dataset to the format
of the software. Non-polymorphed markers either in parents or
progenies and markers which were missing in one or more parents
were filtered out. Afterward, identification and filtering of redundant
markers was applied to remove the markers with a missing rate
of ≥10%, while the markers with the minimum missing rate
were set to present the co-localized markers. In a particular
population, a set of co-localized markers was defined as one
bin. Markers with heterozygosity of more than 12.5% were discarded. “Map construction in multi-parent derived pure-line
populations” function was used to construct the genetic linkage
map of SoyMAGIC population. Anchoring of markers with
known chromosome ID on the physical map was the first
step. Then, a grouping of markers was accomplished through
anchored marker information and a threshold of marker
recombination frequency (REC) of 0.3 for unanchored markers. For marker ordering, the two-optTSP and nearest-neighbor
algorithms were used (Lin and Kernighen, 1973). Eventually,
a window size of five-SNP was used as the rippling standard
to measure the sum of adjacent recombination frequencies. Kosambi’s mapping function was used to convert the
recombination frequency into map distance and the visualization
of the genetic map was carried out using LinkageMapView
package in R software (Ouellette et al., 2018). g
p
Genetic linkage map constriction of SoyMAGIC population was
conducted using the inclusive composite interval mapping (ICIM-
ADD) method in GAPL V1.2 software (Zhang et al., 2019). Before running the map construction, quality of the genotypic
data was checked by the software. First, “SNP data conversion”
function was used to convert the genetic dataset to the format
of the software. Non-polymorphed markers either in parents or
progenies and markers which were missing in one or more parents
were filtered out. Afterward, identification and filtering of redundant
markers was applied to remove the markers with a missing rate
of ≥10%, while the markers with the minimum missing rate
were set to present the co-localized markers. In a particular
population, a set of co-localized markers was defined as one
bin. RESULTS Population Development and Genotyping
A set of 721 soybean MAGIC RILs was produced through
three and four generations of advanced inter-crossing and self-
pollination, respectively (Figure 1). GBS of RILs resulted in
a total of 183,342 SNPs that were polymorphic between the
eight parents and RILs. The RILs were on average 87.9%
homozygous and appeared highly diverse and clustered uniformly
relative to their eight parents, among which RG11, RG22, and
RG23 were closer to each other than the other parent-to-parent
relationships (Figure 2). July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 4 Hashemi et al. Soybean 8-Parent MAGIC Population higher mean values, whereas others had a lower mean for the
RILs than the parental lines. Pearson’s correlation coefficient
l
f h
d
l
l
d
b h
parental lines and RILs. A positive correlation between all measured
amino acids and seed protein concentration (r > 0.9) was observed. l
b
d b
h
FIGURE 2 | PCA and phylogenetic relationships of the 716 SoyMAGIC RILs and eight parental lines (in red) based on 122747 SNP markers. A
B
FIGURE 3 | SNP marker distribution on the genome of SoyMAGIC RILs. (A) Genome-wide distribution of SNP markers in the RILs of soybean MAGIC population. The number of SNPs is calculated and visualized in 1 Mb window size for each of the chromosomes (Chr). The number of markers per Mb is color-coded. (B) Number of SNP markers for each chromosome. The mean number of SNPs, 6317, across the whole genome was used as a baseline for intra-chromosome
comparisons. Chromosomes 18 and 11 with highest and lowest number of SNPs are highlighted, respectively. FIGURE 2 | PCA and phylogenetic relationships of the 716 SoyMAGIC RILs and eight parental lines (in red) based on 122747 SNP markers. FIGURE 2 | PCA and phylogenetic relationships of the 716 SoyMAGIC RILs and eight parental lines (in red) based on 122747 SNP markers. A
B
FIGURE 3 | SNP marker distribution on the genome of SoyMAGIC RILs. (A) Genome-wide distribution of SNP markers in the RILs of soybean MAGIC population. The number of SNPs is calculated and visualized in 1 Mb window size for each of the chromosomes (Chr). The number of markers per Mb is color-coded. (B) Number of SNP markers for each chromosome. RESULTS Summary
statistic tables describe genome-wide proportion of heterozygosity and frequency of major and minor alleles of SoyMAGIC population in parental lines and RILs. FIGURE 5 | Chromosome-wide and genome-wide allele contribution of parental lines. WG represents the contribution of parental lines in whole genome. A
B FIGURE 4 | Summary and pattern of genetic features in RILs and parental lines of SoyMAGIC population after filtering out of low-quality SNPs. (A) and (B) display
chromosome-wide distribution of minor allele frequency and mean proportion of heterozygosity in the SoyMAGIC parental lines and RILs, respectively. Summary
statistic tables describe genome-wide proportion of heterozygosity and frequency of major and minor alleles of SoyMAGIC population in parental lines and RILs. FIGURE 5 | Chromosome-wide and genome-wide allele contribution of parental lines. WG represents the contribution of parental lines in whole genome. FIGURE 5 | Chromosome-wide and genome-wide allele contribution of parental lines. WG represents the contribution of parental lines in whole genome. wide and genome-wide allele contribution of parental lines. WG represents the contribution of parental lines in whole genome. acids and fatty acids. In addition, as was expected, oleic acid
showed a significant negative correlation with linoleic and linolenic
acids (Figure 6). groups (LGs) with a total genome size of 3,770.75 centiMorgans
(cM; Table 3). The highest and lowest map length was observed
in LG18 and LG12 with 341.15 and 71.01 cM, respectively. The average length, across the LGs, was 188.54 cM. The number
of markers for each linkage group ranged from 237 to 1,422
with an average of 600.35 marker. Additionally, the average
marker interval was 0.37 cM. LG4 with an average distance RESULTS The mean number of SNPs, 6317, across the whole genome was used as a baseline for intra-chromosome
comparisons. Chromosomes 18 and 11 with highest and lowest number of SNPs are highlighted, respectively. B A A B FIGURE 3 | SNP marker distribution on the genome of SoyMAGIC RILs. (A) Genome-wide distribution of SNP markers in the RILs of soybean MAGIC population. The number of SNPs is calculated and visualized in 1 Mb window size for each of the chromosomes (Chr). The number of markers per Mb is color-coded. (B) Number of SNP markers for each chromosome. The mean number of SNPs, 6317, across the whole genome was used as a baseline for intra-chromosome
comparisons. Chromosomes 18 and 11 with highest and lowest number of SNPs are highlighted, respectively. parental lines and RILs. A positive correlation between all measured
amino acids and seed protein concentration (r > 0.9) was observed. However, negative correlation was observed between the amino higher mean values, whereas others had a lower mean for the
RILs than the parental lines. Pearson’s correlation coefficient
analysis of the seed quality traits was also measured among both July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 5 Soybean 8-Parent MAGIC Population Hashemi et al. A
B
FIGURE 4 | Summary and pattern of genetic features in RILs and parental lines of SoyMAGIC population after filtering out of low-quality SNPs. (A) and (B) display
chromosome-wide distribution of minor allele frequency and mean proportion of heterozygosity in the SoyMAGIC parental lines and RILs, respectively. Summary
statistic tables describe genome-wide proportion of heterozygosity and frequency of major and minor alleles of SoyMAGIC population in parental lines and RILs. acids and fatty acids. In addition, as was expected, oleic acid
showed a significant negative correlation with linoleic and linolenic
acids (Figure 6). groups (LGs) with a total genome size of 3,770.75 centiMorgans
(cM; Table 3). The highest and lowest map length was observed
in LG18 and LG12 with 341.15 and 71.01 cM, respectively. The average length, across the LGs, was 188.54cM. The number
A
B
FIGURE 4 | Summary and pattern of genetic features in RILs and parental lines of SoyMAGIC population after filtering out of low-quality SNPs. (A) and (B) display
chromosome-wide distribution of minor allele frequency and mean proportion of heterozygosity in the SoyMAGIC parental lines and RILs, respectively. Genetic Linkage Mapti After filtering out missing and low-quality markers using GAPL
V1.2, 12,007 polymorphic SNPs were grouped into 20 linkage July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 6 Soybean 8-Parent MAGIC Population Hashemi et al. TABLE 2 | Quantitative statistics for seed composition traits of parents and RILs in SoyMAGIC population. Traits
RILs
Parents
Min
Max
Mean
SD
Min
Max
Mean
SD
Protein
38.35
49.49
44.16
1.424
41.27
48.39
43.91
1.998
Oil
18.45
24.47
21.55
0.958
18.20
23.27
21.24
1.453
Palmitic acid
9.96
14.02
12.14
0.491
11.54
12.89
12.33
0.443
Stearic acid
2.80
5.45
4.14
0.364
3.37
5.54
4.40
0.651
Oleic acid
15.10
40.34
26.72
3.543
17.75
39.61
27.77
6.053
Linoleic acid
39.18
57.56
48.56
2.862
37.31
53.98
47.63
5.331
Linolenic acid
3.42
10.49
6.79
0.942
3.83
9.06
6.54
1.484
Alanine
1.66
2.02
1.85
0.045
1.75
1.98
1.83
0.064
Arginine
2.78
3.81
3.33
0.138
2.96
3.61
3.27
0.183
Cysteine
0.44
0.63
0.53
0.033
0.52
0.61
0.56
0.034
Glycine
1.67
2.05
1.85
0.051
1.77
2.01
1.85
0.071
Histidine
1.02
1.27
1.14
0.035
1.06
1.25
1.13
0.054
Isoleucine
1.82
2.23
2.06
0.056
1.92
2.19
2.01
0.081
Leucine
2.98
3.76
3.41
0.101
3.18
3.66
3.37
0.139
Lysine
2.28
3.02
2.76
0.078
2.52
2.98
2.73
0.122
Methionine
0.47
0.60
0.54
0.019
0.52
0.59
0.56
0.021
Phenylalanine
1.99
2.54
2.29
0.071
2.12
2.49
2.25
0.107
Proline
1.87
2.33
2.12
0.067
1.96
2.28
2.08
0.101
Serine
1.63
2.10
1.88
0.071
1.75
2.08
1.87
0.091
Threonine
1.46
1.76
1.60
0.044
1.51
1.73
1.59
0.065 TABLE 2 | Quantitative statistics for seed composition traits of parents and RILs in SoyMAGIC population. reciprocal conical design (Figure 1). To capture the maternal
cytoplasmic genetic variance of parents (Morgan, 2013), the
reciprocal
conical
crossing
strategy
was
used
during
population development. of 0.15 cM was recorded as the densest LG, whereas LG7 had
the largest average interval distance of 0.60 cM. The maximum
and minimum interval distances were observed in LG19 and
LG20 with 20.03 and 2.57 cM, respectively. p p
p
Soybean seed compositions, particularly oil and protein
concentrations, are among the most studied traits in soybean
due to their economic importance in the food and feed industries
(Kumawat et al., 2016). Frontiers in Plant Science | www.frontiersin.org Genetic Linkage Mapti Phenotypically, larger standard deviations,
maximum and minimum values of the selected traits of RILs
compared to parental lines (Table 2), confirmed the transgressive
segregations and indicated the capability of SoyMAGIC
population in reshuffling the genome in RILs. In fact,
intensification of the genetic variation across the genome of
RILs was because of the way that the population is developed. Similar results were reported for multi-parent populations of
other plant crops such as rice, maize, cowpea, and eggplant,
confirming the competence of multi-parent populations in
reshuffling of genome and improving the recombination level
(Dell’Acqua et al., 2015; Huynh et al., 2018; Ponce et al., 2020;
Mangino et al., 2022). Since the eight parents were all completely
inbred lines, the plants in each F1 set were homogeneously
heterozygous. Theoretically, the F1s resulting from the four-way
crosses, on the other hand, segregate and show substantial
heterogeneity (Figure 1). This heterozygosity and heterogeneity
generated individuals with recombined genotypes and phenotypes. Furthermore, using four generations of SSD selection, in which
we did not apply any targeted selective pressure for any of
the target traits, a genetically and phenotypically diverse RIL
population consisting of 721 was generated and established as
the SoyMAGIC population. DISCUSSION MAGIC populations are exceptional genetic resources for
improving the recombination frequency of resultant RILs and
discovering marker-trait relationships with high accuracy and
resolution accordingly (Scott et al., 2020). Multiple parents
with greater phenotypic and genetic variation, as well as multiple
rounds of inter-crossing and selfing, enhance the number of
recombination events and therefore maximize mapping accuracy
(Huang et al., 2015). Through inter-crossing diverse parents
for a particular trait, the genetic variability in the final RILs
increases, which is a decisive advantage of developing these
types of populations for genetic studies (Scott et al., 2020). Several studies have previously exploited MAGIC populations
for investigating genetic control of important trait in strategic
crops such as maize (Jiménez-Galindo et al., 2019), rice (Ponce
et al., 2018) and wheat (Stadlmeier et al., 2018). Here, we report
the establishment of a soybean MAGIC (SoyMAGIC) population
developed by combining eight parental lines that were genetically
and phenotypically diverse for several agronomic and seed
quality traits (Table 1, Supplementary Table S1, and Figure 1). In plant breeding programs, a large population size is one
of the necessary factors to maximize the mapping resolution
(Beavis, 1998; Rosenthal and Borschbach, 2014). The SoyMAGIC
population was maintained reasonably large at 721 RILs, to
accumulate a wider range of recombination events, using a In plant breeding programs, a large population size is one
of the necessary factors to maximize the mapping resolution
(Beavis, 1998; Rosenthal and Borschbach, 2014). The SoyMAGIC
population was maintained reasonably large at 721 RILs, to
accumulate a wider range of recombination events, using a To discriminate genotypes for their genetic diversity in plant
genetic and breeding activities, GBS has already been confirmed
to be an exceptionally efficient and cost-effective approach for July 2022 | Volume 13 | Article 945471 7 Hashemi et al. Soybean 8-Parent MAGIC Population FIGURE 6 | Pearson’s (r) correlation coefficient among seed quality traits in RILs of SoyMAGIC population. FIGURE 6 | Pearson’s (r) correlation coefficient among seed quality traits in RILs of SoyMAGIC population. FIGURE 6 | Pearson’s (r) correlation coefficient among seed quality traits in RILs of SoyMAGIC population TABLE 3 | Information on linkage map of the SoyMAGIC population. Linkage
group
Map
length
No. of
markers
No. Frontiers in Plant Science | www.frontiersin.org DISCUSSION of
bins
Interval distance
Max
Average
1
151.08
377
110
6.17
0.4
2
165.7
421
116
3.76
0.39
3
180.18
709
215
5.55
0.25
4
212.03
1,422
484
6.03
0.15
5
153.77
391
131
4.18
0.39
6
215.75
464
167
5.4
0.46
7
180.69
303
95
5.67
0.6
8
182.65
496
163
6.55
0.37
9
273.47
655
229
5.8
0.42
10
183.13
352
113
7.62
0.52
11
137.45
266
98
5.7
0.52
12
71.01
247
77
3.09
0.29
13
179.05
381
143
4.79
0.47
14
263.07
1,158
493
7.52
0.23
15
230.97
1,110
378
5.24
0.21
16
203.09
609
233
7.12
0.33
17
189.05
593
199
6.54
0.32
18
341.15
1,126
322
5.65
0.3
19
137.37
237
63
20.03
0.58
20
120.1
690
232
2.57
0.17
Total
3770.75
12,007
4,061
20.03
0.37 TABLE 3 | Information on linkage map of the SoyMAGIC population. the genotyping of large multi and bi-parental populations (He
et al., 2014; Kishor et al., 2021). WGS of parental lines has also
been reported as a highly effective genotyping strategy in
multiparent plant breeding programs, which can be employed
in further genetic investigations such as QTL mapping and
identification of candidate genes (Islam et al., 2016; Thyssen
et al., 2019). Detection of 183,342 SNP markers across the genome,
confirmed that GBS of RILs, imputed using WGS of the parental
lines, could be a suitable method for generating a high-resolution
map for soybean multiparent genotyping. In this study, higher
number of SNP markers was observed around telomeric regions
of most of the chromosomes, whereas chromosome 5, 7, 12
and 13 exhibited higher SNP density around centromeric area
(Figure 3). These results reflect the strength of SoyMAGIC
population in reshuffling alleles across the genome and providing
a highly recombined genomic platform suitable for discovering
QTL/candidate genes associated with complex traits. Theoretically,
in an 8-parent MAGIC population, each of the parental lines
should contribute 12.5%. However, certain paternal lines contributed
more to the SoyMAGIC population than others (Figure 5). The
observed variance in the contribution of founders might be caused
by a variety of genotypic or environmental factors such as fertility
reduction or male sterility due to environmental conditions
(Brauner-Otto, 2014; Li et al., 2019). July 2022 | Volume 13 | Article 945471 8 Soybean 8-Parent MAGIC Population Hashemi et al. DISCUSSION Genotypic and phenotypic data generated for these studies
will be stored and made available to breeders for improving
their selection criteria and establishing efficient breeding strategies. DISCUSSION in order to maintain maternal genetic materials and high
recombination rate in the RILs The population represents a
FIGURE 7 | Genetic linkage map constructed from SoyMAGIC. It has been shown that SNP discovery in soybeans is a
challenging and time-consuming process (Wu et al., 2010). Limited
sequence variation in currently cultivated varieties as well as
the complicated nature of the soybean genome are two critical
factors causing the complications (Choi et al., 2007). Considering
these challenges, we have constructed a new and high-density
genetic linkage map that contains 12,007 SNP markers with a
genome length of 3,770.75 cM by employing an eight-parent
RIL population. Compare to the previous studies on soybean
genetic linkage maps of bi-parental populations (Hyten et al.,
2010; Song et al., 2016), the current map demonstrated a greater
number of distinct sites, comparable genome length, and shorter
average bin size (Table 3, Figure 7). In comparison to bi-parental
populations (Hyten et al., 2010), the SoyMAGIC population
displayed a significantly higher number of marker alleles at each
locus, which reflects the capacity of SoyMAGIC for enhancing
genetic variation and recombination frequency in the population. Establishing genetic linkage map is an important step for
the dissection of genome regions associated with important
agronomic and quality traits through identifying the location
of quantitative trait loci (QTL; Williams, 2018). Through
improving genetic recombination in RILs, SoyMAGIC has
provided a desired platform for discovering marker’s location
across the genome and constructing a high-density genetic
linkage map, which, in turn, provided a strong platform for
further marker-trait association investigations. So far, several
MAGIC population-derived RILs have been developed to dissect
the genome of many crops using different mapping strategies
(Scott et al., 2020). For instance, Huynh et al. (2018) used
linkage map in an eight parent cowpea MAGIC population
with 305 RILs, leading to the successful detection of four QTL
underlying flowering time. Huang et al. (2021) using genome-
wide association mapping in an 8-way upland cotton MAGIC
population, discovered 177 SNPs strongly associated with nine
agronomic traits in multiple environments. SoyMAGIC population
will provide researchers with immortal diverse plant materials
that can be tested across a wide range of environments with
different types of biotic and abiotic stresses for discovering
environment-specific effects of genomic regions associated with
traits. Frontiers in Plant Science | www.frontiersin.org REFERENCES Eskandari, M., Cober, E. R., and Rajcan, I. (2013). Genetic control of soybean
seed oil: II. QTL and genes that increase oil concentration without decreasing
protein or with increased seed yield. Theor. Appl. Genet. 126, 1677–1687. doi: 10.1007/s00122-013-2083-z Beavis, W. D. (1998). QTL Analyses: Power, Precision, and Accuracy. 1st Edn. Boca Raton, FL: CRC Press. He, J., Zhao, X., Laroche, A., Lu, Z. X., Liu, H. K., and Li, Z. (2014). Genotyping-
by-sequencing (GBS), an ultimate marker-assisted selection (MAS) tool to
accelerate plant breeding. Front. Plant Sci. 5, 1–8. doi: 10.3389/fpls.2014.00484 Bradbury, P. J., Zhang, Z., Kroon, D. E., Casstevens, T. M., Ramdoss, Y.,
and Buckler, E. S. (2007). TASSEL: software for association mapping
of complex traits in diverse samples. Bioinformatics 23, 2633–2635. doi:
10.1093/bioinformatics/btm308f Hu, Q., Zhang, Y., Ma, R., An, J., Huang, W., Wu, Y., et al. (2021). Genetic
dissection of seed appearance quality using recombinant inbred lines in
soybean. Mol. Breed. 41:72. doi: 10.1007/s11032-021-01262-9 Brauner-Otto, S. R. (2014). Environmental quality and fertility: the effects of
plant density, species richness, and plant diversity on fertility limitation. Popul. Environ. 36, 1–31. doi: 10.1007/s11111-013-0199-3 Huang, C., Shen, C., Wen, T., Gao, B., Zhu, D., Li, D., et al. (2021). Genome-
wide association mapping for agronomic traits in an 8-way upland cotton
MAGIC population by SLAF-seq. Theor. Appl. Genet. 134, 2459–2468. doi:
10.1007/s00122-021-03835-w Broman, K. W., Gatti, D. M., Simecek, P., Furlotte, N. A., Prins, P., Sen, S.,
et al. (2019). R/qtl2: software for mapping quantitative trait loci with high-
dimensional data and multiparent populations. Genetics 211, 495–502. doi:
10.1534/genetics.118.301595 Huang, B. E., Verbyla, K. L., Verbyla, A. P., Raghavan, C., Singh, V. K., Gaur, P.,
et al. (2015). MAGIC populations in crops: current status and future prospects. Theor. Appl. Genet. 128, 999–1017. doi: 10.1007/s00122-015-2506-0 Chen, H., Pan, X., Wang, F., Liu, C., Wang, X., Li, Y., et al. (2021). Novel
QTL and meta-QTL mapping for major quality traits in soybean. Front. Plant Sci. 12, 1–22. doi: 10.3389/fpls.2021.774270 Huynh, B. L., Ehlers, J. D., Huang, B. E., Muñoz-Amatriaín, M., Lonardi, S.,
Santos, J. R. P., et al. (2018). A multi-parent advanced generation inter-cross
(MAGIC) population for genetic analysis and improvement of cowpea (Vigna
unguiculata L. Walp.). Plant J. 93, 1129–1142. doi: 10.1111/tpj.13827 Choi, I. Y., Hyten, D. L., Matukumalli, L. K., Song, Q., Chaky, J. M., Quigley, C. V.,
et al. (2007). FUNDING This project was funded in part through the Ontario Regional
Priorities Partnership Program (ON-RP3), a collaborative initiative
between the Agricultural Adaptation Council, Ontario Genomics,
the Government of Canada through Genome Canada, and SeCan. ACKNOWLEDGMENTS The original contributions presented in the study are publicly
available. This data can be found here: https://github.com/
SeyedMH/SoyMAGIC. The authors acknowledge Robert Brandt and Lin Liao for
managing field trails and making crosses during the development
of the SoyMAGIC population and Sepideh Torabi for sharing
insights on soybean genomics experiments and research. SUPPLEMENTARY MATERIAL ME: conceptualization. SH: validation, data curation, visualization,
and writing. SH and GP: formal analysis. SH, ME, IR, and
GP: review and editing. ME and SH: project administration. All authors have read and agreed to the published version of
the manuscript. The Supplementary Material for this article can be found online
at: https://www.frontiersin.org/articles/10.3389/fpls.2022.945471/
full#supplementary-material CONCLUSION In addition to serving as an immortal genetic resource for
precise marker-traits association studies and precise QTL
mapping, SoyMAGIC will support breeding programs in the
long run by offering valuable pre-breeding resources. The
preliminary phenotypic data collected on agronomic and seed
quality traits along with the SNP data set showed large phenotypic
and genetic diversity among the lines within the population,
which indicate the potential benefits and advantages of using
this diverse germplasm in genetic studies and breeding activities
by the soybean community. SoyMAGIC has been established
by inter-crossing eight founders using reciprocal conical crosses in order to maintain maternal genetic materials and high
recombination rate in the RILs. The population represents a
valuable plant germplasm resource, which consists of 721 highly July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 9 Soybean 8-Parent MAGIC Population Hashemi et al. recombined RILs with a large degree of phenotypic variation. We have developed the first high-density genetic linkage map
of an eight-parent MAGIC population in soybean that allows
efficient discovery of gene-trait associations and QTL mapping
of quantitatively inherited traits. REFERENCES A soybean transcript map: gene distribution, haplotype and
single-nucleotide polymorphism analysis. Genetics 176, 685–696. doi: 10.1534/
genetics.107.070821 Hyten, D. L., Choi, I. Y., Song, Q., Specht, J. E., Carter, T. E., Shoemaker, R. C.,
et al. (2010). A high density integrated genetic linkage map of soybean
and the development of a 1536 universal soy linkage panel for quantitative
trait locus mapping. Crop Sci. 50, 960–968. doi: 10.2135/cropsci2009.06.0360h Darvasi, A., and Soller, M. (1995). Advanced intercross lines, an experimental
population for fine genetic mapping. Genet. Soc. Am. 141, 1199–1207. Dell’Acqua, M., Gatti, D. M., Pea, G., Cattonaro, F., Coppens, F., Magris, G.,
et al. (2015). Genetic properties of the MAGIC maize population: a new
platform for high definition QTL mapping in Zea mays. Genome Biol. 16:167. doi: 10.1186/s13059-015-0716-z Islam, M. S., Thyssen, G. N., Jenkins, J. N., Zeng, L., Delhom, C. D.,
McCarty, J. C., et al. (2016). A MAGIC population-based genome-wide
association study reveals functional association of GhRBB1_A07 gene with
superior fiber quality in cotton. BMC Genomics 17, 903. doi: 10.1186/
s12864-016-3249-2 Diers, B. W., Keim, P., Fehr, W. R., and Shoemaker, R. C. (1992). RFLP analysis
of soybean seed protein and oil content. Theor. Appl. Genet. 83, 608–612. doi: 10.1007/BF00226905 Jiménez-Galindo, J. C., Malvar, R. A., Butrón, A., Santiago, R., Samayoa, L. F.,
Caicedo, M., et al. (2019). Mapping of resistance to corn borers in a MAGIC
population of maize. BMC Plant Biol. 19, 431–417. doi: 10.1186/
s12870-019-2052-z Diouf, I., and Pascual, L. (2021). Multiparental population in crops: methods
of development and dissection of genetic traits. Methods Mol. Biol. 2264,
13–32. doi: 10.2135/1983.cropbreeding Kishor, D. S., Lee, H. Y., Alavilli, H., You, C. R., Kim, J. G., Lee, S. Y., et al. (2021). Identification of an allelic variant of the CsOr gene controlling fruit
endocarp color in cucumber (Cucumis sativus L.) using genotyping-by-
sequencing (GBS) and whole-genome sequencing. Front. Plant Sci. 12, 1–13. doi: 10.3389/fpls.2021.802864 Elshire, R. J., Glaubitz, J. C., Sun, Q., Poland, J. A., Kawamoto, K.,
Buckler, E. S., et al. (2011). A robust, simple genotyping-by-sequencing
(GBS) approach for high diversity species. PLoS One 6, 1–10. doi:
10.1371/journal.pone.0019379 Eskandari, M., Ablett, G. R., Rajcan, I., Fischer, D., and Stirling, B. T. (2017). OAC prosper soybean. Can. J. Plant Sci. 97, 337–339. doi: 10.1139/
cjps-2016-0210 Kover, P. X., Valdar, W., Trakalo, J., Scarcelli, N., Ehrenreich, I. M.,
Purugganan, M. D., et al. (2009). REFERENCES 1, 1–7. Thyssen, G. N., Jenkins, J. N., McCarty, J. C., Zeng, L., Campbell, B. T.,
Delhom, C. D., et al. (2019). Whole genome sequencing of a MAGIC
population identified genomic loci and candidate genes for major fiber
quality traits in upland cotton (Gossypium hirsutum L.). Theor. Appl. Genet. 132, 989–999. doi: 10.1007/s00122-018-3254-8 Morgan, T. H. (2013). Reciprocal Cross. Amsterdam Elsevier Inc. Nei, M., and Li, W. H. (1979). Mathematical model for studying genetic variation
in terms of restriction endonucleases. Proc. Natl. Acad. Sci. U. S. A. 76,
5269–5273. doi: 10.1073/pnas.76.10.5269 Whiting, R. M., Torabi, S., Lukens, L., and Eskandari, M. (2020). Genomic
regions associated with important seed quality traits in food-grade soybeans. BMC Plant Biol. 20, 485–414. doi: 10.1186/s12870-020-02681-0 Novakazi, F., Krusell, L., Jensen, J. D., Orabi, J., Jahoor, A., Bengtsson, T.,
et al. (2020). You had me at “MAGIC”!: four barley MAGIC populations
reveal novel resistance QTL for powdery mildew. Genes (Basel) 11:1512. doi: 10.3390/genes11121512 Wickham, H. (2017). ggplot2 – elegant graphics for data analysis (2nd Edn.). J. Stat. Softw. 77, 3–5. doi: 10.18637/jss.v077.b02 Ouellette, L. A., Reid, R. W., Blanchard, S. G., and Brouwer, C. R. (2018). LinkageMapView-rendering
high-resolution
linkage
and
QTL
maps. Bioinformatics 34, 306–307. doi: 10.1093/bioinformatics/btx576 Williams, K. L. (2018). “Gene mapping,” in Encyclopedia of Bioinformatics
and Computational Biology: ABC of Bioinformatics, S. Ranganathan, M. Gribskov, K. Nakai, C. Schönbach and B. Gaeta Cambridge, MA: Academic
Press. 242–250. Ozaki, K., Ohnishi, Y., Iida, A., Sekine, A., Yamada, R., Tsunoda, T., et al. (2002). Functional SNPs in the lymphotoxin-α gene that are associated with
susceptibility to myocardial infarction. Nat. Genet. 32, 650–654. doi: 10.1038/
ng1047 Wu, X., Ren, C., Joshi, T., Vuong, T., Xu, D., and Nguyen, H. T. (2010). SNP
discovery by high-throughput sequencing in soybean. BMC Genomics 11:469. doi: 10.1186/1471-2164-11-469 Pei, R., Zhang, J., Tian, L., Zhang, S., Han, F., Yan, S., et al. (2018). Identification
of novel QTL associated with soybean isoflavone content. Crop J. 6, 244–252. doi: 10.1016/j.cj.2017.10.004 Yin, L., Zhang, H., Tang, Z., Xu, J., Yin, D., Zhang, Z., et al. (2021). rMVP:
a memory-efficient, visualization-enhanced, and parallel-accelerated tool for
genome-wide association study. Genom. Proteom. Bioinforma. 19, 619–628. doi: 10.1016/j.gpb.2020.10.007 Ponce, K. S., Ye, G., and Zhao, X. (2018). QTL identification for cooking and
eating quality in indica rice using multi-parent advanced generation intercross
(MAGIC) population. Front. Plant Sci. 9, 1–9. doi: 10.3389/fpls.2018.00868 Zhang, L., Meng, L., and Wang, J. (2019). REFERENCES A multiparent advanced generation inter- July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 10 Hashemi et al. Soybean 8-Parent MAGIC Population cross to fine-map quantitative traits in Arabidopsis thaliana. PLoS Genet. 5:e1000551. doi: 10.1371/journal.pgen.1000551 cross to fine-map quantitative traits in Arabidopsis thaliana. PLoS Genet. 5:e1000551. doi: 10.1371/journal.pgen.1000551 Singh, R. J., and Hymowitz, T. (1999). Soybean genetic resources and crop
improvement. Genome 42, 605–616. doi: 10.1139/g99-039 Kumawat, G., Gupta, S., Ratnaparkhe, M. B., Maranna, S., and Satpute, G. K. (2016). QTLomics in soybean: a way forward for translational genomics
and breeding. Front. Plant Sci. 7:1852. doi: 10.3389/fpls.2016.01852 Sonah, H., Bastien, M., Iquira, E., Tardivel, A., Légaré, G., Boyle, B., et al. (2013). An improved genotyping by sequencing (GBS) approach offering
increased versatility and efficiency of SNP discovery and genotyping. PLoS
One 8, e54603–e54609. doi: 10.1371/journal.pone.0054603 Li, J., Nadeem, M., Sun, G., Wang, X., and Qiu, L. (2019). Male sterility in
soybean: occurrence, molecular basis and utilization. Plant Breed. 138,
659–676. doi: 10.1111/pbr.12751 Song, Q., Jenkins, J., Jia, G., Hyten, D. L., Pantalone, V., Jackson, S. A., et al. (2016). Construction of high resolution genetic linkage maps to improve
the soybean genome sequence assembly Glyma1.01. BMC Genomics 17:33. doi: 10.1186/s12864-015-2344-0 Lin, S., and Kernighen, B. W. (1973). An effective heuristic algorithm for
the traveling-salesman problem. Oper. Res. 21, 498–516. doi: 10.1287/
opre.21.2.498 Stadlmeier, M., Hartl, L., and Mohler, V. (2018). Usefulness of a multiparent
advanced generation intercross population with a greatly reduced mating
design for genetic studies in winter wheat. Front. Plant Sci. 9, 1–12. doi:
10.3389/fpls.2018.01825 Lipka, A. E., Tian, F., Wang, Q., Peiffer, J., Li, M., Bradbury, P. J., et al. (2012). GAPIT: genome association and prediction integrated tool. Bioinformatics
28, 2397–2399. doi: 10.1093/bioinformatics/bts444 Tam, V., Patel, N., Turcotte, M., Bossé, Y., Paré, G., and Meyre, D. (2019). Benefits and limitations of genome-wide association studies. Nat. Rev. Genet. 20, 467–484. doi: 10.1038/s41576-019-0127-1h Mangino, G., Arrones, A., Plazas, M., Pook, T., Prohens, J., Gramazio, P., et al. (2022). Newly developed MAGIC population allows identification of strong
associations and candidate genes for anthocyanin pigmentation in eggplant. Front. Plant Sci. 13, 1–15. doi: 10.3389/fpls.2022.847789 Thrane, M., Paulsen, P. V., Orcutt, M. W., and Krieger, T. M. (2017). Soy
Protein: Impacts, Production, and Applications. Amsterdam: Elsevier Inc.h Miles, B. C. M., Ph, D., Wayne, M., and Education, P. D. N. (2008). Quantitative
trait locus (QTL) analysis. Nat. Educ. REFERENCES Linkage analysis and integrated
software GAPL for pure-line populations derived from four-way and eight-
way crosses. Crop J. 7, 283–293. doi: 10.1016/j.cj.2018.10.006 Ponce, K., Zhang, Y., Guo, L., Leng, Y., and Ye, G. (2020). Genome-wide
association study of grain size traits in indica rice multiparent advanced
generation intercross (MAGIC) population. Front. Plant Sci. 11:395. doi:
10.3389/fpls.2020.00395 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. Poysa, V., and Buzzell, R. I. (2001). AC X790P soybean. Can. J. Plant Sci. 81,
447–448. doi: 10.4141/P00-186 Rosenthal, S., and Borschbach, M. (2014). Impact of population size, selection
and multi-parent recombination within a customized NSGA-II and a landscape
analysis for biochemical optimization. Int. J. Adv. Life Sci. 6, 310–324. 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. Schmutz, J., Cannon, S. B., Schlueter, J., Ma, J., Mitros, T., Nelson, W., et al. (2010). Genome sequence of the palaeopolyploid soybean. Nature 463,
178–183. doi: 10.1038/nature08670 Scott, M. F., Ladejobi, O., Amer, S., Bentley, A. R., Biernaskie, J., Boden, S. A.,
et al. (2020). Multi-parent populations in crops: a toolbox integrating genomics
and genetic mapping with breeding. Heredity (Edinb). 125, 396–416. doi:
10.1038/s41437-020-0336-6 Copyright © 2022 Hashemi, Perry, Rajcan and Eskandari. 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. Shivakumar, M., Kumawat, G., Gireesh, C., Ramesh, S. V., and Husain, S. M. (2018). Soybean MAGIC population: a novel resource for genetics and plant
breeding. Curr. Sci. 114, 906–908. doi: 10.18520/cs/v114/i04/906-908 July 2022 | Volume 13 | Article 945471 Frontiers in Plant Science | www.frontiersin.org 11
|
https://openalex.org/W4311040520
|
https://www.researchsquare.com/article/rs-2314353/latest.pdf
|
English
| null |
Racial and Ethnic Differences in Self-reported Satisfaction With Fertility Clinics and Doctors
|
Research Square (Research Square)
| 2,022
|
cc-by
| 8,615
|
Racial and Ethnic Differences in Self-reported
Satisfaction With Fertility Clinics and Doctors
Ange Wang
(
angewang31@gmail.com
) Ange Wang
(
angewang31@gmail.com
) Racial and Ethnic Differences in Self-reported
Satisfaction With Fertility Clinics and Doctors
Ange Wang
(
angewang31@gmail.com
)
Stanford University School of Medicine
https://orcid.org/0000-0002-7133-0950
Jake Anderson-Bialis
Jerrine R. Morris
Jamie Corley
Deborah Anderson-Bialis
Lauren Citro
Muhammad Esa Seegulam
Victor Fujimoto
Research Article
Keywords: assisted reproductive technologies, fertility, disparities, race/ethnicity, patient satisfaction, clinic
satisfaction
Posted Date: November 30th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-2314353/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License.
Read Ful
License
Version of Record: A version of this preprint was published at Archives of Gynecology and Obstetrics on April
18th, 2023. See the published version at https://doi.org/10.1007/s00404-023-07043-3. Racial and Ethnic Differences in Self-reported
Satisfaction With Fertility Clinics and Doctors
Ange Wang
(
angewang31@gmail.com
)
Stanford University School of Medicine
https://orcid.org/0000-0002-7133-0950
Jake Anderson-Bialis
Jerrine R. Morris
Jamie Corley
Deborah Anderson-Bialis
Lauren Citro
Muhammad Esa Seegulam
Victor Fujimoto
Research Article
Keywords: assisted reproductive technologies, fertility, disparities, race/ethnicity, patient satisfaction, clinic
satisfaction
Posted Date: November 30th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-2314353/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Ful
License
Version of Record: A version of this preprint was published at Archives of Gynecology and Obstetrics on April
18th, 2023. See the published version at https://doi.org/10.1007/s00404-023-07043-3. Research Article DOI: https://doi.org/10.21203/rs.3.rs-2314353/v1 License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full
License Version of Record: A version of this preprint was published at Archives of Gynecology and Obstetrics on April
18th, 2023. See the published version at https://doi.org/10.1007/s00404-023-07043-3. Page 1/25 Page 1/25 Abstract Objective: To investigate if differences in self-reported satisfaction with fertility clinics and doctors differ by
race/ethnicity. Study Design: We used cross-sectional survey data from FertilityIQ online questionnaires completed by patients
receiving U.S. fertility care from July 2015 to December 2020. Univariate and multivariate logistic and linear
regression analyses performed to assess association of race/ethnicity on patient reported clinic and physician
satisfaction. Results: Our total sample size included 21,472 patients (15,986 Caucasian, 1,856 Black, 1,780 LatinX, 771 East
Asian, 619 South Asian, 273 Middle Eastern, 187 Native American self-reported). When adjusting for all
confounders (demographic and patient satisfaction), we found that Black patients rated their doctors more
highly (OR 1.30, 95% CI 1.04-1.62 p=0.022 logistic and Coef 0.082, 95% CI 0.013-0.15 p=0.02 linear), while other
ethnic groups did not show significant differences compared to Caucasian patients. East Asians had borderline
lower satisfaction with clinic satisfaction in logistic regression (OR 0.74 95% CI 0.55-1.00 p=0.05), while
significant differences were not found for other ethnic groups for clinic satisfaction. Conclusions: In summary, some but not all minority groups differed in their self-reported perception of
satisfaction with fertility clinic and doctors compared to Caucasian patients. Cultural differences towards
surveys may contribute to some of these findings, and satisfaction by racial/ethnic group may also be modified
by results of care. Introduction Prior literature has demonstrated disparities in assisted reproductive technology outcomes by racial/ethnic
group. Minorities and particularly Black patients have been found to have worse outcomes when compared to
Caucasian patients in multiple studies.(1, 2) An analysis of 38,309 cycles using Society for Assisted
Reproductive Technology Clinic Outcome Reporting System (SART CORS) data found increased miscarriage rate
and decreased live birth rate compared to Black women compared to white women, even after controlling for
uterine and tubal factor disease.(3) Studies have also reported that even in cycles with preimplantation genetic
testing (PGT), Black race was associated with lower live birth rate in frozen embryo transfer cycles (adjusted risk
ratio, 0.82; 95% confidence interval [CI], 0.73–0.92) and a higher risk of clinical loss (adjusted risk ratio, 1.59; 95%
CI, 1.28–1.99).(4) Another study reported that Black recipients with donor embryo transfer cycles had a lower
probability of live birth than white donors and recipients (adjusted risk ratio, 0.84; 95% confidence interval, 0.71–
0.99).(5) Disparities in assisted reproductive technology (ART) outcomes for Asian and Hispanic groups have
also been reported, with a large SART study finding that adjusted odds of pregnancy were reduced for Asians
(0.86), and that live birth odds were reduced for multiple minority groups: Asians (0.90), Black (0.62), and
Hispanic (0.87).(6) Studies on South Asian populations have reported inconsistent information on disparities,
including some studies reporting worse outcomes in this population, while other have reported equivalent
outcomes.(7, 8) Studies on Hispanic patients have been limited by sample size, though some studies have found
that live birth rates from ART may be decreased for this population.(6) Literature on patient perspective of self-reported fertility care satisfaction (in general and also by race/ethnicity)
is extremely limited. Introduction A study of 1,460 patients at an academic fertility center in Illinois found that Black women Page 2/25 (14.7%) were more likely to report race as a barrier to fertility treatment compared with other races, though
satisfaction with fertility care was not assessed.(9) A prior FertilityIQ analysis of 7,456 women from 2015–2018
reported a number of factors associated with positive patient-reported experience.(10) Other literature has
investigated patient satisfaction in fertility care, with studies generally reporting high general patient satisfaction
(94%).(11–14) In other fields of medicine, several studies have suggested that minority groups (including East
Asians and Black patients) may report lower satisfaction that White groups (15, 16), though not all studies have
found these effects.(17) In general, the literature on patient perspective and satisfaction by race/ethnicity for
fertility care and other medical fields is very limited, and this is an important are for future research. (14.7%) Given the known disparities in ART outcomes and the lack of literature on patient satisfaction in fertility care by
race/ethnicity, we aimed to use the large, multi-racial FertilityIQ database to investigate if differences in self-
reported satisfaction with fertility clinics and doctors also differ by race/ethnicity, using seven distinct categories
categorized by FertilityIQ (Caucasian, Black, East Asian, South Asian, LatinX, Middle Eastern, Native American). This is one of the first studies of this subject matter of racial/ethnic satisfaction with fertility care, and the largest
to date. Materials And Methods This is a cross-sectional survey study using online-based FertiliyIQ questionnaires, which were voluntarily
completed by English-speaking patients seeking care at U.S. fertility centers. FertilityIQ (www.fertilityiq.com) is an
online website that contains extensive fertility-related resources (with both free and paid resources), including
clinic and physician satisfaction questionnaires, courses on fertility and assisted reproductive technology topics,
and information from fertility experts. All surveys were conducted in English from July 2015 to December 2020. FertilityIQ has voluntary surveys available on most United States fertility clinics and doctors. This study was
determined to be exempt from Institutional Review Board by the University of California, San Francisco, as this
did not involve human subjects and only deidentified survey data was used for analysis. Study and participants The FertilityIQ questionnaire has been described in prior literature.(10) To summarize, the online survey contains
115 questions on a variety of fertility-related topics including patient demographics, fertility diagnoses and
treatment, and clinic and doctor information. The full survey is available at www.fertilityiq.com. The survey
includes both mandatory and optional questions (with the majority being optional), as well as skip logic where
applicable. The survey contains a variety of question formats, including multiple choice, free text, and Likert
scale, depending on the question of interest. All surveys were voluntarily filled out by patients with experience at
U.S. fertility clinics. Patient responses and clinic experiences were not verified. Racial/ethnic and outcomes classification We classified patients into the following self-reported racial/ethnic groups based on the FertilityIQ questionnaire:
Caucasian, Black, East Asian (EA), South Asian (SA), LatinX, Middle Eastern (ME), and Native American (NA),
according to the ethnicities surveyed in the questionnaire. Multi-racial or unknown race were excluded from the
analysis. Page 3/25 Page 3/25 In terms of classification of doctor and clinic satisfaction outcomes, we used methodology similar to a prior
analysis on FertilityIQ general patient satisfaction.(10) Patient and clinic satisfaction was classified according to
the answer to the question ‘‘Would you recommend this fertility clinic/physician to a best friend?” which was
answered on a 1–10 scale (1 = no, 10 = very likely to recommend). This is a required question on the FertilityIQ
questionnaire. We evaluated doctor and clinic satisfaction as both categorical and continuous outcomes. For
categorical outcomes, a score of 9 or 10 was categorized as a positive patient satisfaction outcome. Per prior
literature, this positive patient satisfaction outcome was chosen based on busines literature on net promotor
score (NPS) in customer surveys, which is designed to ‘‘limit the promoter designation to only those who are the
most enthusiastic consumers to avoid ‘grade inflation’ that occurs with traditional customer-satisfaction
assessments.’’(10, 18) For continuous outcomes, the exact numerical score (1–10) was used in analysis. Statistical analysis We investigated the outcomes of clinic and doctor satisfaction as both categorical and continuous outcomes,
using logistic and linear regression models respectively. We studied the outcomes using univariate and
multivariate models. In our multivariate models, we adjusted for both demographic confounders, as well as other
confounders which may affect satisfaction with fertility clinics/doctors based on prior literature. Demographic
confounders included age (continuous), insurance status (Yes/No), gender (Male, Female, Other, Decline to state),
LGBTQ status (Yes/No), income ($0-49K, $50-99K, $100-199K, $200-499K, $500K+), education (less than high
school, HS/GED, some college, bachelor’s degree, master’s degree, professional degree, doctorate), state, and
profession. Patient satisfaction confounders included questionnaire elements such as results of treatment,
treated as number/human, good communicator, trustworthy, billing, wait time, convenience, understand,
adjustment of plan, presence of primary RN, error made, frequency of seeing doctor (patient satisfaction
questions were either a Likert scale or Yes/No). These patient satisfaction confounders were chosen based on
factors found to be significantly associated with a positive fertility clinic experience using previous FertilityIQ
data.(10) All tests were 2-sided with significance at the alpha = 0.05 level. Statistical analyses were performed using Stata
Version 15 (Stata Corporation). Results Our total sample size included 21,472 patients (15,986 Caucasian, 1,856 Black, 1,780 LatinX, 771 EA, 619 SA, 273
Middle Eastern, 187 Native American) (Table 1). In terms of baseline characteristics, the groups were overall
similar on age (p = 0.61, ranging from mean of 35.72 years for Native American patients to 36.76 years for
Middle Eastern patients). The groups significantly differed on all other demographic and patient satisfaction
characteristics (p < 0.05), though not all differences were clinically significant. Over 90% of participants identified
as female and non-LGBT. Caucasian, EA, SA, and Middle Eastern groups reported higher income with a larger
percentage of respondents over $200K per year, and a higher percentage of respondents with college degree or
higher. Unexplained infertility was the most common diagnosis across all races, followed by male factor and
PCOS. Racial/ethnic groups also differed significantly on all patient satisfaction confounders (p < 0.01), though
not all differences appeared to be clinically significant and may have been driven by the large sample size. Results Page 4/25 Table 1
Baseline characteristics (see next page)
Caucasian
Black
East
Asian
South
Asian
LatinX
Middle
Eastern
Native
American
p-
value
N
15986
1856
771
619
1780
273
187
Percentage
74.5%
8.6%
3.6%
2.9%
8.3%
1.3%
0.9%
Demographic
characteristics:
Age at survey,
mean (SD)
36.30
(9.43)
35.94
(8.36)
36.44
(8.01)
36.48
(10.89)
36.33
(8.73)
36.76
(11.35)
35.72
(10.15)
0.61
Gender
<
0.001
Female
15416
(96.5%)
1802
(97.2%)
732
(95.3%)
570
(92.8%)
1722
(96.9%)
253
(92.7%)
181
(97.3%)
Male
535
(3.3%)
47
(2.5%)
32
(4.2%)
43
(7.0%)
54
(3.0%)
20
(7.3%)
5 (2.7%)
Other
10 (0.1%)
1
(0.1%)
0
(0.0%)
0
(0.0%)
1
(0.1%)
0
(0.0%)
0 (0.0%)
Decline to state
14 (0.1%)
3
(0.2%)
4
(0.5%)
1
(0.2%)
0
(0.0%)
0
(0.0%)
0 (0.0%)
LGBT (self-
classified)
<
0.001
Yes
719
(4.5%)
140
(7.6%)
33
(4.3%)
21
(3.4%)
104
(5.9%)
11
(4.1%)
17 (9.3%)
No
15100
(94.9%)
1697
(92.0%)
723
(94.4%)
581
(94.9%)
1642
(92.6%)
254
(94.4%)
166
(90.7%)
Decline to state
93 (0.6%)
8
(0.4%)
10
(1.3%)
10
(1.6%)
27
(1.5%)
4
(1.5%)
0 (0.0%)
Income
<
0.001
$0-49K
1061
(6.6%)
482
(26.1%)
29
(3.8%)
37
(6.0%)
327
(18.4%)
38
(14.0%)
41
(21.9%)
$50-99K
5459
(34.2%)
775
(41.9%)
142
(18.6%)
138
(22.4%)
728
(41.0%)
61
(22.4%)
95
(50.8%)
$100-199K
6000
(37.6%)
387
(20.9%)
269
(35.2%)
237
(38.5%)
497
(28.0%)
81
(29.8%)
37
(19.8%)
$200-499K
2235
(14.0%)
110
(5.9%)
211
(27.6%)
122
(19.8%)
133
(7.5%)
51
(18.8%)
9 (4.8%)
$500K +
366
(2.3%)
16
(0.8%)
44
(5.7%)
26
(4.2%)
12
(0.7%)
14
(5.1%)
1 (0.5%)
Decline to state Table 1
Baseline characteristics (see next page) Page 5/25 Page 5/25 Caucasian
Black
East
Asian
South
Asian
LatinX
Middle
Eastern
Native
American
p-
value
Education
<
0.001
Less than HS
4 (< 1%)
4
(0.2%)
1
(0.1%)
1
(0.2%)
5
(0.3%)
0
(0.0%)
0 (0.0%)
HS/GED
281
(1.8%)
149
(8.0%)
10
(1.3%)
12
(1.9%)
135
(7.6%)
11
(4.1%)
24
(12.9%)
Some college
2126
(13.3%)
518
(27.9%)
45
(5.9%)
54
(8.8%)
526
(29.6%)
41
(15.1%)
75
(40.3%)
Bachelor's
degree
6382
(40.0%)
507
(27.3%)
279
(36.4%)
205
(33.2%)
589
(33.1%)
68
(25.1%)
51
(27.4%)
Master's degree
4755
(29.8%)
466
(25.1%)
221
(28.8%)
198
(32.1%)
343
(19.3%)
73
(26.9%)
24
(12.9%)
Professional
degree
1692
(10.6%)
146
(7.9%)
161
(21.0%)
101
(16.4%)
138
(7.8%)
54
(19.9%)
11 (5.9%)
Doctorate
727
(4.6%)
64
(3.5%)
50
(6.5%)
46
(7.5%)
43
(2.4%)
24
(8.9%)
1 (0.5%)
Insurance
coverage (for
infertility)
11037
(69.0%)
1303
(70.2%)
502
(65.1%)
429
(69.3%)
1155
(64.9%)
155
(56.8%)
106
(56.7%)
<
0.001
Diagnosis
Ovulatory
1490
(9.3%)
100
(5.4%)
38
(4.9%)
37
(6.0%)
151
(8.5%)
12
(4.4%)
21
(11.2%)
<0.001
DOR
3019
(18.9%)
271
(14.6%)
163
(21.1%)
103
(16.6%)
302
(17.0%)
58
(21.2%)
23
(12.3%)
<0.001
Endometriosis
1855
(11.6%)
177
(9.5%)
70
(9.1%)
73
(11.8%)
242
(13.6%)
29
(10.6%)
29
(15.5%)
<0.001
Male factor
3612
(22.6%)
333
(17.9%)
113
(14.7%)
91
(14.7%)
354
(19.9%)
62
(22.7%)
41
(21.9%)
<0.001
PCOS
3066
(19.2%)
343
(18.5%)
95
(12.3%)
131
(21.2%)
371
(20.8%)
42
(15.4%)
50
(26.7%)
<0.001
Eqq quality
1861
(11.6%)
190
(10.2%)
110
(14.3%)
83
(13.4%)
203
(11.4%)
44
(16.1%)
23
(12.3%)
0.01
Tubal
1118
(7.0%)
406
(21.9%)
39
(5.1%)
51
(8.2%)
189
(10.6%)
18
(6.6%)
16 (8.6%)
<0.001
Uterine
828
(5.2%)
358
(19.3%)
53
(6.9%)
43
(6.9%)
125
(7.0%)
12
(4.4%)
7 (3.7%)
<0.001
Immunological
266
(1.7%)
22
(1.2%)
10
(1.3%)
11
(1.8%)
23
(1.3%)
9
(3.3%)
2 (1.1%)
0.15
RPL
1346
(8.4%)
117
(6.3%)
50
(6.5%)
44
(7.1%)
101
(5.7%)
18
(6.6%)
14 (7.5%)
<0.001 Page 6/25 Caucasian
Black
East
Asian
South
Asian
LatinX
Middle
Eastern
Native
American
p-
value
Unexplained
5107
(31.9%)
373
(20.1%)
214
(27.8%)
195
(31.5%)
451
(25.3%)
71
(26.0%)
59
(31.6%)
<0.001
Other
1570
(9.8%)
184
(9.9%)
67
(8.7%)
52
(8.4%)
167
(9.4%)
17
(6.2%)
22
(11.8%)
0.29
Patient
satisfaction
characteristics:
Obtained
desired result*
2.72
(1.26)
2.53
(1.24)
2.75
(1.26)
2.73
(1.28)
2.66
(1.27)
2.79
(1.26)
2.51
(1.32)
<0.001
Treated as a
human instead
of number*
4.29
(1.18)
4.42
(1.10)
4.21
(1.25)
4.22
(1.25)
4.34
(1.17)
4.36
(1.14)
4.38
(1.16)
<0.001
MD
communication*
4.30
(1.07)
4.46
(0.98)
4.21
(1.15)
4.28
(1.10)
4.43
(1.05)
4.42
(1.02)
4.32
(1.14)
<0.001
MD
trustworthiness*
4.49
(0.97)
4.53
(0.93)
4.31
(1.10)
4.43
(1.00)
4.52
(0.97)
4.44
(0.99)
4.57
(0.93)
<0.001
Billing
department*
3.96
(1.15)
3.97
(1.15)
3.70
(1.22)
3.76
(1.21)
4.00
(1.17)
3.98
(1.18)
3.94
(1.14)
<0.001
Wait time
<0.001
No wait
867
(5.5%)
193
(10.4%)
53
(6.9%)
46
(7.6%)
152
(8.6%)
24
(9.1%)
20
(10.7%)
Within an hour
3603
(22.7%)
407
(22.0%)
173
(22.7%)
122
(20.1%)
423
(24.0%)
75
(28.4%)
50
(26.7%)
End of day
8144
(51.3%)
753
(40.7%)
315
(41.3%)
295
(48.6%)
7
762
(43.2%)
99
(37.5%)
72
(38.5%)
Within 24 hours
2040
(12.9%)
324
(17.5%)
140
(18.3%)
97
(16.0%)
262
(14.9%)
42
(15.9%)
25
(13.4%)
More than 24
hours
729
(4.6%)
85
(4.6%)
46
(6.0%)
33
(5.4%)
94
(5.3%)
12
(4.5%)
12 (6.4%)
Not sure
492
(3.1%)
87
(4.7%)
36
(4.7%)
14
(2.3%)
71
(4.0%)
12
(4.5%)
8 (4.3%)
Appointment
and scheduling
convenience
4.37
(0.96)
4.55
(0.84)
4.22
(1.03)
4.33
(0.95)
4.44
(0.94)
4.43
(0.90)
4.58
(0.76)
<
0.001
Understanding
on next steps*
4.22
(1.03)
4.36
(0.99)
4.13
(1.06)
4.16
(1.09)
4.33
(1.03)
4.24
(1.09)
4.26
(1.18)
<
0.001
Adjustment after
setbacks*
4.18
(1.16)
4.17
(1.18)
4.09
(1.20)
4.03
(1.25)
4.25
(1.17)
4.25
(1.06)
4.26
(1.18)
0.00 Page 7/25 Caucasian
Black
East
Asian
South
Asian
LatinX
Middle
Eastern
Native
American
p-
value
Frequency of
seeing doctor*
3.27
(1.35)
3.32
(1.43)
3.29
(1.40)
3.49
(1.38)
3.41
(1.40)
3.40
(1.36)
3.31
(1.41)
<
0.001 Univariate analyses On univariate analyses for doctor satisfaction as a categorical outcome (Table 2A), we found that when
compared to the reference group of Caucasian patients, Black (OR 1.17, 95% CI 1.06–1.30, p = 0.002) and LatinX
patients (OR 1.18, 95% CI 1.06–1.31, p = 0.002) rated their doctors more favorably. EA patients rated their doctors
significantly lower (OR 0.78, 95% CI 0.68–0.91, p = 0.001), while all other racial groups did not significantly differ
from Caucasian patients. The same trends were found for doctor satisfaction as a linear outcome (Table 2B),
with Black (Coeff 0.28, 95% CI 0.15 to 0.42, p < 0.001) and LatinX patients (Coeff 0.22 95% CI 0.08 to 0.36, p =
0.003) rating doctors significantly higher than Caucasian patients, and EA significantly lower (Coeff − 0.37 95%
CI -0.60 to -0.16, p < 0.001). For clinic satisfaction, univariate regression (both logistic and linear regression, Tables 2C-2D) found similar
trends, with Black and LatinX patients rating clinics more favorably, while EA patients rated clinics significantly
lower. In addition, for clinic satisfaction, SA patients also rated clinics significantly lower? as both a categorical
(OR 0.77 95% CI 0.66–0.91, p = 0.002) and continuous outcome (Coeff − 0.29 95% CI -0.51 to -0.06, p = 0.014). There were no significant differences for ME or NA patients on clinic satisfaction, when compared to Caucasian
patients. Table 2A-D. Satisfaction scores by ethnicity -univariate Table 2A-D. Satisfaction scores by ethnicity -univariate Page 8/25 Univariate logistic regression - doctor satisfaction
OR (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
1.17 (1.06-1.30)
0.002
East Asian
0.78 (0.68-0.91)
0.001
South Asian
0.88 (0.75-1.04)
0.131
LatinX
1.18 (1.06-1.31)
0.002
Middle Eastern
1.01 (0.79-1.30)
0.912
Native American
1.35 (0.99-1.86)
0.061
Univariate linear regression - doctor satisfaction
Coeff (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
0.28 (0.15 to 0.42)
<0.001
East Asian
-0.37 (-0.60 to -0.16)
<0.001
South Asian
-0.21 (00.45 to 0.02)
0.07
LatinX
0.22 (0.08 to 0.36)
0.003
Middle Eastern
-0.14 (-0.21 to 0.48)
0.442
Native American
-0.18 (-0.24 to 0.59)
0.401 Page 9/25 Page 9/25 Page 9/25 Univariate logistic regression clinic satisfaction
OR (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
1.21 (1.09-1.34)
<0.001
East Asian
0.69 (0.60 - 0.80)
<0.001
South Asian
0.77 (0.65 - 0.91)
0.002
LatinX
1.18 (1.06-1.31)
0.002
Middle Eastern
0.80 (0.62-1.02)
0.071
Native American
1.32 (0.96-1.82)
0.088
Univariate linear regression clinic satisfaction
Coeff (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
0.28 (0.14 to 0.42)
<0.001
East Asian
-0.50 (-0.71 to -0.30)
<0.001
South Asian
-0.29 (-0.51 to -0.06)
0.014
LatinX
0.21 (0.07 to 0.34)
0.004
Middle Eastern
-0.05 (-0.29 to 0.39)
0.76
Native American
0.39 (-0.02 to 0.79)
0.06 Multivariate analysis For doctor satisfaction, when adjusting for all confounders (demographic and patient satisfaction), we found
that Black patients still rated their doctors more highly (OR 1.30, 95% CI 1.04–1.62 p = 0.022 logistic and Coef
0.082, 95% CI 0.013–0.15 p = 0.02 linear) when compared to Caucasian patients. However, for doctor
satisfaction, other ethnic groups did not show significant differences on multivariate logistic or linear regression
when compared to Caucasian patients (Tables 3A-B). In the multivariate adjusted analysis for clinic satisfaction (Tables 3C-D), we found that EA had borderline lower
satisfaction with clinic in logistic regression (OR 0.74, 95% CI 0.55-1.00 p = 0.05), while significant differences
were not found for other ethnic groups. For clinic satisfaction as a linear outcome, no group significantly differed
from Caucasian patients. In the multivariate adjusted analysis, most patient satisfaction confounders were
highly significant, while most demographic confounders were not significant with the exception of insurance and
certain income groups in terms of association with doctor and clinic satisfaction outcomes. Page 10/25 Page 10/25 Page 10/25 In a separate analysis adjusting for demographic confounders only, we found that EA rated both their physician
and clinics lower, though other groups were not significantly different (with the exception of SA rating their clinics
lower on categorical satisfaction only) (Supplementary Material). Table 3. Multivariate satisfaction scores by ethnicity Discussion In summary, in this large cohort of self-reported fertility care satisfaction, we found that after adjustment of
confounders, Black patients reported higher doctor satisfaction and East Asians reported borderline lower clinic
satisfaction. Despite some differences in unadjusted satisfaction among multiple racial/ethnic groups, most
differences did not persist after adjustment for demographic and patient satisfaction confounders. These
patterns are particularly interesting given the known disparities in ART outcomes, with Black patients consistently
being found in literature to have worse outcomes than other racial groups.(1) Overall, our data are reassuring in
that minority groups do not appear to report worse satisfaction scores with fertility care, though more
investigation is needed on both fertility patient satisfaction as well as outcome disparities in outcomes by
race/ethnicity. In summary, in this large cohort of self-reported fertility care satisfactio
confounders, Black patients reported higher doctor satisfaction and Eas
satisfaction. Despite some differences in unadjusted satisfaction amon
differences did not persist after adjustment for demographic and patien
patterns are particularly interesting given the known disparities in ART o
being found in literature to have worse outcomes than other racial grou
that minority groups do not appear to report worse satisfaction scores w
investigation is needed on both fertility patient satisfaction as well as o
race/ethnicity. Table 3. Multivariate satisfaction scores by ethnicity Page 11/25 Multivariate logistic regression - doctor satisfaction
OR (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
1.30 (1.04-1.62)
0.022
East Asian
0.77 (0.55 - 1.08)
0.14
South Asian
1.21 (0.81 - 1.81)
0.34
LatinX
0.93 (0.74 - 1.16)
0.50
Middle Eastern
1.22 (0.66 - 2.25)
0.53
Native American
1.69 (0.83 - 3.42)
0.15
Demographic characteristics:
Age at survey
1.00 (0.99 - 1.00)
0.60
Insurance
No
Reference
Yes
0.88 (0.77-1.00)
0.06
Gender
Decline
Reference
Female
1.21 (0.81 - 1.81)
0.80
Male
0.39 (0.12-16.2)
0.86
Other
0.13 (0.01-3.30)
0.22
LGBT
Decline to state
Reference
No
0.99 (0.45-2.18)
0.45
Yes
1.12 (0.49-2.57)
0.49
Income
$0-49K
Reference
$50-99K
0.97 (0.77-1.23)
0.81
$100-199K
0.91 (0.71-1.17)
0.46
$200-499K
0.81 (0.60-1.09)
0.16
$500K +
0.48 (0.12-1.82)
0.28
Decline to state
0.84 (0.59-1.20)
0.34
Education
Less than HS
Reference
HS/GED
2.28 (0.34-15.13)
0.39 Multivariate logistic regression - doctor satisfaction Some college
3.27 (0.51-21.09)
0.21
Bachelor's degree
2.80 (0.43-18.09)
0.28
Master's degree
2.19 (0.34-14.14)
0.41
Professional degree
2.72 (0.42-17.79)
0.30
Doctorate
2.11 (0.32-13.92)
0.44
Patient satisfaction characteristics:
Obtained desired result*
1.69 (1.61-1.77)
<0.001
Treated as a human instead of number*
2.09 (1.92-2.28)
<0.001
MD communication*
2.18 (1.97-2.41)
<0.001
MD trustworthiness*
3.50 (3.07-4.00)
<0.001
Billing department*
1.17 (1.10-1.24)
<0.001
Wait time
No wait
Reference
Within an hour
0.62 (0.44-0.87)
<0.01
End of day
0.57 (0.41-0.80)
0.001
Within 24 hours
0.46 (0.32-0.65)
<0.001
More than 24 hours
0.49 (0.31-0.78)
<0.01
Not sure
0.49 (0.31-0.79)
<0.01
Appointment and scheduling convenience
1.15 (1.07-1.24)
<0.001
Understanding on next steps*
1.47 (1.35-1.60)
<0.001
Adjustments after setbacks
1.79 (1.67-1.93)
<0.001
Primary RN
No
Reference
Not sure
1.02 (0.86-1.22)
0.80
Yes
1.12 (0.98-1.28)
0.09
Clinical error made (%)*
0.94 (0.82-1.07)
0.34
Frequency of seeing doctor*
1.34 (1.28-1.41)
<0.001
*State and profession included in multivariate analysis, not displayed due to space constraints Page 13/25 Page 13/25 Multivariate logistic regression - clinic satisfaction Multivariate logistic regression - clinic satisfaction
OR (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
1.04 (0.85 - 1.27)
0.73
East Asian
0.74 (0.55 - 1.00)
0.05
South Asian
0.99 (0.70 - 1.40)
0.95
LatinX
1.02 (0.82 - 1.26)
0.87
Middle Eastern
0.66 (0.39 - 1.10)
0.11
Native American
1.54 (0.79 - 3.01)
0.20
Demographic characteristics:
Age at survey
1.00 (0.99-1.01)
0.91
Insurance
No
Reference
Yes
1.05 (0.93-1.18)
0.46
Gender
Decline
Reference
Female
1.97 (0.24-16.2)
0.53
Male
1.60 (0.19-13.4)
0.67
Other
8.55 (0.22-3326.1)
0.48
LGBT
Decline to state
Reference
No
0.62 (0.29-1.31)
0.21
Yes
0.74 (0.34-1.64)
0.46
Income
$0-49K
Reference
$50-99K
0.94 (0.75-1.17)
0.56
$100-199K
0.86 (0.68-1.08)
0.20
$200-499K
0.75 (0.57-0.99)
0.041
$500K +
0.52 (0.16-1.63)
0.16
Decline to state
0.82 (0.59-1.14)
0.59
Education HS/GED
2.84 (0.29-27.6)
0.29
Some college
3.09 (0.33-29.3)
0.33
Bachelor's degree
1.94 (0.25-22.24)
0.25
Master's degree
1.94 (0.20-18.39)
0.20
Professional degree
2.03 (0.21-19.35)
0.21
Doctorate
2.09 (0.22-20.15)
0.22
Patient satisfaction characteristics:
Obtained desired result*
1.52 (1.45-1.59)
<0.001
Treated as a human instead of number*
1.56 (1.45-1.68)
<0.001
MD communication*
1.29 (1.18-1.42)
<0.001
MD trustworthiness*
2.06 (1.84-2.31)
<0.001
Billing department*
1.73 (1.64-1.82)
<0.001
Wait time
No wait
Reference
Within an hour
1.02 (0.75-1.38)
0.91
End of day
0.74 (0.55-0.99)
0.041
Within 24 hours
0.50 (0.36-0.68)
<0.001
More than 24 hours
0.29 (0.19-0.45)
<0.001
Not sure
0.43 (0.29-0.65)
<0.001
Appointment and scheduling convenience
1.57 (1.47-1.68)
<0.001
Understanding on next steps*
1.39 (1.29-1.51)
<0.001
Adjustments after setbacks
1.48 (1.38-1.60)
<0.001
Primary RN
No
Reference
Not sure
1.14 (0.97-1.35)
0.11
Yes
1.14 (1.22-1.56)
<0.001
Clinical error made (%)*
0.52 (0.46-0.58)
<0.001
Frequency of seeing doctor*
1.03 (0.98-1.07)
0.25
*State and profession included in multivariate analysis not displayed due to space constraints Multivariate linear regression - doctor satisfaction Multivariate linear regression - doctor satisfaction
Coeff (95% CI)
p-
value
Race/ethnicity
Caucasian
Reference
Black
0.082 (0.013-0.15)
0.02
East Asian
0.066 (-0.039 to 0.17)
0.22
South Asian
0.35 (-0.82 to 0.15)
0.55
LatinX
-0.0018 (-0.72 to 0.68)
0.96
Middle Eastern
0.11 (-0.66 to 0.29)
0.22
Native American
-0.041 (-0.24 to 0.16)
0.69
Demographic characteristics:
Age at survey
-0.0020 (-0.0040 to 0.000023)
0.053
Insurance
No
Reference
Yes
-0.014 (-0.055 to 0.027)
0.49
Gender
Decline
Reference
Female
-0.47 (-1.12 to 0.19)
0.16
Male
-0.49 (-1.15 to 0.17)
0.14
Other
-0.58 (-1.65 to 0.49)
0.29
LGBT
Decline to state
Reference
No
-.081 (-0.31 to 0.15)
0.49
Yes
-0.077 (-0.32 to 0.17)
0.53
Income
$0-49K
Reference
$50-99K
-0.033 (-0.11 to 0.040)
0.38
$100-199K
-0.076 (-0.15 to 0.0016)
0.055
$200-499K
-0.22 (-0.31 to -0.13)
<0.001
$500K +
-0.19 (0.52 to 0.15)
0.28 Less than HS
Reference
HS/GED
-0.21 (-0.97 to 0.55)
0.58
Some college
-0.17 (-0.92 to 0.59)
0.67
Bachelor's degree
-0.25 (-1.00 to 0.50)
0.52
Master's degree
-0.33 (-1.08 to 0.42)
0.39
Professional degree
-0.33 (-1.08 to 0.42)
0.39
Doctorate
-0.35 (-1.10 to 0.41)
0.37
Patient satisfaction
characteristics:
Obtained desired result*
0.24 (0.22 to 0.26)
<0.001
Treated as a human instead of
number*
0.46 (0.44 to 0.49)
<0.001
MD communication*
0.43 (0.39 to 0.46)
<0.001
MD trustworthiness*
1.02 (0.98 to 1.05)
<0.001
Billing department*
0.06 (0.043 to 0.081)
<0.001
Wait time
No wait
Reference
Within an hour
0.12 (-0.71 to 0.096)
0.76
End of day
0.036 (-0.044 to 0.12)
0.38
Within 24 hours
-0.065 (-0.16 to 0.28)
0.17
More than 24 hours
-0.21 (-0.33 to -0.91)
0.001
Not sure
-0.032 (-0.17 to 0.10)
0.64
Appointment and scheduling
convenience
0.058 (0.35 to 0.82)
<0.001
Understanding on next steps*
0.17 (0.14 to 0.20)
<0.001
Adjustments after setbacks
0.38 (0.35 to 0.40)
<0.001
Primary RN
No
Reference
Not sure
-0.018 (-0.074 to 0.038)
0.53
Yes
0.05 (0.0043 to 0.088)
0.031 Frequency of seeing doctor* 0.058 (0.042 to 0.723) <0.001 Frequency of seeing doctor
0.058 (0.042 to 0.723)
0.001
*State and profession included in multivariate analysis, not displayed due to space constraints
Multivariate linear regression - clinic satisfaction
Coeff (95% CI)
p-value
Race/ethnicity
Caucasian
Reference
Black
0.0030 (-0.080 to 0.086)
0.94
East Asian
0.046 (-0.79 to 0.17)
0.47
South Asian
0.10 (-0.041 to 0.24)
0.16
LatinX
-0.0081 (-0.092 to 0.076)
0.85
Middle Eastern
0.15 (-0.063 to 0.36)
0.17
Native American
0.069 (-0.17 to 0.31)
0.57
Demographic characteristics:
Age at survey
-0.00055 (-0.0030 to 0.0019)
0.66
Insurance
No
Reference
Yes
0.091 (0.042 to 0.14)
<0.001
Gender
Decline
Reference
Female
-0.15 (-0.94 to 0.64)
0.71
Male
-0.20 (-0.99 to 0.60)
0.63
Other
-0.20 (-1.49 to 1.08)
0.76
LGBT
Decline to state
Reference
No
-0.21 (-0.49 to 0.062)
0.13
Yes
-0.25 (-0.54 to 0.039)
0.089
Income
$0-49K
Reference
$50-99K
-0.041 (-013 to 0.47)
0.36
$100-199K
-0.12 (-0.21 to -0.26)
0.012
$200-499K
-0.33 (-0.44 to -0.22)
<0.001 Decline to
state
-0.17 (-0.30 to -0.38)
0.012 Decline to
state
-0.17 (-0.30 to -0.38)
0.012 Decline to
state Education
Less than HS
Reference
HS/GED
-02.9 (-1.21 to 0.62)
0.53
Some college
-0.25 (-1.16 to 0.65)
0.58
Bachelor's
degree
-0.34 (-1.24 to 0.57)
0.47
Master's
degree
-0.39 (-1.30 to 0.52)
0.40
Professional
degree
-0.45 (-1.36 to 0.45)
0.33
Doctorate
-0.49 (-1.40 to 0.42)
0.29
Patient satisfaction
characteristics:
Obtained desired result*
0.23 (0.20 to 0.25)
<0.001
Treated as a human instead of
number*
0.39 (0.36 to 0.43)
<0.001
MD communication*
0.17 (0.13 to 0.21)
<0.001
MD trustworthiness*
0.89 (0.85 to 0.93)
<0.001
Billing department*
0.31 (0.29 to 0.34)
<0.001
Wait time
No wait
Reference
Within an
hour
0.13 (0.025 to 0.23)
0.015
End of day
0.091 (-0.0056 to 0.19)
0.065
Within 24
hours
-0.15 (-0.26 to -0.38)
0.008
More than 24
hours
-0.69 (-0.83 to -0.54)
<0.001
Not sure
-0.27 (-0.43 to -0.11)
0.001
Appointment and scheduling
convenience
0.30 (0.27 to 0.33)
<0.001
Understanding on next steps*
0.13 (0.90 to 0.16)
<0.001
Adjustments after setbacks
0.29 (0.26 to 0.32)
<0.001
Primary RN Page 19/25 No
Reference
Not sure
0.026 (-0.042 to 0.093)
0.45
Yes
0.12 (0.070 to 0.17)
<0.001
Clinical error made (%)*
-0.36 (-0.41 to -0.30)
<0.001
Frequency of seeing doctor*
-0.036 (-0.054 to -0.18)
<0.001
*State and profession included in multivariate analysis, not displayed due to space constraints Comparison with existing literature Prior literature has consistently reported disparities in ART outcomes, with minorities and particularly Black
patients having poorer outcomes when compared to Caucasian patients.(1, 2) An analysis of 38,309 cycles using
SART CORS data found increased miscarriage rate and decreased live birth rate compared to Black women
compared to white women, even after controlling for uterine and tubal factor disease.(3) Another study of
138,927 SART ART cycles found increased fetal loss rate in Black women compared to other racial groups.(6)
Several studies have reported significantly lower implantation, clinical pregnancy, and live birth rates in Black
ART patients (3, 19), though not all studies have found these conclusions.(20, 21) It has been hypothesized that
an increased prevalence of leiomyomas and possible difference in baseline diagnoses of BMI may contribute to
these dipartites, though some studies controlling for these factors have continued to find disparities. Several
more recent studies have continued to report disparities in Black ART outcomes; a recent analysis of 7,002 SART
CORS cycles found that Black race was associated with lower live birth rate in frozen embryo transfer cycles
(aRR 0.82; 95% CI 0.73–0.92) and a higher clinical loss rate (aRR 1.59; 95% CI, 1.28–1.99) compared with White
women. Additionally, Black women were found to have a lower rate of implantation compared to other racial
groups even in PGT cycles.(4) Another study of 1,601 donor embryo transfer cycles from 2008–2015 found that
Black recipients had a lower probability of live birth than white donors and recipients (aRR 0.84; 95% confidence
interval, 0.71–0.99), while live birth disparities were not found in Hispanic, Asian, and other races compared with
white recipients.(5) Page 20/25 Disparities in ART outcomes for Asian and Hispanic groups have also been reported. Comparison with existing literature The prior referenced study
of over 130,000 ART cycles from SART found that odds of pregnancy were reduced for Asians (0.86) and live
birth odds were reduced for Asians (0.90), Black (0.62), and Hispanics (0.87).(6) Another SART study of 25,843
white and 1,429 Asian women found that Asian women had significantly decreased cumulative pregnancy rate
and live birth rate when compared to white women, and that Asian ethnicity was an independent predictor of poor
ART outcomes after adjustment for confounders.(22) Multiple other studies have also reported worse ART
outcomes in Asian patients, including both large database and smaller independent center studies.(23–25)
Studies on SA populations specifically have reported inconsistent information on disparities, including some
studies reporting worse outcomes in this population, while other have reported equivalent outcomes.(7, 8) One
study of 196 Caucasian and 117 South Asian women reported equivalent outcomes in frozen embryo transfers,
but significantly lower outcomes in fresh transfers, suggesting that the relationship between race/ethnicity and
ART outcomes may depend on ART procedure type.(26) Studies on Hispanic patients have been limited by
sample size; in the SART Writing Group 2010 paper, live birth rates from ART were 13% lower for Hispanic than
for white women.(6) However, a study of the military health care system found no significant differences in IVF
outcomes for Hispanic and white patients.(27) More investigation is warranted in this population. It is also important to note that the data on this subject of racial/ethnic disparities in ART outcomes may be
limited by incomplete report of race/ethnicity in datasets used for analysis on this subject (28), leading to
possible bias in the results. Additionally, studies have typically reported minority groups of Black, Asian, and
Hispanic, even though these groups may contain substantial heterogeneity and additional subgroups. Additionally, data suggests that access to fertility care is also adversely affected by race/ethnicity, as infertility
care is accessed at a higher rate by non-Hispanic white women with higher socioeconomic parameters, and at a
lower rate for Hispanic women.(29, 30) It is also important to note that the data on this subject of racial/ethnic disparities in ART outcomes may be
limited by incomplete report of race/ethnicity in datasets used for analysis on this subject (28), leading to
possible bias in the results. Additionally, studies have typically reported minority groups of Black, Asian, and
Hispanic, even though these groups may contain substantial heterogeneity and additional subgroups. Comparison with existing literature Additionally, data suggests that access to fertility care is also adversely affected by race/ethnicity, as infertility
care is accessed at a higher rate by non-Hispanic white women with higher socioeconomic parameters, and at a
lower rate for Hispanic women.(29, 30) Literature on patient perspective on self-reported fertility care satisfaction by race/ethnicity is extremely limited,
despite the more extensive literature on disparities in outcomes as above. A study of 1,460 patients at an
academic fertility center in Illinois found that Black women (14.7%) were more likely to report that race was a
barrier to getting fertility treatment compared with White (0.0%), Hispanic (5.1%), and Asian (5.4%) women,
though satisfaction with fertility care was not assessed.(9) A prior FertilityIQ analysis of 7,456 women from
2015–2018 reported a number of factors associated with positive patient-reported experience (including positive
results, being treated like a human instead of number, good communication and expectation setting by doctor,
shorter wait times, scheduling, and billing satisfaction).(10) However, stratifications by race/ethnicity group were
not available in this analysis, and we have updated this data with these stratifications as well as a substantially
large sample size. A few other studies have investigated patient satisfaction in fertility care, with an older study
of 1,499 patients in the Netherlands reporting high general patient satisfaction (94%), with waiting times,
information provision, and emotional support the least positive aspects of care.(11) Prior literature includes
smaller studies that have investigated multiple aspects of satisfaction with fertility care, including general patient
satisfaction and provider perception (12–14), though study on fertility satisfaction by ethnicity is very limited. In other fields of medicine, a large study of around 250,000 Press-Ganey surveys found that Asian, younger and
female patients provided less favorable ratings than other race/ethnicity older and male patients.(15) This is in
line with our findings of EA reporting lower clinic satisfaction than other groups. Other large studies have
suggested that minority groups may report lower satisfaction than Caucasian groups with medical care,
including a European study of 138,878 cancer patients (16) and a study of 7,795 patients on satisfaction with Page 21/25 Page 21/25 physician, nursing, and overall care during hospitalization.(17) In contrast, a smaller study of 527 surveys found
no differences in outpatient pediatric surgical care by race/ethnicity or socioeconomic are. Comparison with existing literature These findings from
other studies may not be completely generalizable to fertility care given the differences in patient population and
higher percentage of self-pay patients in fertility. In general, given the limited research, more research in patient
satisfaction by race/ethnicity in medicine (not just fertility care) is warranted. Our analysis is the largest and one of the first to investigate patient
found that despite disparities in ART outcomes, Black patients were
satisfaction significantly higher than other groups. EA were the only
significantly lower than other groups, while other disparities were no
expected, there were baseline differences between the groups in term
characteristics. Though some disparities were found on univariate a
most differences in unadjusted satisfaction scores no longer persis
Black patients did not report lower satisfaction despite literature sug
population. Overall, data is reassuring in that minority groups do no
fertility care, with the exception of EA for clinic satisfaction. Howeve
underlying disparities in fertility care for minority populations. Our analysis is the largest and one of the first to investigate patient satisfaction in fertility care by ethnicity. We
found that despite disparities in ART outcomes, Black patients were the only group to rate their physician
satisfaction significantly higher than other groups. EA were the only group to rate their clinic satisfaction as
significantly lower than other groups, while other disparities were not seen after adjustment for confounders. As
expected, there were baseline differences between the groups in terms of demographic and clinic satisfaction
characteristics. Though some disparities were found on univariate analysis, after adjustment of all confounders,
most differences in unadjusted satisfaction scores no longer persisted with the exceptions above. Interestingly,
Black patients did not report lower satisfaction despite literature suggesting worse ART outcomes in this
population. Overall, data is reassuring in that minority groups do not appear to have worse satisfaction with
fertility care, with the exception of EA for clinic satisfaction. However, more investigation is needed into the
underlying disparities in fertility care for minority populations. Conclusion In summary, some but not all minority groups differed in their self-reported perception of satisfaction with fertility
clinic and doctors compared to Caucasian patients. On fully adjusted analyses, some of these differences were
no longer apparent, though Black patients continued to rate doctors more highly, while EA rated clinics lower. Cultural differences towards surveys may contribute to some of these findings, and satisfaction by racial/ethnic
group may also be modified by results of care. Author contributions Page 23/25
Author contributions
A Wang: Protocol/project development, Data collection or management, Data analysis, Manuscript
writing/editing
J Anderson-Bialis: Protocol/project development, Data collection or management, Manuscript writing/editing
JR Morris: Protocol/project development, Data collection or management, Data analysis, Manuscript
writing/editing
J Corley: Data analysis, Manuscript writing/editing
D Anderson-Bialis: Protocol/project development, Manuscript writing/editing
L Citro: Protocol/project development, Manuscript writing/editing
M Esa Seegulam: Manuscript writing/editing
V Fujimoto: Protocol/project development, Data analysis, Manuscript writing/editing
References A Wang: Protocol/project development, Data collection or management, Data analysis, Manuscript
writing/editing
J Anderson-Bialis: Protocol/project development, Data collection or management, Manuscript writing/editing
JR Morris: Protocol/project development, Data collection or management, Data analysis, Manuscript
writing/editing
J Corley: Data analysis, Manuscript writing/editing
D Anderson-Bialis: Protocol/project development, Manuscript writing/editing
L Citro: Protocol/project development, Manuscript writing/editing
M Esa Seegulam: Manuscript writing/editing
V Fujimoto: Protocol/project development, Data analysis, Manuscript writing/editing Strengths and Limitations The strengths of this analysis include the large sample size, detailed information available on potential
confounders, and the novelty of the subject matter. FertilityIQ is the largest database of patient satisfaction on
fertility care in the United States, and our large sample size is an asset in allowing seven categories of
racial/ethnic stratification. Additionally, the prior literature on patient satisfaction by race/ethnicity in fertility care
is extremely limited, and ours is by far the largest study in this area. We were also able to investigate racial/ethnic
groups including Middle Eastern and Native American which have traditionally not been as frequently studied
(though sample sizes were limited for these groups), and were also able to study East Asian and South Asians
separately (as this is a heterogeneous group which has often been studied as one racial category). FertilityIQ also
collects extensive demographic information which as used in multivariate analysis, as some of these factors
may be confounders for patient satisfaction. The limitations of the study include its cross-sectional nature, self-reported voluntary survey data which may be
subject to bias in terms of recall bias or who chooses to fill out an online survey, and small but statistically
significant differences that may not be clinically significant (as a result of large sample size). The survey was
available online but not sent out to patients, so patients had to choose to go to the website to voluntarily, which
may lead to response bias. Additionally, there may be cultural differences in terms of who chooses to fill out a
survey and how different groups respond to survey questions, or cultural differences in expectations of care. It is
important to note that given known disparities in access to care, this survey can only be interpreted in the context
of those who were able to obtain fertility care. The survey was also limited to English speaking patients, which is
a potential bias in the analysis by not capturing non-English speaking patients. We also had to exclude multi-
racial respondents from the analysis due to difficulty analyzing multi-racial data; however, as the population of
multi-racial individuals will continue to increase, is it important to develop ways to adequately analyze this
population. Though the data must be interpreted with caution, our large sample size gives us confidence in our
results for the different racial/ethnic groups studied. Page 22/25 Page 22/25 Disclosures/Conflicts of Interest: None. IRB: An Institutional Review Board (IRB) through UCSF has determined that this research study does not involve
human subjects and is therefore exempt. IRB: An Institutional Review Board (IRB) through UCSF has determined that this research study does not involve
human subjects and is therefore exempt. SYNOPSIS: Minority groups differed in self-reported fertility care satisfaction compared to Caucasian patients,
though most of these differences were no longer present on fully adjusted analyses. ACKNOWLEDGEMENTS The authors wish to acknowledge the fertility patients who have provided valuable information by filling out
surveys on FertilityIQ. Author contributions: AW, JAB, JRM, and VF were involved in study conception and design. AW performed the
data analysis. AW, JAB, and JRM performed data interpretation. AW wrote the initial draft of the manuscript. All
authors contributed to additional data interpretation and final approval of the manuscript. Presentations: These data were presented in part as a poster presentation at American Society for Reproductive
Medicine 2021 in Baltimore, MD. Funding sources: There are no funding sources to report for this study. Funding sources: There are no funding sources to report for this study. Funding sources: There are no funding sources to report for this study. References Palep-Singh M, Picton HM, Vrotsou K, Maruthini D, Balen AH (2007) South Asian women with polycystic
ovary syndrome exhibit greater sensitivity to gonadotropin stimulation with reduced fertilization and ongoing
pregnancy rates than their Caucasian counterparts. Eur J Obstet Gynecol Reprod Biol 134:202–207 8. Shahine LK, Lamb JD, Lathi RB, Milki AA, Langen E, Westphal LM (2009) Poor prognosis with in vitro
fertilization in Indian women compared to Caucasian women despite similar embryo quality. PLoS ONE
4:e7599 8. Shahine LK, Lamb JD, Lathi RB, Milki AA, Langen E, Westphal LM (2009) Poor prognosis with in vitro
fertilization in Indian women compared to Caucasian women despite similar embryo quality. PLoS ONE
4:e7599 9. Galic I, Negris O, Warren C, Brown D, Bozen A, Jain T (2021) Disparities in access to fertility care: who's in and
who's out. F S Rep 2:109–117 9. Galic I, Negris O, Warren C, Brown D, Bozen A, Jain T (2021) Disparities in access to fertility care: who's in and
who's out. F S Rep 2:109–117 10. Shandley LM, Hipp HS, Anderson-Bialis J, Anderson-Bialis D, Boulet SL, McKenzie LJ et al (2020) Patient-
centered care: factors associated with reporting a positive experience at United States fertility clinics. Fertil
Steril 113:797–810 11. Mourad SM, Nelen W, Akkermans RP, Vollebergh JHA, Grol R, Hermens R et al (2010) Determinants of
patients' experiences and satisfaction with fertility care. Fertil Steril 94:1254–1260 12. Dancet EA, Nelen WL, Sermeus W, De Leeuw L, Kremer JA, D'Hooghe TM (2010) The patients' perspective on
fertility care: a systematic review. Hum Reprod Update 16:467–487 12. Dancet EA, Nelen WL, Sermeus W, De Leeuw L, Kremer JA, D'Hooghe TM (2010) The patients' perspective on
fertility care: a systematic review. Hum Reprod Update 16:467–487 13. Schmidt L, Holstein BE, Boivin J, Tjornhoj-Thomsen T, Blaabjerg J, Hald F et al (2003) High ratings of
satisfaction with fertility treatment are common: findings from the Copenhagen Multi-centre Psychosocial
Infertility (COMPI) Research Programme. Hum Reprod 18:2638–2646 14. Gonen LD (2016) Satisfaction with in vitro fertilization treatment: patients' experiences and professionals'
perceptions. Fertil Res Pract 2:6 14. Gonen LD (2016) Satisfaction with in vitro fertilization treatment: patients' experiences and professionals'
perceptions. Fertil Res Pract 2:6 15. Liao L, Chung S, Altamirano J, Garcia L, Fassiotto M, Maldonado B et al (2020) The association between
Asian patient race/ethnicity and lower satisfaction scores. BMC Health Serv Res 20:678 15. References 1. Quinn M, Fujimoto V (2016) Racial and ethnic disparities in assisted reproductive technology access and
outcomes. Fertil Steril 105:1119–1123 2. Wellons MF, Fujimoto VY, Baker VL, Barrington DS, Broomfield D, Catherino WH et al (2012) Race matters: a
systematic review of racial/ethnic disparity in Society for Assisted Reproductive Technology reported
outcomes. Fertil Steril 98:406–409 3. Seifer DB, Frazier LM, Grainger DA (2008) Disparity in assisted reproductive technologies outcomes in black
women compared with white women. Fertil Steril 90:1701–1710 3. Seifer DB, Frazier LM, Grainger DA (2008) Disparity in assisted reproductive technologies outcomes in black
women compared with white women. Fertil Steril 90:1701–1710 4. Makhijani R, Godiwala P, Grady J, Christy A, Thornton K, Grow D et al (2022) Black race associated with
lower live birth rate in frozen-thawed blastocyst transfer cycles: an analysis of 7,002 Society for Assisted
Reproductive Technology frozen-thawed blastocyst transfer cycles. Fertil Steril 117:360–367 4. Makhijani R, Godiwala P, Grady J, Christy A, Thornton K, Grow D et al (2022) Black race associated with
lower live birth rate in frozen-thawed blastocyst transfer cycles: an analysis of 7,002 Society for Assisted
Reproductive Technology frozen-thawed blastocyst transfer cycles. Fertil Steril 117:360–367 5. Liu Y, Hipp HS, Nagy ZP, Capelouto SM, Shapiro DB, Spencer JB et al (2021) The effect of donor and
recipient race on outcomes of assisted reproduction. Am J Obstet Gynecol 224:374 e1- e12 5. Liu Y, Hipp HS, Nagy ZP, Capelouto SM, Shapiro DB, Spencer JB et al (2021) The effect of donor and
recipient race on outcomes of assisted reproduction. Am J Obstet Gynecol 224:374 e1- e12 6. Fujimoto VY, Luke B, Brown MB, Jain T, Armstrong A, Grainger DA et al (2010) Racial and ethnic disparities in
assisted reproductive technology outcomes in the United States. Fertil Steril 93:382–390 6. Fujimoto VY, Luke B, Brown MB, Jain T, Armstrong A, Grainger DA et al (2010) Racial and ethnic disparities in
assisted reproductive technology outcomes in the United States. Fertil Steril 93:382–390 7. Palep-Singh M, Picton HM, Vrotsou K, Maruthini D, Balen AH (2007) South Asian women with polycystic
ovary syndrome exhibit greater sensitivity to gonadotropin stimulation with reduced fertilization and ongoing
pregnancy rates than their Caucasian counterparts. Eur J Obstet Gynecol Reprod Biol 134:202–207 7. References Liao L, Chung S, Altamirano J, Garcia L, Fassiotto M, Maldonado B et al (2020) The association between
Asian patient race/ethnicity and lower satisfaction scores. BMC Health Serv Res 20:678 16. Pinder RJ, Ferguson J, Moller H (2016) Minority ethnicity patient satisfaction and experience: results of the
National Cancer Patient Experience Survey in England. BMJ Open 6:e011938 16. Pinder RJ, Ferguson J, Moller H (2016) Minority ethnicity patient satisfaction and experience: results of the
National Cancer Patient Experience Survey in England. BMJ Open 6:e011938 17. Woods SE, Bivins R, Oteng K, Engel A (2005) The influence of ethnicity on patient satisfaction. Ethn Health
10:235–242 17. Woods SE, Bivins R, Oteng K, Engel A (2005) The influence of ethnicity on patient satisfaction. Ethn Health
10:235–242 Page 24/25 Page 24/25 18. Reichheld FF (2003) The one number you need to grow. Harv Bus Rev 81:46–54 18. Reichheld FF (2003) The one number you need to grow. Harv Bus Rev 81:46–5 19. Feinberg EC, Larsen FW, Catherino WH, Zhang J, Armstrong AY (2006) Comparison of assisted reproductive
technology utilization and outcomes between Caucasian and African American patients in an equal-access-
to-care setting. Fertil Steril 85:888–894 20. Dayal MB, Gindoff P, Dubey A, Spitzer TL, Bergin A, Peak D et al (2009) Does ethnicity influence in vitro
fertilization (IVF) birth outcomes? Fertil Steril 91:2414–2418 21. Bendikson K, Cramer DW, Vitonis A, Hornstein MD (2005) Ethnic background and in vitro fertilization
outcomes. Int J Gynaecol Obstet 88:342–346 22. Purcell K, Schembri M, Frazier LM, Rall MJ, Shen S, Croughan M et al (2007) Asian ethnicity is associated
with reduced pregnancy outcomes after assisted reproductive technology. Fertil Steril 87:297–302 23. Baker VL, Luke B, Brown MB, Alvero R, Frattarelli JL, Usadi R et al (2010) Multivariate analysis of factors
affecting probability of pregnancy and live birth with in vitro fertilization: an analysis of the Society for
Assisted Reproductive Technology Clinic Outcomes Reporting System. Fertil Steril 94:1410–1416 24. Shapiro AJ, Darmon SK, Barad DH, Albertini DF, Gleicher N, Kushnir VA (2017) Effect of race and ethnicity on
utilization and outcomes of assisted reproductive technology in the USA. Reprod Biol Endocrinol 15:44 25. Langen ES, Shahine LK, Lamb JD, Lathi RB, Milki AA, Fujimoto VY et al (2010) Asian ethnicity and poor
outcomes after in vitro fertilization blastocyst transfer. Obstet Gynecol 115:591–596 26. References Shah MS, Caballes M, Lathi RB, Baker VL, Westphal LM, Milki AA (2016) In vitro fertilization outcomes after
fresh and frozen blastocyst transfer in South Asian compared with Caucasian women. Fertil Steril
105:1484–1487 27. Feinberg EC, Larsen FW, Wah RM, Alvero RJ, Armstrong AY (2007) Economics may not explain Hispanic
underutilization of assisted reproductive technology services. Fertil Steril 88:1439–1441 27. Feinberg EC, Larsen FW, Wah RM, Alvero RJ, Armstrong AY (2007) Economics may not explain Hispanic
underutilization of assisted reproductive technology services. Fertil Steril 88:1439–1441 28. Seifer DB, Zackula R, Grainger DA, Society for Assisted Reproductive Technology Writing Group R (2010)
Trends of racial disparities in assisted reproductive technology outcomes in black women compared with
white women: Society for Assisted Reproductive Technology 1999 and 2000 vs. Fertil Steril 93:2004–2006
29. Komorowski AS, Jain T (2022) A review of disparities in access to infertility care and treatment outcomes
among Hispanic women. Reprod Biol Endocrinol 20:1 28. Seifer DB, Zackula R, Grainger DA, Society for Assisted Reproductive Technology Writing Group R (2010)
Trends of racial disparities in assisted reproductive technology outcomes in black women compared with
white women: Society for Assisted Reproductive Technology 1999 and 2000 vs. Fertil Steril 93:2004–2006 28. Seifer DB, Zackula R, Grainger DA, Society for Assisted Reproductive Technology Writing Group R (2010)
Trends of racial disparities in assisted reproductive technology outcomes in black women compared with
white women: Society for Assisted Reproductive Technology 1999 and 2000 vs. Fertil Steril 93:2004–2006 29. Komorowski AS, Jain T (2022) A review of disparities in access to infertility care and treatment outcomes
among Hispanic women. Reprod Biol Endocrinol 20:1 29. Komorowski AS, Jain T (2022) A review of disparities in access to infertility care and treatment outcomes
among Hispanic women. Reprod Biol Endocrinol 20:1 30. Jain T, Hornstein MD (2005) Disparities in access to infertility services in a state with mandated insurance
coverage. Fertil Steril 84:221–223 30. Jain T, Hornstein MD (2005) Disparities in access to infertility services in a state with mandated insurance
coverage. Fertil Steril 84:221–223 Page 25/25 Page 25/25
|
https://openalex.org/W4253697928
|
https://www.qeios.com/read/INIJD9/pdf
|
English
| null |
ACKR2 wt Allele
|
Definitions
| 2,020
|
cc-by
| 114
|
Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios ACKR2 wt Allele National Cancer Institute National Cancer Institute Qeios ID: INIJD9 · https://doi.org/10.32388/INIJD9 Source National Cancer Institute. ACKR2 wt Allele. NCI Thesaurus. Code C51317. Human ACKR2 wild-type allele is located in the vicinity of 3p21.3 and is approximately 58
kb in length. This allele, which encodes atypical chemokine receptor 2 protein, is involved
in the recruitment of effector immune cells to sites of inflammation. The allele also plays
a role in chemokine-driven leukocytes recirculation. Variant alleles have been implicated in
chemokine effects relating to the development and growth of vascular tumors. Qeios ID: INIJD9 · https://doi.org/10.32388/INIJD9 1/1
|
W3133742434.txt
|
https://www.mdpi.com/2071-1050/13/5/2715/pdf
|
en
|
Eco-Economic Coordination Analysis of the Yellow River Basin in China: Insights from Major Function-Oriented Zoning
|
Sustainability
| 2,021
|
cc-by
| 12,261
|
sustainability
Article
Eco-Economic Coordination Analysis of the Yellow River Basin
in China: Insights from Major Function-Oriented Zoning
Zhongwu Zhang 1 , Tianying Chang 1 , Xuning Qiao 2,3, *, Yongju Yang 2,3 , Jing Guo 2 and Han Zhang 2
1
2
3
*
Citation: Zhang, Z.; Chang, T.; Qiao,
X.; Yang, Y.; Guo, J.; Zhang, H.
Eco-Economic Coordination Analysis
of the Yellow River Basin in China:
School of Geography, Shanxi Normal University, Linfen 041000, China; zhangzw@sxnu.edu.cn (Z.Z.);
changtianying0@hotmail.com (T.C.)
School of Surveying and Land Information Engineering, Henan Polytechnic University,
Jiaozuo 454003, China; yjuz@hpu.edu.cn (Y.Y.); gguojing99@hotmail.com (J.G.);
zhang_hann@hotmail.com (H.Z.)
Research Centre of Arable Land Protection and Urban-Rural High-Quality Development of Yellow River
Basin, Henan Polytechnic University, Jiaozuo 454003, China
Correspondence: qiaoxuning@hpu.edu.cn
Abstract: The ecological-economic coordination degree model is widely used to analyze eco-economic
coordination relationships, but methods for determining the relative weights of the ecological and
economic systems lack a scientific basis. Examining the Yellow River Basin based on Major FunctionOriented Zoning (MFOZ) in China, the study surveyed 42 experts and used the analytic hierarchy
process (AHP)to calculate the ecological and economic weights of the different main function zones.
It also improved the model and evaluated the coordination degree of the ecological economic system
in 642counties of eight provinces in the Yellow River Basin from 1991 to 2015. The results indicate
that (1) the ecological value of the basin increased from 823 billion Yuan in 2001 to 1142 billion Yuan
in 2015; (2) the GDP shows a linear growth trend: high- and medium–high-value areas of per capita
GDP are clustered around nine metropolitan areas, while cold spots are distributed in ecological
protection and agricultural development zones; (3) the ecological and economic coordination of the
river basin first rose and then declined; and (4) the coordinated development areas are concentrated
in five urban agglomerations that are highly consistent with the per capita GDP hotspots.
Insights from Major
Function-Oriented Zoning.
Sustainability 2021, 13, 2715.
Keywords: ecology and economy; coordination; sustainable development; Major Function-Oriented
Zoning (MFOZ); analytic hierarchy process; Yellow River Basin
https://doi.org/10.3390/su13052715
Academic Editor: Antonio Boggia
1. Introduction
Received: 18 January 2021
Accepted: 25 February 2021
Published: 3 March 2021
Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affiliations.
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/).
The eco-environmental system is the basis for maintaining material circulation and
biological survival, and economic development is the result of human use of natural
and developed resources. With the rapid development of the economy and society, the
contradictions between regional economic development, resource carrying capacity, and
the ecological environment have become more prominent. The coordinated development
of ecological environmental and economic systems has become an important basis for
whether or not the region can achieve sustainable development [1]. In the 1660s, Petty
linked the creation of economic value with the ecological environment for the first time. He
believed that environmental factors, such as labor and land, can create value together. Since
then, there have been similar studies on the coordinated development of the ecological
environment and social economy, such as Malthus’s population theory and Ricardo’s
theory of land rent. At present, the evaluation of the coordination relationship between
the ecological environment and economic development is a hot topic in academic circles.
Scholars have achieved diverse findings through large-scale research on the global [2,3],
country [4,5], and province and city [6,7] trends. Research at the small scale for a county, to
comprehensively study its watershed, is insufficient. As a composite ecosystem, watersheds
have received increasing attention due to the sensitivity of their ecological environment
and diversity of scales [8].
Sustainability 2021, 13, 2715. https://doi.org/10.3390/su13052715
https://www.mdpi.com/journal/sustainability
Sustainability 2021, 13, 2715
2 of 18
In terms of evaluation methods, the first approach is to construct an ecologicaleconomic index system [9,10]; however, itis difficult to obtain data on the evaluation
of county and smaller-scale units, the selection of indicators is very different, and the
comparison of the measurement results is weak. The second is to construct a coupled
evaluation model, including the Driving force–State–Response (DSR) model proposed by
the United Nations Commission on Sustainable Development [11], the analytic hierarchy
process (AHP) evaluation model [12], the ecological footprint evaluation model [13], and
the coordinated development model [14,15]. The coordinated development degree model
of the economy and environment has the widest application range;it avoids the difficulty of
reflecting whether the overall regional ecological economic system is in high-level coordination or low-level coordination, and it can more objectively and clearly reflect the degree
of interaction between the ecological environment system and the socio-economic system.
The determination of the parameters in this model is subjective, and it is generally assumed
that the ecological and economic systems are equally important. However, in reality, the
effects of the ecological and economic systems in the different regions are not the same. To
reflect this difference, to alleviate the contradiction between the ecological environment
and economic development caused by urbanization and industrialization in China, and
to promote the coordination and sustainability of economic development and ecological
protection, the State Council of China—based on the regional resource and environmental
carrying capacity, the existing development density, and development potential—approved
and implemented the “National Plan for MFOZ” in 2010. The plan divides the land into
optimized, key, restricted, and prohibited development areas according to development
methods [16]. Major Function-Oriented Zoning (MFOZ) is a strategic, basic, and restrictive
plan for China’s land and space development;it is of great strategic significance to promote
the formation of a land and space development pattern that is coordinated with the population, economy, resources, and environment, and to promote coordinated economic, social,
and environmental development [17,18]. At the same time, it provides a new idea for the
determination of model parameters; that is, based on the positioning of the main functions
of different regions, the analytic hierarchy process is used to determine the weight of the
economic and ecological systems.
The Yellow River Basin is an important economic zone and ecological barrier in China,
and it plays a particularly important role in China’s economic and social development
and ecological security [19]. Due to the particular natural environment and geographic
location, the economic and ecological environment of the Yellow River Basin is undergoing
complex changes and is always facing severe challenges. Jin [20] and Xu et al. [21] put
forward the idea of using regional classification guidance, coordinating and handling the
“four major relationships”, and promoting the ecological protection and high-quality development of the Yellow River Basin with the basic development pattern of “three regions and
seven groups”. However, they did not indicate how to coordinate the ecological-economic
relationship between the different main function areas and how to achieve sustainable
development. Related research has shown that GDP and GDP per capita can objectively
reflect the levels of socio-economic development of a region, and are important indicators
to measure the living standards of its people [22]. Among the ecological indicators, net
primary productivity (NPP) is positively correlated with the supply and regulation functions of the ecosystem; its temporal and spatial changes track the changes in ecosystem
functions [23,24], reflecting not only the ecosystem itself, but also the material, energy cycle,
and change process [25], which can have important impacts on the natural environment.
Therefore, the research is based on MFOZ, combined with coordination degree theory,
to build an ecological-economic coordination degree model, with GDP, per capita GDP,
and NPP as the economic and ecosystem indicators. The study quantitatively analyzes
the ecological-economic system coordination degree of MFOZ for 642 counties in eight
provinces of the Yellow River Basin from 1991 to 2015, and provides decision support for
the ecological and economic coordination and sustainable development of MFOZ in the
Yellow River Basin.
Sustainability 2021, 13, 2715
Mongolia, Shaanxi, Shanxi, Henan, and Shandong, and finally into the Bohai Sea in Kenli
County, Dongying City, Shandong Province (Figure 1). The drainage area is about 750,000
km2, with a total length of 5464 km. It is the second-longest river in China and the fifthlongest river in the world. There are many mountains in the basin, and the height differ3 of from
18
ence between east and west is huge, forming a three-level ladder from west to east,
high to low, which makes the natural conditions, such as geomorphology, climate, precipitation, and evaporation, of the different regions vary greatly. This region has an important position in China’s economic development, with great growth potential and de2. Research Area, Materials, and Methods
velopment space. As of 2018, the total population of the Yellow River Basin is 420 million,
2.1. Research Area
accounting for about 30.3% of the country, and the regional GDP is 23.9 trillion Yuan [26],
◦ E–119◦ E and 32◦ N–42◦ N;it is about 1900 km
river
basin
between
orThe
about
26.5%
of is
thelocated
total. The
basin96
is currently
the area most strongly affected by the
long
from east between
to west and
1100and
km land.
wide In
from
north
to south,
originating
from
relationship
humans
recent
decades,
rapid
urbanization
in the
some
northern
foot
of
the
Bayan
Har
Mountains
on
the
Qinghai–Tibet
Plateau
in
China.
areas of the Yellow River Basin has led to an excessive load on the total amount ofThe
water
basin
is vast,
through
nine
provinces,
Qinghai,The
Sichuan,
Gansu,
Ningxia,
used,
and flowing
the water
carrying
capacity
has including
been overloaded.
ecological
environment
Inner
Mongolia,
Shaanxi,
Shanxi,
Henan,
and
Shandong,
and
finally
into
the
Bohai
Sea inand
has continued to deteriorate, restricting the sustainable development of the economy
Kenli
County,
Dongying
City,
Shandong
Province
(Figure
1).
The
drainage
area
is
about
society [27].
2 , with a total length of 5464 km. It is the second-longest river in China and the
750,000 In
kmSeptember
2019, at the Symposium on Ecological Protection and High-Quality Defifth-longest
the world.
in the
the height
velopmentriver
of theinYellow
RiverThere
Basin,are
thismany
issue mountains
was upgraded
to abasin,
majorand
national
strategy.
difference
between
east
and
west
is
huge,
forming
a
three-level
ladder
from
west
to east,
Most of Sichuan Province is located in the Yangtze River Basin. Only Aba Tibetan
and
from
high
to
low,
which
makes
the
natural
conditions,
such
as
geomorphology,
climate,
Qiang Autonomous Prefecture and Ganzi Tibetan Autonomous Prefecture flow through
precipitation, and evaporation, of the different regions vary greatly. This region has an
the Yellow River Basin; their population and economic total account for 0.7% and 0.3% of
important position in China’s economic development, with great growth potential and
the Yellow River Basin, which has a weak influence on the economic and social developdevelopment space. As of 2018, the total population of the Yellow River Basin is 420 million,
ment pattern of the Yellow River Basin. The eastern Inner Mongolia region has been inaccounting for about 30.3% of the country, and the regional GDP is 23.9 trillion Yuan [26],
cluded in the spatial scope of the “Northeast Region Revitalization Plan”, and its ecoor about 26.5% of the total. The basin is currently the area most strongly affected by the
nomic and social development is closely related to the Northeast region.As the Yellow
relationship between humans and land. In recent decades, rapid urbanization in some
River Basin covers eight provinces, the study area in this article encompasses over
areas of the Yellow River Basin has led to an excessive load on the total amount of water
642counties (cities, districts), including the upper reaches of Gansu, Ningxia, and Qinghai;
used, and the water carrying capacity has been overloaded. The ecological environment
the middle reaches of Inner Mongolia (excluding eastern Mongolia), Shaanxi, and Shanxi;
has continued to deteriorate, restricting the sustainable development of the economy and
and the lower reaches of Henan and Shandong.
society [27].
Figure 1. Location of the Yellow River Basin.
In September 2019, at the Symposium on Ecological Protection and High-Quality
Development of the Yellow River Basin, this issue was upgraded to a major national
strategy. Most of Sichuan Province is located in the Yangtze River Basin. Only Aba
Tibetan and Qiang Autonomous Prefecture and Ganzi Tibetan Autonomous Prefecture
flow through the Yellow River Basin; their population and economic total account for
0.7% and 0.3% of the Yellow River Basin, which has a weak influence on the economic
and social development pattern of the Yellow River Basin. The eastern Inner Mongolia
region has been included in the spatial scope of the “Northeast Region Revitalization Plan”,
and its economic and social development is closely related to the Northeast region.As the
Yellow River Basin covers eight provinces, the study area in this article encompasses over
642 counties (cities, districts), including the upper reaches of Gansu, Ningxia, and Qinghai;
the middle reaches of Inner Mongolia (excluding eastern Mongolia), Shaanxi, and Shanxi;
and the lower reaches of Henan and Shandong.
Sustainability 2021, 13, 2715
4 of 18
2.2. Data Source and Preprocessing
The 1991–2015 NPP data come from the monthly NPP of China’s terrestrial ecosystems
north of 18◦ N latitude 1 km raster dataset (1985–2015) (http://www.geodoi.ac.cn/WebCn/
doi.aspx?ID=1212&paperID=82fbe955-6d1a-42c9-afd3-af5c36b5863f&tdsourcetag=s_pctim_
aiomsg). The spatial resolution is 1 km, and the unit is gC/(m2 ·a). The image data for
the NPP China region for 25 years (from 1991 to 2015) were obtained, which are based on
the monthly meteorological data for China’s land from 1985 to 2015, the soil texture data
for China, and the land cover and vegetation index data products based on MODIS and
AVHRR remote sensing images. The data were entered into the Carnegie–Ames–Stanford
Approach (CASA) model and used to develop a1 km raster dataset of the monthly net primary productivity of China’s terrestrial ecosystem north of the 18◦ N latitude for 31 years
(1985–2015) [28,29]. In ArcGIS 10.2, the Yellow River Basin vector file was used to mask the
abovementioned processed data to obtain the NPP data for 642 counties (cities, districts) in
the eightprovinces ofthe Yellow River Basin from 1991 to 2015.
The GDP and GDP per capita of the counties (cities) in the Yellow River Basin are
derived from the Statistical Yearbooks of the Provinces of the Yellow River Basin (1992–2016), the
Yellow River Basin Yearbooks of the Provinces (1992–2016), the Statistics of Shandong Province
and Qinghai Province Yearbook (1992–2016), and the Yearbook of Shandong Province and Qinghai
Province (1992–2016). Among them, the GDP and per capita GDP indicators of some
counties and cities are missing. Based on the data for adjacent years, interpolation and
gray correlation forecasting methods were used to supplement them.
2.3. Research Methods
2.3.1. NPP Change Trend Analysis Method
The unary linear regression analysis method can be used to simulate the change trend
of each raster pixel from 1991 to 2015, thereby reflecting the temporal and spatial evolution
characteristics of the regional NPP. It is calculated as follows:
θi =
n × ∑in=1 i × NPPi − ∑in=1 i ∑in=1 NPPi
n × ∑in=1 i2 − (∑in=1 i )2
(1)
where θi is the slope of NPP change over the years in the Yellow River Basin; n is the
number of years; NPPi is the average value of NPP in the ith year; and θi > 0 indicates that
NPP is increasing, and the opposite shows a decreasing trend. The absolute value of θi
reflects the rate at which NPP increases or decreases.
2.3.2. Ecological Value Evaluation
The photosynthesis of vegetation is accompanied by the ecological process of the
synthesis of organic matter essential for human survival and development, such as energy
fixation, carbon sequestration, and oxygen production. The oxidation ratio of vegetation
NPP will affect terrestrial carbon sinks [30]. To effectively and quantitatively evaluate the
ecological effects produced in the process of NPP synthesis, using the estimation results
of NPP, this paper expresses the ecological value in three parts: the value of organic
matter production, the value of fixed CO2 , and the value of O2 released. According to the
photosynthesis equation, the mass ratio between primary productivity and CO2 and O2
is 100:163:120, and the mass of the three can be calculated. At the same time, the shadow
price method is used to unify the three through price forms to obtain the ecological value
calculation results [24].
1.
The Value of Organic Matter
j
j
Nv =
NPPi
×c
0.45
(2)
Sustainability 2021, 13, 2715
5 of 18
j
j
In the formula, Nv is the value of organic matter produced in the jth year; NPPi is the
average annual organic matter produced in the jth year in the region; and 0.45 is the carbon
content of NPP.
Considering that coal prices have been declining from 2012 to 2016, the closing price
of Qinhuangdao 5500 kcal thermal coal has dropped by about 100 Yuan/t per year, and
the ecological value of coal prices during this period has a large deviation. Prices have
stabilized since January 2017. In 2017, the annual average price of 5500 kcal thermal coal
was 611.7 Yuan/t (https://www.cctd.com.cn/uploadfile/2018/0328/20180328093649264.
pdf). The unit price converted into standard coal is 480.6 Yuan/t, slightly higher than the
2010 standard coal unit price of 453.31 Yuan/t. Therefore, the study uses 480.6 Yuan/t as
the unit price of standard coal to calculate the ecological value, and c is 480.6 Yuan/t.
2.
Fixed CO2 Value and Release O2 Value
According to the photosynthesis equation, CO2 absorption and O2 emissions can be
measured, and then the carbon tax method and the oxygen production cost method are
used to measure their value [31]. The carbon tax conversion cost is 702.95 Yuan/t, and the
oxygen production cost is 400 Yuan/t [25].
3.
Ecological Value
The value of organic matter produced, the value of fixed CO2 , and the value of O2
j
released are integrated to obtain the ecological value of vegetation, Ev .
c
j
j
Ev = NPPi ×
+ 702.95 + 400
(3)
0.45
2.3.3. Analytic Hierarchy Process
The analytic hierarchy process was proposed by Saaty of the United States; it treats
complex decision-making issues as a system and decomposes it into multiple index levels
to calculate the weight of each index level. The steps are as follows:
The matrix A is established according to the corresponding evaluation criteria and
expert judgment, and the importance of Ai and Aj is determined according to the scale
of Saaty1~9. According to Formula (4), one calculates the weight, W A , of each indicator,
where λmax is the maximum eigenvalue of matrix A.
AW A = λmax W A
(4)
Moreover, it is necessary to use CR to judge whether matrix A passes the consistency
test. When CR ≤ 0.1, it can be judged that the matrix passes the consistency test. The
specific calculation is as in Formula (5), where RI is the random consistency index.
CR =
(λmax − n)/(n − 1)
RI
(5)
2.3.4. Eco-Economic Coordination Evaluation
As the two most important subsystems, the ecological economic system is tightly
related to the natural environment and human living environment. Eco-economic coordination can measure the degree of harmony between the ecological and economic subsystems
or the internal elements of the system [5]; it can represent the relationship between the
natural environment and the human environment and measure the degree of harmony
and synchronization between the two systems [22]. If the evaluation results of the two
systems are synchronized, the region is in a coordinated state, and vice versa. The greater
the dispersion is, the higher the degree of disorder is [25].
This study is based on MFOZ, and we selected GDP, per capita GDP, and NPP as the
economic system indicators and ecosystem indicators to construct a model of ecologicaleconomy coordinated development. The MFOZ of the eight provinces in the Yellow River
Basin divides the territorial space into four categories: optimized development zones, key
Sustainability 2021, 13, 2715
6 of 18
development zones, restricted development zones, and prohibited development zones.
Different types of territorial spaces have their own emphasis on ecological protection and
economic development. The optimized development zone is an urbanized area where
the economy is relatively developed, the population is dense, the development intensity
is high, and resource and environmental problems are prominent. Industrialization and
urbanization development should be optimized. Key development zones should improve
their innovation capabilities, take a new path of industrialization and urbanization, and
promote accelerated economic development to become an important growth pole supporting the future economic development of the Yellow River Basin and even the entire
country. Restricted development zones are agricultural areas whose main function is to
provide agricultural products and undertake important tasks in the construction of the
national grain production core area, or areas with fragile ecosystems and low resource and
environmental carrying capacity. The area should enhance comprehensive agricultural
production capacity, and ecological products production capacity restricts the development
of large-scale, high-intensity industrialization and urbanization. Prohibited development
zones include representative natural ecosystems, natural concentrated distribution areas of
rare animal and plant species, natural and cultural relics with special value, and other key
ecological function areas. Compulsory protection shall be implemented, and human-made
activities shall be strictly controlled. Various factors interfere with the natural ecology and
improve environmental quality. In the evaluation of regional coordination relationships
and model construction, different ecological and economic system weight values were
set according to the main function positioning of the different regions in the Yellow River
Basin.
According to the comprehensive evaluation results of the economic development level
and ecological environment level of each region in the Yellow River Basin, and utilizing the
concept of the dispersion coefficient, the ecological-economic coordination degree model
was constructed to quantitatively evaluate the coordination of the economic development
and ecological environment of the counties (cities) in the study area.
γ
d×r
C= h
i2
d +r
(6)
2
In the formula, C is the degree of ecological-economic coordination; d is the level
of regional economic development—that is, GDP per capita; r is the level of ecological
environment—that is, the ecological value per unit area; and γ is 2, which is the adjustment
coefficient [32]. The value range of C is [0, 1]; the larger the value of C, the smaller the
dispersion between d and r, and the more coordinated the regional economy and ecology,
and vice versa.
To more fully reflect the degree of coordination of the ecological economy of the river
basin, C, d, and r are used to construct a coordinated development degree function:
T = αd + βr
√
D = C×T
(7)
(8)
In the formula, T is the comprehensive evaluation index of ecological economy, reflecting the overall level of ecology and economy in the basin; D is the coordinated development
index of ecological economy, which is a comprehensive index for examining the degree
of coordination and overall development of the basin’s ecological economy; and α and β
are undetermined weights. The value range of T is (0, 1); the larger the T, the higher the
overall level of regional ecological environment and economic development. The value
range of D is (0, 1); the larger the D, the higher the coordinated development of the regional
ecological economy. When the value range of D is (0, 0.5), the regional ecological economy
is in a stage of disordered development; when the value range of D is (0.5, 0.6), it is in a
Sustainability 2021, 13, 2715
7 of 18
weak coordination stage; when the value range of D is (0.6, 1), it is in a stage of coordinated
development.
According to the requirements of the MFOZ of the eight provinces in the Yellow
River Basin, there are differences in the requirements for economic development and
ecological protection in each type of development zone. Therefore, when calculating the
comprehensive evaluation index of ecological economy and the coordinated development
index of the Yellow River Basin, the values of α and β mainly consider the requirements of
different types of areas for economic development and ecological protection.
By issuing questionnaires to the 42 experts (these 42 experts came from universities
and research institutes related to the basin, including the Chinese Academy of Sciences, East
China Normal University, Henan Polytechnic University, Henan Institute of Geography,
Henan University, Central China Normal University, Shanxi Normal University, Qinghai
Normal University, Northwest Normal University, Sichuan Agricultural University, and
so on. The male to female ratio was 2:1, with doctors accounting for 86%, professors
accounting for 36%, and associate professors accounting for 42%) participating in the
MFOZ of the Yellow River Basin, the ecological and economic relative importance of the
different major function zones in the upper, middle, and lower reaches of the Yellow River
Basin were judged, the consistency was tested, and the geometric average was calculated.
For the correlation weight matrix, the α and β weight values were obtained by solving
the eigenvector corresponding to the largest eigen root (Table 1). Since the prohibited
development zones are mostly distributed in the form of points in the optimized, key, and
restricted development zones (mainly distributed in the restricted development zones), the
first three types of areas were considered in the study.
Table 1. Economic and ecological weights of the Major Function-Oriented Zoning (MFOZ) in the
Yellow River Basin.
ZoneType
α
β
Upstream key development zone
Upstream restricted development zone
Midstream key development zone
Middle restricted development zone
Downstream key development zone
Downstream restricted development zone
Downstream optimized development zone
0.59
0.29
0.77
0.41
0.67
0.37
0.51
0.41
0.71
0.23
0.59
0.33
0.63
0.49
Based on the main function types of different regions, d and r were calculated, and the
regions were divided into three types: economic lag, synchronization, and ecological lag.
3. The Spatio-Temporal Pattern of NPP in the Yellow River Basin
3.1. Temporal and Spatial Distribution Characteristics of Annual Average NPP of Vegetation
From 1991 to 2015, the annual average NPP of the Yellow River Basin changed from
196 to264 g·m−2 ·a−1 (Figure 2), showing an increasing trend in fluctuations. The average
value in 25 years was 224 g·m−2 ·a−1 . The annual average NPP was mainly concentrated
between 100 and 300 g·m−2 ·a−1 , accounting for 55–83% of the study area, with an average
of 70%. The second is an NPP < 100 g·m−2 ·a−1 , accounting for the highest proportion of
the total basin area in 2001, reaching 27% with an average of 18%.
Sustainability 2021, 13, 2715
nability 2021,
13, x FOR PEER
Sustainability
2021, REVIEW
13, x FOR PEER REVIEW
8 of 18
8 of 18
8 of 18
Figure 2. The
inter-annual
variation
ofvariation
thevariation
Yellow
River
1991–2015.
Figure
2. The
inter-annual
of Yellow
theBasin,
Yellow
River
Basin,
1991–2015.
Figure
2. The
inter-annual
of the
River
Basin,
1991–2015.
From 1991 toFrom
2015, 1991
the annual
NPP average
of the Yellow
Basin showed
an showed an
River Basin
to 2015,average
the annual
NPP ofRiver
the Yellow
overall
high in
the
south
and
low
(Figure
The
overall spatialoverall
characteristic
of high in theofsouth
and
low
in the
(Figure
3).The
spatial characteristic
in
the
south
andnorth
lowin
inthe
thenorth
north
(Figure3).3).The
in
study
has
the
lowest
NPP,
most
of lowhich
is located
vegetation in vegetation
the northwest
ofnorthwest
the study of
area
has
thearea
lowest
NPP,
most
ofNPP,
which
is
in the
the
northwest
ofthe
the
study
area
has
the
lowest
most
of which
is loinMongolia;
Inner
Mongolia;
this isthis
because
the northwest
is a
hilly
gully
theon
Loess
cated in Innercated
this
is because
theisnorthwest
is anorthwest
hilly
and
area
onarea
the on
in Inner
Mongolia;
because
the
isgully
aand
hilly
and
gully
area
the
Plateau,
with
serious
soil
erosion,
sparse
vegetation,
and
poor
ecological
conditions.
The
Loess Plateau,Loess
withPlateau,
serious with
soil erosion,
vegetation,
poor ecological
condiserious sparse
soil erosion,
sparseand
vegetation,
and poor
ecological condihighest
NPP
of
thevegetation
vegetation
located in
in the
south; this
isisdue
forest
tions. The highest
NPP
of
the
isisvegetation
located
thisthe
duetotothe
thehigh
high
tions.
The
highest
NPP
of the
is located
in
south;
this
is
due
to coverage
the high
in in
this
area,
and
it this
is
main
production
area
of of
agricultural
forest coverage
this
area,
and
it the
is area,
the
main
production
area
agricultural
forest
coverage
in
and
it
is the main
production
areaproducts.
ofproducts.
agricultural products.
Figure 3. Distribution
and
slope of theand
netslope
primary
productivity
(NPP)
in the Yellow
1991–2015.
Figure 3.
Distribution
of the
net primary
productivity
(NPP)River
in theBasin,
Yellow
River Basin,
Basin, 1991–2015.
1991–2015.
Distribution
and
Yellow
River
3.2. Analysis of3.2.
theAnalysis
Change Trend
inVegetation
of the Change
TrendNPP
inVegetation NPP
3.2. Analysis of the Change Trend inVegetation NPP
Based on the Based
pixel scale,
inter-annual
in vegetation
NPP
in the Yellow
on thethe
pixel
scale, the change
inter-annual
change in
vegetation
NPP in the Yellow
Based
thewas
pixel
the
inter-annual
change
in vegetation
NPP
the change
Yellow
River Basin from
1991
to on
2015
analyzed
by unary
linear
the
NPP change
River
Basin
from
1991
toscale,
2015 was
analyzed
by regression,
unary linear
regression,
theinNPP
River
Basin
from
1991
to
2015
was
analyzed
by
unary
linear
regression,
the
NPP
change
trend of eachtrend
grid in
obtained,
andobtained,
the results
were
of the
eachstudy
grid area
in thewas
study
area was
and
the reclassified
results werebyreclassified by
trend
of
each
grid
in
the
study
area
was
obtained,
and
the
results
were
reclassified
by
the natural discontinuity
method
(Figure
3).
This
can
be
roughly
divided
into
catthe natural discontinuity method (Figure 3). This can be roughly seven
divided
into
seven catthe
natural
discontinuity
method
(Figure
3).
This
can
be
roughly
divided
into
seven
egories: serious
reduction,
moderate
reduction,
slight
reduction,
basically
unchanged,
egories:
serious
reduction,
moderate
reduction,
slight
reduction,
basically unchanged,
categories:
serious
reduction,
moderate
slightinreduction,
unchanged,
slight increase,
moderate
increase,
andincrease,
severe
increase.
Theincrease.
trend
vegetation
slight
increase,
moderate
andreduction,
severe
The
trendbasically
inNPPvegetation
NPPslight
increase,
moderate
increase,
and
severe
increase.
The
trend
in
vegetation
change in thechange
Yellow in
River
Basin shows
regional
spatial
differences.
with NPPchange
the Yellow
River obvious
Basin shows
obvious
regional
spatialAreas
differences.
Areas with
in the Yellow
River in
Basin
obvious
regional spatial
differences.
Areas
with slight and
slight and moderate
reductions
NPPshows
are mainly
distributed
Ningxia,
central
Inner
slight and
moderate
reductions
in NPP
are mainlyindistributed
in Ningxia,
central Inner
Mongolia, northern
Shaanxi,
and
most
municipal
districts.
This
area
is
close
to
the
Mu
Mongolia, northern Shaanxi, and most municipal districts. This area is close to the Mu
Sustainability 2021, 13, 2715
ainability 2021, 13, x FOR PEER REVIEW
9 of 18
9 of 18
moderate reductions in NPP are mainly distributed in Ningxia, central Inner Mongolia,
Us Desert, the
Luliang
Mountains,
the coal
resource-rich
areas,
northern
Shaanxi,
and most
municipal
districts.
Thisand
areavarious
is close urban
to the agMu Us Desert,
glomerations
the watershed.
Thethe
ecological
environment
is and
extremely
theinLuliang
Mountains,
coal resource-rich
areas,
variousfragile,
urban with
agglomerations
low crop yields,
levels ofThe
industrialization
and urbanization,
and afragile,
harsh ecological
in thehigh
watershed.
ecological environment
is extremely
with low crop yields,
environment.
Areas
with
serious reductionsin
are mainly
distributed
around the
high
levels
of industrialization
andNPP
urbanization,
and
a harsh ecological
environment.
areas of slight
and
moderate
reduction,
which
are
distributed
in
dots
and
lines.
The
avAreas with serious reductions in NPP are mainly distributed around the areas of slight
erage annual
NPP
changereduction,
slope is low,
andare
thedistributed
ecologicalinenvironment
is deteriorating.
and
moderate
which
dots and lines.
The average annual NPP
changeincreases
slope is low,
andare
themainly
ecological
environment
is deteriorating.
Areas
Areas with severe
in NPP
located
in the “Two
Rivers and One
Wa-with severe
increases
NPPas
areBailong
mainly located
in the “Two
Rivers
One Water”
areas,
ter” ecological
areas,insuch
River, Baishui
River,
Westand
Hanshui
River,ecological
Sisuch as
Bailong
River,Hanzhong
Baishui River,
WestFenhe
Hanshui
River,Valley
Sichuan-Dianyun
chuan-Dianyun
Forest
Area,
Basin,
River
Basin, andForest Area,
Hanzhong
Basin, Fenhe
River City,
ValleyHanzhong
Basin, andCity,
Huanghuaihai
Plain,
including Longnan
Huanghuaihai
Plain, including
Longnan
Linfen City,
Zhumadian
City,
Hanzhong
City,
Linfen
City,
Zhumadian
City,
Heze
City,
and
other
cities under the
City, Heze
and other cities under the jurisdiction of the counties. The ecological
thebeen
counties.
The ecological
area has
been effectively
environmentjurisdiction
in this areaofhas
effectively
protected,environment
and the NPPinisthis
increasing
annuprotected,
and the
is increasing
annually.
The
areas
with slight
ally. The areas
with slight
andNPP
moderate
increases
in NPP
have
a wide
range,and
andmoderate
those increases
in aNPP
have a wide
range,
andexpanded
those withtoclose
to a significant
increase
have aexpanded to
with close to
significant
increase
have
the surrounding
area,
showing
the surrounding
area, showing
a trend and
in concentrated
andthe
contiguous
and
trend in concentrated
and contiguous
distribution
indicating that
ecologicaldistribution
enindicating
that
the
ecological
environment
of
the
Yellow
River
Basin
is
improving
each
vironment of the Yellow River Basin is improving each year.
year.
4. Evaluation of the Ecological and Economic Coordination Relationship in the Yellow
4. Evaluation of the Ecological and Economic Coordination Relationship in the Yellow
River Basin
River Basin
4.1. The Dynamic
Characteristics
of Ecological of
Value
and Economic
Value
in the Yellow
4.1. The
Dynamic Characteristics
Ecological
Value and
Economic
Value inRiver
the Yellow River
Basin
Basin
To facilitateTo
thefacilitate
analysisthe
of analysis
the time-series
characteristics
of the ecological
economy economy of
of the time-series
characteristics
of the ecological
of the Yellow
Basin,
theBasin,
valuethe
of value
NPP in
Yellow
1991
to 1991
2015to 2015 was
theRiver
Yellow
River
of the
NPP
in the River
YellowBasin
Riverfrom
Basin
from
calculated
the standard
coal price
of 480.6
Yuan/t.
studyused
was calculated
based based
on theon
standard
coal price
of 480.6
Yuan/t.
ThisThis
studyused
the the general
retail
price
index
of the
Yellow
River
Basin,
and
theGDP
GDPofofthe
theYellow
YellowRiver
River Basin was
general retail
price
index
of the
Yellow
River
Basin,
and
the
revisedtotoobtain
obtainthe
theGDP
GDPdata
datafor
forthe
theYellow
Yellow River
River Basin
Basin based
based on
on comparacomparable prices in
Basin was revised
2015.From
1991
to 2015,
the ecological
valuevalue
of the of
Yellow
River Basin
ble prices in
2015.From
1991
to 2015,
the ecological
the Yellow
Rivershowed
Basin an upward
2−14.991x
(y =
0.586x
14.991x
+ 1047.9,
R2 = 0.178);
the lowest
valuevalue
was 823
showed an trend
upward
trend
(y2=−0.586x
+ 1047.9,
R2 =0.178);the
lowest
wasbillion Yuan
in
2001,
and
the
highest
was
1142
billion
Yuan
in
2015
(Figure
4).
The
GDP
of the Yellow
823 billion Yuan in 2001, and the highest was 1142 billion Yuan in 2015 (Figure 4).The
2 = 0.8606), from 350 billion
River
Basin
increased
linearly
(y
=
62.757x
−
308.36,
R
Yuan in
GDP of the Yellow River Basin increased linearly (y = 62.757x−308.36, R2
1991 to
15,160Yuan
billion
Yuanto15,160billion
in 2015—a 43-fold
increase.
=0.8606),from350
billion
in 1991
Yuan
in 2015—a 43-fold increase.
Figure 4.
4. Dynamic
of the
the NPP
NPP value
value and
and GDP
GDP of
of the
the Yellow
Yellow River
River Basin,
Basin, 1991–2015.
1991–2015.
Figure
Dynamic changes
changes of
4.2. The Spatial Distribution Characteristics of Ecological Value in the Yellow River Basin
Ecological value and ecological value per unit area are signs used to judge the quality of the regional ecological environment.The ecological value of the Yellow River Basin
Sustainability 2021, 13, 2715
10 of 18
4.2. The Spatial Distribution Characteristics of Ecological Value in the Yellow River Basin
Ecological value and ecological value per unit area are signs used to judge the quality
of the regional ecological environment. The ecological value of the Yellow River Basin in
2015 was 1103 billion Yuan, accounting for approximately 7.28% of the GDP in 2015.As can
be seen from Table 2, Golmud City, Zhiduo County, Dulan County, Haixi Mongolian, the
Tibetan Autonomous Prefecture, Maduo County, and five other cities and counties have the
highest ecological value, with an average value of 33.94 billion Yuan; the ecological value
of urban areas, such as Xuchang City District, Yima City, Jincheng City District, Linxia
City, and Wulanchabu City District, is the lowest. The average ecological value per unit
area of the Yellow River Basin in 2015 was 573,900 Yuan/km2 . The ecological value per
unit area of five counties, including Pingdingshan City District, Mian County, Tanghe
County, FangchengCounty, and JuCounty, ranks among the top five, with an average value
of 983,200 Yuan/km2 . The average ecological value of five counties and cities, including
Suzhou District, Ejina Banner, Yijinhuoluo Banner, Guyang County, and Yuanping City,
is 61,900 Yuan/km2 , which is only one-tenth of the average for the basin. Combining
the above two indicators, most counties have higher ecological values, while urban areas
generally have lower ecological values.
Table 2. Ecological value of the eightprovinces in the Yellow River Basin in 2015.
Highest Values
Ecological value
(100 million Yuan)
Ecological value per unit area
(10,000 Yuan/km2 )
Lowest Values
Golmud
624.15
Xuchang City District
0.94
Zhiduo County
378.13
Yima City
0.88
Dulan County
289.41
Jincheng City District
0.87
Haixi Mongolian and Tibetan
Autonomous Prefecture
205.86
Linxia City
0.70
Maduo County
199.21
Ulanqab City District
0.36
Pingdingshan City District
99.08
Suzhou District
7.01
Mian County
98.75
Ejina Banner
6.34
Tanghe County
98.74
Yijinhuoluo Banner
6.30
Fangcheng County
97.74
Guyang County
6.23
Ju County
97.26
Yuanping City
5.07
4.3. The Spatial Characteristics of the Economic Development Level of the Yellow River Basin
We used ARCGIS and natural clustering to divide the economic development of the
Yellow River Basin in 2015 into five levels: high value, medium–high value, medium value,
medium–low value, and low value (Figure 5). As a whole, values are low in the south
and high in the north, and the lower reaches of the Yellow River Basin are higher than the
upper and middle reaches.
In the upper reaches of the basin, contrary to NPP, areas with high and medium–high
per capita GDP mainly appear in the Golmud and Jiuquan cities in the northwest. This
area is a key development zone in Qinghai Province and Gansu Province, and a carrier
of new industrialization and urbanization in the upper reaches of the Yellow River Basin.
The low–medium and medium per capita GDP present a situation of overall dispersion
and partial concentration. Areas with low per capita GDP are contiguously distributed,
encompassing 95 counties and districts. These account for 32% of the entire low valuearea.
This is mainly distributed in agricultural development areas, such as the Ningxia Plain
Agricultural Area and the Liupan Mountain Forest Ecological Barrier Area, the Qinba
Mountains, the Daliangshan Mountains, and other ecologically restricted development
zones. Agriculture in this region is relatively developed and the ecological environment is
Sustainability 2021, 13, 2715
11 of 18
Sustainability 2021, 13, x FOR PEER REVIEW
good, but
of 18
the industrial foundation is weak, the level of urbanization is low, and the 11
urban
economy is underdeveloped.
Figure 5.
5. The
The spatial
spatial distribution
distributionof
ofper
percapita
capitaGDP
GDPand
andthe
theanalysis
analysisofofcold
coldand
and
hotspots
per
capita
GDP
in the
YelFigure
hotspots
of of
per
capita
GDP
in the
Yellow
low
River
Basin
in
2015.
River Basin in 2015.
In the middle reaches, the high-value and medium–high-value areas of per capita
GDP account for 58% of the entire study area.
area. They are mainly distributed in restricted
development
zones,
including
Sunite
Left
development zones, including Sunite Left Banner,
Banner, Shenmu
Shenmu County,
County, and
and Yulin
Yulin City, and
key development
development zones,
zones,including
includingZhungeer
ZhungeerBanner,
Banner,
Tuoketuo
County,
Baotou
Tuoketuo
County,
Baotou
City,City,
and
and Wushen
Banner.
The low–medium
medium
per capita
are dispersed
Wushen
Banner.
The low–medium
and and
medium
per capita
GDPGDP
areasareas
are dispersed
but
but
partially
concentrated
in Huanglong
County,
Fu County,
Xiangning
partially
concentrated
in Huanglong
County,
Fu County,
ZhidanZhidan
County,County,
Xiangning
County,
Pu County,
Liangcheng
County, among
with
low with
per capita
GDP
are
County,
Pu and
County,
and Liangcheng
County,others.
amongAreas
others.
Areas
low per
capita
located
123 counties,
includingincluding
Ningwu County,
County,
County,Xiand
Fangshan
GDP
areinlocated
in 123counties,
NingwuLin
County,
LinXiCounty,
County,
and
County. They
are They
mainly
in mountainous
areas inareas
Shanxi,
south of
Helan
Fangshan
County.
aredistributed
mainly distributed
in mountainous
in Shanxi,
south
of
Mountain
and
Qinling
Mountain.
This
area
is
dominated
by
mountains,
with
complex
Helan Mountain and Qinling Mountain. This area is dominated by mountains, with
terrain and
inconvenient
transportation,
which is not
conducive
to high-quality
economic
complex
terrain
and inconvenient
transportation,
which
is not conducive
to high-quality
development.
economic
development.
In the lower reaches, areas with high and medium–high per capita GDP are mainly
located
counties,
including
Dongying
City,City,
ZiboZibo
City, City,
KenliKenli
County,
Qinglocated in
in 12
12cities
citiesand
and
counties,
including
Dongying
County,
dao
City,
Weihai
City,
Zhengzhou
City
District,
and
others.
This
area
is
located
in
Qingdao City, Weihai City, Zhengzhou City District, and others. This area is locatedthe
in
optimized
development
zonezone
and key
zone of
the of
Yellow
River Basin,
the
optimized
development
anddevelopment
key development
zone
the Yellow
Rivermainly
Basin,
distributed
on bothon
sides
of sides
the Beijing–Guangzhou
and Longhai
railway lines.
The
difmainly
distributed
both
of the Beijing–Guangzhou
and Longhai
railway
lines.
fusion
and spillover
effectseffects
of talent,
capital,
technology,
and policies
are obvious,
and
The
diffusion
and spillover
of talent,
capital,
technology,
and policies
are obvious,
the
transportation
location
advantage
is
prominent.
The
median
GDP
per
capita
area
is
and the transportation location advantage is prominent. The median GDP per capita armainly
distributed
within
the
boundary
of
the
river
basin,
such
as
at
the
junction
of
Henan
ea is mainly distributed within the boundary of the river basin, such as at the junction of
Province,
Shanxi Shanxi
Province,
and Shandong
Province.
This area
is an
ecological
or agriculHenan
Province,
Province,
and Shandong
Province.
This
area
is an ecological
or
tural
area
with
relatively
developed
agriculture
and
a
good
ecological
environment,
but
agricultural area with relatively developed agriculture and a good ecological environthe urban
vitality is insufficient.
are a large
number
low–
ment,
but economic
the urbandevelopment
economic development
vitality isThere
insufficient.
There
are of
a large
medium
and
low-value
areas
that
are
distributed
contiguously,
mainly
in
the
agricultural
number of low–medium and low-value areas that are distributed contiguously, mainly
areas
the Huanghuai
of the Beijing–Guangzhou
railway line.
in
theof
agricultural
areasPlain
of theeast
Huanghuai
Plain east of the Beijing–Guangzhou
railway
The spatial agglomeration characteristics of the Yellow River Basin economy are
line.
analyzed using the cold- and hotspot analysis method [25]. The high-value areas and
The spatial agglomeration characteristics of the Yellow River Basin economy are
medium–high-value areas of per capita GDP are mainly concentrated in the nine metropolianalyzed using the cold- and hotspot analysis method [25]. The high-value areas and
tan areas, with Jinan, Qingdao, and Zhengzhou in the lower Yellow River Basin and Xining,
medium–high-value areas of per capita GDP are mainly concentrated in the nine metLanzhou, Hohhot, Yinchuan, Xixian, and Taiyuan as the core (Figure 5). The high level of
ropolitan areas, with Jinan, Qingdao, and Zhengzhou in the lower Yellow River Basin
economic development has formed a hot area in the Basin, which has a significant role in
and Xining, Lanzhou, Hohhot, Yinchuan, Xixian, and Taiyuan as the core(Figure 5). The
driving the economic growth of the region. The cold-spot areas mainly have low per capita
high level of economic development has formed a hot area in the Basin, which has a sigGDP, andare distributed in ecologically restricted development zones, such as Dingxi City
nificant role in driving the economic growth of the region. The cold-spot areas mainly
and Baiyin City of Gansu Province along the Yellow River Agricultural Industrial Zone;
have low per capita GDP, andare distributed in ecologically restricted development
zones, such as Dingxi City and Baiyin City of Gansu Province along the Yellow River
Agricultural Industrial Zone; Linfen City and Changzhi City of Shanxi Province City
and other Fenwei plain agricultural areas;the TongbaiDabie Mountain ecological area is
Sustainability 2021, 13, 2715
12 of 18
Sustainability 2021, 13, x FOR PEER REVIEW
12 of 18
Linfen City and Changzhi City of Shanxi Province City and other Fenwei plain agricultural
areas; the TongbaiDabie Mountain ecological area is dominated by Gushi County and
County
in Henan
and the
Huanghuai
Plainofarea
is dominated
by
isShangcheng
dominated by
Taikang
CountyProvince;
and Huaiyang
County.
The level
economic
developTaikang
County
and
Huaiyang
County.
The
level
of
economic
development
in
this
region
ment in this region is low and agglomeration occurs, which has a negative effect on suris low and
agglomeration
occurs,
which hasarea
a negative
effect
on surrounding
counties
and
rounding
counties
and cities.
The transition
is located
between
the cold and
hot areas,
cities.
The transition
area is located
the cold and hot areas, and the economic
and
the economic
agglomeration
effectbetween
is not significant.
agglomeration effect is not significant.
4.4. Degreeof Coordinated Development of an Ecological Economy in the Yellow River Basin
4.4. Degreeof Coordinated Development of an Ecological Economy in the Yellow River Basin
4.4.1. Time-Series Analysis
4.4.1. Time-Series Analysis
The degree of ecological and economic coordination of the Yellow River Basin from
The degree of ecological and economic coordination of the Yellow River Basin from
1991 to 2015 was calculated using Equations (6)–(8). The maximum value was 0.40 in 1997,
1991 to 2015 was calculated using Equations (6)–(8). The maximum value was 0.40 in
and
theand
minimum
value was
0.22was
in 2000
and
2009
(Figure
6).From 6).
1991
to 2000,
1997,
the minimum
value
0.22 in
2000
and
2009 (Figure
From
1991coordito 2000,
nation
rose
and
then
fell,
showing
an
“inverted
U-shaped”
trend.
This
indicates
that the
coordination rose and then fell, showing an “inverted U-shaped” trend. This indicates
that
relationship
between
ecology
and economy
in theinbasin
improved
before
1997.The
the relationship
between
ecology
and economy
the basin
improved
before
1997.ecoThe
nomic
foundation
in theinbasin
is weak
and development
is slow,
nothas
had
a large
economic
foundation
the basin
is weak
and development
is butit
slow,has
butit
not
had a
negative
impact
on
the
environment.
From
1997
to
2000,
the
relationship
between
ecology
large negative impact on the environment. From 1997 to 2000, the relationship between
and
economy
in the basin
became
and
the degree
economic
coordination
in the
ecology
and economy
in the
basincloser,
became
closer,
and theof
degree
of economic
coordination
basin
dropped
to
the
lowest
level.
From
2001
to
2009,
coordination
increased
first
and
in the basin dropped to the lowest level. From 2001 to 2009, coordination increasedthen
first
declined.
relationship
between ecology
economy
in the basin
is tense
antagand thenThe
declined.
The relationship
betweenand
ecology
and economy
in the
basinand
is tense
and
onistic.
After 2009,
the relationship
between
the the
economy
andand
environment
tended
antagonistic.
After 2009,
the relationship
between
economy
environment
tendedtoto
ease,
ease,and
andthe
thedegree
degreeofofcoordination
coordinationbetween
betweenthe
thetwo
twoincreased
increasedgradually.
gradually.
Figure6.6.Coordinated
Coordinateddevelopment
developmentofofthe
theecological
ecologicaleconomy
economyin
inthe
theYellow
Yellow River
River Basin,
Basin, 1991–
1991–2015.
Figure
2015.
4.4.2. Analysis of Spatio-Temporal Changes
In 1991, 12
regions were in aChanges
state of coordinated development, 9were in a state of
4.4.2. Analysis
of Spatio-Temporal
weakly coordinated development, and 621were in a state of disorder. In 2015, 41 regions
In 1991, 12 regions were in a state of coordinated development, 9were in a state of
were in a state of coordinated development, 50were in weakly coordinated development,
weakly coordinated development, and 621were in a state of disorder. In 2015, 41regions
and 551were in disorder (Figure 7). From 1991 to 2015, the coordination status of 96counties
were
a state
of coordinated
50were
weakly coordinated
development,
and in
cities
changed.
Of these,development,
84counties and
cities in
improved,
while 12declined.
Among
and
551were
in
disorder
(Figure
7).
From
1991
to
2015,
the
coordination
status
of 96counthem, the coordinated development of ecological economy in the upper reaches
of the
ties
andRiver
citiesBasin
changed.
these, much,
84counties
and
citiesand
improved,
whilewere
12declined.
Yellow
has notOfchanged
and the
middle
lower reaches
generally
Among
them,
the coordinated
development of ecological economy in the upper reaches
on the rise
(Table
3).
of the Yellow River Basin has not changed much, and the middle and lower reaches were
generally on the rise (Table 3).
Sustainability
Sustainability 2021,
2021, 13,
13, 2715
x FOR PEER REVIEW
13
13 of
of 18
18
Figure 7. The
Yellow River
River Basin,
Basin, 1991–2015.
1991–2015.
The distribution
distribution of coordinated development of the ecological economy in the Yellow
further
analyzedevelopment
thesespatio-temporal
characteristics,
this
paper
comTableTo
3. The
coordinated
and changes evolution
in the Yellow
River Basin from
1991
to 2015.
bines the coordination and synchronization of the regional ecological economy to divide
State
Upstream
Midstream
Downstream Totallag,
the coordinatedChange
development
of the ecological
economy
into disorder–economic
Disorder–Weak
coordination and disorder–ecological
3
17
48
disorder–synchronous
development,
lag; 28weak coordinaDisorder–Coordination
6
15
13 weak coordina34
Rise
tion–economic
lag,
weak coordination–synchronous
development,
and
Weaklag;
coordination–Coordination
0
2
2develtion–ecological
and coordination–economic0 lag, coordination–synchronous
Coordination–Disorder lag. We calculated
1
1 coordinated
5
7
opment, and coordination–ecological
the
development
Coordination–Weak
coordination
0
0
0
0
Fall
degree of 642 counties and cities in the Yellow River Basin in 1991 and 2015, and judged
Weak coordination–Disorder
2
1
2
5
the coordinated development degree type (Figure 7).The number of counties, including
96 0, 4,
the above types, in Total
1991 and 2015 were612, 2, 8,12
8, 1, 0, 8, 0,34and 3, and50
522, 4, 30, 42,
24, 1, and 15, respectively. From 1991 to 2015, the coordinated development of the ecological
of thethese
Yellow
River Basin evolution
was dominated
by disorder–economic
lag,
To economy
further analyze
spatio-temporal
characteristics,
this paper combines
accounting
for 81–95%,
and coordinatedofdevelopment
relatively
low. to divide the
the coordination
and synchronization
the regional was
ecological
economy
coordinated development of the ecological economy into disorder–economic lag, disorder–
Table
3. The coordinated
development
and changes in thelag;
Yellow
River
Basin from 1991 to 2015.
synchronous
development,
and disorder–ecological
weak
coordination–economic
lag,
weak coordination–synchronous
development,
and weak
coordination–ecological
and
Change State
Upstream
Midstream
Downstream lag;
Total
coordination–economic lag, coordination–synchronous development, and coordination–
Disorder–Weak coordination
3
17
28
48
ecological lag. We calculated the coordinated development degree of 642 counties and
Rise
Disorder–Coordination
6
15
13
34
cities in the Yellow River Basin in 1991 and 2015, and judged the coordinated development
Weak coordination–Coordination
0
0
2
2
degree type (Figure 7). The number of counties, including the above types, in 1991 and
Coordination–Disorder
1
1
5
7
2015 were612, 2, 8, 8, 1, 0, 8, 0, and 3, and 522, 4, 30, 42, 0, 4, 24, 1, and 15, respectively. From
FalltoCoordination–Weak
coordination
0 economy of the
0 Yellow River
0
1991
2015, the coordinated
development of 0the ecological
Weak
coordination–Disorder
2
1
2
5
Basin was dominated by disorder–economic lag, accounting for 81–95%, and coordinated
12
34
50
96
development was Total
relatively low.
The coordinated development areas are mainly concentrated in the Shandong Peninsula urban
agglomeration,
with Jinanareas
and are
Qingdao
as concentrated
the center; theinCentral
Plains urban
The coordinated
development
mainly
the Shandong
Penagglomeration,
with Zhengzhou
as the
center;
the Guanzhong
urban
insula
urban agglomeration,
with
Jinan
and Qingdao
as the Plain
center;
the agglomeration,
Central Plains
with Xi’an
as the center;
the HubaoEyu
with Hohhot
as the
center;
urban
agglomeration,
with
Zhengzhouurban
as theagglomeration,
center; the Guanzhong
Plain
urban
agandLanxi
City
Group,
with
Lanzhou
City
and
Xining
City
as
the
center.
The
level
of
glomeration, with Xi’an as the center; the HubaoEyu urban agglomeration, with Hohhot
economic
development
become
thewith
mainLanzhou
factor affecting
theXining
coordinated
development
as
the center;
andLanxihas
City
Group,
City and
City as
the center.
of the
ecological
economy.
Weak coordination
areas
scattered
and closethe
to the
coordiThe
level
of economic
development
has become
the are
main
factor affecting
coordinatnation
areas, including
developed
regions,
such as Zouping
Abaga
ed
development
of the economically
ecological economy.
Weak
coordination
areas areCounty,
scattered
and
Banner,
City, Haixiareas,
Mongolian,
and economically
Tibetan Autonomous
Prefecture;
Duolun
close
to Hohhot
the coordination
including
developed
regions,such
as
County,
and
Wuchuan
County;
Huachi
County,
Yumen
County;
and
other
economically
Zouping County, Abaga Banner, Hohhot City,Haixi Mongolian, and Tibetan Autonounderdeveloped
areas. The
economically
developed
regions have
low NPP
andCounpoor
mous
Prefecture;Duolun
County,
and Wuchuan
County;Huachi
County,
Yumen
ecological
environment
quality.
The
economic
level
of
economically
underdeveloped
area
ty; and other economically underdeveloped areas. The economically developed regions
is
relatively
low,
the
ecological
value
per
unit
area
is
high,
and
the
ecological
and
economic
have low NPP and poor ecological environment quality. The economic levelof economi-
Sustainability 2021, 13, 2715
14 of 18
systems are in weak coordination with a low degree of coordination. The disordered areas
are vast, accounting for 86% of the Yellow River Basin. Most of the areas are located in
the upper reaches of the Yellow River Ecological Restricted Development Zones and key
energy-rich development zones in the middle reaches.
5. Discussion
5.1. Comparison of NPP Data Accuracy in the Yellow River Basin
Among the research objects, the NPP of vegetation in counties and districts under
the jurisdiction of cities, such as Jiayuguan City, Delingha City, Xining City, and Haidong,
Xi’an-Taiyuan Metropolitan Area, Dezhou, Binzhou, Dongying, and Weihai, is low. This
is consistent with the fact that the urbanization level of the “one along nine tripods”
metropolitan area and surrounding counties and cities in the nine provinces of the Yellow
River Basin is relatively high and the vegetation coverage rate is low. The average NPP of
the Yellow River Basin from 1991 to 2015 was 224 g·m−2 ·a−1 , and the variation range is
196–264 g·m−2 ·a−1 . This is consistent with the result that Tian et al. [33] calculated using
MODIS17A3 data. The authors found that the average annual NPP of vegetation in the
Yellow River Basin from 2000 to 2015 was228.20 g·m−2 ·a−1 , and the range of variation
was179.60–258.10 g·m−2 ·a−1 . Zhu [34] used the CASA model and the BP neural network
model to dynamically simulate the vegetation NPP of the Yellow River Basin from 1992 to
2015 and found that the average annual NPP was249.69 g·m−2 ·a−1 , which was close to the
resultspresented in this paper:224 g·m−2 ·a−1 .
5.2. Reliability Verification of Ecological-Economic Coordination Model
This paper improves the ecological and economic coordinated development model of
the Yellow River Basin based on MFOZ. To verify the findings, the following discussion
is offered. First, the ecological and economic coordination degree of the Yellow River
Basin, calculated here, shows the following trend: before 1997, the relationship between
ecology and economy improved, and the coordination degree of the ecological economy
gradually increased; from 1997 to 2009, the relationship between ecology and economy
became closer, showing an antagonistic state; after 2009, the relationship between ecology
and economy tended to ease, and the degree of ecological economy coordination gradually
increased. Sun et al. [35] used the concept of inclusive green growth to build an economic
and ecological coordinated development model to evaluate the green economic growth
level of 285 cities in China from 2003 to 2015. They found that China’s green economic
growth level was low and relatively unstable before 2010; however, after 2010, the trend has
been on the rise, which is consistent with the trend of ecological and economic coordination
in the Yellow River Basin estimated in this study.
Second, in this study, the degree of economic and ecological coordination is between 0
and 0.6, and the coordination degree is mainly disorder–economic lag. The coordination
areas are mostly concentrated in key development zones with urban agglomeration as the
core, while the disorder areas are mostly concentrated in agricultural development zones
and ecologically restricted development zones in the middle and upper reaches of the
Yellow River. From a regional perspective, Zameer et al. [36] established an eco-economic
index system and a coupling coordination degree model and calculated that the economic
and ecological coupling coordination degree of eastern, central, and western China from
2013 to 2018 was between 0.3 and 0.5, which is still low. This demonstrates the pattern
that the west is lower than the middle and the east, which is consistent with this article’s
findings.
Third, compared with traditional model, the improved model solved the problem of
lacking scientific basis, but its precision will inevitably be affected by the subjectivity of the
expert scoring and the number of experts.
Sustainability 2021, 13, x FOR PEER REVIEW
Sustainability 2021, 13, 2715
15 of 18
15 of 18
5.3. Comparison of Research Results and Related Results
5.3. Comparison of Research Results and Related Results
On the whole, the coordination of ecological economy in the Yellow River Basin is
On the is
whole,
the coordination
of ecological
in the Yellow
River
Basin is low,
low, which
consistent
with the result
that Xu eteconomy
al. [26] found
when they
evaluated
the
which
is
consistent
with
the
result
that
Xu
et
al.
[26]
found
when
they
evaluated
nine
nine provinces and regions in the Yellow River Basin from the two dimensions the
of highprovinces
and regions
in the Yellow
River Basin
from the two dimensions of high-quality
quality
economic
development
and ecological
security.
economic
development
and
ecological
security.
From the perspective of the upper, middle, and lower reaches of the basin, the ecoFrom
perspective
of the upper,
middle,
and
lower
reaches
of thethe
basin,
the ecologilogical
andthe
economic
coordination
of the
Yellow
River
Basin
presents
following
patcal
and
economic
coordination
of
the
Yellow
River
Basin
presents
the
following
pattern:
tern: downstream is higher than the middle reaches, and the middle reaches higher than
downstream is higher than the middle reaches, and the middle reaches higher than the
the upper reaches (Figure 8). Shi [19] came to a similar conclusion when studying the couupper reaches (Figure 8). Shi [19] came to a similar conclusion when studying the coupling and coordination of ecological protection and high-quality economic development
pling and coordination of ecological protection and high-quality economic development
in the Yellow River Basin. Zhang [37] studied the high-quality development level of cenin the Yellow River Basin. Zhang [37] studied the high-quality development level of
tral cities in the Yellow River Basin from the five dimensions of economic structure, innocentral cities in the Yellow River Basin from the five dimensions of economic structure,
vation-driven development, resource allocation, appropriate ecological livability, and
innovation-driven development, resource allocation, appropriate ecological livability, and
sharing of public services. He concluded that the economic and social development of the
sharing of public services. He concluded that the economic and social development of the
Yellow River Basin showed a pattern of“upstream backwardness, midstream rising, and
Yellow River Basin showed a pattern of“upstream backwardness, midstream rising, and
downstream development”, which is roughly the same as the results of this paper.
downstream development”, which is roughly the same as the results of this paper.
Figure 8. Degree of coordinated
nine
provinces
(upper,
coordinated development
developmentofofthe
theecological
ecologicaleconomy
economyininthe
the
nine
provinces
(upper,
middle,
and
lower
reaches)
of
the
Yellow
River
Basin,
1991–2015.
middle, and lower reaches) of the Yellow River Basin, 1991–2015.
5.4. Recommendationsfor
Recommendationsfor Sustainable
Sustainable Development
Development Policy
Policy of
of the
the Yellow
Yellow River
5.4.
River Basin
Basin Region
Region
Ecological
protection
and
high-quality
development
of
the
Yellow
River
Basin,asasa
Ecological protection and high-quality development of the Yellow River Basin,
a
major
national
strategy,
are
important
parts
of
regional
coordinated
and
sustainable
major national strategy, are important parts of regional coordinated and sustainable dedevelopment.
The
economic
and
ecologicalcoordination
coordinationfluctuations
fluctuationsofofthe
the Yellow
Yellow River
River
velopment.
The
economic
and
ecological
Basin
are
related
to
China’s
development
strategies
and
policies
in
various
periods.
Basin are related to China’s development strategies and policies in various periods. Since
Since
2010, the
Resources
Comprehensive
PlanPlan
(2010–2030)”,
the “Yellow
River
2010,
the “National
“NationalWater
Water
Resources
Comprehensive
(2010–2030)”,
the “Yellow
Basin Comprehensive
Planning
(2012–2030)”,
the “National
Development
Planning”
isRiver
Basin Comprehensive
Planning
(2012–2030)”,
the “National
Development
Plansued by the State Council, the National Development and Reform Commission, and other
ning” issued by the State Council, the National Development and Reform Commission,
government departments have all regarded the Yellow River Basin as a key area of ecoand other government departments have all regarded the Yellow River Basin as a key area
nomic ecology in China, thereby promoting the steady improvement of the economic and
of economic ecology in China, thereby promoting the steady improvement of the ecoecological coordination of the Yellow River Basin.
nomic and ecological coordination of the Yellow River Basin.
The degree of coordination of the upper and middle lower reaches of the Yellow River
The degree of coordination of the upper and middle lower reaches of the Yellow
Basin was the closest in 1991, but the coordination degree of the lower reaches was higher
River Basin was the closest in 1991, but the coordination degree of the lower reaches was
than that of the upper and middle reaches later, which has a strongrelationship with the
higher than that of the upper and middle reaches later, which has a strongrelationship
main function positioning of the upper and middle lower reaches. After 2004, the middle
with the main function positioning of the upper and middle lower reaches. After 2004, the
reaches were significantly higher than the lower reaches, which is closely related to the
middle reaches were significantly higher than the lower reaches, which is closely related
implementation of the policy of returning farmland to forest (grass) in the middle reaches
to the implementation of the policy of returning farmland to forest (grass) in the middle
of the Loess Plateau and the economic boost from energy development in the middle
reaches
reaches of
of the
the Loess
Loess Plateau
Plateau.and the economic boost from energy development in the middle reaches
of
the
Loess
Plateau.
The territory upstream
of the Yellow River Basin belongs to the national key limit
development zone, and the inability to drive at the center of the city and urban agglom-
Sustainability 2021, 13, 2715
16 of 18
eration has caused economic development to lag. Thus, policymakers should focus on
thinking about river basin ecological compensation mechanisms, deepening the upgrades
to western development policy, establishing a precise strategy for poverty alleviation in the
west, improving the upstream area residents’ income and welfare, and solving the problem
of the up-stream’s backward economy.
The middle reaches of the Yellow River Basin are mostly located in the Loess Plateau,
where soil erosion is serious and the ecological environment is poor. The middle three
provinces are also rich in coal resources. In the process of economic development, coal
resources have been developed on a large scale. In addition, the unreasonable industrial
structure and backward technical equipment of the three provinces have led to various
ecological problems and accelerated the deterioration of the regional ecological environment. The ecological lag in the middle reaches of the Yellow River Basin requires thinking
about continuing to deepen the policy of returning farmland to forest (grass), and using
the new national strategy of ecological protection and high-quality development in the
Yellow River Basin to properly resolve the contradiction between energy development and
ecological protection in provinces such as Shanxi, Shaanxi, and Inner Mongolia.
Compared with the upper and middle reaches of the Yellow River Basin, the economic development level of the lower reaches of the Yellow River is higher, the ecological
environment is better, and the degree of ecological and economic coordination is higher,
but it is still lower than the national level. With the development of industrialization and
urbanization, the contradiction between the attenuation of water resources and the rigid
growth of water use in the lower reaches of the Yellow River Basin has become prominent,
and the difficulty of ensuring agricultural water use has increased [20]. We should focus
on improving the methods of ecological compensation, combining the ecological compensation mechanism of water resources with the compensation mechanism of cultivated land
protection, and solving the problems of the unbalanced allocation of downstream water
resources, food security, and farmers’ income.
6. Conclusions
This paper improves the coordinated development model of ecological economy in
the Yellow River Basin on the basis of main function areas, and considers the influence
of different main function positions on the coordinated development of the ecological
economy. It can be widely used in the analysis of the coordinated relationship between
ecosystems and economic systems in different types of areas. The ecological and economic
coordination of the Yellow River Basin has undergone three stages of change. From 1991
to 2000, coordination in the basin rose and then fell, presenting an “inverted U-shaped”
trend. Before 1997, the relationship between ecology and economy in the basin tended to be
better, and the economic foundation in the basin was weak and developed slowly, without
significant negative impacts on the environment. From 1997 to 2000, the relationship
between ecology and economy became increasingly close, and the coordination degree
of economy in the basin decreased to the lowest level. From 2001 to 2009, ecological
and economic coordination increased and then decreased. The coordination degree was
very low, and the relationship between ecology and economy became closer. After 2009,
coordination fluctuated upward. In the past 25 years, the coordinated development of
ecological economy in the Yellow River Basin has been dominated by economic lagging
imbalances, and the coordination of ecological economy presents the following pattern:
downstream higher than midstream, and midstream higher than upstream. Generally
speaking, the low level of economic development is the main factor for the imbalance
of the ecological economy. The implementation of the “Develop the West” campaign
plays an important role in improving western economic development and promoting
the coordinated development of ecological economy. At the same time, the “Grain for
Green” policy in the middle reaches has improved the service function of the ecosystem
and promoted the coordinated development of the ecological economy.
Sustainability 2021, 13, 2715
17 of 18
Research plays an important role in policy formulation for the Yellow River Basin.
Based on the different main functions of the upper, middle, and lower reaches, corresponding countermeasures have been taken to solve the problem of coordinated development.
The upstream areas should focus on solving the problem of upstream economic backwardness. The middle reaches should properly solve energy development and ecological
development concerns. The downstream areas should mainly solve the problems of the
unbalanced allocation of downstream water resources and low food security.
Author Contributions: Conceptualization, X.Q.; methodology, X.Q. and T.C.; software, T.C., Z.Z.,
J.G. and H.Z.; validation, J.G. and H.Z.; formal analysis, T.C., J.G., H.Z. and Z.Z.; investigation,
T.C.; resources, Z.Z.; data curation, Z.Z., J.G. and T.C.; writing—original draft preparation, Z.Z., T.C.
and X.Q.; writing—review and editing, Y.Y.; visualization, Y.Y., T.C.; supervision, Z.Z., X.Q.; project
administration, Z.Z.; funding acquisition, X.Q. All authors have read and agreed to the published
version of the manuscript.
Funding: This research was funded by the National Natural Science Foundation of China, grant
number 41971274; the Philosophy and Social Science Scholar’s Funds of Universities of Henan
Province, grant number 2018-YXXZ-07; the Innovation research team of Henan Provincial University,
grant number 2021-CXTD-08; theInnovation research team of Henan Polytechnic University, grant
number CXTD2020-1.
Institutional Review Board Statement: Not Applicable.
Informed Consent Statement: Not Applicable.
Data Availability Statement: Not Applicable.
Acknowledgments: We express our gratitude to anonymous reviewers and editors for their professional comments and suggestions.
Conflicts of Interest: The authors declare no conflict of interest.
References
1.
2.
3.
4.
5.
6.
7.
8.
9.
10.
11.
12.
13.
Harte, M.J. Ecology, sustainability, and environment as capital. Ecol. Econ. 1995, 15, 157–164. [CrossRef]
Pao, H.T.; Chen, H.P.; Li, Y.Y. Competitive dynamics of energy, environment, and economy in the US. Energy 2015, 89, 449–460.
[CrossRef]
Ghosh, S.; Kanjilal, K. Long-term equilibrium relationship between urbanization, energy consumption and economic activity:
Empirical evidence from India. Energy 2014, 66, 324–331. [CrossRef]
Chen, C.; Sun, Y.; Lan, Q.; Jiang, F. Impacts of industrial agglomeration on pollution and ecological efficiency: A spatial
econometric analysis based on a big panel dataset of China’s 259 cities. J. Clean. Prod. 2020, 258, 120721. [CrossRef]
Xu, M.Y.; Chen, C.T.; Deng, X.Y. Systematic analysis of the coordination degree of China’s economy-ecological environment
system and its influencing factor. Environ. Sci. Pollut. Res. 2019, 26, 29722–29735. [CrossRef]
Riao, D.; Zhu, X.; Tong, Z.; Zhang, J.; Wang, A. Study on land use/cover change and ecosystem services in Harbin, China.
Sustainability 2020, 12, 6076. [CrossRef]
Sun, Y.; Cui, Y. Evaluating the coordinated development of economic, social and environmental benefits of urban public
transportation infrastructure: Case study of four Chinese autonomous municipalities. Transp. Policy 2018, 66, 116–126. [CrossRef]
Wang, F.; Gao, C.; Hu, W. The influence of water transportation evolution on the economic development of cities along the
Beijing–Hangzhou Grand Canal since the late Qing Dynasty. In Water-Related Urbanization and Locality: Protecting, Planning and
Designing Urban Water Environments in a Sustainable Way; Wang, F., Prominski, M., Eds.; Springer Singapore: Singapore, 2020;
pp. 27–45.
Zhao, Y.; Wang, S.; Zhou, C. Understanding the relation between urbanization and the eco-environment in China’s Yangtze River
Delta using an improved EKC model and coupling analysis. Sci. Total Environ. 2016, 571, 862–875. [CrossRef] [PubMed]
Wang, S.; Ma, H.; Zhao, Y. Exploring the relationship between urbanization and the eco-environment: A case study of Beijing–
Tianjin–Hebei region. Ecol. Indic. 2014, 45, 171–183. [CrossRef]
Xie, J.; Ma, Y. Construction of carbon economy index system of Hebei Industry based on the model of DSR. In Proceedings of the
2014 4th International Conference on Education and Education Management, Hangzhou, China, 15–16 April 2017; Lee, G., Ed.;
Information Engineering Research Institute: Texas City, TX, USA, 2014; Volume 68, pp. 224–227.
Zhang, D.; Yang, S.K.; Wang, Z.Z.; Yang, C.Y.; Chen, Y.Y. Assessment of ecological environment impact in highway construction
activities with improved group AHP-FCE approach in China. Environ. Monit. Assess. 2020, 192, 451. [CrossRef]
Yang, Y.; Cai, Z. Ecological security assessment of the Guanzhong Plain urban agglomeration based on an adapted ecological
footprint model. J. Clean. Prod. 2020, 260, 120973. [CrossRef]
Sustainability 2021, 13, 2715
14.
15.
16.
17.
18.
19.
20.
21.
22.
23.
24.
25.
26.
27.
28.
29.
30.
31.
32.
33.
34.
35.
36.
37.
18 of 18
Yang, Y.; Bao, W.; Liu, Y. Coupling coordination analysis of rural production-living-ecological space in the Beijing-Tianjin-Hebei
region. EcolInd 2020, 117, 106512. [CrossRef]
Han, H.B.; Zhong, Z.Q.; Guo, Y.; Xi, F.; Liu, S.L. Coupling and decoupling effects of agricultural carbon emissions in China and
their driving factors. Environ. Sci. Pollut. Res. 2018, 25, 25280–25293. [CrossRef] [PubMed]
Fan, J. Draft of major function oriented zoning of China. Acta Geogr. Sin. 2015, 70, 186–201.
Fan, J. The strategy of major function oriented zoning and the optimization of territorial development patterns. Bull. Chin. Acad.
Sci. 2013, 28, 193–206.
Fan, J.; Sun, W.; Zhou, K.; Chen, D. Major Function Oriented Zone: New method of spatial regulation for reshaping regional
development pattern in China. Chin. Geogr. Sci. 2012, 22, 196–209. [CrossRef]
Shi, T. Spatial correlation network and regional connected effect of coupling coordination degree between ecological protection
and high-quality economic development in the Yellow River regions. Reg. Econ. Rev. 2020, 3, 25–34.
Jin, F.J. Coordinated promotion strategy of ecological protection and high-quality development in the Yellow River Basin. Reform
2019, 11, 33–39.
Xu, Y.; Wang, C.S. Ecological protection and high-quality development in the Yellow River Basin: Framework, path, and
countermeasure. Bull. Chin. Acad. Sci. 2020, 35, 875–883.
Giddings, B.; Hopwood, B.; O’Brien, G. Environment, economy and society: Fitting them together into sustainable development.
Sustain. Dev. 2002, 10, 187–196. [CrossRef]
Carreño, L.; Frank, F.C.; Viglizzo, E.F. Tradeoffs between economic and ecosystem services in Argentina during 50 years of
land-use change. Agric. Ecosyst. Environ. 2012, 154, 68–77. [CrossRef]
Richmond, A.; Kaufmann, R.K.; Myneni, R.B. Valuing ecosystem services: A shadow price for net primary production. Ecol. Econ.
2007, 64, 454–462. [CrossRef]
Qiao, X.N.; Wang, L.F.; Niu, H.P.; Yang, Y.L.; Gu, Y.Y. The eco-economic coordinate analysis of Huaihe River Basin in Henan
Province based on NPPdata. Econ. Geogr. 2016, 36, 173–189.
Xu, H.; Shi, N.; Wu, L.L.; Zhang, D.W. High-quality development level and its spatiotemporal changes in the Yellow River Basin.
Res. Sci. 2020, 42, 115–126. [CrossRef]
Kong, D.X.; Miao, C.Y.; Wu, J.W.; Borthwick, A.G.L.; Duan, Q.Y.; Zhang, X.M. Environmental impact assessments of the Xiaolangdi
Reservoir on the most hyperconcentrated laden river, Yellow River, China. Environ. Sci. Pollut. Res. 2017, 24, 4337–4351. [CrossRef]
[PubMed]
Chen, P.F. Monthly NPP Dataset Covering China’s Terrestrial Ecosystems at North of 18◦ N (1985–2015). J. Glob. Chang. Data
Discov. 2019, 3, 34–41.
Chen, P.F. Monthly NPP 1 km Raster Dataset of China’s Terrestrial Ecosystems (1985–2015). Glob. Chang. Res. Data Publ. Repos.
2019, 3, 34–41.
Randerson, J.T.; Masiello, C.A.; Still, C.J.; Rahn, T.; Poorter, H.; Field, C.B. Is carbon within the global terrestrial biosphere
becoming more oxidized? Implications for trends in atmospheric O2 . Glob. Chang. Biol. 2006, 12, 260–271. [CrossRef]
Zhenshan, W.; Shaoliang, Z.; Xuefei, W.; Yongjun, Y. Evaluation of environmental purification service for urban green space in
Nanjing. Nat. Environ. Pollut. Technol. 2015, 14, 1019–1025.
Li, Y.; Li, Y.; Zhou, Y.; Shi, Y.; Zhu, X. Investigation of a coupling model of coordination between urbanization and the environment.
J. Environ. Manag. 2012, 98, 127–133. [CrossRef]
Tian, Z.H.; Zhang, D.D.; He, X.H.; Guo, H.L.; Wei, H.T. Spatiotemporal variations in vegetation net primary productivity and
their driving factors in Yellow River Basin from 2000 to 2015. Res. Soil Water Conserv. 2019, 26, 255–262.
Zhu, Y.Y. Remote Sensing Estimation of Vegetation Net Primary Productivity in the Yellow River Basin from 1992 to 2015 and Its
Response to Climate Change. Ph.D. Thesis, Chang’an University, Xi’an, China, 2019.
Sun, Y.; Ding, W.; Yang, Z.; Yang, G.; Du, J. Measuring China’s regional inclusive green growth. Sci. Total Environ. 2020, 713,
136367. [CrossRef] [PubMed]
Zameer, H.; Yasmeen, H.; Wang, R.; Tao, J.; Malik, M.N. An empirical investigation of the coordinated development of natural
resources, financial development and ecological efficiency in China. Resour. Policy 2020, 65, 101580. [CrossRef]
Zhang, G.X.; Su, Z.X. Construction and measurement of high-quality development evaluation system for the central cities in the
Yellow River Basin. Ecol. Econ. 2020, 36, 37–43.
|
|
https://openalex.org/W3049242285
|
https://europepmc.org/articles/pmc8549361?pdf=render
|
English
| null |
Post-weaning shifts in microbiome composition and metabolism revealed by over 25,000 pig gut metagenome assembled genomes
|
bioRxiv (Cold Spring Harbor Laboratory)
| 2,020
|
cc-by
| 10,878
|
Received 12 December 2020; Accepted 12 April 2021; Published 09 August 2021
Author affiliations: 1iThree Institute, University of Technology Sydney, Sydney, New South Wales, Australia; 2NSW Department of Primary Industries,
Elizabeth Macarthur Agricultural Institute, Menangle, New South Wales, Australia.
*Correspondence: Daniela Gaio, d.gaio@outlook.com
Keywords: carbohydrate active enzymes; co-assembly; gut microbiome; post-weaning; shotgun metagenomics; time series.
Abbreviations: AA, auxiliary activity; ANI, average nucleotide identity; CAZy, carbohydrate active enzyme; CBM, carbohydrate binding module; CE,
carbohydrate esterase; fc, fold change; GH, glycoside hydrolase; GT, glycosyl transferase; GTDB, Genome Taxonomy Database; MAG, metagenome-
assembled genome; NMDS, non-metric multidimensional scaling; PC, principal component; PCA, principal component analysis; PL, polysaccharide
lyase; SLH, S-layer homology domain.
Data statement: All supporting data, code and protocols have been provided within the article or through supplementary data files. One supplementary
table and fourteen supplementary figures are available with the online version of this article.
000501 © 2021 The Authors Abstract Using a previously described metagenomics dataset of 27 billion reads, we reconstructed over 50 000 metagenome-assembled
genomes (MAGs) of organisms resident in the porcine gut, 46.5 % of which were classified as >70 % complete with a <10 %
contamination rate, and 24.4 % were nearly complete genomes. Here, we describe the generation and analysis of those MAGs
using time-series samples. The gut microbial communities of piglets appear to follow a highly structured developmental pro-
gramme in the weeks following weaning, and this development is robust to treatments including an intramuscular antibiotic
treatment and two probiotic treatments. The high resolution we obtained allowed us to identify specific taxonomic ‘signatures’
that characterize the gut microbial development immediately after weaning. Additionally, we characterized the carbohydrate
repertoire of the organisms resident in the porcine gut. We tracked the abundance shifts of 294 carbohydrate active enzymes,
and identified the species and higher-level taxonomic groups carrying each of these enzymes in their MAGs. This knowledge
can contribute to the design of probiotics and prebiotic interventions as a means to modify the piglet gut microbiome. DATA SUMMARYh Only a tiny fraction of known bacterial species are repre-
sented in genome sequence databases and, in particular,
difficult-to-culture and non-pathogenic organisms remain
greatly underrepresented [1–3]. On the contrary, taxa of
interest for their pathogenicity or potential in the biotech
sector are more often sequenced and, therefore, tend to
be better represented in public databases. Although an
increasing diversity of reference genomes is becoming
available, reference-based methods are not ideal for the
discovery of new genomes, as they depend, directly or
indirectly, on existing databases [4]. Moreover, proof of
the nature of functional redundancy in the microbiome
[5, 6], the early documented within-species genomic diver-
sity [7], coupled with its striking functional implications
[6, 8, 9], should make us ever more aware that important
compositional and functional features may be masked
completely when the view of the microbiome is restricted
to a small conserved gene fragment and the assumptions Only a tiny fraction of known bacterial species are repre-
sented in genome sequence databases and, in particular,
difficult-to-culture and non-pathogenic organisms remain
greatly underrepresented [1–3]. On the contrary, taxa of
interest for their pathogenicity or potential in the biotech
sector are more often sequenced and, therefore, tend to
be better represented in public databases. Although an
increasing diversity of reference genomes is becoming
available, reference-based methods are not ideal for the
discovery of new genomes, as they depend, directly or
indirectly, on existing databases [4]. Moreover, proof of
the nature of functional redundancy in the microbiome
[5, 6], the early documented within-species genomic diver-
sity [7], coupled with its striking functional implications
[6, 8, 9], should make us ever more aware that important
compositional and functional features may be masked
completely when the view of the microbiome is restricted
to a small conserved gene fragment and the assumptions The data were deposited in the National Center for Biotech-
nology Information Sequence Read Archive under project
accession number PRJNA526405. Workflows and code used
for the preliminary data processing are available in the GitHub
repository (https://github.com/koadman/metapigs). Code
used for the data analysis and visualization are available in
the GitHub repository (https://github.com/GaioTransposon/
metapigs_dry). OPEN
DATA
OPEN
ACCESS OPEN
DATA
OPEN
ACCESS OPEN
DATA
OPEN
ACCESS OPEN
DATA
OPEN
ACCESS RESEARCH ARTICLE
Gaio et al., Microbial Genomics 2021;7:000501
DOI 10.1099/mgen.0.000501 RESEARCH ARTICLE DOI 10.1099/mgen.0.000501 Post-weaning shifts in microbiome composition and metabolism
revealed by over 25 000 pig gut metagenome-assembled Daniela Gaio1,*, Matthew Z. DeMaere1, Kay Anantanawat1, Toni A. Chapman2, Steven P. Djordje This is an open-access article distributed under the terms of the Creative Commons Attribution License. Impact Statement Shotgun metagenomic sequencing, however, allows a much
more complete view of the microbial community. The tech-
nique uses assembly and binning for the reconstruction of
genomes from metagenomic reads, but it comes with many
technical challenges. Among the main challenges are the
detection of less prevalent taxa within the sample [10], and
the high sequence similarity among strains of the same
species, making assembly a particularly challenging task
[11, 12]. However, various techniques have been developed
to overcome these obstacles. Previous work in computational
metagenomics has established that repeated sampling from
an environment or subject can facilitate the reconstruction of
genomes from species [13, 14] and strains [15] in the microbial
community. Two major steps are typically involved in the data
analysis: assembly and binning. The joint assembly of samples
from an individual host is called co-assembly, while binning
consists in the grouping of co-assemblies into metagenome-
assembled genomes (MAGs) in the process of differential
coverage binning [16]. The abundance per sample is then
inferred from coverage depth and/or k-mer frequencies [17]. The rationale behind this type of binning method is based
on the observation that the abundance of genetic material
from the same organism changes in one subject or environ-
ment over time in a highly correlated manner [13, 14, 16, 18]. There are two reasons that time-series binning facilitates the
resolution of genomes: (i) strains are known to persist for long
periods of time (i.e. decades) [19], and as such the abundance
of the same organism in a subject or environment changing
over time in a highly correlated manner improves the infer-
ence of MAGs; (ii) at least in humans, over half of all species
in the gut are represented by single strains [20]; therefore,
co-assembly of time points boosts the per-genome coverage. The aim of this work was to assemble a large amount
of metagenomic data into metagenome-assembled
genomes (MAGs), and to use the MAGs to describe the
developing gut microbial composition of post-weaning
piglets, from a genomic and a functional perspective. A
large number of shared species were found to undergo
the same shifts in distinct hosts during the first 5 weeks
after weaning. This type of fine, species-level tuning of
the gut in piglets was not measured before and can be
used to choose (or avoid) a time window for treatment
with specific probiotics. We also confirmed confounding
factors (e.g. Metagenomic samplesl Below, we briefly summarize the origin of the samples,
but we refer to our previous report [21] for a thorough
description of the animal trial and the sample processing
workflow. Subjects were post-weaning piglets (n=126) from
which faecal samples were collected between 1 and 10 times INTRODUCTION Advances in sequencing technology and computational anal-
ysis enable the study of whole microbial communities from a
given environment in a high-throughput manner, bypassing
the need to cultivate individual organisms. High-throughput
microbial community profiling is generally approached in a
targeted (e.g. 16S rRNA) or untargeted (shotgun) manner. 1 Gaio et al., Microbial Genomics 2021;7:000501 on its conservation, as in the 16S rRNA amplicon profiling
technique. on its conservation, as in the 16S rRNA amplicon profiling
technique. Impact Statement breed, small differences in age) to signifi-
cantly correlate with microbial composition, and we
report the duration of their detection. This can guide
researchers to make the proper adjustments to their
animal trials, so as to minimize noise in the signal. Ultimately, we obtained a description of the carbohy-
drate enzyme repertoire of these post-weaning piglets,
by tracking temporal abundance shifts of nearly 300
carbohydrate active enzymes and their mapping, hence,
specificity, to taxonomic groups, knowledge which can be
applied to manufacture feed with the aim of tweaking the
abundance of specific (e.g. health-promoting, low carbon
emission) taxa. during a 40 day period. Piglets were aged 22.5±2.5 days at
the start of the trial. The piglets were distributed over six
treatment cohorts: a placebo group (control n=29); two
probiotic groups (D-Scour n=18; ColiGuard n=18); one
antibiotic group (neomycin n=24); and two antibiotic-
then-probiotic treatment groups (neomycin+D-Scour
n=18; neomycin+ColiGuard n=18). Additionally, 42 faecal
samples derived from the piglets’ mothers, 18 samples
derived from three distinct positive controls and 20 nega-
tive controls were included. All piglets were sampled
weekly, while a subset of the piglets (8 per cohort; n=48)
was sampled twice weekly. In total, mothers were sampled
once, while piglets were sampled between 1 and 10 times
(median=6.0; mean=6.11). As previously described [21],
samples were homogenized immediately after collection
and stored at −80 °C until thawed for further processing. Extraction of DNA was performed with the PowerMi-
crobiome DNA/RNA EP kit (Qiagen) and libraries were
prepared from genomic DNA using the Hackflex method
[22]. Libraries were normalized, pooled and sequenced on
three Illumina NovaSeq S4 flow cells. The data were depos-
ited in the National Center for Biotechnology Information
Sequence Read Archive under project accession number
PRJNA526405. The present work builds upon a large collection of post-
weaning porcine gut samples for which we previously
described the microbial community composition using an
assembly-free phylogenetic profiling technique [21]. We
reconstruct genomes from this large sample collection and
analyse how those genomes change in abundance across time
and treatment cohorts. To do so, we created co-assemblies
for each individual host, pooling all the time point samples
available from each subject, thereby increasing the power to
reconstruct genomes from low-abundance microbes. In this
study, we describe the associations we found between specific
genomes and the post-weaning aging process in piglets, as
well as the carbohydrate metabolism during the post-weaning
period. Pooled assembly and binning Adapter-trimmed and quality-filtered paired-end reads
from all samples were grouped by subject and assem-
bled using megahit [26] (v1.1.3) (parameters: --min-
contig-len=5 --prune-level=3 --max-tip-len=280), yielding
a combined total of 8 389 418 contigs. Reads were mapped
back to assembly contigs using bwa-mem [27] (v0.7.17-
r1188). Format conversion to bam format was performed
with SAMtools [28] (v1.9). Metagenome binning of the
co-assemblies was performed for each subject (i.e. each pig,
positive control and all negative controls were separately
co-assembled) with MetaBAT2 [29] (v2.12.1) (parameters:
--minContig 2500). MAG quality assignment Quality analysis of MAGs was performed with CheckM
[30] (v1.0.13) following the lineage-specific workflow
(lineage_set). Microbial diversity assessment and microbial abundance
heatmaps were generated using GTDB clustered MAGs. After the exclusion of samples with low read counts (approxi-
mately <10 000) (prune_samples function), samples were
rarefied (rarefy_even_depth function) (PhyloSeq v1.28.0). To
compare microbial diversity scores of samples from different
time points, t-tests were applied, and significance values were
adjusted with the Bonferroni method. To generate the heat-
maps, taxa were filtered based on abundance, prevalence and
within-samples variation, as indicated in the figure legends. Data analysis Analyses of MAGs were performed for the following sets of
MAGs: (i) nearly complete genomes (≥90 % completeness and
≤5 % contamination) as estimated and taxonomically catego-
rized by CheckM analysis (n=12.4×103); (ii) length filtered and
ANI clustered MAGs from dRep analysis (n=22.4×103); (iii)
all (unfiltered) MAGs taxonomically categorized by GTDB
(n=51.2×103). Non-metric multidimensional scaling (NMDS)
and network analysis were performed with PhyloSeq [35]
using the median sequencing depth to normalize samples. Bray–Curtis value was used as a distance measure. Separately
from the ordination analysis performed with PhyloSeq, we ran
principal component analysis (PCA) with data normalized by
proportions and transformed with the centred log-ratio. In
the latter case, the data underwent the following transforma-
tions: (i) library size normalization by proportions; (ii) sum of
counts from MAGs falling under the same MAG (taxonomic
or ANI) group assignment; (iii) mean by sampling time point
and cohort; (iv) centred log-ratio transformation. MAG taxonomic assignment Taxonomic clustering of MAGs was performed with Kraken2
[31, 32] (v2.0.8) using, in parallel: a prebuilt 8 Gb database
(MiniKraken DB_8 GB) constructed from bacterial, viral
and archaeal genomes from RefSeq version Oct. 18 2017,
and the Genome Taxonomy Database (GTDB) [33] (release
89.0). All MAGs were assigned a taxon at the species level. Higher taxonomic levels of the GTDB were retrieved from
the latest release (release 89.0) of the bacterial and archaeal
database publicly available at the GTDB website (https://
gtdb.ecogenomic.org/). Phyla composition profiles were
obtained from presence/absence counts of MAGs, ignoring
their relative abundances in each sample, using MAGs that
were taxonomically assigned with either GTDB or CheckM. We refer to these as GTDB clustered MAGs and CheckM
clustered MAGs. Age, breed, co-housing and piglet weight were tested for corre-
lation with microbiome composition. Samples were pruned
and rarefied as described above and PCA was performed
with PhyloSeq (v1.28.0). As breed and age were confounded
factors, we additionally performed PCA on subsets of equal
age or breed. The resulting eigenvectors were tested to assess
the significance of the correlations. For the categorical vari-
ables age, breed and co-housing, Dunn tests were performed. For the continuous variable weight, the Spearman’s rank test
was performed. Significance values were adjusted by Bonfer-
roni correction for multiple testing. Sequence data processing A total of 911 samples were sequenced, generating a mean of
7 581 656 (median=3 936 038) paired-end reads per sample 2 Gaio et al., Microbial Genomics 2021;7:000501 We refer to these as 95 % average nucleotide identity (ANI)
MAG clusters and 99 % ANI MAG clusters. for a total of 27.2 billion paired-end reads. BBDuk [23]
(v38.22) was used for adapter trimming (parameters: k=23
hdist=1 tpe tbo mink=11), PhiX DNA removal (parameters:
k=31 hdist=1) and quality filtering (parameters: ftm=0
qtrim=r trimq=20). Quality assessment was performed
with fastqc [24] (v0.11.18) and multiqc [25] (v1.8). Completeness and contamination of MAGs According to quality analysis with CheckM [30], 46.5 %
(n=23 798) of the total MAGs (n=51 170) were classified
as ≥70 % complete with a ≤10 % contamination rate, while
24.4 % (n=12 486) were classified as nearly complete genomes
as by the Bowers et al. [10] definition of MAGs with ≥90 %
completeness and ≤5 % contamination (Fig. 1). Three hundred
and thirty MAGs were ≥99 % complete and had a ≤0.1 %
contamination rate. The MAGs with ≥60 % completeness and
≤10 % contamination rate ranged in size from 442 kb to 6.4
Mb (median=1.9 Mb), and their N50 values ranged from 4 to
728 kb (median=16 kb). Gene function analysis Protein prediction from MAGs was performed with Prodigal
[38] (v2.6.3). The predicted proteins were clustered with cd-
hit [39] (v4.6) using 90 and 100 % identity. Predicted proteins
were mapped against a custom database of the UniRef90
database (release June 2020) using diamond [40] (v0.9.31). Before mapping, the database was filtered to contain only
error-corrected sequences matching the uniref90_ec_filtered
list from HUMAnN2 [41] (/utility_mapping) (v2.8.1). To run
the filtering, SeqTK [42] (v1.3-r106) was used. MAG ANI clusters and taxonomic clusters Additionally, predicted proteins were mapped against the
carbohydrate active enzyme (CAZy) database [43] with
dbCAN2 [44] (v2.0.11), which utilizes diamond [40] and
hmmer [45]. The proportion of species per enzyme ID was
derived as follows: MAGs were grouped by subject, enzyme
ID and GTDB-assigned species; distinct groups were selected
and a count was obtained; the sum of distinct species falling
within one enzyme ID was obtained and the proportion was
derived. As a reference-free technique of MAG generation was
adopted, we grouped the MAGs into clusters of similar
genomes using two methods: (i) 95 and 99 % sequence
similarity using the genome dereplication tool dRep [34];
and (ii) taxonomic clustering with Kraken2 [32] against
the GTDB [33, 81]. Using the first method, nearly half of
the MAGs (43.8 %) passed the established length-filtering
threshold (500 000 nt) and were assigned a cluster ID based
on ANI. A total of 1267 unique primary clusters (95 %
ANI) and 4480 unique secondary clusters (99 % ANI) were
obtained. Primary or secondary clusters that were found in
only one subject were defined as unique, whereas clusters
that were found in more than one subject were defined
as common. Primary clusters (95 % ANI) were common
among subjects at a higher rate than secondary clusters
(99 % ANI): 98.6 and 86.2 % among piglets, and 91.4 and
72.1 % among the mothers, respectively, delineating strain
specificity within hosts (Fig. S3). Differential abundance analysis Because MAGs were constructed independently for each
host, highly similar MAGs are expected to be present in
the data, representing the same species or strain recovered
from different hosts. To group the MAGs into collections
that represent MAGs of the same species or strain we
carried out bin dereplication using dRep (v2.3.2) [34]. All
MAGs derived from pig samples were dereplicated with
dRep [34] (parameters: --checkM_method=lineage_wf
--length=500 000). All other parameters were set to default. The clusters of similar bins produced by dRep at 95 %
identity (primary clusters) and at 99 % identity (secondary
clusters) were used for further analysis as described below. siamcat [36] was employed to determine differentially abun-
dant GTDB clustered MAGs between groups. The data were
normalized by proportions prior to analysis with siamcat. Unsupervised abundance and prevalence filtering is run prior
to the association testing. The abundance was normalized,
and all GTDB clustered MAGs underwent analysis with
siamcat. Associations of species with groups were found
by running the siamcat check.associations function, which
finds associations of single species with groups using the
nonparametric Wilcoxon test and reporting associations
and their strength using significance, prevalence shift and 3 3 Gaio et al., Microbial Genomics 2021;7:000501 positive control samples. Distribution of bins over subjects
and cohorts are displayed in Fig. S2. generalized fold change (fc) metrics, the latter calculated as
the geometric means of the differences between quantiles
[37]. The Benjamini–Hochberg method was used to control
the false discovery rate (i.e. the expected proportion of false
discoveries amongst the rejected hypotheses). Analysis workflow and scripts In order to manage the processing of the data in the high
performance computing environment (sequence data
processing, pooled assembly, binning, MAGs quality assess-
ment), Nextflow [46] was used. For the installation and
management of environments, conda [47] was used (v4.7.12). R [48] and the following R packages were used for the data
analysis and visualization: ape [49], circlize [50], cluster [51],
cowplot [52], data.table [53], dplyr [54], EnvStats [55], facto-
extra [56], forcats [57], ggbiplot [58], ggplot2 [58], ggpubr
[59], ggrepel [60], gplots [61], gridExtra [62], magrittr [63],
matrixStats [64], microbiome [65], openxlsx [66], pheatmap
[67], phyloseq [35], plyr [68], purr [69], RColorBrewer [70],
readr [71], readxl [72], reshape [73], robCompositions [74],
scales [75], seqinr [76], siamcat [36], splitstackshape [77],
stringr [78], tidyr [79] and tidyverse [80]. The second method applies clustering via taxonomic assign-
ment using the most comprehensive bacterial and archaeal
taxonomic database that is currently available. Based on
GTDB clustering of MAGs derived from positive control
samples (three positive control types; eight replicates within
each), MAG taxonomic assignments matched the expected
profile and the profile obtained from analysis of the reads
with MetaPhlAn2 [82] reported in our previous study [21]
(Fig. S4). A schematic workflow of the data processing and analysis is
represented in Fig. S1 (available with the online version of this
article). Workflows and scripts used for the data processing
are available in the GitHub repository (https://github.com/
koadman/metapigs). Scripts used for the data analysis and
visualization are available in the GitHub repository (https://
github.com/GaioTransposon/metapigs_dry). High-level taxonomy of the piglet gut microbiome According to taxonomic assignment of the nearly complete
genomes with CheckM [30], the average post-weaning
piglet gut microbiome is composed of the following phyla in
the following proportions: Firmicutes (63.6 %), Bacteroidetes
(13.2 %), Tenericutes (9.2 %), Actinobacteria (6.8 %), Proteo-
bacteria (2.2 %), Euryarchaeota (2.1 %), Spirochaetes (1.8 %),
Chlamydiae (0.8 %) and Synergistetes (0.5 %). CheckM taxo-
nomic clustering resolved 91.28 % of the nearly complete
MAGs to the order level, the most common taxonomic
orders above 1 % being: Clostridiales (56.4 %), Bacteroidales RESULTS A total of 51 170 MAGs from 911 samples were generated in
this study, 92.96 % (n=47 569) of which derived from samples
of post-weaning piglets, 5.24 % (n=2680) from samples of
the piglets’ mothers, and 1.81 % (n=926) from negative and 4 Gaio et al., Microbial Genomics 2021;7:000501 Fig. 1. Quality of MAGs. Distribution of contig counts (a), contig N50 lengths (b), and completeness and contamination rates over MAGs
of partial quality (grey) and medium quality (pink), and nearly complete MAGs (blue) (c). Partial and medium quality MAGs have a
level of completeness between 60 and 80 %, and between 80 and 90 %, respectively, and a rate of contamination of <10 % and ≤10 %,
respectively. MAGs with a ≥90 % completeness and a ≤5 % contamination are considered nearly complete as by the Genomic Standards
Consortium MIMAG standards [84]. Fig. 1. Quality of MAGs. Distribution of contig counts (a), contig N50 lengths (b), and completeness and contamination rates over MAGs
of partial quality (grey) and medium quality (pink), and nearly complete MAGs (blue) (c). Partial and medium quality MAGs have a
level of completeness between 60 and 80 %, and between 80 and 90 %, respectively, and a rate of contamination of <10 % and ≤10 %,
respectively. MAGs with a ≥90 % completeness and a ≤5 % contamination are considered nearly complete as by the Genomic Standards
Consortium MIMAG standards [84]. (12.9 %), Erysipelotrichales (8.2 %), Coriobacteriales (5.4 %),
Lactobacillales (5.4 %), Selenomodales (3.4 %) and Methano-
bacteriales (1.8 %). According to taxonomic assessment of
MAGs against the GTDB, the genus Prevotella took up the
largest proportion, with 10.1 % of the total genera composi-
tion. The most common phyla, genera and species of the
piglet microbiome are shown in Fig. S5. hosts, independent of treatment, and marked by changes that
were clearly associated with particular taxonomic groups
(Figs 2 and S8). (12.9 %), Erysipelotrichales (8.2 %), Coriobacteriales (5.4 %),
Lactobacillales (5.4 %), Selenomodales (3.4 %) and Methano-
bacteriales (1.8 %). According to taxonomic assessment of
MAGs against the GTDB, the genus Prevotella took up the
largest proportion, with 10.1 % of the total genera composi-
tion. The most common phyla, genera and species of the
piglet microbiome are shown in Fig. S5. Differential abundance between time points and statis-
tical analysis of the changes over time was obtained with
siamcat [36]. RESULTS Time points analysed were at consecutive
weeks from the start (t0): t0, t2, t4, t6, t8 and t10. The top
10 significantly shifting species in piglets between t0 and
t4, and between t4 and t8, are shown in Fig. 3. Correlations
with P <0.05 after false discovery rate correction (Benja-
mini–Hochberg method) were considered significant. Significance values, generalized fc and other metrics are
provided in Table S1. Time trendh The predominant variation we observed in the piglet
microbiomes is associated with the aging of the piglets. Both NMDS analysis and network analysis of samples with
PhyloSeq [35] showed samples clustering by collection
time point (Fig. S6). Samples were the most scattered in
PCA at the start of the trial (t0 variance=0.1669, n=122)
when piglets were aged between 3 and 4 weeks old, and
samples clustered more closely at later time points (t2
variance=0.0625, n=115; t4 variance=0.0405, n=105),
shifting most prominently along the first NMDS axis (t-test;
Bonferroni adjusted significance: t0–t2 P <0.0001; t2–t4 P
<0.0001) (Fig. S6). The temporal shift was evident in the
results from all of the various approaches we applied to filter
and cluster MAGs into groups; hence, the final number of
MAGs included in the analysis (CheckM 12.4×103; dRep
22.4×103; GTDB 51.2×103) (Fig. S7). A total of 143 species were found to significantly shift in
abundance (P <0.001; 84 % positive fc) in the piglet population
between t0 and t2, (piglets aged 3–4 weeks and 4–5 weeks, respec-
tively) (Table S1), among which we found: Blautia_A wexlerae
(fc=+1.4), CAG-83 sp003487665 (fc=−0.9), Lactobacillus amylo-
vorus (fc=+1.3), CAG-45 sp002299665 (fc=+1.7), CAG-110
sp002437585 (fc=+1.7). Significant shifts in abundance were
found for 90 species (P <0.001; 63 % positive fc) between t2 and
t4 (Table S1), among which we found: Methanobrevibacter_A
smithii (fc=−1.6), Phil1 sp001940855 (fc=−1.3), Prevotella copri
(fc=+1.0), Prevotella sp000434515 (fc=+1.3), Lactobacillus
amylovorus (fc=+0.7). Fifty-two species significantly shifted in
abundance (P <0.001; 85 % positive fc) between t4 and t6 (Table
S1), among which we found: Corynebacterium xerosis (fc=+1.4),
Blautia_A obeum (fc=+1.1), Blautia_A sp000285855 (fc=+0.8), Remarkable tightly regulated compositional shift We found the aging-associated compositional shift
throughout the length of the study to be consistent among 5 Gaio et al., Microbial Genomics 2021;7:000501 Fig. 2. Microbial species abundance profile of the piglet gut over time. Panels represent time points from t0 (piglets aged 3 to 4 weeks
old) to t10 (piglets aged 8 to 9 weeks old). Samples were pruned (exclusion of samples with approximately <10 000 read counts) and
normalized by rarefaction. Prior to plotting, taxa were filtered to include the most abundant taxa present in at least 20 % of the piglet
samples. Of these, the 35 taxa with the highest variance among samples were plotted. Analysis was performed with PhyloSeq. Fig. 2. Microbial species abundance profile of the piglet gut over time. Panels represent time points from t0 (piglets aged 3 to 4 weeks
old) to t10 (piglets aged 8 to 9 weeks old). Samples were pruned (exclusion of samples with approximately <10 000 read counts) and Fig. 2. Microbial species abundance profile of the piglet gut over time. Panels represent time points from t0 (piglets aged 3 to 4 weeks
old) to t10 (piglets aged 8 to 9 weeks old). Samples were pruned (exclusion of samples with approximately <10 000 read counts) and
normalized by rarefaction. Prior to plotting, taxa were filtered to include the most abundant taxa present in at least 20 % of the piglet
samples. Of these, the 35 taxa with the highest variance among samples were plotted. Analysis was performed with PhyloSeq. Fig. 2. Microbial species abundance profile of the piglet gut over time. Panels represent time points from t0 (piglets aged 3 to 4 weeks
old) to t10 (piglets aged 8 to 9 weeks old). Samples were pruned (exclusion of samples with approximately <10 000 read counts) and
normalized by rarefaction. Prior to plotting, taxa were filtered to include the most abundant taxa present in at least 20 % of the piglet
samples. Of these, the 35 taxa with the highest variance among samples were plotted. Analysis was performed with PhyloSeq. Diversity Clostridium sp000435835 (fc=+1.0), Clostridium_P ventriculi
(fc=+1.4). The least significant shifts in abundance (n=4) were
found between t6 and t8 (P<0.05; 50 % positive fc) (Table S1). These were: UBA7748 sp900314535 (fc=−0.9), Clostridium
sp000435835 (fc=+0.8), Prevotella copri (fc=+0.3) and Bifido-
bacterium boum (fc=−0.8). The number of species significantly
shifting in abundance (P <0.001; 32 % positive fc) was again
higher (n=28) for the last time interval (t8–t10) when piglets
were aged between 7–8 and 8–9 weeks. During this interval,
the most significantly changing species were: Clostridium
sp000435835 (fc=+1.4), Corynebacterium xerosis (fc=+1.2),
Prevotella copri_A (fc=−0.7), Prevotella copri (fc=−0.5), Prevo-
tella sp000434515 (fc=−0.5) (Table S1). Notably, of all Prevotella
species (n=16) significantly increased in abundance during the
first or the second week, nearly all (n=13) decreased during the
last time interval (false discovery rate adjusted P <0.05) (Fig. S9). All significance values and confidence intervals are given
in Table S1. During the first week (t0–t2) (piglet age range: 3.5±0.5 to
4.5±0.5 weeks) species richness increased (Shannon ∆ t2-
t0=0.53±0.12; Bonferroni adjusted P <0.00001) (Fig. S10,
Table S1). Between t2 and t4 (piglets age range: 4.5±0.5 to
5.5±0.5 weeks) a loss of species evenness was recorded
(Simpson ∆ t4-t2=−0.04±0.02; Bonferroni adjusted P <0.00001). The following week (t4–t6) (piglets age range: 5.5±0.5 to
6.5±0.5 weeks) an increment of species richness (Chao1 ∆ t6-
t4=37.20±15.13; Bonferroni adjusted P <0.00001) was observed
(Fig. S10; Table S1). Effects of age, breed, co-housing and weight Age and breed were found to correlate with microbial composi-
tion (Fig. S11, Table S1). Piglets of the same breed (D×L) and
two age groups (3 days difference between the two groups)
separated by age at t0 in principal component 1 (PC1) (16.9 % 6 Gaio et al., Microbial Genomics 2021;7:000501 Fig. 3. Significantly changing GTDB species with time. Significant shifts (alpha=0.05) were determined from comparison of GTDB
clustered MAGs abundance in samples from distinct time points with siamcat. The Benjamini–Hochberg method was used to control
the false discovery rate. (a) Percentages of negative fc and positive fc shifts are reported on top of the bar plots for each time interval,
where two consecutive time points were compared. (b) Shown are the top 10 significantly changing GTDB taxonomically clustered MAGs
at the species level, between time points 0 and 4 (2 week interval); and (c) between time points 4 and 8 (2 week interval). Points show
normalized and log-transformed abundance within each subject and GTDB-predicted species. Fig. 3. Significantly changing GTDB species with time. Significant shifts (alpha=0.05) were determined from comparison of GTDB
clustered MAGs abundance in samples from distinct time points with siamcat. The Benjamini–Hochberg method was used to control
the false discovery rate. (a) Percentages of negative fc and positive fc shifts are reported on top of the bar plots for each time interval,
where two consecutive time points were compared. (b) Shown are the top 10 significantly changing GTDB taxonomically clustered MAGs
at the species level, between time points 0 and 4 (2 week interval); and (c) between time points 4 and 8 (2 week interval). Points show
normalized and log-transformed abundance within each subject and GTDB-predicted species. variation explained; Dunn test; Bonferroni adjusted P=0.001)
and at t2 in PC1 (14.5 % variation explained; Dunn test; Bonfer-
roni adjusted P=0.002) and in PC2 (10.0 % variation explained;
Dunn test; Bonferroni adjusted P=0.026) (Fig. S11, Table S1). These age groups were compared with siamcat [36] to discover
taxa that exhibit an age association in their abundances. A list
of taxa that were found to be mildly associated with age at each
time point and the significance of these associations are reported
in Table S1. P=0.024) (Fig. S11, Table S1). Piglets of the same age and
two breed groups were compared with siamcat to find taxa
for which abundances were associated with breed. Effects of age, breed, co-housing and weight Neither
at 95 % confidence (alpha 0.05) nor 80 % confidence (alpha
0.20) was the association of microbial composition with
breed found to be attributable to specific taxa (Table S1). Weak correlations were found between taxon abundances
and weight (variance explained <4.3 %; Spearman’s rank rho
range −0.349–0.246; P values range 0.003–0.043) (Table S1). Breed was also found to significantly associate with micro-
biome composition when piglets of the same age and two
breeds (D×L and D×LW) were compared. Significance was
reached in PC2 (variation explained: 10.1 %) at t0 (Dunn
test; Bonferroni adjusted P=0.001) and in PC1 (variation
explained: 12.9 %) at t2 (Dunn test; Bonferroni adjusted Predicted proteome of the piglet Gene prediction from all MAGs (n=51 170) yielded 70 696 284
predicted ORFs. The predicted protein sequences fell into
24.4 million clusters at 100 % amino acid identity and into
6.9 million clusters at 90 % amino acid identity. Homology 7 Gaio et al., Microbial Genomics 2021;7:000501 heterogeneous among the enzyme classes in terms of distri-
bution across different species (median=27.0; mean=37.9);
therefore, they appeared as scattered across the plot. Also,
for this class of enzymes, the majority (n=30) were found
among species of the genus Prevotella, and partially shared
with Gemmiger (n=8). The genus CAG-269 carries three
CBM enzymes neither Prevotella nor Gemmiger carry in their
MAGs. searching of all the predicted proteins against the CAZy
database with hmmer identified 2 049 008 predicted proteins
that are potentially involved in carbohydrate metabolism (E
value <1×10−15; coverage median=94.3, mean=87.0). Of these
enzymes, 1 023 807 were glycoside hydrolases (GHs), 716 644
glycosyl transferases (GTs), 26 544 carbohydrate binding
modules (CBMs), 253 525 carbohydrate esterases (CEs), 16 636
polysaccharide lyases (PLs), 8626 enzymes with auxiliary
activity (AA), 3064 S-layer homology domain (SLH) enzymes
and 162 were cohesins. We report the sequence identity against
the CAZy database for each class of enzymes and the distribu-
tion of carbohydrate enzymes across phyla in Fig. S12. Five of the AA enzymes (n=7) were prevalent in the pig
population (>90 subjects). AA10 was majorly found in
Enterococcus_B hirae (52.9 %), AA2, AA3 and AA6 were found
mostly represented by 'Terrisporobacter othiniensis' (28.6%),
Methanobrevibacter_A gottschalkii (20.1 %) and Escherichia
flexneri (17.5 %), respectively. CAZy species-specificity and distribution across
the pig population Cohesin (n=1) and SLH (n=1) were found in 92 and 167
subjects, respectively, and across multiple species. Cohesin
was mostly found in Ruminococcus_C sp000433635 (15.4 %),
while Ruminiclostridium_C sp000435295 carried the most
SLH (13.0 %). Two hundred and ninety-four unique CAZy enzymes were
found in our dataset. As each enzyme prediction was associ-
ated with a MAG and each MAG was separately classified
against the GTDB, the two sources of information were joined
as described in Methods. We display the prevalence of each
enzyme in the pig population (y-axis), while on the x-axis, we
report the highest proportion a distinct species was found for
each enzyme ID (Fig. S13). Below, we describe each enzyme
class in terms of prevalence in the pig population and its
distribution among species. Seven enzymes, present in between 20 and all subjects
(n=167, comprising piglets and mothers), were found to
primarily derive from a single species (>70 %). These were:
CBM44 (Clostridium_P perfringens), GT44 (Chlamydia suis),
CBM75 (Ruminococcus_F champanellensis), CBM71 (An172
sp002160515), GH44 (Ruminococcus_C sp000433635), GH54
(RC9 sp000432655), CBM83 (Agathobacter sp900317585). Enzymes of the CE class (n=16) frequently occurred among
subjects, with >100 subjects carrying this class of enzymes
(median=166; mean=148). These enzymes tend to be species
generic (median=5.5; mean=14.2), as they fall on the left
side of the plot, showing a broad distribution across multiple
species. Out of all genera, Prevotella carried the most of these
enzymes (11.5 %). In order of number of genes per genome we found: GT
(median=6.3; mean=30.0), CE (median=5.5; mean=25.3), GH
(median=3.7; mean=16.2), SLH (median=2.0; mean=12.7), AA
(median=2.0; mean=11.2), CBM (median=2.0; mean=6.3), PL
(median=1.5; mean=5.7), cohesin (median=1.0; mean=3.5). Gene counts of enzymes per GTDB species are reported in
Table S1. Similarly, of the PL enzyme class (n=26), nearly half formed
a cluster in the centre left side of the plot, indicating a high
prevalence among subjects (median=93; mean=81) and a
broad distribution across species (median=20.8; mean=32.2). PL enzymes were carried mostly by the genus Prevotella
(40.6%). Piglet carbohydrate proteome across time Of the 294 CAZy enzymes in our dataset, 234 showed a
significant change (Bonferroni adjusted P <0.05) (Table S1),
when comparing the abundance between any time point
by pairwise Wilcoxon test. The abundance shifts of these
enzymes at different time points in the piglet population and
their abundance in the mothers’ population are reported in
Fig. 4 and Table S1. Enzymes of the GT class (n=63) are prevalent among the
pig population (median=121; mean=107) and have a broad
distribution across species (median=16.0; mean=25.6). The
majority of these enzymes (n=47) were found among species
of the genus Prevotella, 27 of which were also found in
Gemmiger. Species of these genera had the highest variety of
enzymes, as well as the highest number of genes (>200) per
genome (Fig. S14). A number of enzymes increased in abundance over time in
the piglet population to reach similar abundance levels to
the mothers’. Among these were: CE13, GH42, GH32, GT53,
GT87, GH1, GT85, CBM25, CBM4, CE5, GT101, CBM26,
GT103 and GT85. Other enzymes decreased in abundance
over time in the piglet population and their abundance in the
mothers’ population was as low or lower than the abundance
recorded at the last time point for the piglets. Among these
were: GH123, GH29, GH110, GH33, GH30, GH109, GH2,
GH35, CBM35 and CBM9. A number of enzymes followed an
upwards or downwards trend with time in the piglet popula-
tion while their abundance in the mothers population was
lower or higher, respectively, than the abundance recorded GH enzymes (n=126) were the most represented enzymes
in our dataset and over 70 % of these enzymes fell on the top
left of the plot, showing a high frequency across subjects
(median=154; mean=131) and a high distribution across
species (median=11.2; median=20.4). One hundred and thir-
teen of the 126 GH enzymes are found in the genus Prevotella,
96 of which were shared with the genus Blautia_A. CBM enzymes (n=54) were moderately prevalent enzymes
in the pig population (median=41; mean=65), and the most 8 Gaio et al., Microbial Genomics 2021;7:000501 Fig. 4. Time trend of several enzymes and their species representation. (a) log-transformed normalized abundance of enzymes over
time is represented. Shifts in log-transformed abundance over time is visualized from time point 0 (t0; piglets aged 3–4 weeks) to time
point 8 (t8; piglets aged 7–8 weeks) for several enzymes. Piglet carbohydrate proteome across time tM represents the abundance of each enzyme in the mothers (single time point);
the sample size for piglets and mothers carrying each enzyme is reported next to the boxplots within each panel. (b) Panels report the
top three species carrying each enzyme in their MAGs (based on GTDB taxonomic clustering of MAGs). A significant change in abundance
was recorded between different time points (Kruskal pairwise comparison with Bonferroni correction) for the enzymes shown. The full
list of time trends and percentages of each species per enzyme are reported in Table S1. Fig. 4. Time trend of several enzymes and their species representation. (a) log-transformed normalized abundance of enzymes over
time is represented. Shifts in log-transformed abundance over time is visualized from time point 0 (t0; piglets aged 3–4 weeks) to time
point 8 (t8; piglets aged 7–8 weeks) for several enzymes. tM represents the abundance of each enzyme in the mothers (single time point);
the sample size for piglets and mothers carrying each enzyme is reported next to the boxplots within each panel. (b) Panels report the
top three species carrying each enzyme in their MAGs (based on GTDB taxonomic clustering of MAGs). A significant change in abundance
was recorded between different time points (Kruskal pairwise comparison with Bonferroni correction) for the enzymes shown. The full
list of time trends and percentages of each species per enzyme are reported in Table S1. Fig. 4. Time trend of several enzymes and their species representation. (a) log-transformed normalized abundance of enzymes over
time is represented. Shifts in log-transformed abundance over time is visualized from time point 0 (t0; piglets aged 3–4 weeks) to time
point 8 (t8; piglets aged 7–8 weeks) for several enzymes. tM represents the abundance of each enzyme in the mothers (single time point);
the sample size for piglets and mothers carrying each enzyme is reported next to the boxplots within each panel. (b) Panels report the
top three species carrying each enzyme in their MAGs (based on GTDB taxonomic clustering of MAGs). A significant change in abundance
was recorded between different time points (Kruskal pairwise comparison with Bonferroni correction) for the enzymes shown. The full
list of time trends and percentages of each species per enzyme are reported in Table S1. compositional and functional changes over a 5 week period
in 126 post-weaning piglets. at the last time point in the piglet population. Piglet carbohydrate proteome across time Among these
were: GT66, CBM51, GH25, GH37, CBM13, CBM67, GH101,
CBM44, GT46, GT22 and CBM6. As previously observed [21], we confirm the large time factor
driving the compositional shift of post-weaning piglet gut
microbiota samples. The temporal shift appears regardless of
the approach-dependent grouping of MAGs (CheckM taxo-
nomic clustering, 99 % ANI clustering or GTDB taxonomic
clustering), or of the filtering criteria (completeness and
contamination, length filtering, no filtering, respectively) and,
hence, the resulting number of MAGs taking part in the analysis
(12.4×103, 22.4×103, 51.2×103, respectively). We also applied a
number of normalization methods in parallel, among which we
chose median sequencing depth, rarefaction and proportions. The temporal shift was evident when applying any of these
normalization methods, although it must be noted that the use
of proportions to normalize library size can lead to a higher
discovery rate of false correlations (i.e. spurious correlations of
ratios) [85–89]. Bias can also arise from the nature of organ-
isms in the sample as a consequence of distinct genomic G+C
contents [90], causing preferential affinity of the polymerase,
thereby influencing the representation of species in the sample. DISCUSSION Similarly to the rumen metagenome [102], half of the enzymes
were of the GH class and over a third were of the GT class, the
first known to break down sucrose, lactose and starch [103],
the latter known to assemble complex carbohydrates from
activated sugar donors [104]. The proportions of the most
abundant enzymatic classes in this study (50 % GH; 35 % GT;
12 % CE; 1 % PL) roughly matched the proportions suggested
by El Kaoutari et al. [103] (57 % GH; 35 % GT; 6 % CE; 2 % PL),
who generated a profile of the human carbohydrate repertoire
by mapping 177 reference human gut microbial genomes
against the CAZy database [103]. We reported the repre-
sentation of these CAZymes within each specific taxonomic
group at lower (e.g. species) and higher levels (e.g. phylum)
based on GTDB taxonomic clustering, and we reported on
the carbohydrate enzymes abundance shifts over time in the
post-weaning piglet. A number of enzymes were found to change gradually in
abundance over time, to reach levels that are similar to those
found in the piglets’ mothers. As it could be expected due
to the large difference in age between the piglets at the last
sampling point and the mothers, the time trend for a minority
of the total enzymes changed gradually in the piglets, but did
not reach the lower or higher level measured in the mothers. A number of enzymes known to break down animal glycans
that are present in milk (GH2, GH20, GH92, GH29, GH95,
GH38, GH88) [103] decreased with time in the piglet popula-
tion, while, among others, enzymes reported to break down
peptidoglycans (GH25, GH73), starch and glycogen (GH13),
and sucrose and fructose (GH32) [103] followed an upward
trend. After a brief transition period (fourth week; piglets aged
between 6 and 8 weeks) during which only a few species are
lost and acquired, a microbial community consolidation
phase starts, where species start to die off, and a smaller
number of dominant taxa remain, reflective of an adult gut
[99]. This statement is supported by Thompson et al. [96],
who determined that at 6 weeks of age CD8+ T cells infiltrate
the intestinal tissue and the mucosal lining resembles that of
an adult pig [96]. DISCUSSION Previous efforts have applied metagenomics to survey the
diversity of pig gut microbiota [83], but have not focused on
the post-weaning microbial community nor have they used
an approach that generates MAGs. Bowers et al. (in 2017)
described genomes with a completeness of at least 90 % and
a contamination rate lower than 5 % as nearly complete
genomes [84]. In this study, we generated over 50 000 MAGs
from a dataset of 27 billion read pairs, of which 12 486 MAGs
are predicted to represent nearly complete genomes of bacte-
rial or archaeal organisms. While we previously reported the
results obtained from an assembly-free analysis of community
structure [21], here we report the composition and predicted
carbohydrate proteome of the microbial community using
MAGs constructed from the dataset. Using the MAGs and
their abundance across the samples, we were able to track 9 Gaio et al., Microbial Genomics 2021;7:000501 Factors such as host weight, breed and small differences in
age correlate with microbial composition, as we found by
our previous analysis with unassembled metagenomic reads
[21] and in this study with the use of MAGs. To assess the
correlation of microbial composition and small age differ-
ences among the hosts, the dataset was reduced to include
only piglets of the same breed, thereby avoiding breed as a
confounding factor. The temporal signal in our dataset was
in fact sufficiently strong in the first 2 weeks of the trial that
piglets differing by just 3 days of age separated cleanly in the
first principal component, and a number of GTDB-assigned
species were found to be associated with these small age
differences. second week (piglets aged between 3 and 6), 12 of which were
found to significantly drop in abundance during the last time
interval. Previously associated with human milk consumption
in infants [91], Bifidobacterium species dropped significantly
in abundance during the last 2 weeks, between the third and
the fourth week post-weaning, suggesting this shift to be due
to the diet change from breast-milk to solid food. Studies have reported the health promoting effects of Lacto-
bacillus amylovorus [100, 101], its survival through gastric
pH, its ability to adhere to cells and the demonstrated effi-
cacy against the growth of certain pathogens [100, 101]. DISCUSSION In
this study, Lactobacillus amylovorus follows a specific trend,
by gradually increasing in its abundance from piglets aged
3–4 to 5–6 weeks, to then gradually decrease in the hosts,
suggesting that the administration of probiotics containing
this species, to 6-week-old piglets, may not lead to a successful
colonization. Highly structured compositional changes over time were
detected. Possible factors that underlie these compositional
changes include the exposure to a new environment, the
transition from breast-milk to solid food [91–93], which took
place upon the start of the trial, and a higher tolerance for new
species immediately after weaning [94–96]. Supporting the
latter, it is known that during weaning, the immune system
undergoes training to recognize pathogens by initially toler-
ating a large number of species, so as to develop the necessary
antigens upon encounter [97, 98]. Thompson et al. [96] report
that the microbiota of piglets of 3 weeks of age is particu-
larly dynamic and environmental factors start to be seen
at this stage [96]. In fact, over 80 % of the GTDB clustered
MAGs that showed significant abundance shifts during the
first week of post-weaning were showing positive fc. This is
also reflected by the major increase in microbial richness we
measured by community composition analysis of the GTDB
clustered MAGs, as well as by phylogenetic diversity analysis
of the metagenomic reads in our previous study [21]. Nearly
40 % of the species that increased during the first week of the
trial (t0–t2) continued to increase during the following week
(t2–t4), reflecting the fact that these species kept taking up a
larger portion of the microbial community. This is confirmed
by the increase of evenness (as measured by balance-weighted
phylogenetic diversity) we recorded for this time interval in
our previous study [21]. The third week of the trial was the last
week in which the majority of the taxonomic shifts were posi-
tive fc (>80 %; piglets aged between 6 and 7 weeks), after which
species richness stabilized. In summary, in this study, the first
3 weeks (piglets aged between 3 and 7 weeks) represented the
establishment of a new microbial community where a large
number of species bloomed. Mapping of predicted ORFs generated hits with a high
sequence similarity against the CAZy database, spread across
eight enzyme classes and containing 294 unique enzymes. References 1. Brown CT, Hug LA, Thomas BC, Sharon I, Castelle CJ et al. Unusual biology across a group comprising more than 15% of
domain Bacteria. Nature 2015;523:208–211. 2. Hug LA, Baker BJ, Anantharaman K, Brown CT, Probst AJ et al. A
new view of the tree of life. Nat Microbiol 2016;1:16048. 3. Pasolli E, Asnicar F, Manara S, Zolfo M, Karcher N et al. Exten-
sive unexplored human microbiome diversity revealed by over
150,000 genomes from metagenomes spanning age, geography,
and lifestyle. Cell 2019;176:649–662. 4. Mande SS, Mohammed MH, Ghosh TS. Classification of metagen-
omic sequences: methods and challenges. Brief Bioinform
2012;13:669–681. We found enzymes to be either (i) common to many species
and to higher level taxonomic assignments, indicating
functional redundancy; or (ii) shared among species within
the same genus; or (iii) specific to single species. Common
enzymes restricted to closely related species were: AA10,
found predominantly in the genus Enterococcus, CBM40 in
Clostridium, PL31 in Ruminococcus, CE5, GT53, GT85 and
GT87 in Corynebacterium, GT21 in Desulfovibrio, GT66
and GT81 in Methanobrevibacter, GT6 in Gemmiger, GH68
in Lactobacillus, PL21, GH54 and GH55 in RC9 genera. Members of the same genus also significantly differed in
their enzymatic repertoire, both in the total number of genes
encoding enzymes per genome, as well as in the number
of different enzymes a genome bears, showing that closely
related organisms have evolved to display large differences
in behaviour [9, 105]. This was particularly evident among
species of the genus Prevotella, potentially suggesting a
high degree of specialization in preferred food sources
among closely related species. The synthesis of knowledge
of enzyme function and substrate-based activity coupled
with knowledge of the species carrying these enzymes in
their genome can be of high value to the design of probi-
otic and prebiotic formulations in the livestock setting
(e.g. methane emission control; improvement of substrate
energy efficiency), as well as in the human setting (e.g. diet). 5. Dethlefsen L, Relman DA. Incomplete recovery and indi-
vidualized responses of the human distal gut microbiota
to repeated antibiotic perturbation. Proc Natl Acad Sci USA
2011;108:4554–4561. 6. Barnes EM, Carter EL, Lewis JD. Predicting microbiome
function across space is confounded by strain-level differ-
ences and functional redundancy across taxa. Front Microbiol
2020;11:101. 7. Perna NT, Plunkett G, Burland V, Mau B, Glasner JD et al. Genome
sequence of enterohaemorrhagic Escherichia coli O157:H7. Nature 2001;409:529–533. 8. Author contributions 19. Faith JJ, Guruge JL, Charbonneau M, Subramanian S, Seedorf H
et al. The long-term stability of the human gut microbiota. Science
2013;341:1237439. Study design: T. A. C., S. P. D., A. E. D. Sequencing data processing: M. Z. D., D. G., A. E. D. Sequencing data submission: K. A. Data analysis and
visualization: D. G. Manuscript writing: D. G. Manuscript editing: A. E. D.,
M. Z. D. 20. Truong DT, Tett A, Pasolli E, Huttenhower C, Segata N. Micro-
bial strain-level population structure and genetic diversity from
metagenomes. Genome Res 2017;27:626–638. Funding information Funding information
This work was supported by the Australian Research Council, linkage
grant LP150100912. This project was funded via the Australian Centre for
Genomic Epidemiological Microbiology (Ausgem), a collaborative partner-
ship between the NSW Department of Primary Industries and the Univer-
sity of Technology Sydney. D. G. is a recipient of University of Technology
Sydney (UTS) International Research and UTS President’s Scholarships. 15. Cleary B, Brito IL, Huang K, Gevers D, Shea T et al. Detection of
low-abundance bacterial strains in metagenomic datasets by
eigengenome partitioning. Nat Biotechnol 2015;33:1053–1060. 16. Albertsen M, Hugenholtz P, Skarshewski A, Nielsen KL, Tyson GW
et al. Genome sequences of rare, uncultured bacteria obtained
by differential coverage binning of multiple metagenomes. Nat
Biotechnol 2013;31:533–538. Acknowledgements Thank you to Simone Arnold for the insightful discussions on the
biological content of this paper, International Animal Health Products
for providing access to the probiotic supplements and the Australian
Centre for Genomic Epidemiological Microbiology (Ausgem) for finan-
cially supporting this study. Thank you John Webster and Dave Wheeler
for providing the Department of Primary Industries internal review of
this paper. 17. Garza DR, Dutilh BE. From cultured to uncultured genome
sequences: metagenomics and modeling microbial ecosystems. Cell Mol Life Sci 2015;72:4287–4308. 18. Liu M, Darling A. Metagenomic chromosome conformation
capture (3C): techniques, applications, and challenges. F1000Res
2015;4:1377. DISCUSSION In the human gut, Prevotella are known to
be acquired post-weaning as a consequence of a substrate shift
from breast-milk to solid food in infants [91]. Notably, in this
study, 16 Prevotella species established during the first and the The data we report in this study address a knowledge gap in
the association of carbohydrate active enzymes to microbial
species. Similarly to the rumen metagenomic study [102],
we found a larger proportion of GT enzymes in the phylum
Euryarchaeota, and a larger proportion of CBM and PL
enzymes in the phylum Fibrobacterota. However, it must be 10 Gaio et al., Microbial Genomics 2021;7:000501 noted that the method of annotating CAZymes by mapping
genomes against a reference database, as for many other
reference-based analyses in microbial metagenomics, may
suffer bias due to the limited representation of diversity
in the database. In the case of CAZymes, the approach
may accurately represent the CAZyme profile of better-
represented genomes or better-studied enzyme families,
while underestimating the CAZyme profile of genomes for
which reference genomes are lacking. References Mandel MJ, Wollenberg MS, Stabb EV, Visick KL, Ruby EG. A
single regulatory gene is sufficient to alter bacterial host range. Nature 2009;458:215–218. 9. Valguarnera E, Wardenburg JB. Good gone bad: one toxin away
from disease for Bacteroides fragilis. J Mol Biol 2020;432:765–785. 10. Bowers RM, Clum A, Tice H, Lim J, Singh K et al. Impact of library
preparation protocols and template quantity on the metagenomic
reconstruction of a mock microbial community. BMC Genomics
2015;16:856. 11. Sanders JG, Nurk S, Salido RA, Minich J, Xu ZZ et al. Opti-
mizing sequencing protocols for leaderboard metagenomics by
combining long and short reads. Genome Biol 2019;20:226. 12. Sczyrba A, Hofmann P, Belmann P, Koslicki D, Janssen S et al. Critical assessment of metagenome interpretation – benchmark
of metagenomics software. Nat Methods 2017;14:1063–1071. 13. Alneberg J, Bjarnason BS, Schirmer M, de Bruijn I, Quick J, et al. Concoct: Clustering contigs on coverage and composition. arXiv
2013:1312.4038. 14. Imelfort M, Parks D, Woodcroft BJ, Dennis P, Hugenholtz P
et al. GroopM: an automated tool for the recovery of population
genomes from related metagenomes. PeerJ 2014;2:e603. Funding information
This work was supported by the Australian Research Council, linkage
grant LP150100912. This project was funded via the Australian Centre for
Genomic Epidemiological Microbiology (Ausgem), a collaborative partner-
ship between the NSW Department of Primary Industries and the Univer-
sity of Technology Sydney. D. G. is a recipient of University of Technology
Sydney (UTS) International Research and UTS President’s Scholarships. Conflicts of interest D-Scour was sourced from International Animal Health Products (IAHP). ColiGuard was developed in a research project with NSW Department
of Primary Industries, IAHP and AusIndustry Commonwealth govern-
ment funding. 21. Gaio D, DeMaere MZ, Anantanawat K, Eamens GJ, Liu M, et al. Community composition and development of the post-weaning
piglet gut microbiome. bioRxiv 2020;211326. 11 Gaio et al., Microbial Genomics 2021;7:000501 45. Finn RD, Clements J, Eddy SR. HMMER web server: inter-
active sequence similarity searching. Nucleic Acids Res
2011;39:W29–W37. 22. Gaio D, To J, Liu M, Monahan L, Anantanawat K, et al. Hackflex:
Low cost Illumina sequencing library construction for high
sample counts. bioRxiv 2019;779215. 23. Bushnell B. BBMap; 2021. https://sourceforge.net/projects/
bbmap/ 46. Di Tommaso P, Chatzou M, Floden EW, Barja PP, Palumbo E et al. Nextflow enables reproducible computational workflows. Nat
Biotechnol 2017;35:316–319. 24. Andrews S. FastQC: a Quality Control Tool for High Throughput
Sequence Data; 2010. 47. Grüning B, Dale R, Sjödin A, Chapman BA, Rowe J et al. Bioconda:
sustainable and comprehensive software distribution for the life
sciences. Nat Methods 2018;15:475–476. 25. Ewels P, Magnusson M, Lundin S, Käller M. MultiQC: summarize
analysis results for multiple tools and samples in a single report. Bioinformatics 2016;32:3047–3048. 48. R Core Team. R: a Language and Environment for Statistical
Computing; 2013. 26. Li D, Liu C-M, Luo R, Sadakane K, Lam T-W. MEGAHIT: an ultra-
fast single-node solution for large and complex metagen-
omics assembly via succinct de Bruijn graph. Bioinformatics
2015;31:1674–1676. 49. Paradis E, Claude J, Strimmer K. APE: analyses of phylogenetics
and evolution in R language. Bioinformatics 2004;20:289–290. 50. Gu Z, Gu L, Eils R, Schlesner M, Brors B. circlize implements
and enhances circular visualization in R. Bioinformatics
2014;30:2811–2812. 27. Li H. Aligning sequence reads, clone sequences and assembly
contigs with BWA-MEM. arXiv 2013:1303.3997. 28. Li H, Handsaker B, Wysoker A, Fennell T, Ruan J et al. The
Sequence Alignment/Map format and SAMtools. Bioinformatics
2009;25:2078–2079. 51. Maechler M, Rousseeuw P, Struyf A, Hubert M, Hornik K, et al. Cluster: "Finding Groups in Data”: Cluster Analysis Extended
Rousseeuw et al. R Package, version 20. 29. Kang DD, Li F, Kirton E, Thomas A, Egan R et al. MetaBAT 2: an
adaptive binning algorithm for robust and efficient genome recon-
struction from metagenome assemblies. PeerJ 2019;7:e7359. 52. Wilke CO. cowplot: Streamlined Plot Theme and Plot Annotations
for “ggplot2.”; 2019. 53. Dowle M, Srinivasan A. data.table: Extension of 'data.frame';
2019. Conflicts of interest 30. Parks DH, Imelfort M, Skennerton CT, Hugenholtz P, Tyson GW. CheckM: assessing the quality of microbial genomes recov-
ered from isolates, single cells, and metagenomes. Genome Res
2015;25:1043–1055. 54. Wickham H, François R, Henry L, Müller K. dplyr: a Grammar of
Data Manipulation; 2019. 55. Millard SP. EnvStats, an R package for environmental statistics. Wiley StatsRef: Statistics Reference Online 2014. 31. Wood DE, Salzberg SL. Kraken: ultrafast metagenomic sequence
classification using exact alignments. Genome Biol 2014;15:R46. 56. Kassambara A, Mundt F. factoextra: Extract and Visualize the
Results of Multivariate Data Analyses; 2017. 32. Wood DE, Lu J, Langmead B. Improved metagenomic analysis
with Kraken 2. Genome Biol 2019;20:257. 57. Wickham H. forcats: Tools for Working with Categorical Variables
(Factors); 2019. 33. Parks DH, Chuvochina M, Chaumeil P-A, Rinke C, Mussig AJ
et al. A complete domain-to-species taxonomy for bacteria and
archaea. Nat Biotechnol 2020;38:1079–1086. 58. Vu VQ. ggbiplot: a ggplot2 Based Biplot; 2011. 59. Kassambara A. ggpubr: “ggplot2” Based Publication Ready Plots;
2019. 34. Olm MR, Brown CT, Brooks B, Banfield JF. dRep: a tool for fast
and accurate genomic comparisons that enables improved
genome recovery from metagenomes through de-replication. ISME J 2017;11:2864–2868. 60. Slowikowski
K,
Schep
A,
Hughes
S,
Lukauskas
S,
Irisson J-. O, et al. ggrepel: Autom Position Non-overlapping Text
Labels ‘ggplot2’. 35. McMurdie PJ, Holmes S. phyloseq: an R package for reproducible
interactive analysis and graphics of microbiome census data. PLoS One 2013;8:e61217. 61. Warnes MGR, Bolker B, Bonebakker L, Gentleman R, Huber W,
et al. Package ‘gplots’: Various R Programming Tools for Plotting
Data. 2016. 36. Wirbel J, Zych K, Essex M, Karcher N, Kartal E et al. Microbiome
meta-analysis and cross-disease comparison enabled by the
SIAMCAT machine learning toolbox. Genome Biol 2021;22:93. 62. Auguie B. gridExtra: Miscellaneous Functions for “grid” Graphics;
2017. 37. Wirbel J, Zych K, Essex M, Karcher N, Kartal E, et al. SIAMCAT:
user-friendly and versatile machine learning workflows for
statistically rigorous microbiome analyses. bioRxiv 2020:931808. 63. Bache SM, Wickham H. magrittr: a Forward-Pipe Operator for R;
2014. 64. Bengtsson H, Bravo HC, Gentleman R, Hossjer O, Jaffee H. matrixStats; 2020. 38. Hyatt D, Chen G-L, LoCascio PF, Land ML, Larimer FW et al. Prod-
igal: prokaryotic gene recognition and translation initiation site
identification. BMC Bioinformatics 2010;11:119. 65. Lahti L, Shetty S, Blake T, Salojarvi J. Microbiome R Package. Tools for Microbiome Analysis in R; 2017. 39. Conflicts of interest Wickham H, Averick M, Bryan J, Chang W, McGowan LD et al. Welcome to the tidyverse. J Open Source Softw 2019;4:1686. 81. Méric G, Wick RR, Watts SC, Holt KE, Inouye M. Correcting index
databases improves metagenomic studies. bioRxiv 2019;712166. 96. Thompson CL, Wang B, Holmes AJ. The immediate environment
during postnatal development has long-term impact on gut
community structure in pigs. ISME J 2008;2:739–748. 82. Truong DT, Franzosa EA, Tickle TL, Scholz M, Weingart G et al. MetaPhlAn2 for enhanced metagenomic taxonomic profiling. Nat
Methods 2015;12:902–903. 97. Kollmann TR, Kampmann B, Mazmanian SK, Marchant A,
Levy O. Protecting the newborn and young infant from infec-
tious diseases: lessons from immune ontogeny. Immunity
2017;46:350–363. 83. Xiao L, Estellé J, Kiilerich P, Ramayo-Caldas Y, Xia Z et al. A refer-
ence gene catalogue of the pig gut microbiome. Nat Microbiol
2016;1:16161. 98. Yu JC, Khodadadi H, Malik A, Davidson B, da Silva Lopes SE. Innate
immunity of neonates and infants. Front Immunol 2018;9:1759. 84. Bowers
RM,
Kyrpides
NC,
Stepanauskas
R,
Harmon-
Smith M, Doud D et al. Minimum information about a single
amplified genome (MISAG) and a metagenome-assembled
genome (MIMAG) of bacteria and archaea. Nat Biotechnol
2017;35:725–731. 99. Aleman FDD, Valenzano DR. Microbiome evolution during host
aging. PLoS Pathog 2019;15:e1007727. 100. Roselli
M,
Finamore
A,
Britti
MS,
Konstantinov
SR,
Smidt H et al. The novel porcine Lactobacillus sobrius strain
protects intestinal cells from enterotoxigenic Escherichia coli
K88 infection and prevents membrane barrier damage. J Nutr
2007;137:2709–2716. 85. Quinn TP, Erb I, Gloor G, Notredame C, Richardson MF et al. A
field guide for the compositional analysis of any-omics data. Gigascience 2019;8:giz107. 86. Anders S, Huber W. Differential expression analysis for sequence
count data. Genome Biol 2010;11:R106. 101. Kim PI, Jung MY, Chang Y-H, Kim S, Kim S-J et al. Probiotic
properties of Lactobacillus and Bifidobacterium strains isolated
from porcine gastrointestinal tract. Appl Microbiol Biotechnol
2007;74:1103–1111. 87. Robinson MD, Oshlack A. A scaling normalization method for
differential expression analysis of RNA-seq data. Genome Biol
2010;11:R25. 102. Stewart RD, Auffret MD, Warr A, Walker AW, Roehe R et al. Compendium of 4,941 rumen metagenome-assembled genomes
for rumen microbiome biology and enzyme discovery. Nat
Biotechnol 2019;37:953–961. 88. Aitchison J. A Concise Guide to Compositional Data Analysis; 2015. 89. Greenacre M. Variable selection in compositional data analysis
using pairwise logratios. Math Geosci 2019;51:649–682. 103. El Kaoutari A, Armougom F, Gordon JI, Raoult D, Henrissat B. Conflicts of interest Fu L, Niu B, Zhu Z, Wu S, Li W. CD-HIT: accelerated for clus-
tering the next-generation sequencing data. Bioinformatics
2012;28:3150–3152. 66. Schauberger P, Walker A. openxlsx: Read, Write and Edit xlsx
Files; 2019. 67. Kolde R. pheatmap: Pretty Heatmaps; 2019. 40. Buchfink B, Xie C, Huson DH. Fast and sensitive protein align-
ment using DIAMOND. Nat Methods 2015;12:59. 68. Wickham H, Wickham MH. plyr; 2020. 69. Henry L, Wickham H. purrr: Functional Programming Tools;
2019. 41. Franzosa EA, McIver LJ, Rahnavard G, Thompson LR,
Schirmer M et al. Species-level functional profiling of metagen-
omes and metatranscriptomes. Nat Methods 2018;15:962–968. 70. Neuwirth E, Neuwirth ME. RColorBrewer; 2011. 42. Li H. seqtk: Toolkit for Processing Sequences in FASTA/Q
Formats; 2012. https://github.com/lh3/seqtk 71. Wickham H, Hester J, Francois R. readr: Read Rectangular Text
Data; 2018. 43. Cantarel
BL,
Coutinho
PM,
Rancurel
C,
Bernard
T,
Lombard V et al. The Carbohydrate-Active enZymes database
(CAZy): an expert resource for glycogenomics. Nucleic Acids Res
2009;37:D233–D238. 72. Wickham H, Bryan J. readxl: Read Excel Files; 2019. 73. Wickham H. reshape; 2018. 74. Templ M, Hron K, Filzmoser P. robCompositions: an R-package
for Robust Statistical Analysis of Compositional Data; 2011. 44. Zhang H, Yohe T, Huang L, Entwistle S, Wu P et al. dbCAN2: a
meta server for automated carbohydrate-active enzyme annota-
tion. Nucleic Acids Res 2018;46:W95–W101. 75. Wickham H, Seidel D. scales: Scale Functions for Visualization;
2019. 12 Gaio et al., Microbial Genomics 2021;7:000501 bacterial succession in piglets than breed and nursing mother as
revealed by a reciprocal cross-fostering model. Environ Microbiol
2016;18:1566–1577. 76. Charif D, Lobry JR. SeqinR 1.0-2: a contributed package to the R
project for statistical computing devoted to biological sequences
retrieval and analysis. In: Structural Approaches to Sequence
Evolution. Berlin, Heidelberg: Springer; 2007. 93. Frese SA, Parker K, Calvert CC, Mills DA. Diet shapes the gut
microbiome of pigs during nursing and weaning. Microbiome
2015;3:28. 77. Mahto A. splitstackshape: Stack and Reshape Datasets After
Splitting Concatenated Values; 2019. 78. Wickham H. stringr: Simple Consistent Wrappers for Common
String Operations; 2019. 94. Carroll JA, Veum TL, Matteri RL. Endocrine responses to weaning
and changes in post-weaning diet in the young pig. Domest Anim
Endocrinol 1998;15:183–194. 79. Wickham H, Henry L. tidyr: Tidy Messy Data; 2019. 95. Lallès J-P, Boudry G, Favier C, Le Floc’h N, Luron I et al. Gut
function and dysfunction in young pigs: physiology. Anim Res
2004;53:301–316. 80. Conflicts of interest The abundance and variety of carbohydrate-active enzymes in
the human gut microbiota. Nat Rev Microbiol 2013;11:497–504. 90. Browne PD, Nielsen TK, Kot W, Aggerholm A, Gilbert MTP et al. GC
bias affects genomic and metagenomic reconstructions, under-
representing GC-poor organisms. Gigascience 2020;9:giaa008. 91. Tanaka M, Nakayama J. Development of the gut microbiota
in infancy and its impact on health in later life. Allergol Int
2017;66:515–522. 104. Lairson LL, Henrissat B, Davies GJ, Withers SG. Glycosyltrans-
ferases: structures, functions, and mechanisms. Annu Rev
Biochem 2008;77:521–555. 92. Bian G, Ma S, Zhu Z, Su Y, Zoetendal EG et al. Age, introduction of
solid feed and weaning are more important determinants of gut 105. Köhler C-D, Dobrindt U. What defines extraintestinal pathogenic
Escherichia coli? Int J Med Microbiol 2011;301:642–647. Five reasons to publish your next article with a Microbiology Society journal
1. The Microbiology Society is a not-for-profit organization. 2. We offer fast and rigorous peer review – average time to first decision is 4–6 weeks. 3. Our journals have a global readership with subscriptions held in research institutions around
the world. 4. 80% of our authors rate our submission process as ‘excellent’ or ‘very good’. 5. Your article will be published on an interactive journal platform with advanced metrics. Find out more and submit your article at microbiologyresearch.org. Five reasons to publish your next article with a Microbiology Society journal 13
|
https://openalex.org/W2970097171
|
https://repositorio.unesp.br/bitstream/11449/183824/1/S1984-29612019005015105.pdf
|
English
| null |
Hepatozoon sp. gamonts as an accidental finding in synovial liquid from an injured maned wolf (Chrysocyon brachyurus) in southeastern Brazil
|
Revista Brasileira de Parasitologia Veterinária/Brazilian Journal of Veterinary Parasitology
| 2,019
|
cc-by
| 4,880
|
Gamontes de Hepatozoon sp. como achado acidental em líquido sinovial de lobo guará (Chrysocyon brachyurus
no sudeste do Brasil Gamontes de Hepatozoon sp. como achado acidental em líquido sinovial de lobo guará (Chrysocyon brachyurus
no sudeste do Brasil Lívia Perles1; Guilherme Henrique Fernandes Barranco1; Isabela Maciel Soriano1; Nathan da Rocha Neves Cruz2;
Patrícia Jábali Bueno2; Áureo Evangelista Santana2; Rosangela Zacarias Machado1; Karin Werther1;
Marcos Rogério André1* 1 Departamento de Patologia Veterinária, Universidade Estadual Paulista Júlio de Mesquita Filho – UNESP, Jaboticabal, SP, Brasil
2 Departamento de Clínica e Cirurgia Veterinária, Universidade Estadual Paulista Júlio de Mesquita Filho – UNESP, Jaboticabal, SP,
Brasil 1 Departamento de Patologia Veterinária, Universidade Estadual Paulista Júlio de Mesquita Filho – UNESP, Jabotica 2 Departamento de Clínica e Cirurgia Veterinária, Universidade Estadual Paulista Júlio de Mesquita Filho – UNESP, Jaboticabal, SP,
Brasil Received April 15, 2019
Accepted July 04, 2019 Received April 15, 2019
Accepted July 04, 2019 Abstract A free-living, adult male maned wolf (Chrysocyon brachyurus) was referred to the Governador “Laudo Natel” –
FCAV/Unesp veterinary hospital after being found with skin lesions and a fracture on the right pelvic limb, which
had to be amputated due to compromised integrity. Around 20 days later, bilateral accentuated swollen on humerus-
radius-ulna articulation was observed. The synovial liquid was drained and sent to the laboratory for synovial cytology
with Rosenfeld staining that revealed predominantly degenerated neutrophils with karyolytic chromatin associated with
intracellular inclusions suggestive of Hepatozoon sp. gametocytes. Blood and synovial liquid samples were submitted to
molecular analysis, aiming to amplify the Hepatozoon spp. 18S rRNA gene fragment. Despite the positioning of the found
Hepatozoon sequence together with Hepatozoon canis previously detected in domestic carnivores, the BLAST analysis
showed only 98% identity with H. canis. To the best of the authors’ knowledge, this is the first time a Hepatozoon was
detected in the synovial liquid by clinical pathology and molecular analyses. Keywords: Hepatozoonosis, cytopathology, gametocytes, wild canids. *Corresponding author: Marcos Rogério André. Laboratório de
Imunoparasitologia, Departamento de Patologia Veterinária, Faculdade de
Ciências Agrárias e Veterinárias Júlio de Mesquita Filho – UNESP, Campus
de Jaboticabal, Via de Acesso Prof. Paulo Donato Castellane, s/n, Zona Rural,
CEP 14884-900, Jaboticabal, SP, Brasil. e-mail: marcosandre.fcav@gmail.com ccess article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution,
in any medium, provided the original work is properly cited. Clinical history Although several
drugs have been proposed for treating the infection, there is no
parasitological cure and, currently, no established treatment
protocol for treating H. canis infection (SAKUMA et al.,
2009). There are studies in the literature on treatments with
either imidocarb dipropionate only or imidocarb dipropionate
associated with doxycycline, toltrazuril, toltrazuril/emodepside,
and clindamycin, but none of them proved to be efficient
(SAKUMA et al., 2009; SASANELLI et al., 2010; PASA et al.,
2011; TOMMASI et al., 2014). It was decided for the amputation of the right pelvic limb due to
compromised limb integrity. One month after the procedure, it was
noticed a swollen on both thoracic limbs near the humerus‑radius‑ulna
articulation. The animal was sedated for physical examination,
followed by a trichotomy of both thoracic limbs before synovial
liquid sampling performed with a 0.8x25mm needle and 20 mL
syringe to collect 50 mL and 22 mL aliquots from the right and
left limbs, respectively. Liquid smears were fixed with methanol,
stained with Rosenfeld and stored for molecular analyses. Blood
smears were also prepared and stained with Fast Panoptic method
(Laborclin). The synovial liquid smear was entirely examined,
including the feathered and lateral edges, readable and thick areas,
under 40x objective. For blood smear analysis, the smear was first
examined at the feathered edge for differential leukocyte count
under 40x objective, and then scanned for hemoparasites at the
feathered edge and monolayer under 100x objective. Additionally,
at the day of synovial liquid sampling, the blood sample was
also submitted to buffy coat smear analysis. After draining the
synovial liquid, the animal was kept with a compressive bandage
on both thoracic limbs medicated with meloxicam (0.2mg/kg,
IM, SID, for 3 days), nutritional conditions were improved and
the cage was modified to shorten the decubitus period after the
amputation procedure. Hematological analyses were performed
during the entire hospital care. Hepatozoon sp. was detected in the blood of one maned
wolf by 18Sr RNA-based PCR for the first time in a Zoo
in Sorocaba, southeastern Brazil (ANDRÉ et al., 2010). Interestingly, the found sequence clustered with other
sequences detected in wild canids and felids, apart from the
H. canis and H. americanum detected in domestic/wild canids
(ANDRÉ et al., 2010). Infection by Hepatozoon sp. was also
molecularly detected in a free-living, adult female maned wolf
in Minas Gerais, southeastern Brazil. In this case, the found
18SrRNA sequence showed 98% identity to H. Clinical history The maned wolf (Chrysocyon brachyurus) is known as the largest
wild canid species from South America, occurring in Argentina,
Bolivia, Brazil, Paraguay, Peru, and Uruguay (DIETZ, 1984,
1985; RUMIZ & SAINZ, 2002). Currently, the red list of the
International Union for Conservation of Nature (IUCN) lists
this species as “Near Threatened” (PAULA & DEMATTEO,
2015). Diseases are a potential threat for wildlife conservation,
but studies on the occurrence of pathogens in maned wolves are
scarce (ANDRÉ et al., 2010; CURI et al., 2012; SILVEIRA et al.,
2016). Regarding the occurrence of tick-borne agents, fewer
studies have been performed. An intact adult male maned wolf (Chrysocyon brachyurus),
weighting 17kg was referred to the Wildlife Medicine Service
at the Veterinary Hospital of the Universidade Estadual “Julio
de Mesquita Filho” (UNESP) (Jaboticabal, São Paulo, Brazil)
after being found injured near the municipality of Barretos
(Sao Paulo, southeastern Brazil). The patient was sedated with
Ketamine (8 mg/kg, IM) and Midazolam (0.2 mg/kg, IM) for
the clinical procedures. The clinical examination indicated pale
mucous (oral and eyes), 163 beats/min heart rate, 36 breaths/min
respiratory rate, 37.2°C rectal temperature, 3s capillary refill
time (CRT), and dehydration estimated in 8% while following
complementary laboratory analysis showed 87 mg/dL glucose. Additionally, the right pelvic limb showed a severe bone and muscle
damage compromising limb functionality and three wounds were
found on the left pelvic limb. Even though a light tick infestation
was observed, they were not sampled. p
Hepatozoon spp. are apicomplexan parasites that infect a wide
variety of hosts, being described in domestic and wild mammals,
birds, reptiles, and amphibians (SMITH, 1996; RAMOS et al.,
2015). Domestic and wild canids can be infected with at least
two Hepatozoon species, Hepatozoon canis and Hepatozoon
americanum, which present distinct clinical signs, pathology,
biology, and genetic characteristics (O’DWYER et al., 2011). Although Hepatozoon sp. infections in free-living animals are
usually subclinical (KOCAN et al., 2000; METZGER et al.,
2008), some studies have shown the occurrence of the clinical
disease associated with H. americanum in coyotes (Canis latrans) in
the United States (KOCAN et al., 2000) and mortality of hyenas
(Crocuta crocuta) in Tanzania associated with a Hepatozoon sp. genetically distinct from the H. canis (EAST et al., 2008). These
agents may play a role as potential opportunistic pathogens in
immunocompromised animals or with concomitant diseases
(BANETH et al., 2001; KUBO et al., 2006). Clinical history americanum
(SILVEIRA et al., 2016). The present work aims to describe
the clinical and laboratory findings of a maned wolf naturally
infected by Hepatozoon sp. that was treated at a veterinary
hospital in southeastern Brazil. Resumo Um lobo guará (Chrysocyon brachyurus) adulto, macho, de vida livre foi encaminhado para atendimento no hospital
veterinário Governador “Laudo Natel” – FCAV/Unesp após ser encontrado com lesões de pele e fratura em membro pélvico
direito, sendo amputado devido a comprometimento da integridade do membro. Aproximadamente 20 dias após a chegada
ao hospital, foi notado acentuado aumento de volume bilateral em região de articulação úmero‑rádio‑ulnar. O líquido
sinovial foi drenado e enviado para análise citológica com coloração de Rosenfeld, revelando a presença de neutrófilos
degenerados com cromatina cariolítica associados a inclusões intracelulares sugestivas de gametócitos de Hepatozoon sp. Amostras de sangue e líquido sinovial foram submetidas a análises moleculares visando amplificar um fragmento do gene
18S rRNA de Hepatozoon spp. Apesar da sequência de Hepatozoon detectada se posicionar filogeneticamente no mesmo
clado que H. canis previamente detectado em carnívoros domésticos, o resultado da análise do BLAST mostrou somente
98% de identidade com H. canis. De acordo com o conhecimento dos autores, esta é a primeira vez que Hepatozoon foi
detectado no líquido sinovial por meio de patologia clínica e análises moleculares. Palavras-chave: Hepatozoonose, citopatologia, gametócitos, canídeos selvagens. Perles, L. et al. 2/7 Braz. J. Vet. Parasitol. Braz. J. Vet. Parasitol. DNA extraction and molecular analyses Both blood and synovial liquid were positive for PCR targeting
Hepatozoon sp.-18S rRNA. The 18S rRNA sequence detected in
synovial liquid was deposited in the GenBank (MK424119) while
BLAST results showed 98% identity with H. canis sequences
detected in wild and domestic canids in Brazil and other countries. The phylogenetic inference, estimated by Maximum Likelihood,
clustered sequences in six branches: i.) the first group consisted of
H. canis sequences detected in domestic carnivores and the maned
wolf of this study; ii.) the second, H. canis sequences detected in
domestic and wild canids; iii.) the third, H. procyonis, detected in
coatis (Nasua nasua); iv.) H. felis and Hepatozoon spp. detected in
domestic and wild felids; v.) H. americanum and Hepatozoon spp. detected in domestic and wild canids; vi.) Hepatozoon sp. detected
in rodents and reptiles (Figure 2). The clades showed considerable
statistical support. Haemogregarina spp. sequences were used as
outgroups.h The maned wolf was negative for piroplasmids, hemoplasmas,
and Anaplasmataceae agents according the to results of the PCR
assays. Results Infection caused by H. canis may be often a subclinical disease,
usually associated with low parasitemia, but in some cases, H. canis
infection can lead to severe disease that includes muscle lesions,
anorexia, weight loss, pale mucous membranes and other clinical
sings (BANETH & WEIGLER, 1997; PALUDO et al., 2005). Animals with severe disease symptoms have been shown to have
extreme neutrophilia and high levels of parasitemia (BANETH;
SHKAP, 2003). H. canis were detected in three Brazilian dogs with
persistent parasitemia, causing muscle degeneration and atrophy,
and degenerating/regenerating myofibers, similar to the muscle
degeneration caused by H. americanum (PALUDO et al., 2005). Although no gametocyte was observed in the peripheral blood DNA extraction and molecular analyses DNA was extracted from 200 µL whole blood with EDTA
and from a 200 µL synovial liquid using the DNeasy Blood &
Tissue Kit, according to manufacturer instructions. The 18SrRNA
of Hepatozoon sp. was amplified based on the PCR protocol
described by Ujvari et al. (2004) (targeting a 600 bp fragment). Hepatozoon sp. DNA obtained from a naturally infected
Leptodactylus latrans was used as positive control (accession
number MK503643). The PCR amplicon obtained from synovial
liquid was purified using the Silica Bead DNA gel extraction kit Hepatozoon sp. in Chrysocyon brachyurus 3/7 Ahead of Print, 2019 (Thermo Fisher Scientific, Waltham, MA, USA). Sequencing was
carried out using the BigDye Terminator v3.1 Cycle Sequencing
Kit (Thermo Fisher Scientific, Waltham, MA, USA) and ABI
PRISM 310DNA Analyzer (Applied Biosystems, Foster City,
CA, EUA) (SANGER et al., 1977). Electropherogram quality
and a consensus sequence were obtained through analysis of the
sense and antisense sequence using the Phred Phrap software
(EWING & GREEN, 1998). The identity values were assessed by
BLASTn tool (using default parameters), available in the NCBI
GenBank database (ALTSCHUL et al., 1990). Sequences deposited
in the GenBank used for phylogenetic inferences were selected
from BLAST results and from other studies performed in Brazil
and in other countries. Maximum likelihood tree inference was
performed with IQ-TREE software using TPM2+F+G evolutionary
model (TRIFINOPOULOS et al., 2016). The phylogenetic tree
edition and rooting were performed using the Treegraph 2.0 beta
software (STOVER & MULLER, 2010). The blood samples were
also tested for the presence of DNA from other hemoparasites
such as Babesia/Rangelia/Theileria targeting the 18SrRNA gene
(JEFFERIES et al., 2007), and Mycoplasma sp. (MAGGI et al.,
2013) and Anaplasmataceae agents (INOKUMA et al., 2000)
targeting the 16S rRNA gene. Blood and synovial liquid smears Blood and synovial liquid smears No gamont suggestive of Hepatozoon spp. infection was
observed in the blood smears. The pale red synovial liquid had
a low viscosity while the cytology revealed the predominance of
degenerate neutrophils with karyolytic chromatin associated with
intracellular inclusions suggestive of Hepatozoon sp. (Figure 1). Additionally, pyogranulomatous inflammation and red blood cells
(hemarthrosis) with loss of windrowing, which reflected the low
viscosity of the fluid, were also observed. Figure 1. Synovial liquid smear stained with Rosenfeld (100x obj.). (A) Degenerate neutrophils with karyolytic chromatin associated with
intracellular inclusions suggestive of Hepatozoon sp. gametocytes (arrow); (B) Pyogranulomatous inflammation, red blood cells (hemarthrosis)
with loss of windrowing and intracellular inclusions suggestive of Hepatozoon sp. gametocytes (arrow). Figure 1. Synovial liquid smear stained with Rosenfeld (100x obj.). (A) Degenerate neutrophils with karyolytic chromatin associated with
intracellular inclusions suggestive of Hepatozoon sp. gametocytes (arrow); (B) Pyogranulomatous inflammation, red blood cells (hemarthrosis)
with loss of windrowing and intracellular inclusions suggestive of Hepatozoon sp. gametocytes (arrow). 4/7 Perles, L. et al. Braz. J. Vet. Parasitol. Figure 2. Phylogenetic tree based on the 600 bp fragment (UJVARI et al., 2004) of Hepatozoon spp. 18SrRNA sequences, using the Maximum
likelihood inference (ML) method and TPM2+F+G evolutionary model. Numbers at nodes correspond to bootstrap. Accession numbers
are indicated in the sequences. The sequence of Hepatozoon spp. detected in the present study is highlighted in blue. The positive control is
highlighted in red. Hepatozoon gamonts. It is known that immunosuppression caused
by concomitant infections or immunosuppressive medications
may influence the pathogenesis of new infection by H. canis or
reactivate an existing infection (BANETH et al., 2001). smears, the maned wolf from this study presented neutrophilia
with toxic granules, which probably resulted from the infected
skin lesions and limb injury, with no relation with Hepatozoon
infection. After 59 days, the animal did not present leukocytosis
anymore, which indicated that the neutrophilia was associated
with bacterial infection, which was resolved after antibiotic
therapy. At the day of discharge from hospital (3 months after
the entrance of the animal at the Veterinary Hospital), the animal
was still positive for Hepatozoon spp. by PCR, which shows that
the neutrophilia was not associated with Hepatozoon infection.h g
Unlike other tick-borne diseases, hepatozoonosis is transmitted
by ingestion of ticks by the intermediary host (BANETH & SHKAP,
2003). In tropical and subtropical regions, including Brazil and
the United States, studies showed that H. References Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ. Basic local
alignment search tool. J Mol Biol 1990; 215(3): 403-410. http://dx.doi. org/10.1016/S0022-2836(05)80360-2. PMid:2231712. Altschul SF, Gish W, Miller W, Myers EW, Lipman DJ. Basic local
alignment search tool. J Mol Biol 1990; 215(3): 403-410. http://dx.doi. org/10.1016/S0022-2836(05)80360-2. PMid:2231712. André MR, Adania CH, Teixeira RHF, Vargas GH, Falcade M, Sousa
L, et al. Molecular detection of Hepatozoon spp. in Brazilian and exotic
wild carnivores. Vet Parasitol 2010; 173(1-2): 134-138. http://dx.doi. org/10.1016/j.vetpar.2010.06.014. PMid:20630658. Baneth G, Samish M, Alekseev E, Aroch I, Shkap V. Transmission of
Hepatozoon canis to dogs by naturally-fed or percutaneously-injected
Rhipicephalus sanguineus ticks. J Parasitol 2001; 87(3): 606-611. http://
dx.doi.org/10.1645/0022-3395(2001)087[0606:TOHCTD]2.0.CO;2. PMid:11426725. Baneth G, Shkap V. Monozoic cysts of Hepatozoon canis. J Parasitol 2003;
89(2): 379-381. http://dx.doi.org/10.1645/0022-3395(2003)089[0379:MC
OHC]2.0.CO;2. PMid:12760658. Baneth G, Weigler B. Retrospective case-control study of hepatozoonosis
in dogs in Israel. J Vet Intern Med 1997; 11(6): 365-370. http://dx.doi. org/10.1111/j.1939-1676.1997.tb00482.x. PMid:9470163. The Hepatozoon sp. epidemiology in wild canids in Brazil
has not been fully elucidated yet. Although not producing the
clinical disease, Brazilian wild canids apparently have subclinical
canine hepatozoonosis, which may be aggravated when associated
with other parasites. For instance, Silva et al. (2018) detected
co-infection between Rangelia vitalii and H. canis in a free-living
L. gymnocercus from the state of Santa Catarina, southern Brazil. Quadros et al. (2015) also reported the co-infection by R. vitalii,
H. canis, and Capillaria hepatica in an L. gymnocercus specimen,
which developed a fatal illness, in the state of Santa Catarina. In Minas Gerais, southeastern Brazil, Silveira et al. (2016) reported
the co-infection by R. vitalii, Hepatozoon sp., Leishmania sp.,
Entamoeba spp. and intestinal helminths in a maned wolf. In the
present case report, co-infections by piroplasmids, hemoplasmas,
and Anaplasmataceae agents were not found. Criado-Fornelio A, Ruas JL, Casado N, Farias NA, Soares MP, Müller
G, et al. New molecular data on mammalian Hepatozoon species
(Apicomplexa: Adeleorina) from Brazil and Spain. J Parasitol 2006;
92(1): 93-99. http://dx.doi.org/10.1645/GE-464R.1. PMid:16629322. (Apicomplexa: Adeleorina) from Brazil and Spain. J Parasitol 2006;
92(1): 93-99. http://dx.doi.org/10.1645/GE-464R.1. PMid:16629322. Curi NHA, Coelho CM, Campo MCM, Magni EM, Sábato MA, Araújo
AS, et al. Pathogens of Wild Maned Wolves (Chrysocyon brachyurus) in Brazil. J Wildl Dis 2012; 48(4): 1052-1056. http://dx.doi.org/10.7589/2011-
10-304. PMid:23060508. Dietz JM. Ecology and social organization of maned wolf (Chrysocyon
brachyurus). Washington: Smithsonian Institution Press; 1984. (Smithsonian Contributions to Zoology; no. 392). https://doi.org/10.5479/
si.00810282.392. Dietz JM. Chrysocyon brachyurus. Blood and synovial liquid smears The increased contact between wild and
domestic canids in disturbed environments may facilitate pathogen
exchanges, constituting one of the main threats against the maned
wolf populations (PAULA et al., 2013; OROZCO et al., 2013). The animal evaluated in this report was found on a road, near a
peri-urban area, and its presence in such an area may have facilitated
contact with domestic animals and infection by H. canis. Although
clustering with H. canis sequences, the amplified sequences showed
only 98% of identity with H. canis by BLAST analysis, which
may suggest that the maned wolf was infected with another closely
related Hepatozoon species. Considering that the 18S rDNA gene
has been the only molecular marker used for phylogenetic analyses
of Hepatozoon spp. so far, problems for discriminating closely
related species might occur due to its high degree of conservation
(MORRISON et al., 2004). Recently, the complete genome of
H. canis was sequenced, which may allow the use of new target
genes, aiming ate achieving better discrimination of Hepatozoon
species (LÉVEILLÉ et al., 2019).h carnivores in phylogenetic analyses, BLAST results may indicate
that the maned wolf was infected with another closely related
Hepatozoon species. Keeping in mind that an increase contact
between wild and domestic animals may facilitate pathogen
exchange, special attention should be given for vector-borne agents
in endangered wild carnivores maintained in captivity. Acknowledgements We are thankful to “Fundação de Amparo à Pesquisa do
Estado de São Paulo” (FAPESP) for the financial support (Process
#2018/02753-0) and “Conselho Nacional de Desenvolvimento
Científico e Tecnológico” (CNPq – Research Productivity
Scholarship - Process number 302420/2017-7) for Researcher
Fellowship delivered to MRA. References Mamm Species 1985; 234(234): 1-4. http://dx.doi.org/10.2307/3503796. Blood and synovial liquid smears canis is transmitted by
Amblyomma ovale ticks, Haemaphysalis longicornis, Haemaphysalis
flava, and Rhipicephalus sanguineus sensu lato (MURATA et al.,
1995; FORLANO et al., 2005, 2007; RUBINI et al., 2009). In Brazil, the participation of R. sanguineus s.l. in the transmission
of H. canis should be better investigated (GOMES et al., 2016). The maned wolf from this report had a light infestation of ticks,
which, unfortunately, were not sampled. To understand better the
transmission of hepatozoonosis and other hemoparasites, ectoparasites
should always be sampled and identified, and molecular analyses
should be performed to identify possible pathogens. The swollen on both thoracic limbs, near the humerous‑radius‑ulna
articulation, allowed the detection of Hepatozoon gamonts in
synovial liquid smears. In fact, the observed swollen might
have been the result of an extensive period of decubitus that
the animal showed after the amputation procedure. Results of
synovial liquid cytology indicated inflammation, which may
have resulted in migration of leukocytes to the region. It is most
likely that the migration of leucocytes to humerous-radius-ulna
articulation generated an increase of the presence of neutrophils
in the area, which in association with immunosuppression due
to anesthesia/hospitalization procedures, allowed the detection of Studies in the literature have reported that H. canis has been
commonly detected in domestic dogs from all Brazilian regions
(RUBINI et al., 2008; SPOLIDORIO et al., 2009; RAMOS et al., Hepatozoon sp. in Chrysocyon brachyurus 5/7 Ahead of Print, 2019 2010, 2015; SOUSA et al., 2017). Hepatozoon phylogenetically
related to H. americanum has been recently described in domestic
dogs in Belém, northern Brazil (GOMES et al., 2016), while
both Hepatozoon species have been detected in wild canids from
Brazil. While Hepatozoon sp. related to H. americanum has been
detected in maned wolf and crab-eating fox (Cerdocyon thous)
(CRIADO‑FORNELIO et al., 2006; ANDRÉ et al., 2010;
SOUSA et al., 2017), H. canis was detected in Cerdocyon thous and
Pampas fox (Lycalopex gymnocercus) (CRIADO-FORNELIO et al.,
2006; SILVA et al., 2018). Additionally, a possible new Hepatozoon
species that clustered separately from H. canis and H. americanum
based on 18S rRNA phylogenetic inference has been detected in
maned wolf, bush dog (Speothus venaticus) and hoary fox (Pseudalopex
vetulus) maintained in captivity in Brazil (ANDRÉ et al., 2010). In this study, the molecular and phylogenetic analyses of the
Hepatozoon-18SrRNA sequence found in the synovial liquid from
the maned wolf clustered with H. canis sequences detected only
in domestic carnivores. Conclusion Detection of Ehrlichia platys DNA in
brown dog ticks (Rhipicephalus sanguineus) in Okinawa Island, Japan. J
Clin Microbiol 2000; 38(11): 4219-4221. PMid:11060094. Quadros RM, Soares JF, Xavier JS, Pilati C, Costa JL, Miotto BA, et al. Natural Infection of the Wild Canid Lycalopex gymnocercus by the Protozoan
Rangelia vitalii, the Agent of Canine Rangeliosis. J Wildl Dis 2015; 51(3):
787-789. http://dx.doi.org/10.7589/2014-08-194. PMid:25932667. Jefferies R, Ryan UM, Irwin PJ. PCR-RFLP for the detection and
differentiation of the canine piroplasm species and its use with filter
paper-based technologies. Vet Parasitol 2007; 144(1-2): 20-27. http://
dx.doi.org/10.1016/j.vetpar.2006.09.022. PMid:17127005. Ramos CAN, Babo-Terra VJ, Pedroso TC, Souza AF Fo, Araújo FR,
Cleveland HPK. Molecular identification of Hepatozoon canis in dogs
from Campo Grande, Mato Grosso do Sul, Brazil. Rev Bras Parasitol Vet
2015; 24(2): 247-250. http://dx.doi.org/10.1590/S1984-29612015019. PMid:26154969. Kocan AA, Cummings CA, Panciera RJ, Mathew JS, Ewing SA, Barker
RW. Naturally occurring and experimentally transmitted Hepatozoon
americanum in coyotes from Oklahoma. J Wildl Dis 2000; 36(1): 149-
153. http://dx.doi.org/10.7589/0090-3558-36.1.149. PMid:10682757. Ramos R, Ramos C, Araújo F, Oliveira R, Souza I, Pimentel D, et al. Molecular survey and genetic characterization of tick-borne pathogens
in dogs in metropolitan Recife (north-eastern Brazil). Parasitol Res 2010;
107(5): 1115-1120. http://dx.doi.org/10.1007/s00436-010-1979-7. PMid:20680344. Kubo M, Miyoshi N, Yasuda N. Hepatozoonosis in two species of Japanese
wild cat. J Vet Med Sci 2006; 68(8): 833-837. http://dx.doi.org/10.1292/
jvms.68.833. PMid:16953084. Léveillé AN, Baneth G, Barta JR. Next generation sequencing from
Hepatozoon canis (Apicomplexa: Coccidia: Adeleorina): complete apicoplast
genome and multiple mitochondrion-associated sequences. Int J Parasitol
2019; 49(5): 375-387. http://dx.doi.org/10.1016/j.ijpara.2018.12.001. PMid:30790556. Léveillé AN, Baneth G, Barta JR. Next generation sequencing from
Hepatozoon canis (Apicomplexa: Coccidia: Adeleorina): complete apicoplast Rubini AS, Paduan KS, Martins TF, Labruna MB, O’Dwyer LH. Acquisition
and transmission of Hepatozoon canis (Apicomplexa: Hepatozoidae) by the
tick Amblyomma ovale (Acari: Ixodidae). Vet Parasitol 2009; 164(2-4): 324-
327. http://dx.doi.org/10.1016/j.vetpar.2009.05.009. PMid:19501969. genome and multiple mitochondrion-associated sequences. Int J Parasitol
2019; 49(5): 375-387. http://dx.doi.org/10.1016/j.ijpara.2018.12.001. PMid:30790556. Maggi RG, Mascarelli PE, Havenga LN, Naidoo V, Breitschwerdt EB. Co-infection with Anaplasma platys, Bartonella henselae and Candidatus
Mycoplasma haematoparvum in a veterinarian. Parasit Vectors 2013; 6(1):
103. http://dx.doi.org/10.1186/1756-3305-6-103. PMid:23587235. Rubini AS, Paduan KS, Von Ah Lopes V, O’Dwyer LH. Molecular and
parasitological survey of Hepatozoon canis (Apicomplexa: Hepatozoidae) in
dogs from rural area of Sao Paulo state, Brazil. Parasitol Res 2008; 102(5):
895-899. http://dx.doi.org/10.1007/s00436-007-0846-7. PMid:18188597. Metzger B, Paduan KS, Rubini AS, Oliveira TG, Pereira C, O’Dwyer
LH. The first report of Hepatozoon sp. Conclusion East ML, Wibbelt G, Lieckfeldt D, Ludwig A, Goller K, Wilhelm K, et al. A Hepatozoon species genetically distinct from H. canis infecting spotted
hyenas in the Serengeti ecosystem, Tanzania. J Wildl Dis 2008; 44(1):
45-52. http://dx.doi.org/10.7589/0090-3558-44.1.45. PMid:18263820. To the best of authors’ knowledge, this is the first report of
Hepatozoon sp. gametocytes in synovial liquid of a maned wolf. Although clustering with H. canis previously detected in domestic Perles, L. et al. 6/7 Braz. J. Vet. Parasitol. Ewing B, Green P. Base-calling of automated sequencer traces using
phred. II. Error probabilities. Genome Res 1998; 8(3): 186-194. http://
dx.doi.org/10.1101/gr.8.3.186. PMid:9521922. Ewing B, Green P. Base-calling of automated sequencer traces using
phred. II. Error probabilities. Genome Res 1998; 8(3): 186-194. http://
dx.doi.org/10.1101/gr.8.3.186. PMid:9521922. Orozco M, Ceballos LA, Pino MC, Gurtler RE. Local threats and
potential infectious hazards to maned wolves (Chrysocyon brachyurus) in
the southeastern Argentine Chaco. Mammalia 2013; 78(3): 339-349. http://dx.doi.org/10.1515/mammalia-2013-0067. Forlano M, Scofield A, Elisei C, Fernandes KR, Ewing SA, Massard CL. Diagnosis of Hepatozoon spp. in Amblyomma ovale and its experimental
transmission in domestic dogs in Brazil. Vet Parasitol 2005; 134(1-2):
1-7. http://dx.doi.org/10.1016/j.vetpar.2005.05.066. PMid:16081219. Paludo GR, Friedmann H, Dell’Porto A, Macintire DK, Whitley EM,
Boudreaux MK, et al. Hepatozoon spp.: pathological and partial 18S rRNA
sequence analysis from three Brazilian dogs. Parasitol Res 2005; 97(2): 167-
170. http://dx.doi.org/10.1007/s00436-005-1419-2. PMid:15988602. Forlano M, Teixeira KRS, Scofield A, Elisei C, Yotoko KS, Fernandes
KR, et al. Molecular characterization of Hepatozoon sp. from Brazilian dogs
and its phylogenetic relationship with other Hepatozoon spp. Vet Parasitol
2007; 145(1-2): 21-30. http://dx.doi.org/10.1016/j.vetpar.2006.10.023. PMid:17134837. Pasa S, Voyvoda H, Karagenc T, Atasoy A, Gazyagci S. Failure of
combination therapy with imidorcarb dipropionate and toltrazuril to
clear Hepatozoon canis infection in dogs. Parasitol Res 2011; 109(3): 919-
926. http://dx.doi.org/10.1007/s00436-011-2334-3. PMid:21472405. Paula RC, DeMatteo K. Chrysocyon brachyurus, Maned Wolf. USA:
International Union for Conservation of Nature and Natural Resources;
2015. The IUCN Red List of Threatened Species. http://dx.doi.org/10.2305/
IUCN.UK.2015-4.RLTS.T4819A82316878.en Gomes LA, Moraes PHG, Nascimento LCS, O’Dwyer LH, Nunes MRT,
Rossi ARP, et al. Molecular analysis reveals the diversity of Hepatozoon
species naturally infecting domestic dogs in a northern region of Brazil. Ticks Tick Borne Dis 2016; 7(6): 1061-1066. http://dx.doi.org/10.1016/j. ttbdis.2016.09.008. PMid:27665264. Paula RC, Rodrigues FHG, Queirolo D, Jorge RPS, Lemos FG, Almeida
Rodrigues L. Avaliação do estado de conservação do Lobo-guará Chrysocyon
brachyurus (Illiger, 1815) no Brasil. Biodiver Bras 2013; 3: 146-159. Inokuma H, Raoult D, Brouqui P. O’Dwyer LH, Saito ME, Hasegawa MY, Kohayagawa A. Brazilian canine
hepatozoonosis. Rev Bras Parasitol Vet 2011; 20(3): 181-193. http://
dx.doi.org/10.1590/S1984-29612011000300002. PMid:21961746. Conclusion (Apicomplexa: Hepatozoidae) in
neotropical felids from Brazil. Vet Parasitol 2008; 152(1-2): 28-33. http://
dx.doi.org/10.1016/j.vetpar.2007.12.006. PMid:18243562. Rumiz D, Sainz LA. Estimación del hábitat útil y la abundancia potencial
del lobo de crin o borochi (Chrysocyon brachyurus) em Huanchaca, Santa
Cruz – Bolivia. Rev Bol Ecol 2002; 11: 3-16. Sakuma M, Nakahara Y, Suzuki H, Uchimura M, Sekiya Z, Setoguchi
A, et al. A case report: a dog with acute onset of Hepatozoon canis
infection. J Vet Med Sci 2009; 71(6): 835-838. http://dx.doi.org/10.1292/
jvms.71.835. PMid:19578300. Morrison DA, Bornstein S, Thebo P, Wernery U, Kinne J, Mattsson
JG. The current status of the small subunit rRNA phylogeny of the
coccidia (Sporozoa). Int J Parasitol 2004; 34(4): 501-514. http://dx.doi. org/10.1016/j.ijpara.2003.11.006. PMid:15013740. Sanger F, Nicklen S, Coulson AR. DNA sequencing with chain-terminating
inhibitors. Proc Natl Acad Sci USA 1977; 74(12): 5463-5467. http://
dx.doi.org/10.1073/pnas.74.12.5463. PMid:271968. Murata T, Inoue M, Taura Y, Nakama S, Abe H, Fujisaki K. Detection of
Hepatozoon canis oocyst from ticks collected from the infected dogs. J Vet
Med Sci 1995; 57(1): 111-112. http://dx.doi.org/10.1292/jvms.57.111. PMid:7756400. Sasanelli M, Paradies P, Greco B, Eyal O, Zaza V, Baneth G. Failure
of imidocarb diproprionate to eliminate Hepatozoon canis in naturally
infected dogs based on parasitological and molecular evaluation methods. Vet Parasitol 2010; 171(3-4): 194-199. http://dx.doi.org/10.1016/j. vetpar.2010.03.042. PMid:20444549. O’Dwyer LH, Saito ME, Hasegawa MY, Kohayagawa A. Brazilian canine
hepatozoonosis. Rev Bras Parasitol Vet 2011; 20(3): 181-193. http://
dx.doi.org/10.1590/S1984-29612011000300002. PMid:21961746. Hepatozoon sp. in Chrysocyon brachyurus Ahead of Print, 2019 7/7 Santo, southeastern Brazil. Vet Parasitol 2009; 163(4): 357-361. http://
dx.doi.org/10.1016/j.vetpar.2009.05.002. PMid:19482427. Silva MRL, Mattoso CRS, Costa A, Saito ME, Tchaicka L, O’Dwyer LH. Rangelia vitalii and Hepatozoon canis coinfection in pampas fox Lycalopex
gymnocercus from Santa Catarina State, Brazil. Rev Bras Parasitol Vet
2018; 27(3): 377-383. http://dx.doi.org/10.1590/s1984-296120180018. PMid:29846457. Silva MRL, Mattoso CRS, Costa A, Saito ME, Tchaicka L, O’Dwyer LH. Rangelia vitalii and Hepatozoon canis coinfection in pampas fox Lycalopex Rangelia vitalii and Hepatozoon canis coinfection in pampas fox Lycalopex
gymnocercus from Santa Catarina State, Brazil. Rev Bras Parasitol Vet
2018; 27(3): 377-383. http://dx.doi.org/10.1590/s1984-296120180018. PMid:29846457. Stover BC, Muller KF. TreeGraph 2: combining and visualizing evidence
from different phylogenetic analyses. BMC Bioinformatics 2010; 11(1):
7. http://dx.doi.org/10.1186/1471-2105-11-7. PMid:20051126. Silveira JA, D’Elia ML, Oliveira Avelar I, Almeida LR, Santos HÁ, Soares
DFM, et al. Rangelia vitalii in a free-ranging maned wolf (Chrysocyon
brachyurus) and co-infections. Int J Parasitol Parasites Wildl 2016; 5(3): 280-
285. http://dx.doi.org/10.1016/j.ijppaw.2016.09.003. PMid:27761403. Conclusion Tommasi AS, Giannelli A, Caprariis D, Ramos RAN, di Paola G,
Crescenzo G, et al. Failure of imidocarb dipropionate and toltrazuril/
emodepside plus clindamycin in treating Hepatozoon canis infection. Vet Parasitol 2014; 200(3-4): 242-245. http://dx.doi.org/10.1016/j. vetpar.2013.12.013. PMid:24439769. Smith TG. The genus Hepatozoon (Apicomplexa: adeleina). J Parasitol 1996;
82(4): 565-585. http://dx.doi.org/10.2307/3283781. PMid:8691364. Trifinopoulos J, Nguyen LT, von Haeseler A, Minh BQ. W-IQ-TREE:
a fast online phylogenetic tool for maximum likelihood analysis. Nucleic
Acids Res 2016; 44(W1): W232-235. http://dx.doi.org/10.1093/nar/
gkw256. PMid:27084950. Sousa KCM, Fernandes MP, Herrera HM, Benevenute JL, Santos FM,
Rocha FL, et al. Molecular detection of Hepatozoon spp.in domestic
dogs and wild mammals in southern Pantanal, Brazil with implications
in the transmission route. Vet Parasitol 2017; 237: 37-46. http://dx.doi. org/10.1016/j.vetpar.2017.02.023. PMid:28291601. Ujvari B, Madsen T, Olsson M. High prevalence of Hepatozoon spp. (Apicomplexa, Hepatozoidae) infection in water pythons (Liasis fuscus)
from tropical Australia. J Parasitol 2004; 90(3): 670-672. http://dx.doi. org/10.1645/GE-204R. PMid:15270125. Spolidorio MG, Labruna MB, Zago AM, Donatele DM, Caliari KM,
Yoshinari NH. Hepatozoon canis infecting dogs in the state of Espírito
|
https://openalex.org/W2755865808
|
https://europepmc.org/articles/pmc5602063?pdf=render
|
English
| null |
Monotone and fast computation of Euler’s constant
|
Journal of inequalities and applications
| 2,017
|
cc-by
| 4,533
|
R ES EA RCH Open Access Monotone and fast computation of Euler’s
constant Abstract We construct sequences of finite sums (˜ln)n≥0 and (˜un)n≥0 converging increasingly and
decreasingly, respectively, to the Euler-Mascheroni constant γ at the geometric rate
1/2. Such sequences are easy to compute and satisfy complete monotonicity-type
properties. As a consequence, we obtain an infinite product representation for 2γ
converging in a monotone and fast way at the same time. We use a probabilistic
approach based on a differentiation formula for the gamma process. MSC: Primary 11M35; 33F05; secondary 60E05 Keywords: Euler-Mascheroni constant; fast computation; infinite product;
alternating zeta function; gamma process José A Adell*† and Alberto Lekuona† José A Adell*† and Alberto Lekuona† José A Adell*† and Alberto Lekuona† *Correspondence: adell@unizar.es
Departamento de Métodos
Estadísticos, Facultad de Ciencias,
Universidad de Zaragoza, Pedro
Cerbuna 12, Zaragoza, 50009, Spain
†Equal contributors Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224
DOI 10.1186/s13660-017-1507-8 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224
DOI 10.1186/s13660-017-1507-8 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224
DOI 10.1186/s13660-017-1507-8 1 Introduction The Euler-Mascheroni constant γ was first introduced by Leonhard Euler (-) as γ = lim
n→∞(Hn – logn) = ....,
Hn =
n
k=
k ,n = ,,.... () () () This constant appears in different mathematical subjects, such as number theory, spe-
cial functions, random matrix theory, random permutations, and mathematical physics,
among many others. We refer the interested reader to the survey paper by Lagarias []. As far as we know, two main types of computations of the Euler constant have been
developed. The first one emphasizes the monotonicity of the corresponding convergent
sequences, but the rates of convergence are relatively slow (polynomial rates). The second
one emphasizes the speed of convergence (geometric rates), but looses the monotonicity
in the approximation. In this paper, we gather both points of view by providing approximating sequences
that converge at the geometric rate /and satisfy complete monotonicity-type proper-
ties (monotonicity, convexity, etc.). In addition, such approximating sequences are easy to
compute. With respect to the first type of computations, we mention that Xu and You [] and
Lu et al. [, ] have used continued fractions to obtain monotone convergence to γ . For
instance, it is shown in [], Theorem , that C
(n + )< γ – rn < C
n,
C⋆
(n + )< r⋆
n – γ < C⋆
n,
() () © The Author(s) 2017. 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, pro-
vided 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 Author(s) 2017. 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, pro-
vided 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. equalities and Applications ( 2017) 2017:224
Page 2 of 9 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224
Page 2 of 9 Page 2 of 9 where C and C⋆are explicit constants, and (rn)n≥and (r⋆
n)n≥are sequences involving the
logarithm of a continued fraction, the first one being strictly increasing, and the second
one strictly decreasing. Yang [] has found the constants (ai)≤i≤s for a given s = ,,... such that where C and C⋆are explicit constants, and (rn)n≥and (r⋆
n)n≥are sequences involving the
logarithm of a continued fraction, the first one being strictly increasing, and the second
one strictly decreasing. Yang [] has found the constants (ai)≤i≤s for a given s = ,,... such that Hn – log
n +
s
i=
ai
ni
= γ + O
ns+
as n →∞
() () is the fastest sequence converging to γ , giving in this way a constructive answer to a prob-
lem posed by Chen and Mortici []. It turns out that, for small values of s, the sequence
on the left-hand side in () strictly increases to γ . With regard to the second type of computations, K. and T. Hessami Pilehrood [] have
provided a rational approximation pn/qn converging to γ subexponentially. In fact, these
authors have shown that pn
qn
– γ = e–√n
π + O
n–/
as n →∞,
() pn
qn
– γ = e–√n
π + O
n–/
as n →∞,
() pn
qn
– γ = e–√n
π + O
n–/
as n →∞, () where qn =
n
k=
n
k
k!,
pn =
n
k=
n
k
k!(Hn–k – Hk),
n = ,,.... Exponential convergence to γ is possible at the price of using logarithms. In this respect,
Karatsuba [] showed that γ = –
n+
k=
(–)k–nk+
(k – )!(k + )
logn –
k +
+ O
–n
,
() () whereas Coffey [] gave the formula whereas Coffey [] gave the formula hereas Coffey [] gave the formula γ = log
–
log
∞
k=
k
k
j=
(–)j
k
j
j log(j + )
j +
,
() () where the series in () has actually the geometric rate /. On the other hand, Sondow []
obtained the expression γ = An – Ln
n
n
+ O
–nn–/
as n →∞,
() () where, for any n = ,,... , An =
n
i=
n
i
Hn+i,
Ln =
≤i<j≤n
j–i
k=
(–)i+j–
j – i
n
i
n
j
log(n + i + k). As mentioned before, the aim of this paper is to compute Euler’s constant in a monotone
and fast way at the same time. To achieve this, we combine a formula obtained by Zhang
and Williams [] to compute Stieltjes constants (see also Coffey []) and a probabilistic Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224
Page 3 of 9 ell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 3 of 9 perspective based on a differentiation formula for expectations of functions of the gamma
process (see formula () in Section ). More precisely, let perspective based on a differentiation formula for expectations of functions of the gamma
process (see formula () in Section ). More precisely, let η(z) =
∞
m=
(–)m
(m + )z ,
ℜ(z) > ,
() () be the alternating zeta function. It was shown in Zhang and Williams [], Theorem (see
also Coffey []) that be the alternating zeta function. It was shown in Zhang and Williams [], Theorem (see
also Coffey []) that γ = log
+ η′()
log. () γ = log
+ η′()
log. () Our computation of η′() is mainly based on the probabilistic representation given in
Lemma .(Section ). We point out that some authors have introduced probabilistic tools to deal with differ-
ent topics of analytic number theory. For instance, Sun [] described Stirling series in
terms of products of uniformly distributed random variables, Srivastava and Vignat []
have given representations of the Bernoulli, Euler, and Gegenbauer polynomials in terms
of moments of appropriate random variables, and Ta [] has recently introduced a nice
probabilistic approach to study Appell polynomials by connecting them to moments of
random variables. Finally, fast computations of the Stieltjes constants using differentia-
tion formulas for linear operators represented by stochastic processes can be found in
[] and the references therein. 2 Main results Denote by N the set of nonnegative integers, and let N+ = N \ {}. The mth forward dif-
ferences of any sequence (vn)n≥of real numbers are recursively defined by vn = vn,
vn = vn+– vn, n ∈N, and mvn =
m–vn
=
m
j=
m
j
(–)m–jvn+j,
m ∈N+,n ∈N. Let n ∈N. We consider the coefficients Let n ∈N. We consider the coefficients Let n ∈N. We consider the coefficients an(j) =
n
k=j
k +
j +
k+,
j = ,,...,n,
() () and define the following lower and upper approximants of η′(): ln =
n
j=
an(j)(–)j log(j + )
j +
() () ln =
j=
an(j)(–)j log(j + )
j +
()
nd and and un = ln + n +
n+
n+
j=
n +
j
(–)j log(j + )
(j + )j
,
() () respectively, where log/:= . With these notations, we enunciate our first main result. respectively, where log/:= . With these notations, we enunciate our first main result. alities and Applications ( 2017) 2017:224
Page 4 of 9 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 4 of 9 Theorem .Let n ∈N. Then, Theorem .Let n ∈N. Then, Theorem .Let n ∈N. Then, ˜ln := log
+
ln
log< γ < log
+ un
log=: ˜un. () n
g< γ < log
+ un
log=: ˜un. () () The sequences (ln)n≥and (un)n≥satisfy the following complete monotonicity-type prop-
erties The sequences (ln)n≥and (un)n≥satisfy the following complete monotonicity-type prop-
erties (–)m–mln ≥,
(–)m–mun ≤,
≤m ≤n + . () () In addition, we have un – ln ≤n +
n+. () un – ln ≤n +
n+. () The sequences (˜ln)n≥and (˜un)n≥in Theorem .provide monotone and fast computa-
tions of the Euler-Mascheroni constant γ . Moreover, such sequences are easy to compute. In this regard, let Sj, j ∈N+, be a random variable having the negative binomial distribution
with parameters j and /, that is, P(Sj = l) =
j – + l
j –
j+l ,
l ∈N. P(Sj = l) =
j – + l
j –
j+l ,
l ∈N. The coefficients an(j) in () can be represented as The coefficients an(j) in () can be represented as an(j) =
n–j
l=
j + + l
j +
j++l = P(Sj+≤n – j),
n ∈N,j = ,...,n. Corollary .We have the infinite product representation γ –log/= lim
n→∞
n
k=
Pk
Qk
/(k+)k+
, where Pk/Qk > , k ∈N. where Pk/Qk > , k ∈N. Guillera and Sondow [], Example ., have obtained the product formula Guillera and Sondow [], Example ., have obtained the product formula eγ –log/= lim
n→∞
n
k=
Q⋆
k
P⋆
k
/(k+)
,
() () where P⋆
k = (even)
k+
j=
(j + )(k+
j ),
Q⋆
k = (odd)
k+
j=
(j + )(k+
j ),
k ∈Z+. () () However, the rate of convergence in Corollary .is faster than that in (). 3 Auxiliary results Let n ∈N. We consider the coefficients Thus, the tail probabilities an(j) can be precomputed, as done in many statistical packages,
such as R. Finally, recall that a sequence (vn)n≥is said to be completely monotonic if
(–)mmvn ≥, m,n ∈N. This is the reason why the inequalities in () are called complete
monotonicity-type properties. The approximating sequences to γ given in () and () are simpler to compute than those
in Theorem .. However, the sequences (˜ln)n≥and (˜un)n≥in this theorem converge to γ
in a much faster way and enjoy properties such as monotonicity, convexity, and so on. On
the other hand, formulas (), (), (), and () provide fast computations of γ at the price
of loosing the monotonicity of the corresponding approximating sequences. Certainly,
formula () computes γ in a faster way than that in (). However, the sequences (˜ln)n≥
and (˜un)n≥in Theorem .are easier to compute than the main term in (). Denote Denote Pk = (even)
k
j=
(j + )(k+
j+),
Qk = (odd)
k
j=
(j + )(k+
j+),
k ∈N,
() () where (even)
(resp. (odd)
) means that the product is extended to those even (resp. odd) integers j running from to k. As a consequence of Theorem ., we give the follow-
ing: Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 5 of 9 3 Auxiliary results Let (Xt)t≥be a gamma process (see Çınlar [], pp.-), that is, a stochastic process
starting at the origin, having independent stationary increments, and such that for each
t > , the random variable Xt has the gamma density ρt(θ) =
(t)θt–e–θ,
θ > . () ρt(θ) =
(t)θt–e–θ,
θ > . () On the other hand, let V and T be two independent random variables such that V is
uniformly distributed on [,] and T has the exponential density ρ(θ) defined in (). We assume that V and T are independent of the gamma process (Xt)t≥. Finally, let f :
R+ →R be a differentiable function such that f⋆(t) := Ef (Xt) < ∞, t ≥, where E stands
for mathematical expectation. It has been shown in [], Theorem ., that f ′
⋆(t) = Ef ′(Xt + VT),
t ≥. () f ′
⋆(t) = Ef ′(Xt + VT),
t ≥. () () This formula can be applied to the problem at hand as follows. This formula can be applied to the problem at hand as follows. This formula can be applied to the problem at hand as follows. Lemma .Let η be the alternating zeta function. Then, η′() = Eg(X+ VT),
() () η′() = Eg(X+ VT), re the function g is defined in R+ as where the function g is defined in R+ as where the function g is defined in R+ as where the function g is defined in R+ as Lemma .For any n ∈N, we have Lemma .For any n ∈N, we have where the function g is defined in R+ as where the function g is defined in R+ as g(x) =
∞
k=
k +
k+
– e–xke–x =
–
∞
k=
k
k+
– e–xk+. () () Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224
Page 6 of 9 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 6 of 9 Proof By () the Laplace transform of Xt is given by Proof By () the Laplace transform of Xt is given by Ee–λXt =
(λ + )t ,
λ ≥,t ≥. () Ee–λXt =
(λ + )t ,
λ ≥,t ≥. Ee–λXt =
(λ + )t ,
λ ≥,t ≥. () () Thus, interchanging the sum with expectation, from () we have Thus, interchanging the sum with expectation, from () we have Thus, interchanging the sum with expectation, from () we have η(t) =
∞
m=
E
–e–Xtm = Ef (Xt),
t ≥,
() η(t) =
∞
E
–e–Xtm = Ef (Xt),
t ≥, () where f (x) =
+ e–x =
∞
k=
(– e–x)k
k+
,
x ≥. () () Therefore from () and () we have herefore from () and () we have Therefore from () and () we have Therefore from () and () we have η′() = Ef ′(X+ VT). η′() = Ef ′(X+ VT). This shows (), since f ′ = g, as follows from (). Finally, the second equality in () fol-
lows by calculus. The proof is complete. □ This shows (), since f ′ = g, as follows from (). Finally, the second equality in () fol-
lows by calculus. The proof is complete. □ In view of Lemma ., we define, for any n ∈N and x ≥, Ln(x) =
n
k=
k +
k+
– e–xke–x,
Un(x) =
–
n–
k=
k
k+
– e–xk+. () () It can be checked from () that Ln(x) = Un(x) – n +
n+
– e–xn+. () () Such partial sums allow us to give the following probabilistic representations of the se-
quences (ln)n≥and (un)n≥respectively defined in () and (). Such partial sums allow us to give the following probabilistic representations of the se-
quences (ln)n≥and (un)n≥respectively defined in () and (). Lemma .For any n ∈N, we have Ln(x) = e–x
(n + )τ n+(x) = e–x
vn+(). Therefore, the first inequality in Lemma .follows from (). Finally, from () and ()
we have Un(x) = –n
τ n+(x) = –τ(x)
vn(). Un(x) = –n
τ n+(x) = –τ(x)
vn(). This, together with (), shows the second inequality in Lemma .and completes the
proof. □ Lemma .For any n ∈N, we have ln = ELn(X+ VT),
un = EUn(X+ VT). ln = ELn(X+ VT),
un = EUn(X+ VT). Proof By Fubini’s theorem the Laplace transform of VT is given by Ee–λVT = E
λV + = log(λ + )
λ
,
λ ≥. () () Since Xis independent of VT, from () and () we have ELn(X+ VT) =
n
k=
k +
k+
k
j=
k
j
(–)jEe–(j+)(X+VT)
=
n
k=
k +
k+
k
j=
k
j
(–)j log(j + )
(j + )(j + )
= ln,
() () alities and Applications ( 2017) 2017:224
Page 7 of 9 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 7 of 9 where the last equality follows from () and () after interchanging the order of summa-
tion. Similarly, where the last equality follows from () and () after interchanging the order of summa-
tion. Similarly, E
– e–(X+VT)n+=
n+
j=
n +
j
(–)j log(j + )
(j + )j
. Therefore, the second equality in Lemma .follows from (), (), and (). The proof
is complete. □ □ Thanks to Lemma ., the complete monotonicity-type properties of (ln)n≥and (un)n≥
are easily derived from the analogous properties satisfied by the sequences of functions
(Ln(x))n≥and (Un(x))n≥. Lemma .Let m ∈N+ and n ∈N with m ≤n + . Then, Lemma .Let m ∈N+ and n ∈N with m ≤n + . Then, (–)m–mLn(x) ≥,
(–)m–mUn(x) ≤,
x ≥. Proof Fix x ≥. For any s ≥, denote Proof Fix x ≥. For any s ≥, denote Proof Fix x ≥. For any s ≥, denote vn(s) = (n + s)τ n(x),
τ(x) = – e–x
,n ∈N. () () Using induction on m, we can check that Using induction on m, we can check that Using induction on m, we can check that Using induction on m, we can check that (–)mmvn(s) = τ n(x)
– τ(x)
m–
n + s – (n + s + m)τ(x)
,
n,m ∈N, thus implying that (–)mmvn(s) ≥,
m,n ∈N,m ≤n + s,
() (–)mmvn(s) ≥,
m,n ∈N,m ≤n + s,
() (–)mmvn(s) ≥,
m,n ∈N,m ≤n + s, () since ≤τ(x) ≤/. On the other hand, from () and () we have Ln(x) = e–x
(n + )τ n+(x) = e–x
vn+(). Authors’ contributions Both authors read and approved the final manuscript. Received: 3 May 2017 Accepted: 30 August 2017 References
1. Lagarias, JC: Euler’s constant: Euler’s work and modern developments. Bull. Am. Math. Soc. (N.S.) 50(4), 527-628
(2013). doi:10.1090/S0273-0979-2013-01423-X
2. Xu, H, You, X: Continued fraction inequalities for the Euler-Mascheroni constant. J. Inequal. Appl. 2014, Article ID 343
(2014). doi:10.1186/1029-242X-2014-343
3. Lu, D, Song, L, Yu, Y: Some new continued fraction approximation of Euler’s constant. J. Number Theory 147, 69-80
(2015). doi:10.1016/j.jnt.2014.07.002
4. Lu, D, Song, L, Yu, Y: Some quicker continued fraction approximations and inequalities towards Euler’s constant. J. Number Theory 175, 100-116 (2017). doi:10.1016/j.jnt.2016.11.024
5. Yang, S: On an open problem of Chen and Mortici concerning the Euler-Mascheroni constant. J. Math. Anal. Appl. 396(2), 689-693 (2012). doi:10.1016/j.jmaa.2012.07.007
6. Chen, C-P, Mortici, C: New sequence converging towards the Euler-Mascheroni constant. Comput. Math. Appl. 64(4),
391-398 (2012). doi:10.1016/j.camwa.2011.03.099
7. Hessami Pilehrood, Kh, Hessami Pilehrood, T: On a continued fraction expansion for Euler’s constant. J. Number
Theory 133(2), 769-786 (2013). doi:10.1016/j.jnt.2012.08.016 4 The proofs Proof of Theorem .Let n ∈N. By () and Lemmas .and .we get ln = ELn(X+ VT) < Eg(X+ VT) = η′() < EUn(X+ VT) = un. Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 8 of 9 Page 8 of 9 This, in conjunction with (), shows (). On the other hand, let m ∈N+ with ≤m ≤n+. By Lemmas .and .we have This, in conjunction with (), shows (). On the other hand, let m ∈N+ with ≤m ≤n+. By Lemmas .and .we have (–)m–mln = E(–)m–mLn(X+ VT) ≥. The second inequality in () is shown in a similar way. Finally, we see from () and
Lemma .that The second inequality in () is shown in a similar way. Finally, we see from () and
Lemma .that un – ln = n +
n+E
– e–(X+VT)n+≤n +
n+. The proof is complete. □ □ The proof is complete. The proof is complete. Proof of Corollary .Let k ∈N. Using (), (), and (), we can check that Proof of Corollary .Let k ∈N. Using (), (), and (), we can check that log Pk
Qk
=
k
j=
k +
j +
(–)j log(j + ) log Pk
Qk
=
k
j=
k +
j +
(–)j log(j + )
= (k + )(k + )E
– e–(X+VT)ke–(X+VT)
> , = (k + )(k + )E
– e–(X+VT)ke–(X+VT)
> , which implies that Pk/Qk > . Therefore, for any n ∈N, we have log
n
k=
Pk
Qk
/(k+)k+
=
n
k=
k+
k
j=
k +
j +
(–)j log(j + )
j +
= ln, where the last equality follows from () and (). This, together with () and (), shows
the result. □ where the last equality follows from () and (). This, together with () and (), shows
the result. □ Competing interests Competing interests
The authors declare that they have no competing interests. p
g
The authors declare that they have no competing interests. Authors’ contributions Acknowledgements Acknowledgements
The authors are partially supported by Research Projects DGA (E-64), MTM2015-67006-P, and by FEDER funds. Publisher’s Note 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 affiliation Received: 3 May 2017 Accepted: 30 August 2017 Received: 3 May 2017 Accepted: 30 August 2017 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 References 1. Lagarias, JC: Euler’s constant: Euler’s work and modern developments. Bull. Am. Math. Soc. (N.S.) 50(4), 527-628
(2013). doi:10.1090/S0273-0979-2013-01423-X (2013). doi:10.1090/S0273-0979-2013-01423-X 2. Xu, H, You, X: Continued fraction inequaliti
(2014). doi:10.1186/1029-242X-2014-343 (2014). doi:10.1186/1029-242X-2014-343 (
)
3. Lu, D, Song, L, Yu, Y: Some new continued fraction approximation of Euler’s constant. J. Number Theory 147, 69-80
(2015). doi:10.1016/j.jnt.2014.07.002 4. Lu, D, Song, L, Yu, Y: Some quicker continued fraction approximations and inequalities towards Euler’s constant. J
Number Theory 175, 100-116 (2017). doi:10.1016/j.jnt.2016.11.024 ( ),
(
)
j j
6. Chen, C-P, Mortici, C: New sequence converging towards the Euler-Mascheroni constant. Comput. Math. Appl. 64(4),
391-398 (2012). doi:10.1016/j.camwa.2011.03.099
7. Hessami Pilehrood, Kh, Hessami Pilehrood, T: On a continued fraction expansion for Euler’s constant. J. Number
Theory 133(2), 769-786 (2013). doi:10.1016/j.jnt.2012.08.016 j j
6. Chen, C-P, Mortici, C: New sequence converging towards the Euler-Mascheroni constant. Comput. Math. Appl. 64(4),
391-398 (2012). doi:10.1016/j.camwa.2011.03.099 j
7. Hessami Pilehrood, Kh, Hessami Pilehrood, T: On a continued fraction expansion for Euler’s constant. J. Number
Th
133(2) 769 786 (2013) d i 10 1016/j j
2012 08 016 Adell and Lekuona Journal of Inequalities and Applications ( 2017) 2017:224 Page 9 of 9 8. Karatsuba, EA: On the computation of the Euler constant γ . Numer. Algorithms 24(1-2), 83-97 (2000). doi:10.1023/A:1019137125281 8. Karatsuba, EA: On the computation of the Euler constant γ . Numer. Algorithms 24(1-2), 83-97 (2000). doi:10.1023/A:1019137125281 9. Coffey, MW: The Stieltjes constants, their relation to the ηj coefficients, and representation of the Hurwitz zeta 9. Coffey, MW: The Stieltjes constants, their relation to the ηj coefficients, and representation of the Hurwitz zeta
function Analysis 30(4) 383 409 (2010) doi:10 1524/anly2010 1048 9. Coffey, MW: The Stieltjes constants, their relation to the ηj coefficients, and representation of the Hurwitz
function. Analysis 30(4), 383-409 (2010). doi:10.1524/anly.2010.1048 y
j
unction. Analysis 30(4), 383-409 (2010). doi:10.1524/anly.2010.1048 y
10. Sondow, J: Criteria for irrationality of Eule
doi:10.1090/S0002-9939-03-07081-3 10. Sondow, J: Criteria for irrationality of Euler’s constant. Proc. Am. Math. Soc. 131(11), 3335-3344 (2003). doi:10.1090/S0002-9939-03-07081-3 10. Sondow, J: Criteria for irrationality of Euler’s constant. Proc. Am. Math. Soc. 131(11), 3335-3344 (2003). doi:10.1090/S0002-9939-03-07081-3 11. Zhang, NY, Williams, KS: Some results on the generalized Stieltjes constants. Analysis 14(2-3), 147-162 (1994) 12. Sun, P: Product of uniform distribution and Stirling n
1435-1442 (2005). doi:10.1007/s10114-005-0631-4 13. Srivastava, HM, Vignat, C: Probabilistic proofs of some relationships between the Bernoulli and Euler polynomials. Eur. 13. References Srivastava, HM, Vignat, C: Probabilistic proofs of some relationships between the Bernoulli and Euler polynomials. Eur. J. Pure Appl. Math. 5(2), 97-107 (2012) 13. Srivastava, HM, Vignat, C: Probabilistic proofs of some relationships between the Bernoulli and Euler polynomials. Eur. J Pure Appl Math 5(2) 97-107 (2012) J. Pure Appl. Math. 5(2), 97-107 (2012) pp
14. Ta, BQ: Probabilistic approach to Appell polynomials. Expo. Math. 33(3), 269-294 (2015). 14. Ta, BQ: Probabilistic approach to Appell polynomials. Expo. Math. 33(3), 269-294 (2015). doi:10.1016/j.exmath.2014.07.003 14. Ta, BQ: Probabilistic approach to Appell polynomials. Expo. Math. 33(3), 269-294 (2015). doi:10.1016/j.exmath.2014.07.003 approach to Appell polynomials. Expo. Math. 33(3), 269-294 (2015) doi:10.1016/j.exmath.2014.07.003 15. Adell, JA: Estimates of generalized Stieltjes constants with a quasi-geo
Eng. Sci. 468(2141), 1356-1370 (2012). doi:10.1098/rspa.2011.0551 15. Adell, JA: Estimates of generalized Stieltjes constants with a quasi-geometric rate of decay. Proc. R. Soc., Math. Phys. Eng. Sci. 468(2141), 1356-1370 (2012). doi:10.1098/rspa.2011.0551 g
p
16. Guillera, J, Sondow, J: Double integrals and infinite products for some classical constants via analytic continuations of
Lerch’s transcendent Ramanujan J 16(3) 247 270 (2008) doi:10 1007/s11139 007 9102 0 16. Guillera, J, Sondow, J: Double integrals and infinite products for some classical constants v
Lerch’s transcendent. Ramanujan J. 16(3), 247-270 (2008). doi:10.1007/s11139-007-9102-0 j
17. Çınlar, E: Probability and Stochastics. Graduate Texts in Mathematics, vol. 261, p. xiv+557. Springer, Berlin (2011). doi:10.1007/978-0-387-87859-1. 17. Çınlar, E: Probability and Stochastics. Graduate Texts in Mathematics, vol. 261, p. xiv+557. S
doi:10.1007/978-0-387-87859-1. 18. Adell, JA: Differential calculus for linear operators represented by finite signed measures and applications. Acta Math. Hung. 138(1-2), 44-82 (2013). doi:10.1007/s10474-012-0230-7 18. Adell, JA: Differential calculus for linear operators represented by
Hung. 138(1-2), 44-82 (2013). doi:10.1007/s10474-012-0230-7
|
https://openalex.org/W4385797071
|
https://zenodo.org/records/8245504/files/Differentiated%20Instruction%20in%20Mathematics%20Its%20Effect%20on%20the%20Level%20of%20Critical%20Thinking%20Skills%20of%20Grade%207%20Students.pdf
|
English
| null |
Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of Grade 7 Students
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,023
|
cc-by
| 7,885
|
Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 Asia Pacific Journal of Advanced Education and Technology
September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.a Keywords: differentiated instruction, curriculum compacting, flexible grouping, critical thinking skill,
problem-solving, reasoning Introduction The learning abilities of individuals vary, even if they are exposed to the same teaching methods
and learning environment. Kiley (2011) emphasized that education is unique due to variations in how one
studies and learns. Innovations in teaching have been implemented, but some have been inconclusive and
had loopholes. In some cases, effective learning is impeded for some students, or their potential is not
tapped to the fullest. Among the skills that could enhance the potential of students for life-long learning is critical
thinking. (Doyle, A. C. 2019) defined critical thinking as the formulation of reasoned judgment based on
the available information. Critical thinking is the ability to distinguish between useful and less useful data,
filter relevant research findings, relate important facts, and make objective observations. Inductive and
deductive reasoning are essential skills for critical thinking, which can lead to solutions to problems and
progress to more sophisticated ones. Critical thinking is a very important skill that needs to be developed among people if they are to
lead a good life. It is not only required in employment but also in dealing with day-to-day problems or
challenges in life. Mathematics, as a subject, could very well develop the critical thinking skills of
students. Solving mathematical problems, especially open-ended and situational ones, requires critical
thinking on the part of the students (Henningsen & Stein, 1997 and NCTM, 2000 as cited in (Firdaus, et. al.). Abstract 413 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
414 Objectives of the Study The aims of this study are the following: 1.) To evaluate and compare the efficacy of curriculum
compacting and flexible grouping approaches in enhancing the critical thinking abilities of seventh-grade
students in the field of mathematics. 2.) To assess the effects of curriculum compacting and flexible
grouping techniques on the mathematical multiple intelligences of seventh-grade students; 3.) To assess
the efficacy of the McKenzie Multiple Intelligence Survey tool in evaluating the various intelligences of
seventh-grade students in the field of mathematics, 4.) To examine the correlation between the various
intelligences and critical thinking abilities of seventh-grade students in mathematics, and to ascertain
whether this correlation is influenced by the two distinct teaching methodologies. Abstract This research used a quasi-experimental research design, specifically the non-equivalent control group
pretest-posttest design. Cluster random sampling was used to determine the respondents of the study. The
respondents of the study were Grade 7 students at Sta. Catalina National High School during the school
year 2019-2020. Two sections among the Grade 7 students taking mathematics under the researcher for
the school year 2019-2020 were selected as respondents – one section was used as curriculum compacting
(experiment) and the other one was used as a flexible grouping (experiment). Each section had 30
students each such that the study will have a total of 60 student-respondents. This research study was
conducted for five weeks and utilized McKenzie’s Multiple Intelligence Survey instrument in assessing the
student’s multiple intelligences. The researcher crafted a 40-item multiple choice test covering the topics
of undefined terms in geometry, angles, polygons, and quadrilaterals to assess the level of critical thinking
skills of student-respondents. Both independent and dependent t-tests were utilized to determine the
significant difference between the pre-test and post-test results of the experimental and control groups. Based on the findings, before exposing students to differentiated instructions, their level of reasoning skill
was an apprentice for both flexible grouping and curriculum compacting. However, their levels of
problem-solving skills were apprentice and novice, for flexible grouping and curriculum compacting,
respectively. After using differentiated instruction, the student’s level of critical thinking skills from both
groups was at a proficient level. Findings also showed that the mean pretest and mean posttest scores of
each group of respondents were significantly different for both measures of critical thinking skills. This
suggested that the two forms of differentiated instruction that were employed in this study are effective in
developing students’ critical thinking skills, especially in discussing basic concepts of Geometry. This
experimental study found that flexible grouping and curriculum compacting as forms of differentiated
instruction can significantly improve the critical thinking skills of the students, then it is recommended
that teachers may utilize flexible grouping and curriculum compacting as forms of differentiated
instruction in Geometry. Methodology The study utilized a quasi-experimental research design, specifically the nonequivalent control
group pretest-posttest design, to investigate the efficacy of differentiated instruction in enhancing students'
critical thinking skills (Creswell, J. W. 2018). The utilization of this design was based on the selection of
two intact groups from a specific grade level within a public high school located in the province of Quezon. The respondents of the study were Grade 7 students at Sta. Catalina National High School during the
school year 2019-2020. Two sections among the Grade 7 students taking mathematics under the researcher
for the school year 2019-2020 were selected as respondents – one section was used as curriculum
compacting (experiment) and the other one was used as a flexible grouping (experiment). Each section
had 30 students each such that the study will have a total of 60 student-respondents. The cluster sampling
technique was used in this study. To collect the necessary data, the researcher crafted a 40-item multiple
choice test covering the topics of undefined terms in geometry, angles, polygons, and quadrilaterals to
assess the level of critical thinking skills of student-respondents. Both independent and dependent t-tests 414 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com
were employed to ascertain the statistical significance of the differences between the pre-test and post-test
outcomes of the experimental and control groups. Asia Pacific Journal of Advanced Education and Technology Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com f
f
gy
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www were employed to ascertain the statistical significance of the differences between the pre-test and post-test
outcomes of the experimental and control groups. were employed to ascertain the statistical significance of the differences between the pre-test and post-test
outcomes of the experimental and control groups. The researcher obtained parental consent, categorized participants into two groups, and employed
distinct methods of selection and instructional techniques to optimize the capabilities of the students and
the differentiated instruction. The researcher employed Walter McKenzie's Multiple Intelligence Survey
instruments to evaluate the primary intelligence among the students in the flexible group, and
subsequently selected the subjects for experimentation. Table 1 presents the level of critical thinking skills in terms of the student-respondents’ reasoning
before using differentiated instructions. g
f
f
f
p
y
(
)
y
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
415 Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 Jul Methodology According to the results of the Multiple
Intelligence Survey, it was found that out of the participants, 9 individuals exhibited a strong inclination
towards Musical intelligence, while 8 individuals demonstrated a preference for Mathematical and Logical
intelligence. Additionally, 7 individuals displayed a proclivity towards Bodily-Kinesthetic intelligence,
and 6 individuals exhibited a preference for Interpersonal intelligence. The participants were categorized
based on their level of interest and ability to ensure that they were assigned suitable tasks. The musical
ensemble was provided with a piece of music to listen to. The group focused on Mathematics and Logic
and engaged in a Cross-Term Puzzle activity. The group with a bodily-kinesthetic learning style was
assigned to perform a given figure, while the group with an interpersonal learning style engaged in the
game "Circle Time". The researcher fostered a culture of collaboration and mutual support among
participants in all undertakings. On the other hand, the researcher considered the needs of the learners in the activities provided in
the compacting group. The teacher discussed the lesson, then, asked the students to answer the given
activity. Since the students need to master the lesson, their performance in the given activity became the
basis if they will advance to the next lesson or will remain on the same topic. Results and Discussion ,
,
,
,
ff
ff
f
Grade 7 Students, pp. 413 – 425 f
f
f
p
y
(
)
y
R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of 1. Level of Students’ Critical Thinking Skills The succeeding tables present the level of students’ critical thinking skills in terms of reasoning and
problem-solving before and after using differentiated instruction. The details are presented in Table 1-3. 1.1. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students 1.1. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students g
f
f
f
p
y
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of C R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 g
f
f
f
p
y
(
),
y
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 Table 1 Table 1
Level of Critical Thinking Skills in terms of Reasoning of the Student-Respondents before using Differentiated Instruction
Scores
Flexible Grouping
Curriculum Compacting
Description
F
%
F
%
22 – 28
-
-
-
-
Distinguished
15 – 21
-
-
-
-
Proficient
8 – 14
19
63.33%
12
40%
Apprentice
0 -7
11
36.67%
18
60%
Novice
Total
30
100%
30
100% cal Thinking Skills in terms of Reasoning of the Student-Respondents before using Differentiated Instruction Table 1 presents the level of critical thinking skills in terms of the student-respondents’ reasoning
before using differentiated instructions. 415 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com As shown, the student-respondents in both groups have reasoning skill levels ranging from novice
level to apprentice level. Students with the apprentice-level reasoning skills can only answer exactly what
the teacher taught for they can only answer through memorization. These students are not using
mathematical reasoning skills appropriately when solving the task. For example, question no. 12, “Which
description does not guarantee that a quadrilateral is a square?” is a type of question that should be
provided to students who are studying Mathematics, more specifically, the properties of the quadrilateral. This question needs to be elaborated properly to find the correct answer. The student has apprentice level of reasoning skills, meaning they have difficulty analyzing
mathematical problems and using available information to solve them. The experiment found that these
students had deficiencies in their ability to engage in reasoning, apply mathematical principles, and use
logical thinking when working with patterns and generalizing and explaining mathematical concepts. 1.2. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students
Table 2
Level of Critical Thinking Skills in terms of Problem Solving of the Student-Respondents before using Differentiated Instruction
Scores
Flexible Grouping
Curriculum Compacting
Description
F
%f
F
%f
10 – 12
-
-
-
-
Distinguished
7 – 9
6
20%
-
-
Proficient
4 – 6
12
40%
10
33.33%
Apprentice
0 -3
12
40%
20
66.67%
Novice
Total
30
100%
30
100% 1.2. 1.3. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
417 Table 1 416 Asia Pacific Journal of Advanced Education and Technology Asia Pacific Journal of Advanced Education and Technology Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com
T bl 3 f
f
gy
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.a f
f
gy
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com f
f
gy
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com
bl 3 Table 3
Level of Critical Thinking Skills in terms of Reasoning of the Student-Respondents after using Differentiated Instructions
Scores
Flexible Grouping
Curriculum Compacting
Description
F
%f
F
%f
22 – 28
2
6.67%
6
20%
Distinguished
15 – 21
23
76.67%
22
73.33%
Proficient
8 – 14
5
16.67%
2
6.67%%
Apprentice
0 -7
-
-
-
-
Novice
Total
30
100%
30
100% Table 3
Level of Critical Thinking Skills in terms of Reasoning of the Student-Respondents after using Differentia ical Thinking Skills in terms of Reasoning of the Student-Respondents after using Differentiated Instructions Table 3 presents the level of critical thinking skills of the student-respondents in terms of reasoning
after using differentiated instructions. Table 3 presents the level of critical thinking skills of the student-respondents in terms of reasoning
after using differentiated instructions. As presented, 83.34% of the respondents in flexible grouping have shown at least a proficient level
of reasoning skill. Only 16.67% remained to have reasoning skills at the apprentice level. On the other
hand, 93.33% of the student-respondents in the curriculum compacting group manifested at least a
proficient level of reasoning skill and only 6.67% had an apprentice level. Flexible grouping is a teaching approach that involves diverse learning strategies such as peer
interactions and teacher guidance among students. Students with proficient reasoning skills can easily
interact and remember what is taught. They can easily answer questions that follow the pattern given by
the teacher. However, these students may struggle to explain how they arrived at the correct answer,
despite understanding the concepts and ideas of the lessons. In addition, the students with distinguished levels of reasoning skills are active participants in class
discussions. Table 1 Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students
Table 2 Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skill 1.2. Differentiated Instruction in Mathematics: Its Effect on the Level of Cr nking Skills in terms of Problem Solving of the Student-Respondents before using Differentiated Instruction Level of Critical Thinking Skills in terms of Problem Solving of the Student-Respondents before using Differentiated Instruction
Scores
Flexible Grouping
Curriculum Compacting
Description
F
%f
F
%f
10 – 12
-
-
-
-
Distinguished
7 – 9
6
20%
-
-
Proficient
4 – 6
12
40%
10
33.33%
Apprentice
0 -3
12
40%
20
66.67%
Novice
Total
30
100%
30
100% Shown in Table 2 is the level of critical thinking skills in terms of problem-solving of the student-
respondents before using differentiated instructions. The findings of the study revealed that a significant majority (80%) of the students who
participated in flexible grouping exhibited problem-solving skills at the novice to apprentice level, while
a mere minority (20%) demonstrated proficiency in this area. The results indicate that a significant
proportion of the student-respondents in the curriculum compacting group exhibited a novice level of
problem-solving ability, while 33.33% demonstrated an apprentice level. In a flexible group setting, students who are at the apprentice level of problem-solving skills are
limited to recalling information from their memory when answering questions. Individuals at the novice
level of problem-solving proficiency exhibit difficulty in recalling the instructional content conveyed by
the educator. These students are unable to accurately analyze the provided questions. In question 9,
students must possess an understanding of the concept and properties of quadrilaterals to provide a correct
explanation and response to the given problem. This low performance in the pre-test of the student-respondents is expected since they don’t have
yet the necessary knowledge of the learning competencies. Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
418 Table 1 The students under this level can easily understand and remember the topic; thus, he/she can
answer the questions correctly. Moreover, they can give coherent ideas about the topic. For example, question no. 13 needs concepts and ideas about angles to prove and explain the
diagram. In this case, the student can easily provide proof and explanation about the given question. g
y p
p
p
g
q
In this instructional approach, students are categorized based on their aptitude, inclination, and
proficiency level or subject matter expertise. In this scenario, the provision of explicit instruction is
expected to increase as an experienced individual will oversee the learning process. The approach enables
learners to advance at their individualized and inherent speed. The students are provided with information
regarding the objective they are striving to achieve. Upon successfully achieving the anticipated objective,
they proceeded to the subsequent concept or learning target. The engagement and progress of students are
maintained due to the appropriate level of difficulty of the work and the clear identification of learning
objectives. Ascertaining the learning objective and successfully achieving it can lead to a boost in students'
self-assurance, thereby motivating them to continue making progress. Conversely, with regard to student
grouping, the responsibility of the grouping process is assumed by the students themselves. (Smith, J. K. 2021) conducted a study to examine the efficacy of various student grouping strategies in fostering self-
directed learning. The study centered on the implementation of collaborative groups, performance-based
groups, and student pairs, as delineated by (Conklin, J. 2007). The objective of the study was to evaluate
and contrast the efficacy of various grouping techniques in fostering self-directed learning, a crucial
component of prosperous learning and growth. The study utilized a quantitative methodology, employing
a quasi-experimental framework that incorporated pre-and post-tests. The findings suggest that
collaborative groups and student pairs are more efficacious in fostering self-directed learning as compared 417 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com f
f
gy
ssue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com f
f
gy
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / ww to performance-based groups. Table 1 The implications of the study's findings are noteworthy for educators and
practitioners who aim to improve self-directed learning and student achievement. to performance-based groups. The implications of the study's findings are noteworthy for educators and
practitioners who aim to improve self-directed learning and student achievement. Curriculum compacting is an instructional strategy that can be adjusted based on the learners'
needs. Students with proficient reasoning can easily answer questions but may struggle to explain how
they arrived at the answer, while students with distinguished reasoning can provide substantial ideas and
explanations. By adjusting the curriculum to meet individual needs, students' reasoning skills can be
increased, and they can master the lesson before moving on. After the experimentation, there is clear evidence of an increase in the level of students' reasoning
skills. They demonstrated proficiency in comprehending mathematical concepts and principles that are
intrinsic to various procedures. The individual has developed a set of cognitive processes that have
facilitated accurate reasoning and effective problem-solving. According to (Aini, Q.2019) there exists a
positive correlation between the level of students' reasoning skills and the rate at which they acquire
learning competencies. This experiment suggests that the fundamental ability of mathematics is its
reasoning capacity. 1.4. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skill
d
t Table 4 Table 4
Level of Critical Thinking Skills in terms of Problem Solving of the Student-Respondents after using Diffe Thinking Skills in terms of Problem Solving of the Student-Respondents after using Differentiated Instructions ms of Problem Solving of the Student-Respondents after using Differentiated Instructions Table 4
Level of Critical Thinking Skills in terms of Problem Solving of the Student-Respondents after using Differentiated Instructions
Scores
Flexible Grouping
Curriculum Compacting
Description
F
%f
F
%f
10 – 12
6
20%
8
26.67%%
Distinguished
7 – 9
14
46.67%
14
46.67%%
Proficient
4 – 6
10
33.33%
8
26.67%
Apprentice
0 -3
-
-
-
-
Novice
Total
30
100%
30
100% Table 4 shows the level of critical thinking skills of the student-respondents in terms of problem-
solving after using differentiated instructions. Out of 30 student respondents in the flexible grouping, 66.67% showed at least a proficient level
of problem-solving skill, while only 33.33% have an apprentice level. On the other hand, 73.34% of the
student-respondents in curriculum compacting manifested at least a proficient level of problem-solving
skill and only 26.67% registered at the apprentice level. The students in flexible grouping with strong problem-solving skills can quickly answer questions,
but struggle to explain their answers, while those with limited problem-solving abilities struggle with the
order of steps required to solve problems. However, both groups demonstrate proficiency in interpreting
data, arriving at solutions, evaluating inquiries, and communicating responses. The implementation of
flexible grouping allowed for the development of problem-solving skills based on individual interests and
resulted in advanced critical thinking skills demonstrated through substantial arguments and
comprehensive explanations. Students with proficient problem-solving skills can accurately respond to questions but may
require guidance to provide detailed explanations. Those with high-level problem-solving skills can
analyze and provide evidence to support assigned tasks. For item 36, knowledge of polygon properties 418 f
f
gy
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / ww and the ability to analyze based on the given figure is crucial. Curriculum compacting enhances critical
thinking abilities in problem-solving, as evidenced by the rise in post-test scores. After the experiment, many students showed an improved ability to solve problems. They
demonstrated proficiency in data interpretation, responding to queries and assertions, analyzing concepts,
identifying arguments, engaging in independent problem-solving, and assessing inquiries. Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
419 Table 4 They also
showed an understanding of a problem's verbal description and the ability to provide a numerical response
by utilizing mathematical connections. Students exhibiting a high level of problem-solving skills demonstrate a proclivity and pleasure in
the act of problem-solving, in contrast to their counterparts with lower levels of such skills. They were
able to enhance their mathematical proficiency. The individuals utilized the tools to apply their
mathematical expertise toward the resolution of both hypothetical and practical problems. nstruction in Mathematics: Its Effect on the Level of Critical Thinking Skills o
t II. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students Table 5 Students exhibiting a high level of problem-solving skills demonstrate a proclivity and pleasure in
the act of problem-solving, in contrast to their counterparts with lower levels of such skills. They were
able to enhance their mathematical proficiency. The individuals utilized the tools to apply their
mathematical expertise toward the resolution of both hypothetical and practical problems. 2. Difference between Levels of Critical Thinking Skills on the Test Scores of the Two Groups and
the difference between the levels of critical thinking skills on the test scores of the two groups. Table 6 2. Difference between Levels of Critical Thinking Skills on the Test Scores of the Two Groups and
the difference between the levels of critical thinking skills on the test scores of the two groups. 2. Difference between Levels of Critical Thinking Skills on the Test Scores of the Two Groups and
the difference between the levels of critical thinking skills on the test scores of the two groups. Table 6
Test of Difference Between the Levels of Critical Thinking Skills on the Pre-Test Mean Scores of the Two Groups
Critical
Thinking
Skills
Flexible
Grouping
Curriculum
Compacting
Mean
Diff
95% Confidence
Interval of
Difference
T
df
Sig (2-
tailed)
M
SD
M
SD
L
U
Reasoning
7.73
2.35
7.53
2.11
0.20
-0.95
1.35
0.347
58
0.730
Problem
Solving
4.20
1.90
3.37
1.27
0.83
-0.005
1.67
1.995
58
0.051
Legend: *Significant at 0.05 of Difference Between the Levels of Critical Thinking Skills on the Pre-Test Mean Scores of the Two Groups Table 6 presents the results of the test of the difference between the levels of critical thinking skills
based on the pre-test mean scores of the two groups. The results of the independent t-test demonstrate that
there is no statistically significant distinction in the mean scores of critical thinking skills between the two
groups during the pre-test phase (p > 0.05). The findings suggest that students who were placed in the
flexible grouping exhibit comparable levels of critical thinking abilities to those who were assigned to the
curriculum compacting group. 2.1. Table 5 nking Skills in terms of Problem Solving of the Student-Respondents after using Differentiated Instructions Level of Critical Thinking Skills in terms of Problem Solving of the Student-Respondents after using Differentiated Instructions
Scores
Flexible Grouping
Curriculum Compacting
Description
F
%f
F
%f
10 – 12
6
20%
8
26.67%%
Distinguished
7 – 9
14
46.67%
14
46.67%%
Proficient
4 – 6
10
33.33%
8
26.67%
Apprentice
0 -3
-
-
-
-
Novice
Total
30
100%
30
100% Table 5 shows the level of critical thinking skills of the student-respondents in terms of problem-
solving after using differentiated instructions. Out of 30 student respondents in the flexible grouping, 66.67% showed at least a proficient level
of problem-solving skill, while only 33.33% have an apprentice level. On the other hand, 73.34% of the
student-respondents in curriculum compacting manifested at least a proficient level of problem-solving
skill and only 26.67% registered at the apprentice level. The students in flexible grouping with strong problem-solving skills can quickly answer questions,
but struggle to explain their answers, while those with limited problem-solving abilities struggle with the
order of steps required to solve problems. However, both groups demonstrate proficiency in interpreting
data, arriving at solutions, evaluating inquiries, and communicating responses. The implementation of
flexible grouping allowed for the development of problem-solving skills based on individual interests and
resulted in advanced critical thinking skills demonstrated through substantial arguments and
comprehensive explanations. p
p
Students with proficient problem-solving skills can accurately respond to questions but may
require guidance to provide detailed explanations. Those with high-level problem-solving skills can
analyze and provide evidence to support assigned tasks. For item 36, knowledge of polygon properties
and the ability to analyze based on the given figure is crucial. Curriculum compacting enhances critical
thinking abilities in problem-solving, as evidenced by the rise in post-test scores. 419 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com After the experiment, many students showed an improved ability to solve problems. They
demonstrated proficiency in data interpretation, responding to queries and assertions, analyzing concepts,
identifying arguments, engaging in independent problem-solving, and assessing inquiries. They also
showed an understanding of a problem's verbal description and the ability to provide a numerical response
by utilizing mathematical connections. Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
420 Table 5 Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students
Table 7
Test of Difference Between the Levels of Critical Thinking Skills in Terms of Reasoning on the Pre-Test and Post-Test Mean Scores of the
Two Groups
Differentiated
Instructions
Pretest
Posttest
Mean
Difference
95% Confidence
Interval of the
Difference
t
df
Sig* (2-
tailed)
M
SD
M
SD
Lower
Upper
Flexible Grouping
7.73
2.35
18.10
3.05
10.37
9.48
11.25
23.95
29
0.000
Curriculum
Compacting
7.53
2.11
18.03
3.41
10.50
8.90
12.10
13.41
29
0.000
Legend: *Significant at 0.05 Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skill
ents 2.1. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
421 Table 7 Legend: *Significant at 0.05 Table 7 presents the results of the test of the difference between the levels of critical thinking skills,
specifically reasoning skills, as indicated by the mean scores on the pre-test and post-test of the two
groups. as revealed by the paired t-test data, demonstrates a statistically significant rise in the scores is
significant (p < 0.05). 420 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com This implies that the students performed better in the post-test. Their level of reasoning skills has
significantly improved from apprentice to proficient level. Findings also indicated that both flexible
grouping and curriculum compacting are effective methods of differentiated instruction in enhancing the
reasoning skills of the students. Using two differentiated instructions, the students from apprentice level
of reasoning skills improved because they learned according to their abilities and interests. The student’s
ability from remembering level improved to reasoning skills where he/she can analyze, synthesize, and
present their own opinions about the topic. This implies that the students performed better in the post-test. Their level of reasoning skills has
significantly improved from apprentice to proficient level. Findings also indicated that both flexible
grouping and curriculum compacting are effective methods of differentiated instruction in enhancing the
reasoning skills of the students. Using two differentiated instructions, the students from apprentice level
of reasoning skills improved because they learned according to their abilities and interests. The student’s
ability from remembering level improved to reasoning skills where he/she can analyze, synthesize, and
present their own opinions about the topic. p
p
p
According to Ghanizada’s (2020) research, engaging in argumentative discussions can enhance
students' critical thinking abilities, specifically in the domains of analysis, evaluation, and inference. The
research underscores the significance of teacher preparation and pedagogical planning in constructing
persuasive dialogues that foster analytical reasoning. The author suggests that innovative approaches to
instruction necessitate innovative approaches to assessment. This approach will allow students to respond
utilizing their analytical reasoning abilities while being presented with rigorous tasks. 2.2. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students Table 8 Table 8
Test of Difference Between the Levels of Critical Thinking Skills in Terms of Problem-Solving on the Pre-Test and Post-Test Mean Scores of
the Two Groups
Differentiated
Instructions
Pretest
Posttest
Mean
Difference
95% CID
t
df
Sig*(2-
tailed)
M
SD
M
SD
Lower
Upper
Flexible
Grouping
4.20
1.90
7.43
1.87
3.23
2.26
4.18 6.97
29
0.000
Curriculum
Compacting
3.37
1.27
7.67
2.25
4.30
3.48
5.12
10.78 29
0.000
Legend: *Significant at 0.05 Table 8
Test of Difference Between the Levels of Critical Thinking Skills in Terms of Problem-Solving on the Pre-Tes
the Two Groups Table 8 displays the results of the statistical analysis conducted to determine the variance in critical
thinking skills between the two groups, as measured by their pre-test and post-test mean scores in problem-
solving. The results of the paired t-test demonstrate that the observed data exhibits statistical significance
in the increase in scores for both groups (p < 0.05). The data suggests that the problem-solving abilities
of the participants have experienced a noteworthy enhancement, progressing from a novice level to a
skilled level. The results indicate that the implementation of differentiated instruction is a successful
approach to fostering the problem-solving abilities of students. Kamaruddin and Hazni (2010) recognized the importance of developing problem-solving ability
among individuals. Thus, they stressed that this skill be developed especially among students since it may
improve their learning ability. Moreover, it will equip them in facing and solving problems as human
beings. 421 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com The findings of the current undertaking are consistent with what some literature said about
differentiated instructions. According to Morin (n.d.), The implementation of flexible grouping has been
identified as a potent and efficacious strategy for enhancing the process of learning. This system facilitates
the provision of appropriate assistance to students in a timely and effective manner. Incorporating flexible
grouping into the classroom regimen allows for the normative occurrence of one or multiple students
collaborating with the teacher on a designated task. Students who encounter difficulties do not experience
a sense of isolation or social disapproval. Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425
422 Table 8 Moreover, according to Gentry (2016), students who received
curriculum compacting scored remarkably higher on performance and increasing achievement
assessments. Winebrenner, S. (2016). In her book "Teaching Gifted Kids in Today's Classroom: Strategies
and Techniques Every Teacher Can Use" (2016), she explains that curriculum compacting involves
identifying and eliminating content that students have already mastered so that they can focus on new and
challenging material. This strategy allows advanced learners to move at a faster pace and explore topics
in greater depth, while still being challenged and engaged in their learning. Winebrenner also emphasizes
the importance of differentiating instruction for all learners, including gifted and advanced learners, to
meet their individual needs and help them reach their full potential. 2.3. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students 422 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Conclusion The present study aimed to investigate the efficacy of differentiated instruction in Mathematics in
enhancing the critical thinking abilities of Grade 7 students. The study employed a quasi-experimental
research design, specifically utilizing the non-equivalent control group pretest-posttest design. The groups
consisted of students who were deemed to be intact by the public high school in the Province of Quezon. The selection of these groups was carried out using the cluster random sampling technique. Based on the
findings, before exposing students to differentiated instructions, their level of reasoning skill was low for
both flexible grouping and curriculum compacting. However, their levels of problem-solving skills were
low and very low, for flexible grouping and curriculum compacting, respectively. After using
differentiated instruction, the students’ level of critical thinking skills from both groups was at a high
level. Findings also showed that the mean pretest and mean posttest scores of each group of respondents
were significantly different for both measures of critical thinking skills. This suggested that the two forms
of differentiated instruction that were employed in this study are effective in developing students’ critical
thinking skills, especially in discussing basic concepts of Geometry. The study suggests that the implementation of differentiated instruction techniques such as flexible
grouping and curriculum compacting can lead to a significant improvement in students' critical thinking
skills. Therefore, it is recommended that Geometry teachers consider utilizing these techniques in their
instruction. Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 Recommendations Based on the findings of the study, it is recommended that differentiated instruction in the form of
flexible grouping and curriculum compacting be implemented as they have been shown to have a
significant positive impact on student's critical thinking abilities. 1. Educators are advised to incorporate flexible grouping and curriculum compacting as means of
differentiated instruction, not only in Mathematics but also in other academic domains. 1. Educators are advised to incorporate flexible grouping and curriculum compacting as means of
differentiated instruction, not only in Mathematics but also in other academic domains. 2. Educators can explore additional facets of differentiated instruction to effectively execute this
approach. 2. Educators can explore additional facets of differentiated instruction to effectively execute this
approach. 3. Teachers are encouraged to be more innovative and used a tiered approach to identify if the critical
thinking skills are more likely to be flexible grouping. 3. Teachers are encouraged to be more innovative and used a tiered approach to identify if the critical
thinking skills are more likely to be flexible grouping. 4. Future researchers are encouraged to replicate this study to three or more groups and use
differentiated instruction other than flexible grouping and curriculum compacting. 4. Future researchers are encouraged to replicate this study to three or more groups and use
differentiated instruction other than flexible grouping and curriculum compacting. 2.3. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students 2.3. Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills
of Grade 7 Students fferentiated Instruction in Mathematics: Its Effect on the Level of Critical T
G
d 7 S
d 2.3. Differentiated Instruction in Mathematics: Its Effect on the Level of Cr
of Grade 7 Students Table 9
Test of Difference Between the Levels of Critical Thinking Skills on the Post-Test Mean Scores of the Two Groups
Critical
Thinking
Skills
Flexible
Grouping
Curriculum
Compacting
Mean
Difference
95% CID
t
df
Sig*(2-
tailed)
M
SD
M
SD
Lower Upper
Reasoning
18.10
3.05
18.03
3.41
0.07
-1.61
1.74
0.080
58
0.937
Problem
Solving
7.43
1.87
7.67
2.25
0.24
-1.30
0.84
0.44
58
0.664
Legend: *Significant at 0.05 ence Between the Levels of Critical Thinking Skills on the Post-Test Mean Scores of the Two Groups
Fl
ibl
C
i
l Table 9 presents the results of the test conducted to determine the disparity in critical thinking
skills levels between the two groups based on their post-test mean scores. The results of an independent
t-test indicate that there is no statistically significant difference in the post-test scores for critical thinking
skills, as the p-value is greater than 0.05. The findings suggest that there is no significant difference in
critical thinking abilities, specifically in reasoning and problem-solving skills, between students who
underwent flexible grouping and those who underwent curriculum compacting. The result suggests that the diligent implementation of differentiated instruction by teachers in
mathematics education may lead to an enhancement of students' reasoning and problem-solving abilities,
commonly referred to as critical thinking skills. Consequently, this improvement in critical thinking skills
may positively impact students' performance in mathematics. The findings are in line with the literature that discusses differentiated instruction. According to
(Odicta's 2017) research, students belonging to a differentiated group exhibited elevated levels of critical
thinking abilities and achieved notable success in mathematics. Incorporating student interests and
preferences in the learning process can enhance relevance and autonomy. (Tomlinson 2017) conducted a
study that supports the notion that utilizing diverse instructional strategies to cater to students' readiness,
interests, and learning profiles is crucial. She posits that differentiated instruction can enhance student
motivation and engagement. Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 Proceedings of the Asia Pacific Conference on Multidisciplinary Research (APCMR), 30 – 31 July 2022
Dailo, A. E., Dailo, R. R., Differentiated Instruction in Mathematics: Its Effect on the Level of Critical Thinking Skills of
Grade 7 Students, pp. 413 – 425 References https://www.ascd.org/books/the-differentiated-classroom-responding-to-the-needs-of-all-
learners-2nd-edition?variant=108029 424 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Asia Pacific Journal of Advanced Education and Technology Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Tomlinson, C. A. (2017). How to differentiate instruction in academically diverse classrooms (3rd ed.). ASCD. https://files.ascd.org/staticfiles/ascd/pdf/siteASCD/publications/books/HowtoDifferentiateInstructioni
nAcademicallyDiverseClassrooms-3rdEd.pdf Tomlinson, C. A., Brighton, C., Hertberg, H., Callahan, C. M., Moon, T. R., Brimijoin, K., Conover, L. A., & Reynolds, T. (2003). Differentiating instruction in response to student readiness, interest, and
learning profile in academically diverse classrooms: A review of literature. Journal for the Education
of the Gifted, 27(2/3), 119-145. Tomlinson, C. A., & Allan, S. D. (2000). Leadership for differentiating schools & classrooms. Association
for
Supervision
and
Curriculum
Development. https://books.google.com/books?hl=en&lr=&id=5ePbeDne8rIC&oi=fnd&pg=PR9&dq=Leadership+f
or+Differentiating+Schools+and+Classrooms&ots=HTH6cE9UCn&sig=X1ImkjW8fAWL3xjKuxM
pELAJ0e8 Tomlinson, C. A., & Imbeau, M. B. (2010). Leading and managing a differentiated classroom. Association
for
Supervision
and
Curriculum
Development. https://www.scirp.org/(S(351jmbntv-
nsjt1aadkposzje))/reference/referencespapers.aspx?referenceid=2464838 Tomlinson, C. A. (2001). Differentiated instruction in mixed ability classrooms (2nd ed.). Association for
Supervision
and
Curriculum
Development. https://rutamaestra.santillana.com.co/wp-
content/uploads/2020/01/Classrooms-2nd-Edition-By-Carol-Ann-Tomlinson.pdf Weselby, C. (2014). What is differentiated instruction? Examples of how to differentiate instruction in the
classroom. Concordia
University. https://education.cu-portland.edu/blog/classroom-
resources/examples-of-differentiated-instruction/ Weselby, C. (2014). What is differentiated instruction? Examples of how to differentiate instruction in the
classroom. Concordia
University. https://education.cu-portland.edu/blog/classroom-
resources/examples-of-differentiated-instruction/ Winebrenner, S. (2016). Teaching Gifted Kids in Today's Classroom: Strategies and Techniques Every
Teacher Can Use. Free Spirit Publishing. https://eric.ed.gov/?id=ED593444 Winebrenner, S. (2016). Teaching Gifted Kids in Today's Classroom: Strategies and Techniques Every
Teacher Can Use. Free Spirit Publishing. https://eric.ed.gov/?id=ED593444 References Aini, Q., Hariguna, T., Putra, P. O. H., & Rahardja, U. (2019). Understanding how gamification influences
behavior in education. International Journal of Advanced Trends in Computer Science and
Engineering, 8(1.5 Special Issue), 269-274. https://doi.org/10.30534/ijatcse/2019/4781.52019 Conklin T. A. (2007). Method or madness: Phenomenology as knowledge creator. Journal of
Management Inquiry. 16(3), 275-287. Conklin T. A. (2007). Method or madness: Phenomenology as knowledge creator. Journal of
Management Inquiry. 16(3), 275-287. 423 Asia Pacific Journal of Advanced Education and Technology
Special Issue, September 2022 / P- ISSN 2815 – 245X / E – ISSN 2815 – 2468 / www.apjaet.com Cresswell, J.W., Creswell, J.D., ( 2018). Research design: qualitative, quantitative, and mixed methods
approaches. https://cmc.marmot.org/Record/.b57516595 Doyle, A. (2019). Critical Thinking definition, skills, and examples. The Balance Careers. https://www.thebalancecareers.com/critical-thinking-definition-with-examples-2063745. Fisher, D., Frey, N., & Williams, D. (2003). It takes us all. Principal Leadership, 4(3), 41-44. Gentry, E.G., Henderson, B.W., Arrant, A.E., Gearing, M., Feng, Y., Riddle, N.C., Herskowitz, J.H. (2016). Rho kinase inhibition as a therapeutic for progressive supranuclear palsy and corticobasal
degeneration. J. Neurosci. 36(4): 1316--1323. Ghanizadeh, A. (2020). The impact of argumentative discussions on critical thinking skills: A meta-
analysis. Thinking Skills and Creativity, 36, 100682. https://doi.org/10.1016/j.tsc.2020.100682 Gregory, G., & Chapman, C. (2002). Differentiated instructional strategies: One size doesn't fit all. Thousand
Oaks,
CA:
Corwin
Press. https://us.corwin.com/sites/default/files/upmbinaries/53340Gregory_Chapter_1.pdf. Kiley, D. (2011). Differentiated instruction in the secondary classroom: Analysis of the level of
implementation and factors that influence practice (Doctoral dissertation, Western Michigan
University, Kalamazoo, Michigan). Lubrica, P., Montemayor, J.L., Angiwan, E., & Capili, A. (2018). Contextualizing teaching practices in a
diversified classroom: An assessment. International Journal of Teaching and Education, 6(2), 108-
124. https://doi.org/10.20472/TE.2018.6.2.007 Kamaruddin, N., Abidin, S.Z., Jantan, R., (2020), Primary analysis of co-creation method: A conceptual
framework
for
Malaysian
interactive
product
development. https://ebpj.e-
iph.co.uk/index.php/EBProceedings/article/view/2309 Munro,
J. (n.d.). Effective
Strategies
for
implementing
differentiated
instruction. https://research.acer.edu.au/cgi/viewcontent.cgi?article=1126&context=research_conference. Rojo, P. (2013). Studying the effects of differentiated instruction in the science classroom. Professional
paper for MS degree in Science Education. Montana State University, Bozeman, Montana. https://scholarworks.montana.edu/xmlui/handle/1/2825 Smith, J. K. (2021). The effectiveness of student grouping methods in promoting self-directed learning. Journal of Educational Psychology, 113(2), 300-315. https://doi.org/10.1037/edu0000435 Tomlinson, C. A. (2014). The differentiated classroom: Responding to the needs of all learners (2nd ed.). ASCD. Copyrights Copyright of this article is retained by the author/s, with first publication rights granted to
APJAET. This is an open-access article distributed under the terms and conditions of the Creative
Commons
Attribution-Noncommercial
4.0
International
License
(http://creative
commons.org/licenses/by/4). 425
|
https://openalex.org/W4206196306
|
https://zenodo.org/record/2565323/files/14.pdf
|
Latin
| null |
An overview-analytical document of the international experience of building smart-city
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,018
|
cc-by
| 6,094
|
Bashynska I.O., Kaplun A.S. Bashynska I.O., Kaplun A.S. An overview-analytical document of the international experience of building smart-city DOI: 10.5281/zenodo.2565323
UDC Classification: 338.47.656
JEL Classіfіcatіon: R20, F29, I31, O18, O39 Analysis of recent researches and publications Different The analysis of literary sources on the
development of smart-cities has shown the lively
interest of foreign and Ukrainian scientists. Among
them there are works of such actors as: Girman A.P.,
Kiselev V.R.,
Zhukovich I.A.,
Diskina A.A.,
Goncharenko O.S., Cohen B., Kusuma Adi Ahmad,
Lukito
Edinugroho,
Ahmad
Junade,
Vidavan,
Gil Bettis, Christ J. Kassandras, Carlo Alberto Nucci
Amerel Autur, Thierry Burger-Helmchen. Ключові слова: smart-місто,інновації, стратегія, smart-
економіка,
smart-управління,
smart-суспільство,
smart-
мобільність, smart-довкілля, smart-життя The research of the phenomenon of smart-city was
engaged and continues to engage a lot of scientists,
however, they mainly focus on narrow aspects, or
consider countries and cities locally, so it is necessary
to generalize the work of scientists. Bashynska I.O., Kaplun A.S. An overview-analytical document
of the international experience of building smart-city. Review
article. The article reveals the concept and developed the model of an
ideal smart city, analyzed the currently known international
rankings, which assess different aspects of the development of
smart cities. The advantages and features of ratings as a tool for
presentation of the results for evaluation and comparison of smart
cities. To construct the ideal model of a smart city, we will use the
classical six smart characteristics: economy, governance, society,
mobility, environment and life. The success of "smart city" directly
depends on effective planning and control over its implementation,
which determines the success of the overall restructuring program. The flexible approach to developing a restructuring program is a
smart city roadmap, which, according to our proposal, consists of
six stages. The aim of the article is to study the international
and domestic experience of building smart-city and
develop a smart-city roadmap. AN OVERVIEW-ANALYTICAL DOCUMENT OF THE INTERNATIONAL
EXPERIENCE OF BUILDING SMART-CITY
ОГЛЯДОВО-АНАЛІТИЧНИЙ ДОКУМЕНТ МІЖНАРОДНОГО ДОСВІДУ
ПОБУДОВИ SMART-CITY Iryna O. Bashynska, PhD in Economics, Associate Professor
Odessa National PolytechnicUniversity, Odessa, Ukraine
Scopus Author ID: 57148584000
ORCID: 0000-0002-4143-9277
Email: i.bash@ukr.net Anna S. Kaplun
Odessa National PolytechnicUniversity, Odessa, Ukraine
ORCID: 0000-0001-7397-6889
Email: kaplunanea@mail.ru
Recieved 06.08.2018 Anna S. Kaplun
Odessa National PolytechnicUniversity, Odessa, Ukraine
ORCID: 0000-0001-7397-6889
Email: kaplunanea@mail.ru
Recieved 06.08.2018 Anna S. Kaplun
Odessa National PolytechnicUniversity, Odessa, Ukraine
ORCID: 0000-0001-7397-6889
Email: kaplunanea@mail.ru
Recieved 06.08.2018 M ore than half of the world’s population lives
in cities. Cities, metropolitan areas give rise
to problems of new species. Difficulties in
waste management, resource requirements,
air pollution, health hazards, road traffic jams and
aging urban infrastructures are among the most
important technical, physical and material problems. The urgency of the article is the development of
"smart cities", by introducing innovations and
improving the efficiency of functioning of the main
spheres of life of cities. M Башинська І.О.,
Каплун А.С. Оглядово-аналітичний
документ міжнародного досвіду побудови smart-city. Оглядова
стаття. Башинська І.О.,
Каплун А.С. Оглядово-аналітичний
документ міжнародного досвіду побудови smart-city. Оглядова
стаття. У статті розкрито поняття та розроблена модель ідеального
smart-міста, проаналізовано відомі в даний час міжнародні
рейтинги, які дозволяють оцінити різні аспекти розвитку smart-
міст. Розглянуто переваги та особливості рейтингів як
інструменту подання результатів для оцінювання і порівняння
smart-міст. Для побудови ідеальної моделі розумного міста, ми
будемо використовувати класичні шість смарт характеристик:
економіка, управління, суспільство, мобільність, середовище
та життя. Успіх "smart city" безпосередньо залежить від
ефективного планування та контролю за його виконанням, що
визначає успіх загальної програми реструктуризації. Гнучким
підходом до розробки програми реструктуризації є розумна
міська дорожня карта, яка, відповідно до нашої пропозиції,
складається з шести етапів. Table 1. Definition of abbreviation "Smart" Thus, the development of "smart-city" is a
strategic process that requires the novelty of approach,
planning, exploitation, networking and management of
urban enterprises. In this way, the concept embodied
transforms the city’s space into a source of resources
for all people who are visiting this city. Thus, the
meaning of the term "smart city" indicates the search
and implementation of intelligent solutions that help
the city to qualitatively and quantitatively increase its
own productivity. generation of new ideas with their subsequent
implementation in the production of products and
services with increased value added and intelligent
component [1]; — creation and maintenance of productive business
environment
for
increasing
the
degree
of
innovation, optimal use of nature, energy and
material saving technologies, etc. The technology of the intelligent network allows
solving problems for power companies. SmartGrid is a
smart meter, dynamic electrical network management,
demand regulation, security enhancement and cost
savings. This network will allow you to monitor the
energy consumption of each home device and
maintain certain rules of behaviour at peak hours and
at other times of the day, increase safety and reduce
costs. "Smart City" is a new strategy aimed at providing
assistance to cities in which there are a number of
problems, such as: high population density; increase in
the number of vehicles; inefficient use of resources,
climate change, deterioration of energy infrastructure. To solve the above-mentioned problems, we propose
to develop a model of the ideal "smart-city" (fig. 1),
which identifies different sectors of the concept
through the implementation of projects for the
development of modern urban infrastructure. "Smart-management" means participation in public
life, development of public and social services,
transparent management, lack of corruption, crowd-
sourcing. This is a management that is completely
inseparable from the use of intellectual and collective
technologies, including crowd-sourcing, knowledge
management, BigData [3]. Due to the use of such
technologies, in particular, a very effective mechanism
for the dissemination of the competencies that are
currently required, which will always be highly sought
after by the "smart-society", is being formed. To build the perfect smart city model, we will use
the classic six characteristics: smart economy, smart-
management, smart-society, smart-mobility, smart-
environment and smart-life. The need for the transition of "smart-economy" is
due to global disturbances in the development and
conduct of economic activity of individual cities and
the country as a whole. The main part Each year, the number of studies on the impact of
innovation on the development of countries, regions
and cities is increasing. In many foreign and domestic
studies, a methodology for evaluating and comparing
the innovative development of the territory is
considered. Keywords: smart city, innovation, strategy, smart economy,
smart
governance,
smart
society,
smart
mobility,
smart
environment, smart living Economic, scientific and cultural potential is
concentrated in cities, and therefore they play an 14 №5(39), 2018 ISSN:2226-2172 ECONOMICS: time realities important role in the economic, political and public
life of each individual country and of humanity as a
whole. The economic and technological changes
caused by globalization and integration processes lead
to the need for sustainable development and
increasing the competitiveness of cities. This problem
is related to the need to improve the city in areas such
as economy, culture, housing and social conditions, and the environment [1]. One of the ways of the
decision was the creation of new cities – "Smart
City". y
The abbreviation "Smart" in English translates to
"intelligent" and stands for: "Specific" – concreteness;
"Measurable" – dimensionality; "Attainable" – reach;
"Realistic" – realism, "Timebound" – limited
time (tab. 1). Table 1. Definition of abbreviation "Smart"
S
Specific
Concreteness
the more precise a specific task is described, the higher the probability
of obtaining the expected result would be. M
Measurable
Dimensionality
the result must be measurable. To do this, we determine the criteria by
which the process will be conducted. A
Аttainable
Reach
this parameter shows the need to discard the knowingly unattainable
results, since obtaining the desired result should be at least potentially. R
Realistic
Realism
only this aspect involves not only assessing their presence, but
correlating their number with the number necessary to achieve the
goal. T
Timebound
Limited time
The purpose setting for this phase involves setting a clear timetable in
which it should be implemented. Source: compiled by the authors on the materials [2] Table 1. Definition of abbreviation "Smart" Table 1. Definition of abbreviation "Smart" The main goals of the "smart
economy" can be attributed to: The main component of the "smart-society" is the
population, so the degree of development of the city
directly depends on the level of education of its
inhabitants. Therefore, one of the main factors is the
level of human qualification. Due to constantly
changing technologies, the ability of a person to learn
throughout his life was not an important factor in
being an active participant in the process of
modernization. In principle, factors such as flexibility
and agility, creativity, cosmopolitanism, and citizens’
openness to change, as well as their readiness for —recovery of economic growth after the global crisis;
—adaptation to changes in the ratio of demand and
supply of labour at the expense of high levels of
general and vocational education, the activity and
mobility of the workforce and changes in regulated
working hours; — the formation of an innovation system, the
introduction of advanced technologies, smart-
networks in all sectors of the economy to provide
quick access to information and knowledge, the 15 An overview-analytical document of the international experience of building smart-city Bashynska I.O., Kaplun A.S. Bashynska I.O., Kaplun A.S. active participation in public life, follow from the
latter characteristic. technologies (ICTs), sustainable, innovative and safe
transport system. Mobility is a key component of the
Smart City, and first of all, it is worth paying attention
to the inclusion of ICT infrastructure in this
characteristic. "Smart-mobility" is a solution to many problems
associated with the traffic jams, fares, access to
Internet resources in all parts of the city. The main
goals of "smart-mobility" are: the ability to easily
move around the city, openness and accessibility of
the city at the national and international levels,
accessibility to information and communication "Smart-environment"
–
preserves
natural
resources, as well as orientation towards sustainable
development,
combating
pollution,
sustainable
resource management. Fig. 1. Table 1. Definition of abbreviation "Smart" Characteristics of "Smart-city"
Source: compiled by the authors on the materials [3-14]
Smart-city
Smart-management
Smart-society
• Entrepreneurship
• Productivity
• Flexibility of the labour market
• Place in the international system
• Competitiveness
• Integratedproduction technologies
• Innovative approach
• SmartGrid (Intelligent Network)
• Participation in public life
• Social services
• Transparent governance
• Lack of corruption
• Crowd-sourcing
• Intelligent government
• Level of qualification
• Continuing education
• Ethnic diversity
• Openness
• Development of the capital and
potential
Smart-economy
Smart-mobility
Smart-environment
Smart-Life
• Urban transport development
• The development of national and
international transport
• Availability of IT infrastructure
• Stability of the transport system
• Smart accounting
• "Cloud" technology
• Environmental conditions
• Air quality
• Ecological consciousness
• Sustainable resource
management
• Cultural institutions
• Medical condition
• Security of residence
• Quality of housing
• Education institutions
• Tourist attraction
• Economic welfare • Urban transport development
• The development of national and
international transport
• Availability of IT infrastructure
• Stability of the transport system
• Smart accounting
• "Cloud" technology • Environmental conditions
• Air quality
• Ecological consciousness
• Sustainable resource
management Fig. 1. Characteristics of "Smart-city"
Source: compiled by the authors on the materials [3-14] g
y
compiled by the authors on the materials [3-14] "Smart Life" is a project devoted to the
development of society. The objectives of this project
are: the development of cultural space and the
presence of cultural objects; developed medicine, high
level of individual safety of people, quality of places
of living and level of development of system of
housing and operating organizations; availability and
level of educational institutions; attractiveness of the
city for tourists; social cohesion of citizens. about 98% of homes. The system uses excess heat
from power generation and redirects it to the heating
of buildings. This system allows you to save up to
1400 USD, up to 203 thousand tons of oil annually. Similarly, a large wind power plant built in the city,
located at sea 3.5 meters from the coast, produces 4%
of the energy for the city. In the second place ranking is the capital of the
Netherlands – Amsterdam. B. Table 1. Definition of abbreviation "Smart" For example, every
stop in the city is equipped with an electronic
screen, which shows the movement of all buses in
the district. Traffic is tracked through thousands of
webcams, and any one of them can be connected
via a mobile phone. Boston. The first city in the world where the
computer system StreetBump was launched: on
the wheels of cars installed special sensors that
collect information about each pit on the road and
send data to the server utilities. Only one year of
work of the program has led to the fact that the
number of pits on the roads of Boston was reduced
almost twice: from 7.8 to 4 thousand. Karamay. The first "smart city" in Xinjiang
Uighur Autonomous Region of China. Feature of
the Chinese concept of SmartHub: emphasis on
combining all devices into a single information
network and continuous informing of citizens
about all aspects of city life. For example, every
stop in the city is equipped with an electronic
screen, which shows the movement of all buses in
the district. Traffic is tracked through thousands of
webcams, and any one of them can be connected
via a mobile phone. San Francisco. In the city there are over 60
computer programs that fully control the operation
of public transport and housing and communal
services. Also
in
San
Francisco
the
implementation program of electric vehicles with
built-in autopilot is being implemented, for which
the densest worldwide network of public charging
stations for such cars is already built in the city. It
is assumed that in three years in San Francisco, no
gasoline car will remain. San Francisco. In the city there are over 60
computer programs that fully control the operation
of public transport and housing and communal
services. Also
in
San
Francisco
the
implementation program of electric vehicles with
built-in autopilot is being implemented, for which
the densest worldwide network of public charging
stations for such cars is already built in the city. It
is assumed that in three years in San Francisco, no
gasoline car will remain. Songdo. The first "smart city" in South Korea,
which is decided to completely and completely
build from scratch. Now Songdo is practically
ready for settlement: the city is calculated for 65
thousand people who will be selected by special
tests for the level of IQ. Table 1. Definition of abbreviation "Smart" Today in the world about
50 projects of building "smart cities" from the zero
cycle are being implemented, but Songdo will
become a model for everyone. Songdo. The first "smart city" in South Korea,
which is decided to completely and completely
build from scratch. Now Songdo is practically
ready for settlement: the city is calculated for 65
thousand people who will be selected by special
tests for the level of IQ. Today in the world about
50 projects of building "smart cities" from the zero
cycle are being implemented, but Songdo will
become a model for everyone. Tokyo. The Japanese capital initially had a single
system of total computer control of the road
network, and now became a training ground for
the implementation of the "smart city" project,
which involves the leading corporations of the y
In Ukraine, there are several cities claiming the
status
of
"smart
city",
including
Kiev,
Dnipropetrovsk, Kharkiv, Vinnytsia and Lviv. Table 2. The ranking of ten "smart cities" of Europe in 2016 Table 2. The ranking of ten "smart cities" of Europe in 2016 Table 2. The ranking of ten "smart cities" of Europe in 2016
City’s name
Ratings of city assessment criteria
∑
Smart-
economy
Smart-
management
Smart-
society
Smart-
mobility
Smart-
environment
Smart-
life
Copenhagen
7
7
1
4
1
2
22
Amsterdam
6
9
2
1
4
4
26
Vienna
4
3
7
6
6
1
27
Barcelona
5
5
5
3
5
6
29
Paris
3
8
4
2
7
9
33
Stockholm
8
4
6
7
2
7
34
London
1
2
3
10
10
10
36
Hamburg
8
10
8
5
3
3
37
Berlin
2
6
10
8
8
5
39
Helsinki
10
1
9
9
9
8
46
Source: compiled by the authors on the materials [4-13] Table 2. Table 1. Definition of abbreviation "Smart" Cohen noted that
Amsterdam "is the only city in the world that has
more problems than pedestrian and cycling traffic
congestion than the congestion of vehicles." Almost
67% of Amsterdam’s residents travel by bike or on
foot. Approximately eight out of ten Europeans live in
cities, spend 70% of their energy, and the traffic
congestion they create in Europe costs roughly 100
billion euro pro year. Therefore, metropolitan areas
are constantly looking for ways to become more
efficient, resourceful and friendly to the population. Tab. 2 shows the ranking of ten cities that are close to
the model of the perfect smart city. In the third place in the rating is Vienna. The
relatively small Austrian capital is one of the greenest
cities in Europe and provides a high standard of
living. More than 15% of the city’s energy resources
come from renewable sources, including the use of
Europe’s largest biomass power plant. The first place in the 10th "Smart Cities" rating is
the
prominent
business
capital
of
Denmark,
Copenhagen. The city has a state-owned enterprise
that controls all initiatives within the Smart City
program. Also, the company is developing a strategy
to reduce CO2 emissions, so that by 2025 become the
first carbon-neutral capital. The city has a well-
developed centralized heating system, which serves In addition to pan-European ratings, some EU
countries carry out national ratings of Smart cities,
namely: New York. One of the first smart cities in which
city computer systems began to develop. To date, 16 №5(39), 2018 ISSN:2226-2172 ECONOMICS: time realities it has two "smart" systems at once – Cisco and
City24/7, thanks to which each resident has free
internet access. It was in New York that a
computer program to combat street crime was
developed, and now this metropolis has become
the safest city in the United States. country. In addition to general computerization,
this concept involves gardening the city to create
conditions for the harmonious coexistence of man
with the environment. For example, in one of the
districts of Tokyo adopted a program to replace all
pillars by 2015 with live trees. Karamay. The first "smart city" in Xinjiang
Uighur Autonomous Region of China. Feature of
the Chinese concept of SmartHub: emphasis on
combining all devices into a single information
network and continuous informing of citizens
about all aspects of city life. Bashynska I.O., Kaplun A.S. An overview-analytical document of the international experience of building smart-city Vinnitsa operates an automated system for
managing utilities on a Microsoft cloud platform; an
internal portal is created for the city council in which
the working documentation is kept, the database of
executive bodies is kept, and a number of electronic
services are available to the residents of the city:
online registration in kindergarten, the possibility to
pay utility services via the Internet, search of the
necessary public transport route; about 70 cameras
were installed on the streets to ensure the safety of the
citizens on the streets, information from them goes to
the servers of the city council and the police
center [14]. applications from leaders of these areas within the
city. At the fourth stage, the focus shifts away from the
decisions taken on the basis of the creation of primary
smart city services and applications, the training of
smart data (intelligent data) and feedback from users,
and, through feedback, the definition of business
changes
and
technologies,
development
of
architecture for a longer term and strategic decisions. Finally, when smart city services are catching up
with the critical mass, the program is being upgraded
to a wider range of smart city projects, completing the
transition to a complete strategic IT platform becomes
necessary to ensure future maneuverability as changes
and business priorities to customers. In Lviv, on the basis of the cloud platform,
Microsoft Azure operates a portal of open data, which
makes information on the tourism industry automated
and displayed in a visual fashion; a tender for the
purchase of a single electronic ticket system was
announced; operates a traffic control center and
dispatching a vehicle to which 150 traffic lights are
connected. Some of them are intelligent traffic lights;
a smart tourist route with QR-tags will soon be
created in the city center [14]. A traditional operating model for the city was
founded
around
functionally-oriented
service
providers that work as non-interconnected vertical
silos, which are often not built around the needs of
users. Smart cities should develop new operating
models,
stimulate
innovation
and
cooperation
between these vertical silos. Bashynska I.O., Kaplun A.S. Decision making and
service delivery have been built into a vertically
integrated supply chain within cities – implementation
silos that are built around a function that does not
belong to the needs of users: Cities and their transformation in smart cities are
not in the empty space, but in the context of the global
transformation of the world economy into the digital
economy. And
practically
everything
that
is
happening in this or that country is related to the
"capital" of the digital economy – a smart city. The
success of the "smart-city" project depends directly on
effective planning and control of its implementation. Therefore,
the
planning
and
control
of
the
implementation of the change in the structure of the
project are important components that determine the
success of the restructuring program as a whole. A
smart approach to developing a restructuring program
is the smart-city roadmap. A roadmap is a set of
methodologies
and
tools
for
preparing
real
organizational documents for each particular city with
its diverse peculiarities. Work begins with the
problem statement and moves to finding the optimal
solution. — a single citizen or business must deal with each
silos individually: establishing a connection for
themselves, and not receiving seamless and
connected services that are appropriate to their
needs; — data and information has typically been locked in
these silos, limiting the potential for collaboration
and innovation throughout the city, and limiting
the speed of city-wide change. Table 1. Definition of abbreviation "Smart" The ranking of ten smart cities of Europe in 2016
City’s name
Ratings of city assessment criteria
∑
Smart-
economy
Smart-
management
Smart-
society
Smart-
mobility
Smart-
environment
Smart-
life
Copenhagen
7
7
1
4
1
2
22
Amsterdam
6
9
2
1
4
4
26
Vienna
4
3
7
6
6
1
27
Barcelona
5
5
5
3
5
6
29
Paris
3
8
4
2
7
9
33
Stockholm
8
4
6
7
2
7
34
London
1
2
3
10
10
10
36
Hamburg
8
10
8
5
3
3
37
Berlin
2
6
10
8
8
5
39
Helsinki
10
1
9
9
9
8
46
Source: compiled by the authors on the materials [4-13] is planned to introduce a single electronic ticket in the
subway, trams, trolleybuses and buses. Estimated
purchase amount – 300 million UAH. These funds are
expected to cost 1.500 on-board computers for buses,
trams and trolleybuses, as well as 5500 electronic
validators. The KyivPass hotel project is already
presented – the only ticket for a tourist that will allow
you to visit interesting places and move around the
city on the road. Kyiv is the first city in Ukraine, integrating smart
technologies and building digital infrastructure. To
date, there are 4100 special cameras HikVision and
Huawei. It is planned to cover all entrances and exits
from the city (61), entrances/exits to the subway, 120
traffic lights. Plan for the end of the year – another
4.000 cameras. Also, cameras will have the main
places of accumulation of people on the level of city
districts, the main transport interchanges. Similarly, it
is planned to install Wi-Fi in tourist places and
medical institutions. The private company will cover
the
main
locations:
Bessarabskaya
Square,
Khreshchatyk, Independence Square, European and
Mikhailovskaya Square, Andriyivsky Uzviz, Postal
and Kontraktova Square, Leo Tolstoy Square and
Shevchenko Park [14]. Until the beginning of 2018, it In Dnipropetrovsk’s plans are to install smart city-
wide stops, equipped with heaters, charging for
mobile phones, Wi-Fi, information boards, fixtures;
introduce a single electronic ticket to the metro and
tram; to establish a system of reasonable traffic lights,
which will allow remotely control the traffic of
streets [14]. 17 Список літератури: 1. Гірман А.П. Кисельов В.Р. Перспективи організації праці в контексті розвитку smart-економіки /
А.П. Гірман, В.Р. Кисельов // Східна Європа: економіка, бізнес та управління – 3 (08), 2017. – С. 137-141 1. Гірман А.П. Кисельов В.Р. Перспективи організації праці в контексті розвитку smart-економіки /
А.П. Гірман, В.Р. Кисельов // Східна Європа: економіка, бізнес та управління – 3 (08), 2017. – С. 137-141 2. Vito Albino, Umberto Berardi & Rosa Maria Dangelico (2015).Smart Cities: Definitions, Dimensions,
Performance,
and
Initiatives,
Journal
of
Urban
Technology,
22:1,
3-21,
DOI: 10.1080/10630732.2014.942092 2. Vito Albino, Umberto Berardi & Rosa Maria Dangelico (2015).Smart Cities: Definitions, Dimensions,
Performance,
and
Initiatives,
Journal
of
Urban
Technology,
22:1,
3-21,
DOI: 10.1080/10630732.2014.942092 3. Bashynska I. RiskManagement.Lecturecourse: textbook // Bashynska I., Filyppova S. – Харків: вид-во
«Діса плюс», 2017. – 101 с. 3. Bashynska I. RiskManagement.Lecturecourse: textbook // Bashynska I., Filyppova S. – Харків: вид-во
«Діса плюс», 2017. – 101 с. 4. Жукович І. А. Міжнародний досвід оцінювання та порівняння smart-міст / І. А. Жукович //
Статистика України – 2015 р. – С. 16-22 – [Електронний ресурс]. – Режим доступу:
194.44.12.92:8080/jspui/bitstream/123456789/1780/1...vych I. A._16-22.pdf/ 4. Жукович І. А. Міжнародний досвід оцінювання та порівняння smart-міст / І. А. Жукович //
Статистика України – 2015 р. – С. 16-22 – [Електронний ресурс]. – Режим доступу:
194.44.12.92:8080/jspui/bitstream/123456789/1780/1...vych I. A._16-22.pdf/ j p
y
p
5. European smart cities version 3.0 (2014) – [Електронний ресурс]. – Режим доступу:
http://www.smart-citie.eu/?cid=2& ver=3. j p
y
p
5. European smart cities version 3.0 (2014) – [Електронний ресурс]. – Режим доступу:
http://www.smart-citie.eu/?cid=2& ver=3. p
6. Bashynska
I. Smart-innovationsintheurbanpassengertransportinthecontextof
smart-cityconcept
/
Економіка. Фінанси. Право. – Київ, 2017. – №11/2, С. 4-6 p
6. Bashynska
I. Smart-innovationsintheurbanpassengertransportinthecontextof
smart-cityconcept
/
Економіка. Фінанси. Право. – Київ, 2017. – №11/2, С. 4-6 7. Дискіна А.А. Пропозиції щодо впровадження системи смарт-обліку в міському пасажирському
транспорті з використанням новітніх інформаційних технологій [Електронний ресурс] /
А.А.Дискіна // Економіка та суспільство. – 2017. – № 13. – Режим доступу до журналу:
http://economyandsociety.in.ua. 7. Дискіна А.А. Пропозиції щодо впровадження системи смарт-обліку в міському пасажирському
транспорті з використанням новітніх інформаційних технологій [Електронний ресурс] /
А.А.Дискіна // Економіка та суспільство. – 2017. – № 13. – Режим доступу до журналу:
http://economyandsociety.in.ua. p
y
y
8. Goncharenko O.S. Ecological and economic efects from implementation of the model of solidarityuse
of motortransport in the context of smart city creation [Електронний ресурс] / O.S. Goncharenko,
O.V. Hrynevych // Економіка: реалії часу. Науковий журнал. – 2017. – № 6(34). Abstract Introduction. More than half of the world's population lives in cities. Cities, metropolitan areas give rise to
problems of new species. Difficulties in waste management, resource requirements, air pollution, health hazards,
road traffic jams and aging urban infrastructures are among the most important technical, physical and material
problems. The urgency of the article is the development of "smart cities", by introducing innovations and
improving the efficiency of functioning of the main spheres of life of cities. p
g
y
g
p
Purpose. The article is to study the international and domestic experience of building smart-city and develop
a smart-city roadmap. y
p
Research results. "Smart City" is a new strategy aimed at providing assistance to cities in which there are a
number of problems, such as: high population density; increase in the number of vehicles; inefficient use of
resources, climate change, deterioration of energy infrastructure. To solve the above problems, we propose to
develop a model of the ideal "smart-city". To build the perfect smart city model, we will use the classic six
characteristics: smart economy, smart-management, smart-society, smart-mobility, smart-environment and
smart-life. Cities and their transformation in smart cities are not in the empty space, but in the context of the
global transformation of the world economy into the digital economy. And practically everything that is
happening in this or that country is related to the "capital" of the digital economy - a smart city. The success of
the "smart-city" project depends directly on effective planning and control of its implementation. Therefore,
planning and controlling the implementation of the change in the structure of the project are important
components that determine the success of the overall restructuring program. A flexible approach to developing a
restructuring program is the smart-city roadmap, which, according to our proposal, consists of six stages. Conclusion. There is currently no single methodology for evaluating and comparing smart cities. Researchers
working in this area use rating agencies as the tool for presenting survey results. The construction of "Smart
City" is a complex of measures aimed at modernizing all areas of city management. Each city, as a rule, has its
own tasks. Some solve security-related problems, others will improve the functioning of municipal transport,
while others reduce energy losses in homes. None of these tasks will be addressed effectively if the city does not
have a basic infrastructure. Conclusions The conducted research makes it possible to draw
some conclusions. There is currently no single
methodology for evaluating and comparing smart
cities. Researchers working in this area use rating
agencies as the tool for presenting survey results. The construction of "Smart City" is a complex of
measures aimed at modernizing all areas of city
management. Each city, as a rule, has its own tasks. Some solve security-related problems, others will
improve the functioning of municipal transport, while
others reduce energy losses in homes. None of these
tasks will be addressed effectively if the city does not
have a basic infrastructure. The first stage is the preparation and planning, it is
necessary to develop, taking into account the road
map of the city, in order to ensure that the business
case is fully formulated and that all key stakeholders
in it are foreseen. At the second stage of development, the emphasis
is on creating a maximum impulse for implementing a
roadmap at a minimal risk of implementation. This
means, in particular, targeting: quick victories to
demonstrate progress and early benefits, with low
expense, in order to strengthen faith and trust through
the interested city parties; the introduction of a
roadmap in the governance structures and processes
that will be needed to create an environment for
informing all future investments. With efficient organization, smart cities have a lot
of advantages: Development with a long-term perspective. Implementation of IT-technologies allows the
municipal authorities to optimize the cost of
resources: water, fuel, electricity and even
household waste. The city. Implementation of IT technologies
contributes to the formation of a well-informed
and healthy society. At the third stage, some of the most significant
investments are starting to emerge, for example, an
open Data Platform for supporting small and medium
businesses and an innovative community with city
data for the creation of community services. Also,
here comes the first wave of intelligent services and Expansion. Intelligent cities not only save
municipal funds and improve the quality of life of
the inhabitants. 18 ISSN:2226-2172 №5(39), 2018 ECONOMICS: time realities References: References: 1. Girman, A.P. & Kyselov, V.R. (2017). Prospects for the organization of work in the context of the
development of smart economy. Eastern Europe: Economics, Business and Management, 3 (08), 137-
141 [in Ukrainian]. [
]
2. Vito Albino, Umberto Berardi & Rosa Maria Dangelico(2015). Smart Cities: Definitions, Dimensions,
Performance, and Initiatives, Journal of Urban Technology, 22:1, 3-21 [in English]. 3. Bashynska, I., Filyppova, S. (2017). Risk Management. Lecture course: textbook // Kharkiv: publishing
house "Dysa plus" [in English]. 4. Zhukovych, I.A. (2015). International experience of estimating and comparing smart-cities,Statistics of
Ukraine: 16-22. Retrieved from: 194.44.12.92:8080/jspui/bitstream/123456789/1780/1...vych I. A._16-
22.pdf [in Ukrainian]. 4. Zhukovych, I.A. (2015). International experience of estimating and comparing smart-cities,Statistics of
Ukraine: 16-22. Retrieved from: 194.44.12.92:8080/jspui/bitstream/123456789/1780/1...vych I. A._16-
22.pdf [in Ukrainian]. p
5. European smart cities version 3.0 (2014) Retrieved from: http://www.smart-citie.eu/?cid=2&ver=3 [in
Ukrainian]. p
5. European smart cities version 3.0 (2014) Retrieved from: http://www.smart-citie.eu/?cid=2&ver=3 [in
Ukrainian]. 6. Bashynska, I. (2017). Smart-innovations in the urban passenger transport in the context of smart-city
concept / Monthly analytical journal: Economics, finance, law.,11/2, 4-6 [in English]. 6. Bashynska, I. (2017). Smart-innovations in the urban passenger transport in the context of smart-city
concept / Monthly analytical journal: Economics, finance, law.,11/2, 4-6 [in English]. 7. Dyskina, A.A. Proposals for the introduction of smart metering system in urban passenger transport
using
the
latest
information
technologies.Economics
and
Society,
13. Retrieved
from
http://economyandsociety.in.ua [in Ukrainian]. 7. Dyskina, A.A. Proposals for the introduction of smart metering system in urban passenger transport
using
the
latest
information
technologies.Economics
and
Society,
13. Retrieved
from
http://economyandsociety.in.ua [in Ukrainian]. p
y
y
8. Goncharenko, O.S., Hrynevych, O.V. (2017). Ecological and economic effects from implementation of
the model of solidarity use of motor transport in the context of smart city creation / Scientific journal
Economics:
time
realities,
6
(34),
29-36. Retrieved
from
https://economics.opu.ua/files/archive/2017/No1/29.pdf [in English]. 9. Cohen, B. (2016). The 10 Smartest European Cities. Retrieved from http://www.fastcoexist.com
/3024721/the-10-sm artest-cities-in-europe [in English]. 10. Kusuma Adi Achmad, Lukito Edi Nugroho, Achmad Djunaedi, Widyawan (2018) Smart City
Readiness based on Smart City Council’s Readiness. International Journal of Electrical and Computer
Engineering (IJECE) 8 (1): 271-279. https://doi.org/10.11591/ijece.v8i1 [in English]. g
g
p
g
j
g
11. Gilles Betis, Christos G. Cassandras, & Carlo Alberto Nucci (2018). Smart Cities. Proceedings of the
IEEE 106(4). https://doi.org/10.1109/JPROC.2018.2807784 [in English]. 12. Dyskina, А.А. (2018). World achievements in the field of smart innovations Economic journal Odessa
polytechnic university, 1 (3), 19-31. Список літератури: – С. 29-36. –
Режим доступу до журн.: https://economics.opu.ua/files/archive/2017/No1/29.pdf/ у у
ур
p
p
p
9. Cohen B. The 10 SmartestEuropeanCities / B. Cohen [Електронний ресурс]. – Режим доступу :
http://www.fastcoexist.com /3024721/the-10-sm artest-cities-in-europe. 10. Kusuma Adi Achmad, Lukito Edi Nugroho, Achmad Djunaedi, Widyawan (2018) Smart City
Readiness based on Smart City Council’s Readiness. International Journal of Electrical and Computer
Engineering (IJECE) 8 (1): 271-279. https://doi.org/10.11591/ijece.v8i1. g
g (
)
( )
p
g
j
11. Gilles Betis, Christos G. Cassandras, Carlo Alberto Nucci (2018). Smart Cities. Proceedings of the
IEEE 106(4). https://doi.org/10.1109/JPROC.2018.2807784. 19 Bashynska I.O., Kaplun A.S. An overview-analytical document of the international experience of building smart-city 12. Дискіна А.А. Світові досягнення у сфері смарт-інновацій / А. А. Дискіна // Економічний журнал
Одеськогополітехнічногоуніверситету. – 2018. – № 1 (3). – С. 19-31. – Режим доступу до журн.:
http://economics.opu.ua/ejopu/2018/No1/19.pdf. DOI: 10.5281/zenodo.1303994. 12. Дискіна А.А. Світові досягнення у сфері смарт-інновацій / А. А. Дискіна // Економічний журнал
Одеськогополітехнічногоуніверситету. – 2018. – № 1 (3). – С. 19-31. – Режим доступу до журн.:
http://economics.opu.ua/ejopu/2018/No1/19.pdf. DOI: 10.5281/zenodo.1303994. p
p
j p
p
13. Amel Attour, Thierry Burger-Helmchen (2015) Guest editorial., Journal of Strategy and Management 8
(3). http://dx.doi.org/10.1108/JSMA-06-2015-0046 [in English] p
p
j p
p
13. Amel Attour, Thierry Burger-Helmchen (2015) Guest editorial., Journal of Strategy and Management 8
(3). http://dx.doi.org/10.1108/JSMA-06-2015-0046 [in English] 14. Українські
Smart
City. [Електронний
ресурс]. –
Режим
доступу:https://sites.google.com/site/ocakivsmartcity/10-klucovih-oznak-rozumnogo-mista/realizacia-
proektu-v-5-naselenih-punktah-ukraieni. 14. Українські
Smart
City. [Електронний
ресурс]. –
Режим
доступу:https://sites.google.com/site/ocakivsmartcity/10-klucovih-oznak-rozumnogo-mista/realizacia-
proektu-v-5-naselenih-punktah-ukraieni. Reference a Journal Article:
Bashynska I .O. An overview-analytical document of the international experience of building smart-city /
I. O. Bashynska, A. S. Kaplun // Economics: time realities. Scientific journal. – 2018. – № 5 (39). – Р. 14-20. –
Retrieved from https://economics.opu.ua/files/archive/2018/No5/14.pdf. DOI: 10.5281/zenodo.2565323. This is an open access journal and all published articles are licensed under a Creative Commons «Attribution» 4.0. Посилання на статтю:
Bashynska I .O. An overview-analytical document of the international experience of building smart-city /
I. O. Bashynska, A. S. Kaplun // Економіка: реалії часу. Науковий журнал. – 2018. – № 5 (39). – C. 14-20. –
Режим
доступу
до
журналу:
https://economics.opu.ua/files/archive/2018/No5/14.pdf.
DOI: 10.5281/zenodo.2565323. References: Retrieved from http://economics.opu.ua/ejopu/2018/No1/19.pdf [in
English]. g
13. Amel Attour, Thierry Burger-Helmchen (2015). Guest editorial., Journal of Strategy and Management 8
(3). Retrieved from http://dx.doi.org/10.1108/JSMA-06-2015-0046 [in English]. 14. Ukrainian Smart City. Retrieved from https://sites.google.com/site/ocakivsmartcity/10-klucovih-oznak-
rozumnogo-mista/realizacia-proektu-v-5-naselenih-punktah-ukraieni [in Ukrainian]. Посилання на статтю:
Bashynska I .O. An overview-analytical document of the international experience of building smart-city /
I. O. Bashynska, A. S. Kaplun // Економіка: реалії часу. Науковий журнал. – 2018. – № 5 (39). – C. 14-20. –
Режим
доступу
до
журналу:
https://economics.opu.ua/files/archive/2018/No5/14.pdf. DOI: 10.5281/zenodo.2565323. Reference a Journal Article:
Bashynska I .O. An overview-analytical document of the international experience of building smart-city /
I. O. Bashynska, A. S. Kaplun // Economics: time realities. Scientific journal. – 2018. – № 5 (39). – Р. 14-20. –
Retrieved from https://economics.opu.ua/files/archive/2018/No5/14.pdf. DOI: 10.5281/zenodo.2565323. 20
|
https://openalex.org/W2895835269
|
https://aip.scitation.org/doi/pdf/10.1063/1.5053100
|
English
| null |
Photoluminescence, infrared, and Raman spectra of co-doped Si nanoparticles from first principles
|
Journal of chemical physics online/The Journal of chemical physics/Journal of chemical physics
| 2,018
|
cc-by
| 11,988
|
RESEARCH ARTICLE | OCTOBER 18 2018
Photoluminescence, infrared, and Raman spectra of co-
doped Si nanoparticles from first principles RESEARCH ARTICLE | OCTOBER 18 2018 J. Chem. Phys. 149, 154702 (2018)
https://doi.org/10.1063/1.5053100 Articles You May Be Interested In Zinc cysteine active sites of metalloproteins: A density functional theory and x-ray absorption fine structure
study
J Ch
Ph
(M
h 2008) J. Chem. Phys. (March 2008) Mechanisms for pressure-induced crystal-crystal transition, amorphization, and devitrification of SnI4
J. Chem. Phys. (October 2015) Silicon 1s near edge X-ray absorption fine structure spectroscopy of functionalized silicon nanocrystals
J. Chem. Phys. (October 2016) I. INTRODUCTION falls beyond the bandgap of bulk Si.2 Overall, heavily co-
doped Si NPs are very promising for the realization of novel
optoelectronics applications. Few nanometers-sized Si nanoparticles (NPs) have been
in the focus of nanoscience as their size-dependent bandgap
enables the tuning of their electrical and optical properties.1
Due to the abundance and environmental friendliness of ele-
mental Si, and the accumulation of knowledge from the semi-
conductor industry, Si NP-based solutions are a very attrac-
tive and promising platform over similar but less developed
technologies based on compound semiconductors. An advan-
tageous feature of Si NPs is that they can be doped by various
dopants. In particular, Si NPs can be co-doped by boron and
phosphorus beyond the bulk solubility of dopant atoms.2–10
Theseheavilyco-dopedSiNPscanbefabricatedbytheanneal-
ing borophosposilicate glass (BPSG) matrix.7 The size of the
nanoparticles can be controlled by the annealing temperature
in the range of 1–14 nm.7 The resulting nanoparticles can be
extracted from the BPSG matrix by HF etching. According to
scanning transmission electron microscopy (STEM)2,11 and
X-ray diffraction measurements,12 the extracted co-doped Si
NPs have highly crystalline core encapsulated by an amor-
phous layer.11 The concentration of B and P in the nanocrys-
tals determines their dispersibility in solution.13 The resulting
co-doped Si NPs exhibit numerous advantageous properties
compared to undoped Si NPs: they are stable, resistant against
oxidation, and dispersible in aqueous environments.13,14 Sim-
ilarly to undoped Si NPs, they exhibit size-dependent pho-
toluminescence (PL) in the visible and near-infrared (NIR),
but the absorption edge and PL peak are generally red-
shifted compared to their non-doped counterparts at identical
NP diameters.10 For larger diameters, the luminescence peak p
pp
Electron energy loss spectroscopy (EELS) can be uti-
lized13 to confirm the presence of dopants in Si NPs. The
dopant concentration of heavily doped Si NPs can be estimated
by inductively coupled plasma atomic emission spectrome-
try (ICP-AES) measurements,13,15 or atom probe tomography
(APT),16 which also offers some insight into the distribution
of dopants within the Si NPs. According to ICP-AES mea-
surements,10,13 the concentration of dopants can be controlled
by the boron and phosphorous concentration of the BPSG
matrix. Photoluminescence, infrared, and Raman spectra of co-doped
Si nanoparticles from first principles B´alint Somogyi,1,a) Emilie Bruyer,1 and Adam Gali1,2,b)
1Wigner Research Centre for Physics, Institute for Solid State Physics and Optics, Hungarian Academy
of Sciences, P.O. Box 49, H-1525 Budapest, Hungary
2Department of Atomic Physics, Budapest University of Technology and Economics, Budafoki ´ut 8.,
H-1111 Budapest, Hungary (Received 21 August 2018; accepted 3 October 2018; published online 18 October 2018) (Received 21 August 2018; accepted 3 October 2018; published online 18 October 2018) Co-doped silicon nanoparticles (NPs) are promising for the realization of novel biological and opto-
electronic applications. Despite the scientific and technological interest, the structure of heavily
co-doped Si NPs is still not very well understood. By means of first principles simulations, various
spectroscopic quantities can be computed and compared to the corresponding experimental data. In
this paper, we demonstrate that the calculated infrared spectra, photoluminescence spectra, and Raman
spectracanprovidevaluableinsightsintotheatomisticstructureofco-dopedSiNPs.©2018Author(s). All article content, except where otherwise noted, is licensed under a Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/). https://doi.org/10.1063/1.5053100 THE JOURNAL OF CHEMICAL PHYSICS 149, 154702 (2018) a)somogyi.balint@wigner.mta.hu
b)gali.adam@wigner.mta.hu I. INTRODUCTION The B and P concentration of extracted Si NPs gener-
ally exceeds the dopant concentration of the BPSG matrix,13
and the co-doped Si NPs typically contain significantly more B
than P.10 It was also established that the annealing temperature
does not have a significant impact on the dopant concen-
tration.10 APT analysis of co-doped Si NPs can offer addi-
tional insight about the dopant distribution within the Si NPs. According to a recent study16 of Si NPs embedded in BPSG,
P atoms are more likely to be found in the inner region of the
Si NPs whereas B accumulates near the NP-BPSG boundary. By contrast with ICP-AES results, the P concentration was
found to exceed the concentration of B. While this contradic-
tion might be resolved by undetected B counts,17 it is not clear
how these findings translate to the case of freestanding Si NPs. In addition to the radial distribution of dopants, the same study
also established the abundance of B–P and P–P clusters within
the Si NPs. X-ray photoelectron spectroscopy (XPS) measure-
ments provide further information about the chemical config-
urations of the dopant atoms.8,18 In particular, the presence of
non-oxidized B and P atoms in the proximity of the surface was
established.8 24 October 2024 04:41:14 a)somogyi.balint@wigner.mta.hu
b)gali.adam@wigner.mta.hu
0021-9606/2018/149(15)/154702/12 Infrared (IR) spectroscopy and Raman spectroscopy mea-
surements can shed further light on the atomistic structure © Author(s) 2018 149, 154702-1 149, 154702-1 0021-9606/2018/149(15)/154702/12 Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) 154702-2 154702-2 of Si NPs. Raman spectroscopy offers insights about the
lower energy vibrations (300-800 cm−1),8 where IR spec-
troscopy is ineffective. IR spectroscopy measurements can
complement these results by the identification of oxygen and
hydrogen related vibrational bands in the 700-3500 cm−1
region.11,13,19 Limited amount of structural information can be
also deducted by analyzing the photoluminescence (PL) spec-
tra. Traditionally spectroscopy measurements are performed
on large ensembles of nanoparticles; thus, the obtained PL
spectra are featureless2–4,6,10,13 due to the slightly varying
zero-phonon line (ZPL) of the different NPs. However, it
is also possible to measure the PL signal of individual Si
NPs,20 where the shape of the PL spectra shows some char-
acteristic features at low temperatures. Comparing the PL
spectrum of individual nanoparticles at different temperatures
or single NP measurements with ensemble measurements,
one can partition the broadening of PL spectra into contri-
butions from zero-point vibrations, thermal broadening, and
inhomogeneous broadening. I. INTRODUCTION Finally, the emission line shape can be obtained
as as I(ω) =
nω3
3ϵ0πc3ℏ|µ|2
∞
−∞
G(t)eiωt−γ(t)dt,
(9) (9) where n is the refractive index of the media (that is unity for
simulation of Si NPs in the gas phase), c is the speed of light, where n is the refractive index of the media (that is unity for
simulation of Si NPs in the gas phase), c is the speed of light,
µ is the transition dipole moment between the ground and
excited electronic states, and γ(t) can be chosen appropri-
ately to describe the inhomogeneous broadening of the spectral
lines. The choices of γ(t) = γ1|t| and γ(t) = γ2t2 results in
Lorentzian and Gaussian-broadening, respectively.24,25 The
description of inhomogeneous broadening is outside of the
scope of this work; thus, we present our results with small,
artificially chosen Gaussian-broadening (2-5 meV), in order
to improve the clarity of our PL plots. I. INTRODUCTION Sk = ωk
q2
k
2ℏ,
(3) (3) where Sk is the partial Huang-Rhys factor of the kth mode, ωk
is the energy of the kth mode, and qk is given by qk =
X
i
√mi(Rex
i −Rgr
i )uk;i,
(4) (4) (4) where Rgr and Rex are the atomic coordinates in the ground
and excited state, m is the atomic mass of the correspond-
ing atom, and uk is the kth normal mode. We neglect the
effects of the Duschinsky rotation, and thus ωk and uk cor-
respond to equilibrium coordinates of the electronic ground
state. From the partial Huang-Rhys factors, the emission spectra
can be obtained (see Ref. 23) by constructing the so-called
electron-phonon spectral function S(ω) =
X
k
Skδ(ω −ωk)
(5) (5) Despite the significant experimental and computational
effort, the structure of heavily co-doped Si NPs is still not
understood at the atomic level to a satisfactory degree. and two auxiliary functions defined as f ±(t) =
∞
−∞
S(ω)
( nω
nω + 1
)
e±iωtdω,
(6) (6) Raman, infrared, and photoluminescence spectra can also
be calculated utilizing first-principles computational methods. Calculating the vibrational density of states (VDOS) can be
considered as routine and offers valuable information about
the vibrational energies of molecules or bulk material. The IR
spectrum of a system can be obtained with little additional
cost by calculating the effective Born charges, and the result
offers insight not only about the characteristic vibrational ener-
gies but the relative intensities of the IR bands. Our goal
was to predict the experimental signals of certain structural
features of co-doped Si NPs in order to improve the current
understanding of their atomic structure. After the vibrational
signature of clusters of few atoms is identified, the results
can be compared to the experiments and the gained insight
can be utilized to build accurate atomic models for co-doped
Si NPs. where
nω
is
the
Bose-Einstein
statistics
nω(T)
= [exp(ℏω/kbT) −1]−1. At T = 0 K, Eq. (6) simplifies to f (t) =
∞
−∞
S(ω)e−iωtdω. (7) (7) With these auxiliary functions, the generating function G(t)
can be constructed as G(t) = eiE0t/ℏ−(f +(t)+f −(t)−f +(0)−f −(0)),
(8) (8) where E0 is the energy of the no-phonon transition or the
ZPL energy. II. THEORY Before calculating the vibrational energies and
normal modes, the structure was further relaxed to <0.001
eV/Å in order to achieve accurate vibrational energies. The
dynamic matrix was constructed utilizing the finite-differences
method with 0.015 Å displacements. Born effective charges
were calculated utilizing density functional perturbation the-
ory (DFPT).34 The vertical excitation energies and transition
dipole moments were obtained from linear-response TDDFT
calculations with the PBE035 hybrid-functional in the adia-
batic TDDFT kernel. Excited state geometries were calcu-
lated by forcing non-Aufbau occupation numbers according
to the first optical excitation. We utilized the plane-wave
Vienna Ab initio Simulation Package (VASP)36,37 code for
the ground state and excited state structure relaxation, the
determination of vibrational energies and normal modes,
and the computation of effective Born charges. VASP uti-
lizes a plane-wave basis set where the core electrons were
taken into account within the projector augmented wave
(PAW)38 framework. Because of the periodic boundary con-
ditions, at least a 10 Å vacuum was ensured between the
nanoparticles and their mirror images, in order to mini-
mize the spurious nanoparticle-nanoparticle interaction. The
TDDFT calculations were carried out utilizing the Turbomole
code,39,40 with a gaussian-type double-zeta basis set with
additional polarization (DZP) orbitals and the valence elec-
trons were taken into account utilizing electric core potentials
(ECPs). where ωI is frequency of the incident light, ωj, ωk are the
frequencies of the corresponding vibrational modes, and ∆k
is the dimensionless displacement between the ground and
excited electronic state minima that is related to the par-
tial Huang-Rhys factors defined in Eqs. (3) and (4) by Si =
∆2
i /2. The approximation in Eq. (10) holds when ωI ≫ωj,
ωk. Generally, the Savin formula is expected to give a rea-
sonable estimation for the resonance Raman spectra, when
(i) short time dynamics govern the Raman process,24,29 (ii)
the Duschinsky rotation can be neglected, (iii) the ground
state vibrational frequencies are good approximates for the
excited state ones, (iv) and the overtones in the Raman
spectra can be neglected (true if Si ≪1). Similar com-
putational approach to obtain the resonant Raman spectra
was already utilized in the context of CdSe nanocrystals30
and silicon nanocrystals covered with an amorphous surface
layer.31 In addition, we comment on the excitation wavelengths in
our simulation and its implications when compared to exper-
imental data. II. THEORY To calculate the resonance Raman spectra, the
ground and excited state geometriesand the vibrational proper-
tiesaredetermined fromfirstprinciplescalculations.Indensity
functional theory (DFT) based calculations, the relaxation of
the geometry in excited electronic states is very challenging. Time-dependent density functional theory (TDDFT) can be
utilized to obtain excited state properties of molecules,32 but
the structural relaxation of nanocrystals with ∼1000 electrons
is extremely time consuming in the computations. Instead,
we utilized the ∆SCF method where excited state electronic
structure was mimicked by forcing non-Aufbau electron occu-
pations. While this method is justified for geometry relaxation
in the lowest lying excited state, it fails for higher excita-
tion. This is not an issue for the calculation of PL spec-
tra, where the excited system quickly relaxes to the lowest
lying excited electronic state (Kasha’s rule) via vibrational
relaxation; thus, the lowest lying electronic excited state par-
ticipates in the emission. By contrast, the higher excited
electronic states should be considered to calculate the reso-
nance Raman spectra, unless the laser frequency coincides
with the ZPL. This is not the case in a realistic experimen-
tal scenario, where the laser frequency is usually significantly
higher than the ZPL. This may result in a larger error in
the calculated Raman spectra than that in the calculated PL
spectra. We found that our first principles methodology did not
always give accurate results for the vibrational energies. Most
notably, our calculations underestimate the energy of the trans-
verse optical (TO) phonon peak of silicon which is a prevalent
signal in Raman studies of Si NPs. On the other hand, we
foundthatthecalculatedfrequencyofthesubstitutionalBatom
(618 cm−1) is in very good agreement with the experimental
value41 for B11, 620 cm−1. As there are two common iso-
topes of B, one would have to consider both 10B and 11B
in the simulation process. For clusters containing multiple B
atoms, the number of possible combinations scales exponen-
tially with the number of B atoms drastically increasing the
complexity of the calculations. To simplify our task, we per-
formedthecalculationsusingtheabundance-weightedaverage
standard atomic weight for B (10.811), so the local mode
energies of 10B and 11B atoms are expected to slightly dif-
fer from our results. II. THEORY g
p
),
p
g ,
µ is the transition dipole moment between the ground and
excited electronic states, and γ(t) can be chosen appropri-
ately to describe the inhomogeneous broadening of the spectral
lines. The choices of γ(t) = γ1|t| and γ(t) = γ2t2 results in
Lorentzian and Gaussian-broadening, respectively.24,25 The
description of inhomogeneous broadening is outside of the
scope of this work; thus, we present our results with small,
artificially chosen Gaussian-broadening (2-5 meV), in order
to improve the clarity of our PL plots. The IR spectra are calculated from the effective Born
charge tensors and the normal modes as Iν
IR =
X
µ
X
l
Z∗
l,µuν
l
2
,
(1) (1) where l is the atomic index, uν is the νth normal mode and the
Born effective charges are defined as Z∗
l,µλ = −
∂2Etot
∂ul,µ∂Eλ
ul,µ=0,Eλ=0
,
(2) In this approximation, one has to obtain the following
quantities to calculate the PL emission spectra: the ground and
excited state geometries, the vibrational energies and normal
modes, and the ZPL energy. This method has been proven to
reliable for the description of the PL spectrum emitted by color
centers in solids.26,27 (2) whereEtot isthetotalenergyofthesystemand Eλ istheelectric
field applied in the λ = x, y, z direction. We calculate the PL spectra within the Franck-Condon
approximation using the generating function method devel-
oped by Kubo and Toyozawa21 and Lax.22 The emission
spectra are calculated using the so-called partial Huang-Rhys
factors defined by Resonant Raman spectra was calculated using the
Savin28,29 formula, where the relative intensities of fundamen-
tal Raman intensities of totally symmetric vibrational modes
are given by 154702-3
Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) J. Chem. Phys. 149, 154702 (2018) Ij,10
Ik,10
= (ωI −ωj)3(ℏωj∆j)2
(ωI −ωk)3(ℏωk∆k)2 ≈
ω2
j Sj
ω2
kSk
, Raman spectra can be decomposed as these spectral quantities
are calculated as a sum over the normal modes. (10) We utilized density functional theory (DFT) and time-
dependent density functional theory (TDDFT) to study
selected nanostructure models. We calculated the relaxation
of structures and the vibrational energies by the use of
the semi-local Perdew-Burke-Ernzerhof (PBE)33 exchange-
correlation functional. During the structural optimization,
the atoms were relaxed until all of the forces fell below
0.02 eV/Å. II. THEORY The ratio of the vibrational frequencies
of 10B and 11B in bulk Si is ≈1.03941 and the 1.03-1.05
ratios were found to hold for isotopically pure complexes
of 10B/11B too.42 As a result, we expect that our results
slightly overestimate the vibrational frequencies of 11B (<1%
error), while underestimate the vibrational frequencies of 10B
(3%-4% error). In our work, we employed various projection techniques,
to gain more insight about correlations between structural and
vibrational properties of co-doped Si NPs. In this approach, we
examine which normal modes are localized on a given set of
atoms (e.g., a given atomic species, or atoms at the NP surface)
by calculating Pi,S =
X
α,k∈S
|ui,k,α|2,
(11) (11) where α = {x, y, z}, k is the atomic index, S is the chosen set of
atoms, and Pi,S is the weight of the ith normal mode projected
to the atoms of set S. After the calculation of the projected
weights for each normal mode, the VDOS, IR spectra, and J. Chem. Phys. 149, 154702 (2018) 154702-4
Somogyi, Bruyer, and Gali A. Properties of undoped Si NPs First, we investigate the (projected) vibrational density of
states of a model Si NP that is terminated by H atoms but
does not contain B or P dopants. Figure 1 shows the pro-
jected vibrational density of states (PVDOS) of a 1.6 nm Si
NP model. Utilizing projection to the Si, (Si)–H, (Si)–H2, we
can analyze the nature of IR bands. Apart from the charac-
teristic stretching modes around 2100-2200 cm−1, the rolling,
rocking, and twisting modes of the (Si)–H, (Si)–H2 moieties
can interfere with the local modes of dopant-containing struc-
tures. The measurements indicate13,19 that H is either absent or
present in diminishing quantities in co-doped Si NPs; however,
we terminate the surface of our Si NP models with hydrogen
in order to reduce the number of electrons entering our sim-
ulations. Fortunately, the calculation of PVDOS allows us to
draw conclusions about the contributions of the local modes
of specific atomic species. This is especially important for the
Si–H/Si–H2 related IR band around 620 cm−1 which happens
to coincide with the important Raman signal of substitutional
B. Even after subtracting the H contribution from the VDOS, FIG. 2. The calculated photoluminescence emission spectra and resonant
Raman spectra of hydrogen-terminated, pristine Si nanocrystals with diam-
eters in the region of 1.1-2.8 nm. For the PL spectra, black and red curves
correspond to 0 K and 300 K, respectively. For the Raman spectra, black
curves correspond to the full spectra, while green curves correspond to the
projected Raman spectra where the outermost layer of Si atoms and H atoms
is excluded from the projection. 24 October 2024 04:41:14 FIG. 1. Vibrational density of states of a hydrogen terminated, 1.6 nm Si
NP built up from 147 Si atoms. The VDOS was decomposed to show the
contribution of surface (Si–H and Si–H2) and bulk (Si–Si) vibrations. FIG. 2. The calculated photoluminescence emission spectra and resonant
Raman spectra of hydrogen-terminated, pristine Si nanocrystals with diam-
eters in the region of 1.1-2.8 nm. For the PL spectra, black and red curves
correspond to 0 K and 300 K, respectively. For the Raman spectra, black
curves correspond to the full spectra, while green curves correspond to the
projected Raman spectra where the outermost layer of Si atoms and H atoms
is excluded from the projection. FIG. 1. III. RESULTS AND DISCUSSION a small peak remains signaling that the Si atoms of the out-
ermost layer vibrate differently compared to the Si atoms of
the bulklike region. In the experiments, this IR peak is absent
for undoped Si NPs, which can be explained by the smaller
surface/volume ratio of experimental NP ensembles (usually
3-7 nm), the oxidation of the NP surface, or the Raman
inactivity of such modes. First, we discuss our results regarding the the character-
istic local mode energies of certain boron and phosphorous
related clusters that are expected to occur in co-doped Si
nanoparticles. During this study, our goal was not to cre-
ate realistic atomistic models of co-doped nanocrystals, but
to study the vibrational properties of small, few atom-sized
atomic structures embedded in the Si NP, e. g., substitu-
tional dopants, and small dopant clusters. This approach can
be justified by the observation that the global structure of
the Si NPs have only small effect on the vibrational ener-
gies belonging to the covalent bonds of the investigated
clusters. We also calculated the PL spectra of H-terminated
undoped Si NPs with diameteres in the range 1.1–2.8 nm and
plotted the results in Fig. 2. The quantum confinement effect
(QCE)43 is significant in this NP size range, as the PL peak
shifts from 3.2 eV to 2.3 eV with increasing NP size. In addi-
tion, the vibration induced broadening is also size-dependent. For the smaller NPs, the calculated emission spectra show
no distinguishable ZPL due to the strong vibration induced
broadening. As the size of the NPs increases, the Debye-
Waller factor increases, and the PL is dominated by the ZPL
at low temperatures, in good agreement with the experimen-
tal data.20 We also calculated the Raman spectra, where the
size-dependence of the transverse optical (TO) phonon peak
of the Si crystal can be identified in accordance with earlier
experimental44–47 and theoretical48–50 results that also con-
firmed that the shift of the TO-peak towards lower energies While it is impossible to investigate every possible
structure that might possess a unique vibrational footprint
in the experimental characterization of co-doped Si NPs,
we believe that our extensive study is able to assist and
guide the experiments in the interpretation of the observed
spectra. B. Effect of boron doping in the vibrational
properties of Si NPs The most essential vibrational signal related to the point
defects is the characteristic local modes of substitutional phos-
phorous and boron atoms. From an experimental viewpoint,
their significance is different as the phosphorous related sig-
nal appears as a shoulder on the lower energy side of the
silicon TO phonon peak;7 thus, it is rather difficult to deter-
mine its intensity. While the TO related peak could be easily
subtracted from the total spectra for bulk Si, the picture is
more complicated for nanocrystals as the shape of the TO
peak becomes size and structural dependent. On the other
hand, the local modes of substitutional boron produces a well
distinguishable peak in the Raman spectra7,8 for which the
intensity and shape seem to vary with doping concentration.11
Because of this fact, we focused on energy and intensity of the
substitutional boron as a promising indicator of atomic-scale
properties. FIG. 3. Boron-projected vibrational density of states of a 2.4 nm sized Si
NPs containing a single substitutional B atom with different boron positions
indicatedinthecorrespondingpictograms.TheBatomsarenegativelycharged
and four-fold coordinated except from the uppermost model, where the B atom
sitsatthesurfaceoftheSiNP,isthreefoldcoordinated,andhasaneutralcharge
state. The numbers above the spectra correspond to the B atoms’ distance from
the outermost layer of Si atoms. First, we investigated the case of a single, isolated boron
atom inside a hydrogen terminated Si NP. Our goal was to
determine whether the position of B atoms within the NP
affects the energy of its local modes. As experiments indicate
that co-doped Si NPs are compensated, we gave an overall
negative charge to the B containing Si NP. Figure 3 shows
the boron-projected vibrational density of states for a single B
containing, 2.4 nm sized Si NP. It is clear that the position of
the B atom has a significant impact on the vibrational energy
of the B–Si related normal mode. Si NPs indicates that they are compensated; thus, the excess B
must be inactive. This is seemingly consistent over a relatively
broad range of B and P concentration, raising the questions
about the nature of inactive B. Neutral, triply coordinated B atoms are the simplest B
defects that do not introduce acceptor states. In contrast to
substitutional B in bulk Si (where neutral B always introduces
an acceptor state), it is possible to introduce B atoms to the
outermost Si layer of Si NPs that are inactive. A. Properties of undoped Si NPs Vibrational density of states of a hydrogen terminated, 1.6 nm Si
NP built up from 147 Si atoms. The VDOS was decomposed to show the
contribution of surface (Si–H and Si–H2) and bulk (Si–Si) vibrations. Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) 154702-5 154702-5 FIG. 3. Boron-projected vibrational density of states of a 2.4 nm sized Si
NPs containing a single substitutional B atom with different boron positions
indicatedinthecorrespondingpictograms.TheBatomsarenegativelycharged
and four-fold coordinated except from the uppermost model, where the B atom
sitsatthesurfaceoftheSiNP,isthreefoldcoordinated,andhasaneutralcharge
state. The numbers above the spectra correspond to the B atoms’ distance from
the outermost layer of Si atoms. is caused by QCE. It is also notable that the shape of the cal-
culated Raman spectra also changes with the diameter. For
the smallest Si NP models, there is a significant feature in the
600-700 cm−1 region that gradually disappears with increasing
NP size. This indicates that the 600-700 cm−1 feature is related
to the surface of the NPs, which we confirmed by calculating
a projected Raman spectra where the projection excluded the
outermost Si layer and the H atoms. B. Effect of boron doping in the vibrational
properties of Si NPs Because of the
significance of triply coordinated B atoms of the outermost
atomic layer, we also investigated clusters of triply coordi-
nated B atoms on the NP surface (see Fig. 4). These surface
clusters are formed by second neighbor three fold coordinated
boron atoms. Introducing a cluster of 3 three fold coordinated
B atoms to the surface, the B related vibrational modes fall
between 710 and 760 cm−1. This IR band becomes even wider
as one of the facets of the Si NPs is fully terminated by three
fold coordinated B atoms, while the shape of the TO peak
remains preserved. Finally, the model where surface Si atoms
are randomly substituted by three-fold coordinated B atoms at
20% total B concentration was considered. This model exhibits
an even broader, featureless band falling in the 640-860 cm−1
region. For B atoms far from the surface, the B related local
modes are degenerate and fall around 615 cm−1. By contrast,
the B atom in the proximity of the surface exhibits signifi-
cantly higher vibrational energies with broken degeneracy in
the region of 630-660 cm−1. The most extreme examples are
the B atoms introduced to the outermost and the second outer-
most atomic layer of the Si NP. For the second outermost layer,
the B related peak is split to a 765 cm−1 mode and several
lower energy modes in the 600-700 cm−1 region. For the out-
ermost Si layer, the B atom is only three-fold coordinated and
is in a neutral charge state. This atomic configuration results
in a vibrational energy of 735 cm−1 which is much higher
than local modes of the four-fold coordinated B residing in the
bulk region of Si NPs. We find that the transition point between
bulk-like and surface-like local modes of substitutional B falls
between 3.8 and 5.4 Å distance measured from the outermost
Si layer. The case of B proximate to the NP surface is particu-
larly important, as experiments indicate a strongly B enriched,
amorphous layer encapsulating the crystalline NP core.11,51 In
addition, the concentration of B in B/P co-doped Si NPs is
usually higher, while the electronic structure of the co-doped C. Vibrational properties of boron
and phosphorus co-doped Si NPs Next we turn our attention towards B–P complexes within
Si NPs. As the local modes of P are expected to be masked J. Chem. Phys. 149, 154702 (2018) J. Chem. Phys. 149, 154702 (2018) 154702-6 154702-6 154702-6
Somogyi, Bruyer, and Gali Somogyi, Bruyer, and Gali FIG. 4. Silicon- and boron-projected vibrational density of states of Si NP
models containing three fold coordinated substitutional B atoms at their sur-
face. The hexagonal shape of the Si NP silhouettes emphasizes the faceted
nature of the model Si NPs. From the top to the bottom: fully B terminated Si
NP, Si NP with one of its facets terminated by B atoms, Si NP with 3 B atom
on one of its facets, and finally a Si NP with a single B atom on its surface. The B-projected VDOS is scaled up to 25% concentration equivalent for sake
of clarity. still feasible to occur due to the high concentration of B
dopants). p
Figure 5 shows the B-, P-, and Si-projected vibrational
density of states of various Si NP models containing B and P
atoms. Figures 5(a) and 5(b) show the case of individual B and
P, respectively, whereas (c) and (d) are the case of separated
and first neighbor B–P pair, respectively. For the single B and P
dopants, a total charge of −1 and +1 was applied, respectively,
in order to compensate the extra hole/electron. Figure 5(g)
shows the projected vibrational density of states of a Si NP
model containing a ring-like B–P cluster, while (h) shows the
PVDOS of a Si NP model for which the innermost 26 atoms
were substituted by a boron phospide core. Finally, Fig. 5(i)
is the PVDOS of a model containing 3 fourfold coordinated P
and B atoms and 3 threefold coordinated B atoms at the NP
surface. The B- and P-projected VDOS of the BP pair approx-
imates the B- and P-projected VDOS of the single-dopant
model, with minor differences. For the nearest neighbor pair,
a B-P mode appears around 560 cm−1, well distinguishable
from the 620 cm−1 B–Si modes. For the distant B–P pair, this
softer mode does not occur, but the B related modes are shifted
towards higher energies due to the proximity of the NP surface. C. Vibrational properties of boron
and phosphorus co-doped Si NPs The P-projected VDOS remains scattered in a broad energy
range, rendering the P-related bump on the low wavenumber
side of the TO-peak less valuable for quantitative analysis. Even the introduction of a simple B–B–P cluster induces a rel-
atively complex B-related signal in the vibrational spectrum
[see Fig. 5(e)]. FIG. 4. Silicon- and boron-projected vibrational density of states of Si NP
models containing three fold coordinated substitutional B atoms at their sur-
face. The hexagonal shape of the Si NP silhouettes emphasizes the faceted
nature of the model Si NPs. From the top to the bottom: fully B terminated Si
NP, Si NP with one of its facets terminated by B atoms, Si NP with 3 B atom
on one of its facets, and finally a Si NP with a single B atom on its surface. The B-projected VDOS is scaled up to 25% concentration equivalent for sake
of clarity. FIG. 4. Silicon- and boron-projected vibrational density of states of Si NP
models containing three fold coordinated substitutional B atoms at their sur-
face. The hexagonal shape of the Si NP silhouettes emphasizes the faceted
nature of the model Si NPs. From the top to the bottom: fully B terminated Si
NP, Si NP with one of its facets terminated by B atoms, Si NP with 3 B atom
on one of its facets, and finally a Si NP with a single B atom on its surface. The B-projected VDOS is scaled up to 25% concentration equivalent for sake
of clarity. by the TO peak of the Si NP, our main focus is to deter-
mine how the proximity of P atoms affects the local modes
of B. Our previous work indicated that the formation of
neighboring B–P pairs is energetically preferred; thus, the
vibrational energies of small B–P cluster are of interest. The
concentration of B always exceeds the concentration of P
in experimental samples of co-doped Si NPs, and thus we
only considered B–P cluster (which are favored energetically)
and B–B clusters (which are energetically not favored, but by the TO peak of the Si NP, our main focus is to deter-
mine how the proximity of P atoms affects the local modes
of B. Our previous work indicated that the formation of
neighboring B–P pairs is energetically preferred; thus, the
vibrational energies of small B–P cluster are of interest. C. Vibrational properties of boron
and phosphorus co-doped Si NPs The
concentration of B always exceeds the concentration of P
in experimental samples of co-doped Si NPs, and thus we
only considered B–P cluster (which are favored energetically)
and B–B clusters (which are energetically not favored, but By calculating the B-projected VDOS and investigating
the normal modes that contribute the most to the B-projected
VDOS, we can identify the following vibrations: the stretching
mode of the B–B bond around 850 cm−1, the rocking mode of
the B–B bond around 700 cm−1, and the mode that is local-
ized on the B atoms, qualitatively similar to the normal mode
of a single fold coordinated B atom. We also find a mode FIG. 5. Silicon-, boron-, and phosphorus-projected vibrational density of states with a pictogram representing the dopant configurations of the corresponding
co-doped Si NPs models. Green and orange dots with black rectangles represent four fold-coordinated substitutional B and P atoms, while green dots with black
triangles represent threefold coordinated B atoms at the surface of the Si NPs. Adjacent dots represent covalent bonds between the relevant dopant atoms whose
remaining bonds are connected to adjacent silicon atoms. For the sake of clarity, we scaled up the B- and P-projected VDOS (to an equivalent intensity of 25 B/P
per Si NP) meaning that the PVDOS intensities between different subplots are not comparable. FIG. 5. Silicon-, boron-, and phosphorus-projected vibrational density of states with a pictogram representing the dopant configurations of the corresponding
co-doped Si NPs models. Green and orange dots with black rectangles represent four fold-coordinated substitutional B and P atoms, while green dots with black
triangles represent threefold coordinated B atoms at the surface of the Si NPs. Adjacent dots represent covalent bonds between the relevant dopant atoms whose
remaining bonds are connected to adjacent silicon atoms. For the sake of clarity, we scaled up the B- and P-projected VDOS (to an equivalent intensity of 25 B/P
per Si NP) meaning that the PVDOS intensities between different subplots are not comparable. Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) 154702-7 FIG. 6. Calculated IR spectra for two different sized Si NP models, with
and without a B–P pair. The contribution of the surface (H atoms and the
outermost Si layer) is subtracted in order to relate the calculated spectra to
the experimental data. C. Vibrational properties of boron
and phosphorus co-doped Si NPs Black, green, and orange curves correspond to the
contributions of the Si atoms (without the outermost layer), B atoms, and P
atoms, respectively. Note that the B- and P-related contributions to the IR
spectra were scaled up for the sake of clarity. that is localized on the B, P, and neighbor Si atoms around
633 cm−1 and two modes that are localized in the B atoms and
the proximate Si atoms at 606 and 607 cm−1. At 588 cm−1,
there is a mode that is localized on the B–P bond, some neigh-
bor Si atoms, and also hybridized with the bending modes of
the Si–H bonds at the surface. The 526 cm−1 mode is localized
on the B, P dopants and the proximate Si atoms. The broad IR
band below 440 cm−1 can be attributed to B and P related
vibrations hybridized by rather delocalized, almost bulk-like
vibrations of the host Si NP. In the case of the B–P–B cluster [see Fig. 5(f)], the B–B
related local mode is missing, and the most distinct IR band
(720-750 cm−1) is related to the vibration of the threefold
coordinated B atom bonding to a P atom and two Si atoms. The
inner B atom contributed to the VDOS in the 580-670 cm−1
region where the vibrations are localized in the first neighbor
atoms. FIG. 6. Calculated IR spectra for two different sized Si NP models, with
and without a B–P pair. The contribution of the surface (H atoms and the
outermost Si layer) is subtracted in order to relate the calculated spectra to
the experimental data. Black, green, and orange curves correspond to the
contributions of the Si atoms (without the outermost layer), B atoms, and P
atoms, respectively. Note that the B- and P-related contributions to the IR
spectra were scaled up for the sake of clarity. The 6-atomic ring-like BP cluster [Fig. 5(g)] introduces a
rather broad IR band between 520 and 690 cm−1. The intro-
duction of a small cubic boron cluster in the center of the Si NP
results in a similar broad band from 530 to 730 cm−1. C. Vibrational properties of boron
and phosphorus co-doped Si NPs Inter-
estingly, the characteristic TO and longitudinal optical (LO)
lines (799 and 829 cm−1, respectively52) of cubic boron phos-
phide are absent from the PVDOS, indicating that the stress
induced by the mismatch between the lattice constant of boron
phosphide (4.54 Å) and Si (5.43 Å) changes the vibrational
properties of the BP core. The lack of >800 cm−1 frequencies
indicate negative pressure on the BP core53 which is consistent
with differences between the lattice constants. A surprising result is that the introduction of the BP
pair significantly changes the overall intensity and shape of
the IR spectra in addition to the appearance of the B-related
peak. In particular, the IR signal of the bulk-like region in the
<500 cm−1 of the Si NP becomes an order of magnitude
smaller. Furthermore, the contribution from the B-related local
modes are negligible for the case of adjacent B–P pair. The
case of the distant B–P pair is different, as the donor-acceptor
pair (DAP) acts as a huge dipole, resulting in a signifi-
cant contribution from the B-related local modes to the IR
spectra. Finally, we investigate the case of the surface-bound BP
cluster [Fig. 5(i)] that is expected to occur due to the concentra-
tion of dopants on the NP surface. In this cluster, the presence
of B in both of its three- and fourfold coordinated configura-
tions results in complex vibrational signal in the 520-800 cm−1
region. The calculated PVDOS is somewhat similar to the
B–B–P cluster, with the notable exception of the missing
850cm−1 asthismodeldoesnothaveB–Bbonds.Theseresults
indicate that even relatively simple B–P complexes can induce
rather complex IR signals in Si NPs. The calculated IR spectra for the other model structures
are plotted in Fig. 7. The IR signal of the threefold coordinated
B-atomisratherweak[noticethe10×factorinFig.7(a)].There
is also significant difference between the IR intensities of
P–B–B and B–P–B complexes. For the B–P–P cluster
[Fig. 7(b)], the IR peaks related to the stretching and rock-
ing modes of the B–B bond (at ≈850 cm−1 and ≈700 cm−1,
respectively) are both relatively stronger compared to the
IR intensity related to B–Si vibrations in the 600-635 cm−1
region. For the B–P–B cluster [Fig. C. Vibrational properties of boron
and phosphorus co-doped Si NPs 7(c)], the intensity of the
threefold coordinated B atom’s local modes (at ≈730 cm−1)
and the vibrations related to the bonds between the inner B
atom and the neighboring Si atoms and P atom (≈590-670
cm−1) contribute the most to the B-projected IR intensity. E. Raman and PL spectra of boron and phosphorus
co-doped Si NPs We also calculated the Raman and PL spectra of these
model structures and plotted them in Fig. 8. The PL spectra
of the various models do not contain substantial information
about the structural properties. The Si NP models with a single
B or P dopant resulted in relatively sharp emission spectra, but
the spectra of the rest of the models could be only distinguished
by the energy of the PL peak. For a single DAP, the absorption
and emission energies depend on the donor-acceptor separa-
tion distance, resulting in lower emission energies for the NP
model where the B and P are relatively far from each other. The threefold coordinated B atoms on the surface significantly
reduce the emission energy for each Si NP model where they
occurred [(e), (f), (i)] which is also in contradiction with exper-
imental results. The PL spectra of the Si NP model containing
a small (g) and larger (h) BP cluster is rather similar to the case
of a single BP pair. On the other hand, the calculated Raman spectra of model
(f) seems compatible with the experimental results with a
strong TO-peak and a rather weak and broad B-related IR band
between 580 and 730 cm−1. Finally we turn our attention towards the model with a
surface-bound B–P cluster (i). The calculated Raman spectra
for this model shows the usual TO-peak and B-related band,
but exhibits two addition bands around 520-560 cm−1 and
740-780 cm−1. The latter can be identified as the characteristic
local mode of the threefold coordinated B-atoms at the surface,
while the former is a collective mode involving the 3 P atoms, 3
fourfold coordinated B atoms, and some neighboring Si atoms
to a lesser degree. We note that the B and P concentration of these mod-
els differs from the experimental co-doped Si NPs. Models
(a)–(f) have lower while model (h) has higher B/P concentra-
tion compared to experimental samples. This means that the
relative intensity of the TO-peak and the B-related band should
be scaled accordingly when compared to experiments. One
other question is that how these different characteristic dopant
configurations interplay in the same Si NP. While the VDOS By contrast, the Raman spectra calculated for the differ-
ent Si NP models differ significantly, indicating that Raman
spectroscopy is a more useful experimental tool for struc-
tural characterization. D. IR spectra of boron and phosphorus
co-doped Si NPs As the vibrational density of states cannot be directly mea-
sured, it is beneficial to calculate the IR spectra, in order to
provide a basis for comparisons with the experiments. Since
bulk Si is a nonpolar crystal, we expect the IR signal of pris-
tine Si NPs to be rather weak. Our calculations indicate that
the IR spectra of the Si core do not vanish, but it is masked
by the signal of the Si–H bonds. As a consequence, we sub-
tract the contribution of the H atoms and the outermost layer
of Si atoms for a better approximation of realistic Si NPs. Figure 6 shows the case of a single B–P pair introduced into
two different sized host NPs (1.6 nm, 2.1 nm). It is apparent
that a small peak in the 600-700 cm−1 region remains even
after the subtraction of the contributions from the NP sur-
face. The relative intensity of this small peak is expected to
decrease with increasing NP size, similarly to the VDOS (see
Fig. 2). FIG. 7. The calculated IR absorption spectra for the depicted Si NP models
containing a few B/P atoms decomposed for the different elements. In the case
of Si, the outermost layer of Si atoms is excluded from the projection. FIG. 7. The calculated IR absorption spectra for the depicted Si NP models
containing a few B/P atoms decomposed for the different elements. In the case
of Si, the outermost layer of Si atoms is excluded from the projection. Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) 154702-8 The case of the ring-like BP cluster [Fig. 7(d))] introduces
a broad band in the 600-700 cm−1 region that is localized on
B–Si vibrations. The model with a large BP cluster introduced
into the center of a Si NP [Fig. 7(e)] has a rather broad IR band
in the 520-720 cm−1 region. The absolute intensity of this band
is stronger compared to the other model systems; however, the
IR intensity normalized for the dopant concentration is rather
small. The Si NP with a single P dopant shows qualitatively sim-
ilar Raman spectra to the undoped Si NP, while the models
containing a single B–P pair or a single B atom show the char-
acteristic B-related Raman peak around 600-640 cm−1 after
the surface atoms are projected out. D. IR spectra of boron and phosphorus
co-doped Si NPs The Raman spectra of the Si NP model with a small, ring-
like B-P cluster is also quite reminiscent of the aforementioned
case, but the B-related band is more diffuse with a prominent
B–P peak at ≈550 cm−1. Finally, we discuss the case of the BP cluster introduced to
the NP surface [Fig. 7(e)]. The threefold coordinated B atoms
once again induce a distinct peak in the calculated IR spectra
(≈780 cm−1), while the bonds between the inner B atoms and
their neighboring P and Si atoms are manifested as a broad
band in the 590-680 cm−1 region. On the other hand, the Raman spectra of the Si NP model
with a large BP cluster in its center (h) differs significantly
from the experiments. The B-related band extends from 500 to
720 cm−1, and the shape and relative intensity of the TO-peak
is very different from that is observed in the experiments. Finally, we discuss the case of Si NP models that contain
threefold coordinated surface B atoms. The model with adja-
cent B-B atoms (e) is exceptional as the 850 cm−1 stretching
mode of the B–B bond dominates the Raman spectra. The lack
of such signals in Raman measurements could be a good indi-
cation that this configuration is indeed very rare or does not
occur at all. E. Raman and PL spectra of boron and phosphorus
co-doped Si NPs In order to differentiate between the
dopant related and surface related signals, we utilize the pro-
jection technique introduced earlier. This is important as we
wish to model larger Si NPs with our 1.6-2.4 nm Si NPs (see
Fig. 2). FIG. 8. Calculated resonance Raman and PL spectra for co-doped Si NP models depicted in Fig. 5. In case of the Raman spectra, black and green lines correspond
to the full Raman spectra and the Raman spectra projected to the atoms in the bulk-like region of the nanocrystal, respectively. For the PL spectra, black and red
lines correspond to spectra calculated for 0 K and 300 K temperatures, respectively. FIG. 8. Calculated resonance Raman and PL spectra for co-doped Si NP models depicted in Fig. 5. In case of the Raman spectra, black and green lines correspond
to the full Raman spectra and the Raman spectra projected to the atoms in the bulk-like region of the nanocrystal, respectively. For the PL spectra, black and red
lines correspond to spectra calculated for 0 K and 300 K temperatures, respectively. J. Chem. Phys. 149, 154702 (2018) Somogyi, Bruyer, and Gali 154702-9 and IR spectra are expected to be superposition of the char-
acteristic atom clusters’ signals due to the local nature of the
characteristic vibrations, the situation is more complicated for
Raman spectroscopy. Resonance Raman spectroscopy probes
the vibrational properties by projecting the normal modes to
the geometry distortion between the ground state structure and
the structure of excited electronic states. The relaxation of the
structure upon electronic excitation depends on the nature of
the electron-hole pair induced by the absorbed photon; thus,
the prediction of resonant Raman spectra for systems that
contain qualitatively different dopant clusters is not straight-
forward. It is possible that the induced electron-hole pair (at
a given excitation wavelength) becomes localized on the bulk
regionoftheSiNP;thus,themeasurementbecomesinsensitive
to the surface region (or vice versa). related to B atoms in the proximity of the NP surface; thus, we
calculated the correlation between the normal modes’ energy
and the position of the involved B atoms. From Fig. 9(b), it
is apparent that the smaller, high energy B-related IR band
is indeed related to B atoms close to the surface. While the
outermost layer of Si atoms were not substituted by dopants
during the generation of these random structures, the layer
below that was allowed to be substituted. 2. Raman spectra The calculated resonance Raman spectra averaged for
the 10 co-doped Si NP models is shown in Fig. 10(b)
compared to the experimental Raman spectra taken from
Ref. 11. The B and P concentration for sample A was 0.80%
and 0.29%, respectively, while 0.86% and 0.62% for sam-
ple B. After eliminating the Si–H related vibration from the
Raman spectra, the result shows reasonable agreement with
the observations.7,8,11 Notable differences between the simu-
lated and measured Raman spectra are the underestimation of
the TO peak energy, the raggedness of the B-related band, the
small 790 cm−1 peak that is absent in the experiments, and
the overall shift of the B-related band towards higher energies. The simulated B-related band falls around 680 cm−1, whereas
the measured B-related band is at 635 cm−1 and 650 cm−1
for sample A and B, respectively. Finally, the relative inten-
sity of the B-related band is slightly overestimated for our
models. FIG. 9. (a) The PVDOS and IR spectra averaged over 10 energetically stable,
B– and P–codoped Si NPs. For the sake of clarity, the B– and P–projected
VDOS were multiplied by a factor of 5 in the plot. The 1.6 nm sized host Si
NP is H-terminated, and the concentration of B and P is 3% for both dopants. (b) A heatmap representation of the B-projected VDOS, where a second pro-
jection was applied which represents the involved B atoms’ distance from
the NP surface. By integrating the 2D function in the y-direction, the original
B-projected VDOS is obtained. This heatmap offers some insight about the
correlation between the B-related normal modes’ energy and the B-atoms’
position within the Si NP. FIG. 9. (a) The PVDOS and IR spectra averaged over 10 energetically stable,
B– and P–codoped Si NPs. For the sake of clarity, the B– and P–projected
VDOS were multiplied by a factor of 5 in the plot. The 1.6 nm sized host Si
NP is H-terminated, and the concentration of B and P is 3% for both dopants. (b) A heatmap representation of the B-projected VDOS, where a second pro-
jection was applied which represents the involved B atoms’ distance from
the NP surface. By integrating the 2D function in the y-direction, the original
B-projected VDOS is obtained. This heatmap offers some insight about the
correlation between the B-related normal modes’ energy and the B-atoms’
position within the Si NP. 1. IR spectra We also calculated the averaged IR intensities projected to
B, P, and the Si atoms (excluding the outermost atomic layer). The B related IR peak is much more intense than the TO-peak,
similarlytothecaseofsingleB–Ppairs(seeFig.6).Inaddition,
the relative IR intensity of the higher energy B-Si vibrations is
diminished compared to the VDOS, which might explain that
this high energy peak does not appear in experimental IR spec-
tra,11,13 even though there is significant evidence suggesting
thatthesurfaceofco-dopedSiNPscontainsBinveryhighcon-
centration. Alternatively, the amorphous B-rich surface layer
encapsulating the crystalline core may alter the vibrational
energies of surface-bound substitutional B atoms. E. Raman and PL spectra of boron and phosphorus
co-doped Si NPs According to our
previous result (see Fig. 3), B atoms substituting the second-
outermost Si layer introduce this higher energy band in the
VDOS. 24 October 2024 04:41:14 The B-related peak between 570 and 720 cm−1 is famil-
iar with the Raman measurements of co-doped Si NPs, with
the exception that our results indicate a second, smaller inten-
sity peak around 780 cm−1. We suspected that this IR band is F. Properties of randomly generated boron
and phosphorus co-doped Si NPs Next, we analyze the PVDOS of a couple of randomly
generated B and P co-doped Si NPs. The size of the NPs
is once again 1.6 nm, and we substituted 5-5 of the 147 Si
atoms by B and P atoms, respectively. Our previous study
demonstrated54 that the formation energy and optical prop-
erties of co-doped Si NPs are greatly influenced by the dis-
tribution of dopants even at a given doping concentration. Because of this, we have chosen the 5 most stable dopant
configurations from our randomly generated ensemble of 395
co-doped Si NP models.54 In addition, we generated another
5 energetically stable configurations utilizing the empirical
formula we established between the formation energy and
mean dopant-dopant distances within the NP. Figure 9(a) show
the calculated PVDOS averaged over the 10 different dopant
configurations. We note that some IR measurements11 of co-doped Si
NPs do exhibit small absorption peaks around ≈850 cm−1 and
≈900 cm−1 that were assigned to Si–H vibrations. Given that
the presence of Si–H bonds was established, this assignment
is plausible, but it cannot be ruled out that B atoms also con-
tribute to (one of) the IR peak(s) (see Fig. 1). IR measurements
performed on aged samples also show a broad absorption band
in the 800-900 cm−1 region,13,19 but the source of this signal
could be possibly oxygen related. 3. PL spectra The broader TO peak can be explained by the
rather small NP size, while the higher relative intensity of the
B-related peak is the consequence of the larger dopant con-
centration. Due to the relatively small size of our NP models
and the low formation energies of our sample [the dopants are
typically accumulated near the surface because of the effec-
tive repulsion between B–B and P–P pairs,54 see Fig. 9(b)],
B-atoms that are in the proximity of the surface are proba-
bly overrepresented compared to those in the larger NPs of
the Raman measurements. This can explain the shift of the
B-related band towards higher energies in our simulations. On the other hand, the experimental B-related band cuts off
around 700-725 cm−1, that is, the local modes belonging to
B atoms at the two outermost atomic layers of the Si NPs are
missing from the Raman spectra. This might be explained by
the amorphous dopant-rich layer encapsulating the crystalline
core11 that could affect vibrational frequencies of these modes. It is possible, that the induced electron-hole pair is confined in
the inner region of the Si NP; thus, the vibrational signature
of B atoms that are proximate to the surface is not manifested
in the measured Raman spectra. The most significant deviation of our results from the
experiment is the energy of the PL peak. Our 10 NP ensemble
has a PL peak around 2.4 eV compared to the 1.6 eV peak of the
experimental sample from Ref. 57. As these Si NPs are larger
than our NP models, the quantum confinement effect can be
partially responsible for this discrepancy. Si NPs similar to the
size of our models were also characterized by PL spectroscopy
exhibiting emission peak around 1.8 eV.10 While it is plausi-
ble that the applied PBE0 TDDFT kernel is not sufficiently
accurate, it is difficult to assess the error originating from the
TDDFT approximation as PBE0 is known to underestimate the
excitation energy of very small Si NPs,58 but overestimates the
bandgap of bulk Si.59,60 On the other hand, it is possible that our Si NP mod-
els are too oversimplified for direct comparison to experi-
mental data. Admittedly, our treatment of the NP surface is
rather crude and encapsulating the crystalline core with the
experimentally observed amorphous dopant-rich layer might
lead to improved absolute emission energies. 3. PL spectra We also calculated the PL spectra for the aforementioned
10 Si NP models and plotted the results in Fig. 10(d). The shape
of the individual PL peaks is rather similar for all 10 NPs, but
the ZPL energies show a significant variance. The full width
at half maximum (FWHM) of the calculated 10 spectra is 0.22
± 0.03 eV at room temperature, while the FWHM of the 10
particle ensemble is 0.36 eV. In comparison, the FWHM of
experimental samples grown at ∼900 ◦C (corresponding to
1.2 nm particle size) is 0.35-0.40 eV in the BPSG matrix and
0.5-0.6 eV after etching.10 Individual co-doped Si NPs have
also been characterized recently.57 The investigated co-doped
Si NPs were grown at 1000-1100 ◦C corresponding to ∼2-4 nm
particle sizes, and the single-dot PL measurements were per-
formed at 77 K. Kanno et al. found that the mean FWHM
of single co-doped Si NPs is between 0.22 and 0.29 eV, in
contrast to the 0.39-0.43 eV FWHM of the ensemble. They
also found that the distribution of the PL FWHM changes
with the growth temperature (or the NP diameter) with the
smallest Si NPs showing the widest distribution of PL FWHM
(75-360 meV), while the PL FWHM of the larger NPs show
somewhat less variance (110-350 meV). FIG. 10. (a) The experimental Raman spectra of two different co-doped Si NP
ensembles (data taken from Ref. 11) compared to the (b) averaged full– and
projected–resonance Raman spectra calculated for the 10 randomly generated
Si NP models. (c) Measured PL spectra for a co-doped Si NP ensemble (black
line) and individual NPs (colored lines) (data taken from Ref. 57). (d) The cal-
culated PL spectra for the individual co-doped Si NP models (blue/orange thin
lines), and the averaged PL spectra (black/red thick lines) at 0 K (blue/black
lines) and 300 K (orange/red lines). 24 October 2024 04:41:14 higher dopant concentration. The sample size of our simula-
tion is rather small, and only contains Si NPs with very low
formation energies, while experimental samples are expected
to contain less stable configurations due to entropy arguments
(see Ref. 54). The underestimation of the TO peak energy
may be attributed to the smaller NP size and the error of the
DFT method. 2. Raman spectra Before further discussion of the differences between the
simulated and experimental spectra, it is important to high-
light the known differences between our Si NP models and
the experimental NPs. Our models are significantly smaller
than the experimental NPs (1.6 nm vs. 7.0 ± 1.4 nm8), with J. Chem. Phys. 149, 154702 (2018) 154702-10
Somogyi, Bruyer, and Gali Somogyi, Bruyer, and Gali 154702-10 FIG. 10. (a) The experimental Raman spectra of two different co-doped Si NP
ensembles (data taken from Ref. 11) compared to the (b) averaged full– and
projected–resonance Raman spectra calculated for the 10 randomly generated
Si NP models. (c) Measured PL spectra for a co-doped Si NP ensemble (black
line) and individual NPs (colored lines) (data taken from Ref. 57). (d) The cal-
culated PL spectra for the individual co-doped Si NP models (blue/orange thin
lines), and the averaged PL spectra (black/red thick lines) at 0 K (blue/black
lines) and 300 K (orange/red lines). which fact is inconsistent with the electronic density of states
(DOS) measurements performed for co-doped Si NPs56 where
no such deep levels were found. On the other hand, a recent
work12 studied the Auger interactions in the nonlinear exci-
tation regime of co-doped Si NPs and concluded that the
nonradiative recombination can be attributed to dopant-related
deep defect states. The lower energy tail of the broad B-related band is most
likely the signature of existing B–P bonds in the NPs, as
our calculations indicate that the vibrational energy of the
B-P inside a Si NP ∼560 cm−1, while larger BP clusters
introduce broader bands in the 550-700 cm−1 interval, cov-
ering the whole experimentally observed B-related band (see
Fig. 5). 3. PL spectra We also note
that we observed a very strong correlation between the co-
doped Si NPs formation energy and the optical gap in our We also note that boron clusters containing interstitial B
or Si atoms could be also responsible for vibrational signals
in the 600-720 cm−1 region.42,55 While we cannot disregard
this scenario for Si NPs too, we note that most of these
clusters introduce deep defect states inside the Si bandgap56 Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) 154702-11
Somogyi, Bruyer, and Gali 154702-11 earlier study.54 Due to the expensive nature of the calcula-
tion of the vibrational properties, we restricted our simula-
tions to co-doped Si NPs with very low formation energies. We showed in our previous work54 that not only these low
energy configurations occur in realistic ensembles due to the
very low entropy of the stable configurations. As our sam-
ple selection favored dopant configurations with very low
formation energies, we obtained a narrower, higher energy
emission spectra compared to what we expect for an ensem-
ble with broader distribution of formation energies. Extend-
ing our calculations to include less stable dopant configura-
tions could potentially lead to larger variation of the FWHMs
of individual Si NPs and a larger FWHM of the simulated
ensemble. earlier study.54 Due to the expensive nature of the calcula-
tion of the vibrational properties, we restricted our simula-
tions to co-doped Si NPs with very low formation energies. We showed in our previous work54 that not only these low
energy configurations occur in realistic ensembles due to the
very low entropy of the stable configurations. As our sam-
ple selection favored dopant configurations with very low
formation energies, we obtained a narrower, higher energy
emission spectra compared to what we expect for an ensem-
ble with broader distribution of formation energies. Extend-
ing our calculations to include less stable dopant configura-
tions could potentially lead to larger variation of the FWHMs
of individual Si NPs and a larger FWHM of the simulated
ensemble. IV. SUMMARY 1A. P. Alivisatos, Science 271, 933 (1996), http://science.sciencemag. org/content/271/5251/933.full.pdf. 2 We studied the vibrational properties of B and P co-doped
Si NPs by means of first principles simulations, in order to
characterize co-doped Si NPs. In this work, we focused in the
bulk region of the Si NPs, as the introduction of B–P clus-
ters already creates a rather challenging problem even without
considering the various surface related issues. To this end, we
terminated the NP surface by H atoms, in order to reduce the
computational cost. However, this compromise complicated
our job as the rolling vibrational modes of the Si–H bonds
overlap with the characteristic B-related local modes. In order
to quantify the effect of dopants on the vibrational properties
of Si NPs, we applied a projection technique to filter out the
contributions of the Si–H bonds. This was especially important
as most of our model Si NPs were rather small (1.6 nm) with
larger surface/volume ratios compared to experimental sam-
ples. Despite of this compromise, we did identify quantifiable
effects that are related to the proximity of the NP surface. We
found that the vibrational signal of substitutional B is depen-
dent on the dopants position within the NP. B atoms at least
5 Å from the NP surface show the same vibrational signa-
ture as in bulk Si, while the energies of the B related normal
modes are shifted towards higher energies if the B atom is
closer to the surface. In general, vibrational frequencies of a
given cluster are expected to change with the distance between
the cluster and the NP surface, which can lead to the incorrect
interpretation of experimental spectra when the bulk data are
applied. 2M. Fujii, K. Toshikiyo, Y. Takase, Y. Yamaguchi, and S. Hayashi, J. Appl. Phys. 94, 1990 (2003). 3 3M. Fujii, Y. Yamaguchi, Y. Takase, K. Ninomiya, and S. Hayashi, Appl. Phys. Lett. 85, 1158 (2004). 4 4M. Fujii, Y. Yamaguchi, Y. Takase, K. Ninomiya, and S. Hayashi, Appl. Phys. Lett. 87, 211919 (2005). 24 October 2024 04:41:14 y
5K. Fujio, M. Fujii, K. Sumida, S. Hayashi, M. Fujisawa, and H. Ohta, Appl. Phys. Lett. 93, 021920 (2008). y
6M. Fukuda, M. Fujii, and S. Hayashi, J. Lumin. 131, 1066 (2011). 7M. Fujii, H. Sugimoto, and K. Imakita, Nanotechnology 27, 262001 (2016). 8 j
g
gy
(
)
8M. Fujii, H. Sugimoto, M. Hasegawa, and K. Imakita, J. Appl. ACKNOWLEDGMENTS A.G. acknowledges the support from the National
Research Development and Innovation Office of Hungary
(NKFIH) Grant No. NN118161 that finances Visegrad Group
(V4) and the Japan Joint Research Project on Advanced
Materials (NamSeN project). This work was also financed
by NKFIH within the Quantum Technology National Excel-
lence Program (Project No. 2017-1.2.1-NKP-2017-00001). A.G. acknowledges the support from KIF ¨U Supercomputer
Center Grant No. 1090. Overall, our results compare well with the experiments
apart from the absolute energy of the PL peak, despite being
smaller than the experimentally studied ones and our simplistic
treatment of the NP surface. 3. PL spectra Based on these encouraging results, we utilized the same
methodology to study the Raman and PL spectra of 10
randomly generated heavily co-doped Si NP models (where
we have chosen stable dopant configurations), and found that
the results are in good agreement with the experimental spec-
tra, apart from the absolute energy of the PL peak which might
be explained by the deficiencies of the PBE0 TDDFT kernel
or the simplistic surface model applied in our work. IV. SUMMARY Phys. 115,
084301 (2014). 9Y. Hori, S. Kano, H. Sugimoto, K. Imakita, and M. Fujii, Nano Lett. 16,
2615 (2016). 10 10H. Sugimoto, M. Fujii, K. Imakita, S. Hayashi, and K. Akamatsu, J. Phys. Chem. C 117, 11850 (2013). 11H. Sugimoto, M. Yamamura, M. Sakiyama, and M. Fujii, Nanoscale 10,
7357 (2018). 12 12R. Limpens, M. Fujii, N. R. Neale, and T. Gregorkiewicz, J. Phys. Chem. C
122, 6397 (2018). 13 13H. Sugimoto, M. Fujii, K. Imakita, S. Hayashi, and K. Akamatsu, J. Phys. Chem. C 116, 17969 (2012). 14 14H. Sugimoto, M. Fujii, Y. Fukuda, K. Imakita, and K. Akamatsu, Nanoscale
6, 122 (2014). 15X. D. Pi, R. Gresback, R. W. Liptak, S. A. Campbell, and U. Kortshagen,
Appl. Phys. Lett. 92, 123102 (2008). 6 16K. Nomoto, H. Sugimoto, A. Breen, A. V. Ceguerra, T. Kanno, S. P. Ringer,
I. P. Wurfl, G. Conibeer, and M. Fujii, J. Phys. Chem. C 120, 17845
(2016). 17P. A. Ronsheim, M. Hatzistergos, and S. Jin, J. Vac. Sci. Technol., B:
Nanotechnol. Microelectron.: Mater., Process., Meas., Phenom. 28, C1E1
(2010). 18 18L. M. Wheeler, N. J. Kramer, and U. R. Kortshagen, Nano Lett. 18, 1888
(2018). 19 We calculated the VDOS, IR, and Raman spectra of sev-
eral BP clusters containing a few dopant atoms. We found
that even small clusters containing three dopant atoms can
introduce rather complex vibrational signals, especially in the
proximity of the surface. B–B bonds and B atoms close to the
NP surface induce the most distinct vibrational frequencies
as they fall between the characteristic frequency of substitu-
tional B (≈620 cm−1) and the frequency range associated with
Si–O–Si bridges (>1000 cm−1). We characterized the size
dependent PL and Raman spectra of dopant-free Si NPs and
found good agreement with the experiments. 19M. Sasaki, S. Kano, H. Sugimoto, K. Imakita, and M. Fujii, J. Phys. Chem. C 120, 195 (2016). 20 C
0, 95 ( 0 6). 20I. Sychugov, R. Juhasz, J. Valenta, and J. Linnros, Phys. Rev. Lett. 94,
087405 (2005). 21R. Kubo and Y. Toyozawa, Prog. Theor. Phys. 13, 160 (1955). 22 22M. Lax, J. Chem. Phys. 20, 1752 (1952). 23T. Miyakawa and D. L. Dexter, Phys. Rev. B 1, 2961 (1970) y
y
(
)
24J. Sue, Y. J. Yan, and S. Mukamel, J. Chem. Phys. 85, 462 (1986). 24J. Sue, Y. J. Yan, and S. Mukamel, J. Chem. Phy 25S. Mukamel, J. Chem. Phys. 1A. P. Alivisatos, Science 271, 933 (1996), http://science.sciencemag.
org/content/271/5251/933.full.pdf. New J. Phys. 16, 073026 (2014).
27G. Thiering and A. Gali, Phys. Rev. X 8, 021063 (2018). 2M. Fujii, K. Toshikiyo, Y. Takase, Y. Yamaguchi, and S. Hayashi, J. Appl.
Phys. 94, 1990 (2003).
3 154702-12
Somogyi, Bruyer, and Gali 44P. Mishra and K. P. Jain, Phys. Rev. B 62, 14790 (2000). 45 28F. A. Savin, Opt. Spectrosc. 19, 308 (1965). 29S. Lee and S. C. Lee, J. Chem. Phys. 96, 5734 (1992). 30 45G. Viera, S. Huet, and L. Boufendi, J. Appl. Phys. 90, 4175 (2001). 46 30A. M. Kelley, ACS Nano 5, 5254 (2011). 46G. Faraci, S. Gibilisco, and A. R. Pennisi, Phys. Rev. B 80, 193410 (2009). 47 31D. C. Hannah, J. Yang, N. J. Kramer, G. C. Schatz, U. R. Kortshagen, and 47Y. Duan, J. F. Kong, and W. Z. Shen, J. Raman Spectrosc. 43, 756 (2011), 47Y. Duan, J. F. Kong, and W. Z. Shen, J. Raman Spectrosc. 43, 756 (2011),
https://onlinelibrary.wiley.com/doi/pdf/10.1002/jrs.3094. ,
g,
,
p
,
https://onlinelibrary.wiley.com/doi/pdf/10.1002/jrs.3094. g
R. D. Schaller, ACS Photonics 1, 960 (2014). 32 R. D. Schaller, ACS Photonics 1, 960 (2014). 48J. Zi, K. Zhang, and X. Xie, Phys. Rev. B 55, 9263 (1997). 32F. Furche and R. Ahlrichs, J. Chem. Phys. 117, 7433 (2002). 33 49W. Cheng and S.-F. Ren, Phys. Rev. B 65, 205305 (2002). 33J. P. Perdew, K. Burke, and M. Ernzerhof, Phys. Rev. Lett. 77, 3865 (1996). W. Cheng and S. F. Ren, Phys. Rev. B 65, 205305 (2002). 50R. Meyer and D. Comtesse, Phys. Rev. B 83, 014301 (2011). g
y
50R. Meyer and D. Comtesse, Phys. Rev. B 83, 014301 (2011)
51 34S. Baroni, S. de Gironcoli, A. Dal Corso, and P. Giannozzi, Rev. Mod. Phys. 73, 515 (2001). y
y
51M. Fujii, H. Sugimoto, and S. Kano, Chem. Commun. 54, 4375 (2018). 52 35J. P. Perdew, M. Ernzerhof, and K. Burke, J. Chem. Phys. 105, 9982 (1996). 36 52J. S. Kang, H. Wu, and Y. Hu, Nano Lett. 17, 7507 (2017). 36G. Kresse and J. Hafner, Phys. Rev. B 47, 558 (1993). 53J. A. Sanjurjo, E. L´opez-Cruz, P. Vogl, and M. Cardona, Phys. Rev. B 28,
4579 (1983). 37G. Kresse and J. Furthm¨uller, Phys. Rev. B 54, 11169 (19 38P. E. Bl¨ochl, Phys. Rev. B 50, 17953 (1994). 54B. Somogyi, R. Derian, I. ˇStich, and A. Gali, J. Phys. Chem. C 121, 27741
(2017). 39R. Ahlrichs, M. B¨ar, M. H¨aser, H. Horn, and C. K¨olmel, Chem. Phys. Lett. 162, 165 (1989). 40 55N. X. Truong, B. K. A. Jaeger, S. Gewinner, W. Sch¨ollkopf, A. Fielicke,
and O. Dopfer, J. Phys. Chem. C 121, 9560 (2017). 40R. Bauernschmitt and R. Ahlrichs, Chem. Phys. Lett. IV. SUMMARY 82, 5398 (1985). 26A. Alkauskas, B. B. Buckley, D. D. Awschalo 26A. Alkauskas, B. B. Buckley, D. D. Awschalom, and C. G. V. de Walle,
New J. Phys. 16, 073026 (2014). 27 26A. Alkauskas, B. B. Buckley, D. D. Awschalom, and C. G. V. de Walle,
N
J Ph
16 073026 (2014) New J. Phys. 16, 073026 (2014). y
27G. Thiering and A. Gali, Phys. Rev. X 8, 021063 (2018). J. Chem. Phys. 149, 154702 (2018) 154702-12
Somogyi, Bruyer, and Gali J. Chem. Phys. 149, 154702 (2018) 154702-12
Somogyi, Bruyer, and Gali 256, 454 (1996). 41 40R. Bauernschmitt and R. Ahlrichs, Chem. Phys. L
41 56P. De´ak, A. Gali, A. S´olyom, A. Buruzs, and T. Frauenheim, J. Phys.:
Condens. Matter 17, S2141 (2005). 41A. S. Barker and A. J. Sievers, Rev. Mod. Phys. 47, S1 (1975). 42 Condens. Matter 17, S2141 (2005). 42P. De´ak, A. Gali, A. S´olyom, P. Ordej´on, K. Kamar´as, and G. Battistig,
J. Phys.: Condens. Matter 15, 4967 (2003). 42P. De´ak, A. Gali, A. S´olyom, P. Ordej´on, K. Kamar´as, and G. Battistig,
J Ph
C
d
M tt
15 4967 (2003) J. Phys.: Condens. Matter 15, 4967 (2003). 57T. Kanno, H. Sugimoto, A. Fucikova, J. Valenta, and M. Fujii, J. Appl. Phys. 120, 164307 (2016). 58
ˇ 43When the size of semiconductor nanocrystals become comparable with the
De Broglie wavelength of its electrons, their electronic and optical proper-
ties start to exhibit strong size-dependence due to the surface that acts as a
confining potential. The optical gap becomes strongly size-dependent, and
the absorption cross section becomes enhanced for indirect bandgap mate-
rials. This phenomena is commonly referred as the quantum confinement
effect (QCE). 58R. Derian, K. Tok´ar, B. Somogyi, A. Gali, and I. ˇStich, J. Chem. Theory
Comput. 13, 6061 (2017). 59
´ p
59J.Paier,M.Marsman,K.Hummer,G.Kresse,I.C.Gerber,andJ.G. ´Angy´an, 59J.Paier,M.Marsman,K.Hummer,G.Kresse,I.C.Gerber 59J.Paier,M.Marsman,K.Hummer,G.Kresse,I.C.Gerber,andJ.G.Angy´an,
J. Chem. Phys. 124, 154709 (2006). 60 J. Chem. Phys. 124, 154709 (2006). J. Chem. Phys. 124, 154709 (2006). 60 60M. Marsman, J. Paier, A. Stroppa, and G. Kresse, J. Phys.: Condens. Matter
20, 064201 (2008). 24 October 2024 04:41:14
|
W2085256329.txt
|
https://www.frontiersin.org/articles/10.3389/fenvs.2015.00027/pdf
|
en
|
Monoterpenoid indole alkaloids and phenols are required antioxidants in glutathione depleted Uncaria tomentosa root cultures
|
Frontiers in environmental science
| 2,015
|
cc-by
| 8,217
|
ORIGINAL RESEARCH
published: 09 April 2015
doi: 10.3389/fenvs.2015.00027
Monoterpenoid indole alkaloids and
phenols are required antioxidants in
glutathione depleted Uncaria
tomentosa root cultures
Ileana Vera-Reyes 1 , Ariana A. Huerta-Heredia 1 , Teresa Ponce-Noyola 1 ,
Carlos M. Cerda-García-Rojas 2 , Gabriela Trejo-Tapia 3 and Ana C. Ramos-Valdivia 1*
Edited by:
Rene Kizek,
Central European Institute of
Technology in Brno, Czech Republic
Reviewed by:
Naser A. Anjum,
University of Aveiro, Portugal
Zbynek Heger,
Central European Institute of
Technology in Brno, Czech Republic
Ondrej Zitka,
Mendel University in Brno, Czech
Republic
*Correspondence:
Ana C. Ramos-Valdivia,
Departamento de Biotecnología y
Biongeniería, Centro de Investigación
y de Estudios Avanzados, Instituto
Politécnico Nacional, A. P. 14-740,
México, D. F. 07000, Mexico
aramos@cinvestav.mx
Specialty section:
This article was submitted to
Environmental Toxicology, a section of
the journal Frontiers in Environmental
Science
Received: 06 January 2015
Accepted: 20 March 2015
Published: 09 April 2015
Citation:
Vera-Reyes I, Huerta-Heredia AA,
Ponce-Noyola T, Cerda-García-Rojas
CM, Trejo-Tapia G and Ramos-Valdivia
AC (2015) Monoterpenoid indole
alkaloids and phenols are required
antioxidants in glutathione depleted
Uncaria tomentosa root cultures.
Front. Environ. Sci. 3:27.
doi: 10.3389/fenvs.2015.00027
1
Departamento de Biotecnología y Biongeniería, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico
Nacional, México, D. F., Mexico, 2 Departamento de Química, Centro de Investigación y de Estudios Avanzados del Instituto
Politécnico Nacional, México, D. F., Mexico, 3 Departamento de Biotecnología, Centro de Desarrollo de Productos Bióticos,
Instituto Politécnico Nacional, Yautepec, Mexico
Plants cells sense their environment through oxidative signaling responses and make
appropriate adjustments to gene expression, physiology and metabolic defense. Root
cultures of Uncaria tomentosa, a native plant of the Amazon rainforest, were exposed
to stressful conditions by combined addition of the glutathione inhibitor, buthionine
sulfoximine (0.8 mM) and 0.2 mM jasmonic acid. This procedure induced a synchronized
two-fold increase of hydrogen peroxide and guaiacol peroxidases, while the glutathione
content and glutathione reductase activity were reduced. Likewise, in elicited cultures,
production of the antioxidant secondary metabolites, monoterpenoid oxindole, and
glucoindole alkaloids, were 2.1 and 5.5-fold stimulated (704.0 ± 14.9 and 845.5 ±
13.0 µg/g DW, respectively) after 12 h, while phenols were three times increased. Upon
elicitation, the activities and mRNA transcript levels of two enzymes involved in the
alkaloid biosynthesis, strictosidine synthase and strictosidine β-glucosidase, were also
enhanced. Differential proteome analysis performed by two-dimensional polyacrylamide
gel electrophoresis of elicited and control root cultures showed that after elicitation
several new protein spots appeared. Two of them were identified as thiol-related
enzymes, namely cysteine synthase and methionine synthase. Proteins associated with
antioxidant and stress responses, including two strictosidine synthase isoforms, were
identified as well, together with others as caffeic acid O-methyltransferase. Our results
propose that in U. tomentosa roots a signaling network involving hydrogen peroxide and
jasmonate derivatives coordinately regulates the antioxidant response and secondary
metabolic defense via transcriptional and protein activation.
Keywords: oxidative stress, Uncaria tomentosa, proteome, antioxidant responses, glutathione
Introduction
Oxidative stress arises from disruption in redox balance due that the amount of reactive
oxygen species (ROS) exceeds the ability of the cell to accomplish an effective antioxidant
response. Unlike other ROS, hydrogen peroxide (H2 O2 ) is a non-radical species, containing no
Frontiers in Environmental Science | www.frontiersin.org
1
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
(Huerta-Heredia et al., 2009), a glucoindole alkaloid with
hypotensive and antioxidant activities (Endo et al., 1983) and
dolichantoside (Luna-Palencia et al., 2013), a N-β-methylated
strictosidine with potent anti-malarial effect (Frédérich et al.,
2000). Moreover, the antioxidant response and alkaloid production stimulation have been correlated with oxidative stress
(Trejo-Tapia et al., 2007) triggered by H2 O2 treatment (HuertaHeredia et al., 2009; Vera-Reyes et al., 2013) and by combined
addition of the glutathione inhibitor, buthionine sulfoximine and
jasmonic acid (Vera-Reyes et al., 2013). It has been suggested that
monoterpenoid indole alkaloids (MIA) are precursors of MOA
whose transformation may take place through oxidation of the
indole ring system. The central precursor of the MIA pathway
is the glycosylated indole alkaloid strictosidine, which is formed
through the condensation of the indole precursor tryptamine
with secologanin catalyzed by the enzyme strictosidine synthase
(STR; EC 4.3.3.2). Then, strictosidine β-D-glucosidase (SGD; EC
3.2.1.105) hydrolyzes the glucose moiety present in strictosidine
forming an aglycone, which is rapidly converted to a dialdehyde
intermediate. In some plants such as Catharanthus roseus, this
substance is reduced by NADPH to ajmalicine or their isomers
through cathenamine (Kutchan, 1995). Strictosidine also participates in the biosynthesis of other glucoindole alkaloids characteristic of the Rubiaceae family such as isodihydrocadambine
(Szabó, 2008).
Both STR and SGD are encoded by single genes (McKnight et al., 1990), even though the STR from C. roseus has
shown several isoforms due to post-translational modifications
(De Waal et al., 1995; Jacobs et al., 2005). Vera-Reyes et al.
(2013) reported that in U. tomentosa root cultures, the increase
of oxindole and glucoindole alkaloids observed under oxidative stress, is provoked by the regulatory mechanisms at the
level of enzyme activities and gene expression of STR and SGD.
Thus, proteomics provides a promising approach for the study
of the protein response to oxidative stress in general and its relation with the secondary metabolism production (Ramos-Valdivia
et al., 2012). Particularly, comparative proteomic studies based
on contrasting plant cultures on stressed and non-stressed conditions are essential for understanding the stress-related defense
mechanisms.
In order the study the regulatory mechanisms functioning
in the monoterpenoid indole alkaloid production in U. tomentosa root cultures, activities and mRNA transcript levels of two
enzymes involved its alkaloid biosynthesis, antioxidant defense
and comparative proteome analysis in response to oxidative
stress were examined.
net charge, with a relatively long half-life. Because of these properties, H2 O2 acts as a long-distance signaling molecule and is
a physiological indicator of the intensity of biotic and/or abiotic stress (Apel and Hirt, 2004). In turn, to prevent the harmful effects of ROS, plants have evolved coordinate antioxidant
mechanisms that include superoxide dismutase, peroxidases,
the ascorbate-glutathione cycle, and other antioxidant responses
(Noctor and Foyer, 1998).
Glutathione is a low molecular weight tripeptide useful in protecting plant cells from oxidative injury due to its redox buffering
capacity and relative abundance. In response to environmental stress through the ascorbate–glutathione pathway, the redox
potential of the reduced glutathione (GSH) pool is altered and
converted to the disulfide form (GSSG) without net consumption
(Meyer and Fricker, 2002). It has been reported that H2 O2 , produced in response against various stimuli, would be acting as a
signaling molecule, regulating the expression of selected genes,
including those involved in the defense pathways and participating in the crosstalk between other metabolic signals (Quan
et al., 2008). Several studies suggest that, as the result of adaptation responses of plants to oxidative stress, changes occur not
only in the primary defense mechanisms but also in the profile of
secondary metabolism (Apel and Hirt, 2004).
Alkaloids represent one of the most active natural product
groups against a wide range of organisms. The main role of
these substances is generally linked to plant defense mechanisms
from predators, besides the important ecological factors associated to them. However, the close relationship between alkaloids
and the oxido-reduction processes in plants containing them
strongly suggests that these compounds play a fundamental role
in protecting plants when they are subjected to oxidative stress
(Ramos-Valdivia et al., 2012). Furthermore, polyphenols are the
most abundant and widely distributed group of naturally occurring compounds. Their functions are critical to the maintenance
of the plant, being relevant in the defense against herbivores, for
protection to different types of biotic or abiotic stress, as well as
signals in interactions either with other plants or with microbes
(Buer et al., 2010).
GSH deficit may occur in plants as a consequence of
increased cellular consumption and/or due to biosynthetic disorders. However, GSH depletion of GSH can occur by addition
of L-buthionine-(S,R)-sulphoximine (BSO). This nontoxic substance is a specific inhibitor of γ-glutamylcysteine synthetase
(Ruegsegger et al., 1990; May and Leaver, 1993). Treatment of
plant tissue with BSO has been used as an elicitor of secondary
metabolites since this substance weakens the antioxidant defense
mechanisms, provoking endogenous accumulation of H2 O2 and
oxidative stress (Berglund and Ohlsson, 1993; Guo et al., 1993;
Vera-Reyes et al., 2013).
Uncaria tomentosa, which belongs to the Rubiaceae family,
is an Amazon rainforest species known as cat’s claw. This
plant produces the highly oxidized monoterpenoid oxindole
alkaloids (MOA) isopteropodine, mitraphylline, isomitraphylline
and rhynchophylline, which exhibits immunomodulatory, antiAIDS, cytotoxic, and antileukemic properties (Laus, 2004). In
previous work, it was found that root suspension cultures of this
species produced MOA and accumulated 3α-dihydrocadambine
Frontiers in Environmental Science | www.frontiersin.org
Materials and Methods
Root Cultures and Elicitation
Root cultures of U. tomentosa (line Utr-3) arising from micropropagated plantlets (Luna-Palencia et al., 2013) were grown in
250-mL Erlenmeyer flasks (covered with aluminum foil) with
100-mL of MS medium (Murashige and Skoog, 1962), 2% sucrose
without plant growth regulators and pH 6.4 adjusted prior to
sterilization. The cultures were incubated at 25 ± 2◦ C, using
orbital agitation at 110 rpm, and under continuous light intensity
2
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
13 µmol m−2 s−1 . The cultures were sub-cultivated every 20 days
and uniform inocula for the experiments were developed in 1000mL Erlenmeyer flasks containing 400-mL of culture medium.
A selection of 20-days-old roots were cut in pieces of ∼5 cm
length and kept in deionized water until they were inoculated
(2 g FW) into 250-mL shaken flasks containing 100-mL culture
medium. Roots were elicited at day 13 with simultaneous addition of 0.8 mM BSO and 0.2 mM jasmonic acid (BSO-JA) and
were incubated as indicated above. Three control cultures and
three elicited flask cultures were harvested after 12 h.
four gels for each sample. Only those spots that showed significant and reproducible changes (at least 1.3-fold) were taken in to
account as differentially expressed proteins, ANOVA (p < 0.05).
The Scaffold program (version 4.0.6.1 from Proteome Software
Inc., Portland, OR) was employed for protein identification. The
validation was done if the probability was greater than 99.0% and
contained at least 2 identified peptides. Protein probabilities were
allocated by the Protein Prophet algorithm (Nesvizhskii et al.,
2003). Proteins that could not be differentiated based on MS/MS
analysis were grouped to satisfy the principles of parsimony. The
estimated experimental Mr /pI was useful to rise the identification
confidence.
Extraction of Total Proteins for 2D SDS-PAGE
Ten grams of frozen roots were ground using a mortar and a pestle and were cooled with liquid N2 . A solution (20 mL) of cold
(−20◦ C) 10% TCA in acetone with 0.07% β-mercaptoethanol
was poured over the sample (Jacobs et al., 2005). The mixture
was kept at 20◦ C overnight to enable a complete precipitation.
After centrifugation for 15 min at 3000 g, samples were washed
twice with a cold solution (−20◦ C) of acetone and 0.07% βmercaptoethanol for removing TCA. The precipitate was solubilized in ReadyPrep rehydration/sample buffer BioRad [8 M urea,
2% CHAPS, 50 mM dithiothreitol (DTT), 0.2% (w/v) Bio-Lyte R
3/10 ampholytes, and bromophenol blue (trace)] completed with
2 M thiourea. The mixture was vortexed and centrifuged (5 min,
16,000 g) several times during 1 h. The supernatant was recovered
and cleaned up using a Micro Bio-Spin R column (BioRad, USA)
and stored at −80◦ C. The concentration of protein was measured
with a 2D Quant kit (Amersham Biosciences, USA).
In-Gel Digestion, MALDI-TOF MS and Database
Search
Excised SYPRO R Ruby (BioRad)-stained protein gel spots following 2D SDS-PAGE were digested with trypsin (10 µg/mL)
at 37◦ C for 12 h. Tandem mass spectrometry coupled to liquid
chromatography (LC-MS/MS) analysis of in-gel trypsin digestedproteins (Shevchenko et al., 1996) was performed in a LTQ Orbitrap Velos mass spectrometer (Thermo Fisher Scientific, San Jose,
CA) furnished with an Advion nanomate ESI source (Advion,
Ithaca, NY). ZipTip (Millipore, Billerica, MA) C18 sample cleanup was achieved as indicated in the manufacturer’s instructions.
The peptide fraction was eluted from a C18 precolumn of 100µm id × 2 cm (Thermo Fisher Scientific) and loaded onto an
analytical C18 column of 75-µm ID × 10 cm C18 (Thermo Fisher
Scientific) eluting with solvent A (water and 0.1% formic acid)
and a 5–10% gradient of solvent B (acetonitrile, 0.1% formic
acid) for 5 min, followed by a 10–35% gradient of solvent B
for 35 min, 35–50% gradient of solvent B for 20 min, 50–95%
gradient of solvent B for 5 min, and 95% solvent B for 5 min,
all elutions were run at a flow rate of 400 nl/min. Data dependent scanning (m/z 400–1600) was carried out in the Orbitrap
analyzer, followed by collision-induced dissociation (CID) tandem mass spectrometry (MS/MS) of the 14 most intense ions in
the linear ion trap analyzer using the Xcalibur v 2.1.0 software
(Andon et al., 2002) and a mass scan of 60,000 resolution. The
precursor ions were chosen by the monoisotopic precursor selection (MIPS) setting the acceptance or rejection of ions thought
a ±10 ppm window. Dynamic exclusion was established to place
any selected m/z peak on an exclusion list for 45 s after a single
MS/MS. All MS/MS spectra were explored against asterids proteins downloaded from Uniprot or from NCBI on October 09,
2012 or June 20, 2013, respectively, using Thermo Proteome Discoverer 1.3 (Thermo Fisher Scientific). The UniprotKB protein
database of all species was also used in searching the data independently. Variable modifications considered during the search
included methionine oxidation, adding 15.995 Da, and/or cysteine carbamidomethylation, adding 57.021 Da. At the time of the
search, asterids database from Uniprot or NCBI contained 65,406
and 102,843 entries, respectively (UniprotKB database contained
452,768 entries as of October 10, 2012). Proteins were identified with a confidence level of 99% with XCorr score cut-offs
(Qian et al., 2005) as determined by a reversed database search.
The results were displayed with the Scaffold program v 3.6.1
(Proteome Software Inc., Portland OR) that depends on various
2D-PAGE
About 250 µg of protein was loaded into 11-cm strips with a
pH gradient between 4 and 7 (IPG, immobilized pH gradient,
Bio-Rad) by in-gel rehydration during 12 h. Isoelectric focusing
(IEF) was carried out on a Protean IEF apparatus (Bio-Rad, USA)
at 20◦ C by application of a voltage gradient from 0 to 250 V
for 1 h, 250 to 500 V for 1 h, 1000 to 8000 V for 1 h, from 8000
to 20,000 V for 2 h, and 500 V for 2 h. The protein IPG strips
were equilibrated before applying a sodium dodecyl sulfate (SDS)
polyacrylamide gel electrophoresis (PAGE) procedure using an
equilibration buffer I (50 mM Tris HCl [pH 8], 8 M urea, 30%
glycerol, 2% SDS, and 0.3% DTT) for 10 min. The strips were
then soaked for 10 min in the equilibration buffer II containing
50 mM Tris HCl (pH 8), 8 M urea, 30% glycerol, 2% SDS, and
4.5% iodoacetamide. SDS-PAGE was done using polyacrylamide
12% acrylamide gels. Electrophoresis was carried out at 25 mA
for 45 min and 35 mA for 2.5 h (SE 600 Ruby ; GE Healthcare
Life Science, USA). Protein samples were visualized by staining
with Sypro Ruby (BioRad, USA).
™
Gel Analysis
At least three independent 2-D experiments were repeated at
minimum four times to confirm reproducibility. Image analysis
was achieved by visual inspection and the observed changes were
qualitative using Melanie 7.0 gel analysis platform (GE Healthcare). The volume of each spot was normalized as a relative volume to compensate for the variability in gel staining. Manual
editing was carried out after the automated detection and matching for each spot, achieving this procedure with a minimum of
Frontiers in Environmental Science | www.frontiersin.org
3
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
Antioxidant Enzyme Assays
search engines (Sequest, X!Tandem, MASCOT) using Bayesian
statistics (Keller et al., 2002; Nesvizhskii et al., 2003).
Guaiacol peroxidases were measured as oxidation of guaiacol
(8.26 mM, ∈ = 26.6 mM−1 cm−1 ) according to Pütter (1974).
Enzyme extract was incubated in 100 mM phosphate buffer pH
6.0 containing 3 mM H2 O2 . The reaction was started by addition of 15 mM guaiacol and the absorption was measured for
2 min at 470 nm using a Beckmann spectrophotometer (DU 7500,
Munich). Rates were corrected by chemical control experiments.
Peroxide activity was determined as the amount of protein that
produces 1 µmol of oxidized guaiacol. The activity of glutathione
reductase was measured using the Glutathione Reductase Assay
Kit (Sigma-Aldrich, St. Louis, USA), which was determined by
the absorbance decrease caused by NADPH oxidation at 340 nm.
One enzyme unit (U) catalyzes the oxidation of 1 µmol of
NADPH per min at 25◦ C.
Quantification of Phenolic Compounds
Powdered roots (0.20 g) were frozen in liquid N2 , pulverized
and sonically extracted with 5 mL of methanol-water (8:2 v/v)
and centrifuged. A supernatant aliquot of 0.2 mL was mixed
with 0.2-mL Folin-Ciocalteu reagent diluted 1:1 (v/v) with water,
0.6 mL of sodium carbonate (Na2 CO3 ) saturated solution and
4 mL of deionized water. The mixture was intensively shaken,
left at room temperature for 25 min, and centrifuged at 5000 rpm
for 10 min. The absorbance of supernatant was registered at
725 nm in a Genesys 10V spectrophotometer (Thermo Scientific). Total phenols were expressed in terms of D-catechin equivalents. Quantification of individual phenols was done by HPLC
analysis according (Pavei et al., 2010) using a 3-caffeoylquinic
acid (chlorogenic acid) calibration curve.
Strictosidine-Related Enzyme Assays
The assay of strictosidine synthase (STR) activity depends on
the enzymatic condensation of secologanin and tryptamine to
produce strictosidine. Strictosidine formation was quantified by
HPLC using a strictosidine standard (Phytoconsult, The Netherlands) for constructing the calibration curve. Strictosidine glucosidase (SGD) activity was determined by measuring the glucose
release using Amplex Red R (Invitrogen) assay kit. Both enzyme
assays were previously described (Vera-Reyes et al., 2013).
Extraction and Quantification of Alkaloids
Alkaloid extraction and quantification were performed as
described previously (Vera-Reyes et al., 2013). Briefly, frozen
roots (liquid N2 ) were pulverized and sonically extracted with
5% hydrochloric acid. Alkaloids from the acid-solutions or culture media were extracted twice with chloroform adjusting the
pH to 8-9 using a NH4 OH solution. The organic layer was vacuum evaporated and the solid residue was dissolved in a 9:11
mixture of acetonitrile and 10 mM phosphate buffer at pH 7.
The solutions were filtered and injected into a Varian ProStar
333 HPLC system equipped with a photodiode array detector
(Varian, Walnut Creek, CA) using a reverse-phase C18 column
(Waters Spherisorb 5 mm ODS2 of 250 mm length 4.6 mm i.d.).
Elution was carried out with the same 9:11 mixture of acetonitrile and phosphate buffer at 0.7 mL/min flow rate and detecting
at 244 nm. For quantification of MOA and glucoindole alkaloids,
mitraphylline and 3α-dihydrocadambine respectively, were used
as the standard compound to determine the calibration curve.
mRNA Extraction, cDNA Synthesis and
Semiquantitative RT-PCR Analysis
RNA isolation, DNA treatment, reverse transcription, and
semiquantitative-PCR amplification were achieves as reported
previously (Vera-Reyes et al., 2013), as well as the primers used
for the genes: STR (strictosidine synthase), SGD (strictosidine
glucosidase and the control 18S rRNA. The relative gene expression was analyzed using a Kodak Image Station 2200R, DU R 730
equipped with Molecular Imaging Software version 1.4 (Kodak)
on a 1.2% agarose gel. The gene expression analysis is represented
in arbitrary units employing average values of semi-quantitative
RT-PCR assays in triplicate with respect to the corresponding
non-treated cultures.
Statistical Analysis
All measurements were done in triplicate and the statistical
evaluation was achieved with Anova, taking p ≤ 0.05 as
significant.
Protein Extracts and Enzyme Assays
Determination of H2 O2
Roots (1 g) were homogenized in a pre-chilled mortar under liquid N2 with 1–2% (w/w) polyvinylpyrrolidone. Extraction buffer
(0.1 M potassium phosphate pH 6.3, containing 3 mM EDTA and
6 mM DTT) was added in a 1:1 ratio (v/w) shaking to obtain a
homogeneous mixture. For GR assay, the extraction buffer was
0.1 M potassium phosphate pH 7.5, with 1 mM EDTA. Centrifugation at 18,000 g was done for 10 min at 4◦ C and the supernatant
was collected and desalted on Bio-Rad Micro Bio-Spin R P-30
columns. The eluted samples were employed for the enzymatic
assays.
The protein fractions were kept frozen at −20◦ C until use.
The total protein content was determined following the procedure described by Peterson (1977) with bovine serum albumin as
the standard.
Roots (500 mg) were frozen and pulverized under liquid N2 . The
powder was extracted with 5 mL of 0.1% TCA (w/v), mixed with
ice for 5 min, and pelleted by centrifugation at 10,000 g at 4◦ C
for 10 min. The supernatant was neutralized with 0.2 M NH4 OH
to pH 8.0 and was centrifuged at 3000 g for 2 min to sediment
the insoluble material. The quantification of H2 O2 in the extracts
was done with the Amplex Red Hydrogen Peroxide Assay kit
(Molecular Probes, Invitrogen), according to the manufacturer
instructions. A total of 50 µL of extract was combined with an
equal volume of 50 mM sodium phosphate buffer pH 7.4 containing 0.1 U/mL of horseradish peroxidase and incubated for
1 h at room temperature, measuring the absorbance at 560 nm.
The H2 O2 concentration for each sample was determined with a
standard curve obtained with known concentrations of H2 O2 .
Frontiers in Environmental Science | www.frontiersin.org
4
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
Glutathione Assay
concentration was significantly reduced in a 55%, while the
GR activity was slightly lower (17%) than non-treated roots
(Figures 1B,D). Noteworthy, biomass concentration (6.33 ±
0.20 g DW/L) and viability of roots after the elicitation remained
essentially the same as in controls.
The levels of total glutathione (GSH + GSSG) were determined
with a glutathione assay kit (Sigma) following the manufacturer’s
protocol. Roots were frozen in liquid N2 and pulverized until
obtaining fine particles. A solution of 5% 5-sulfosalicylic acid
(500 µL) was added to 0.1 g of the powder to deproteinize the
sample. Glutathione was measured in a kinetic assay based on the
reduction of 5,5-dithiobis(2-nitrobenzoic acid) (DTNB) to yellow
TNB, which was spectrophotometrically measured at 412 nm.
The amount of total glutathione was determined with a standard
curve of reduced glutathione.
Activities of Strictosidine-Related Enzymes,
mRNA Expression Levels, and Production of
Phenols and Alkaloids in Response to BSO-JA
Elicitation
After 12 h of elicitor treatment, MOA, 3α-dihydrocadambine and
dolichantoside production (Figure 2A) were rapidly increased by
2.1-, 5.5-, and 2.6-fold, respectively, compared with control cultures (329.7 ± 39.8 µg/g DW; 152.4 ± 27.9 µg/g DW; 14.0 ±
1.8 µg/g DW). Concurrently, BSO-JA treatment increased STR
activity by three times in relation to untreated roots (38.7 ± 4.0
pKat/mg protein), while SGD activity had 4.2 times more activity than the control (65.8 ± 2.9 pKat/mg protein) (Figure 2B).
Upon elicitation, STR and SGD transcripts increased during
the first 12 h after treatment reaching 5.8- and 9.7-fold higher,
respectively, compared to the control levels (Figures 2C,D).
Results
Hydrogen Peroxide and Antioxidant Response to
BSO-JA Elicitation
U. tomentosa roots induce their antioxidant defense to scavenge
excess of ROS in response to combined addition of BSO-JA.
After 12 h of elicitation, a two-fold increase of H2 O2 concentration (from 0.48 ± 0.05 to 0.96 ± 0.03 µmol/g FW) and POD
activity (from 243.9 ± 15.4 to 370.8 ± 8.9 µM/mg.min protein)
were found (Figures 1A,C). In these elicited cultures, glutathione
peroxidase (POD) and (D) glutathione reductase (GR). The elicitor was added
to 13 days-old root cultures (exponential growth phase). Error bars indicate
standard deviation from the mean (n = 3).
FIGURE 1 | Responses of Uncaria tomentosa root cultures after 12 h
of BSO-JA elicitor addition, (A) Changes in peroxide hydrogen (B)
glutathione concentration. Antioxidant enzyme activities of (C) guaiacol
Frontiers in Environmental Science | www.frontiersin.org
5
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
FIGURE 2 | Effect of BSO-JA elicitation on U. tomentosa root
cultures growing in Erlenmeyer flasks after elicitor addition (black
bars). (A) Production of MOA, DHC, and dolichantoside. (B) Specific
activities of strictosidine synthase (STR) and strictosidine β-glucosidase
(SGD). Error bars indicate standard deviation from the mean (n = 3).
Semiquantitative RT-PCR analysis of the elicitor effects in the STR and
SGD mRNA transcript levels (C) Representative expression profile (The
amplification products were analyzed by agarose gel electrophoresis
(lane 1 control, lane 2 elicited) stained with ethidium bromide, and
visualized by UV transillumination (306 nm). An inverse image of the
stained gel is shown. (D) Schematic presentation of the RT-PCR results
in arbitrary units. The analysis of gene expression is represented in the
bar chart using average values of semiquantitative RT-PCR triplicate
analysis. The results are relative to non-treated root cultures.
extracts from 12 h after BSO-JA addition were compared with the
same number of replicates from non-treated root cultures.
Although the gels showed the same profile, the control gels
exhibited more proteins than the elicited ones. The control gel
with higher protein spots (480) was used for the analysis as standard reference gel. An 87% of the protein spots on the other
three gels from untreated roots coincided with those found in the
reference gel, whereas those from elicited extracts were 85% coincident. The new proteins that appeared after elicitation and those
proteins from the region pI 5–6 and 30–35 kDa (Figure 3) that, as
previously reported correspond to alkaloid biosynthesis enzymes
(Jacobs, 2005), were selected for sequenciation. The 14 identified
proteins (Table 2 and Supplementary Table 1) can be classified
into several functional categories, including energy metabolism
and photosynthesis: two triosephosphate isomerases (chloroplastic and cytoplasmic; spots 1, 2, and 8), as the same protein in multiple spots differing in pI and Mr , and ribulose 1,5-bisphosphate
carboxylase (Rubisco) large chain (spot 4). Protein synthesis:
some proteins involved in the sulpur amino acid biosynthesis
such as cysteine synthase (spot 11) and methionine synthase
(spot 10) were up-regulated in BSO-JA conditions. Secondary
metabolism: oxidative stress increased the expression of protein
spots 7 and 9, identified as strictosidine synthase (STR) isoforms,
and spot 12 identified as caffeic acid O-methyltransferase. ROS
TABLE 1 | Polyphenols accumulation in Uncaria tomentosa root cultures
growing in Erlenmeyer flasks 12 h after BSO-JA elicitor addition.
Compound
3-Caffeoylquinic acid
Caffeic acid
Control*
Elicited*
µg/g DW
µg/g DW
315.1 ± 14.7
978.7 ± 44.7
38.0 ± 4.6
57.4 ± 6.8
Catechin
123.9 ± 4.7
150.8 ± 8.0
Epicatechin
189.8 ± 8.6
301.5 ± 19.1
*Values are the mean of three replicates ± standard error of means.
In correlation with the alkaloid induction after BSO-JA addition, total polyphenol content in U. tomentosa root cultures
increased from 3.40 ± 0.12 mg/g to 11.45 ± 0.02 mg/g DW. In
these elicited roots, the content of 3-caffeoylquinic acid, caffeic
acid, catechin, and epicatechin were increased by 210.5, 50.8,
21.7, and 58.8%, respectively (Table 1).
Detection of Differentially Expressed Proteins
after BSO-JA Elicitation
One of the key approaches of proteomic analysis is to identify
differential protein expression between control and experimental
samples. Hence, four replicate gels of U. tomentosa protein
Frontiers in Environmental Science | www.frontiersin.org
6
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
Nevertheless, the non-induction of GR activity at 12 h after elicitation could be caused by the increase in polyphenol content as
previously reported (Zhang et al., 1997).
Under the assayed conditions, BSO-JA addition did not affect
the biomass concentration and root viability, probably because
jasmonic acid would be inducing the biosynthesis and activity of
other defense responses (Sasaki-Sekimoto et al., 2005) offsetting
the antioxidant diminishing caused by BSO.
Relations among Activities of
Strictosidine-Related Enzymes, mRNA
Expression Levels, and Production of Phenols
and Alkaloids in BSO-JA Elicited Roots
In cell or plant cultures, a synergistic effect of elicitors on secondary metabolites production may occur (Zhao et al., 2005). It
has been reported that BSO induces oxidative stress by depletion of glutathione (Noctor and Foyer, 1998), JA can induce ROS
production, and JA signaling is important for oxidative stress
tolerance (Sasaki-Sekimoto et al., 2005; Pauwels et al., 2008). Separate application of JA or BSO in U. tomentosa roots also elicited
the production of alkaloids but in smaller quantities (Vera-Reyes
et al., 2013). An increase in secondary metabolite production was
also obtained in carrot cells when BSO was used alone or in combination with a yeast glucan elicitor, stimulating an increase in
the H2 O2 at cellular level (Guo and Ohta, 1993). In U. tomentosa cell cultures growing in bioreactors, a positive correlation
among the increment of endogenous H2 O2 level, activities of
NAD(P)H oxidase and peroxidases, and MOA production was
reported (Trejo-Tapia et al., 2007). Moreover, H2 O2 treatment
induced oxidative stress and alkaloid production in U. tomentosa
roots (Huerta-Heredia et al., 2009; Vera-Reyes et al., 2013).
In C. roseus, STR and strictosidine are confined inside the vacuole (McKnight et al., 1990) separated from the activity of the
nuclear localized SGD (Guirimand et al., 2010). In U. tomentosa
root cultures, a probable cell compartmentalization for alkaloids
has been suggested (Vera-Reyes et al., 2013) as MOA were mainly
found in the culture medium, while the glucoindole alkaloids 3αdihydrocadambine and dolichantoside were always found inside
the roots. Furthermore, alkaloid biosynthesis includes multiple
oxidations catalyzed in a stereo- and regiospecific fashion, indicating that specific oxidases are involved in the in vivo biosynthesis. It has been found that peroxidases, microsomal cytochrome
P-450-dependent enzymes, 2-oxoglutarate dependent dioxygenases and flavoproteins catalyze some of these oxidations with
high substrate specificity enzymes (Kutchan, 1995). However,
in vitro studies have revealed the ability of plant peroxidases
to accept alkaloids as substrates as well as a number of vacuolar metabolites, such as phenols and flavonoids (Sottomayor
et al., 2004; Takahama, 2004). In response to the BSO-JA elicitation, polyphenols production in U. tomentosa root cultures,
mainly 3-O-caffeoylquinic acid and catechins, was highly stimulated due to the prevailing oxidative stress. Therefore, polyphenols, as flavonols and phenylpropanoids present in vacuoles and
the apoplast, can metabolize H2 O2 as an electron donor for
phenol peroxidases. This change results in the formation of the
respective phenoxyl radicals, which can be regenerated by a nonenzymatic reaction with ascorbate (Figure 4). Thus, in C. roseus it
FIGURE 3 | Representation of two-dimensional electrophoresis (2-D
SDS-PAGE) profiles of the soluble proteins extracted from Uncaria
tomentosa root cultures (250 µg). The proteins were separated on a pH 4-7
linear IPG strip, followed by 12% SDS-PAGE. The gel was visualized by Sypro
Ruby staining. Number indicates the protein spots identified by MS analysis.
scavenging, defense and stress: abundance of defense-related proteins as ascorbate peroxidase (spot 3), proteasome alpha subunit
(spot 6), universal stress protein (spot 13), and pathogenesisrelated protein (spot 14) were altered during oxidative stress
condition.
Discussion
Induction of Hydrogen Peroxide and Antioxidant
Responses by BSO-JA Elicitation
The high increase in H2 O2 combined with reduction of glutathione concentration in U. tomentosa roots 12 h after addition of BSO-JA may reflect that oxidative stress conditions were
present. The plant cell protection of reduced glutathione (GSH)
against the oxidative injury is established by its redox buffering
activity and abundance. Therefore, treatment of plant cell or tissue with the glutathione biosynthesis inhibitor BSO can lead to
weakened antioxidative defenses; an increase in the concentration of endogenous H2 O2 ; and secondary metabolites stimulation
(Berglund and Ohlsson, 1993; Guo and Ohta, 1993; Guo et al.,
1993). Furthermore, H2 O2 is a secondary messenger that mediates hormonal responses, biotic/abiotic environmental stresses,
and developmental signals (Neill et al., 2002). Thus, the jasmonate signaling is mediated by H2 O2 (Orozco-Cárdenas et al.,
2001), and is controlled via a suitable antioxidant response to
neutralize its adverse effects. The increase of peroxidase activity
in elicited cell and plant cultures has been found as a primary
response to oxidative stress (Quan et al., 2008), whereas glutathione reductase plays a key role in the antioxidant defense processes by reducing oxidized glutathione (GSSG) to glutathione
(GSH), thus allowing the maintenance of a high GSH/GSSG
ratio (Foyer and Noctor, 2005). Roots grown in the presence
of BSO would be unprotected by the glutathione diminution.
Frontiers in Environmental Science | www.frontiersin.org
7
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
TABLE 2 | Protein identification through MALDI-TOF from Uncaria tomentosa root cultures under BSO-JA treatment.
Spot no.
Identified protein
Organism
Accession no.
ENERGY METABOLISM
1
Triosephosphate isomerase chloroplastic
Secale cereale
P46225
2
Triosephosphate isomerase cytosolic
Oryza sativa subsp. japonica
P48494
8
Triosephosphate isomerase
Solanum tuberosum
Q3HRV9
Rubisco large chain
Uncaria tomentosa
D8V9G4
PHOTOSYNTHESIS
4
PROTEIN SYNTHESIS
5
Putative glycine-rich RNA binding protein
Catharanthus roseus
Q9M6A1
10
Methionine synthase
Solanum tuberosum
Q9LM03
11
Cluster of putative chloroplast cysteine synthase
Nicotiana tabacum
Q3LAG6
SECONDARY METABOLISM
7
Strictosidine synthase
Ophiorrhiza pumila
Q94LW9
9
Strictosidine synthase
Mitragyna speciosa
B7SFV7
12
Caffeic acid O-methyltransferase
Coffea canephora
Q8LL87
ROS SCAVENGING, DEFENSE, STRESS RELATED
3
Ascorbate peroxidase
Nicotiana tabacum
Q40589
6
Proteasome alpha subunit
Solanum tuberosum
Q38HT0
13
Universal stress protein
Salvia miltiorrhiza
KOA1Y2
14
Pathogenesis-related protein
Olea europea
J7FNN9
necessary for degradation of damaged proteins and for maintaining cellular protein homeostasis (Kurepa et al., 2009). Evidence
obtained in U. tomentosa BSO-JA elicited cultures indicates posttranslational modifications of STR proteins in correlation with
the three times increase in the STR enzyme activity. Six isoforms
of the glycosylated enzyme STR have been detected in C. roseus
(De Waal et al., 1995), while in these cell cultures five STR
isoforms were induced after elicitation with P. aphanidermun
(Jacobs et al., 2005). It is known that jasmonic acid acts as a signal
for the biosynthesis of MIA, and is involved in the activation of
transcription factors such as ORCA, which have shown to activate
transcription of the STR (Peebles et al., 2009). Another interesting protein identified as up-accumulated in the present study was
caffeic acid-O-methyl transferase, one of the key enzymes that
catalyzes O-methylation of the hydroxyl group at C5 in phenolic
rings (Tu et al., 2010). In general, most methyltransferases possess a broad substrate permissiveness, which also includes several
alkaloid N-methyltransferases (Zubieta et al., 2003; Nomura and
Kutchan, 2010).
The ascorbate peroxidase, which constitutes one of the most
important antioxidant systems for removal of H2 O2 generated in
the cell, was also up-expressed by BSO-JA addition. Deficiency
of cytosolic ascorbate peroxidase occasioned accumulation of
H2 O2 and consequently damage in specific proteins of leaf cells
(Davletova et al., 2005).
In U. tomentosa root cultures, BSO-JA elicitation induced
intracellular JA and H2 O2 accumulation by glutathione depletion (Figure 4). They act as a signal transducers and secondary
messengers, triggering signaling cascades and activating certain late genes that regulate the activity of detoxifying enzymes
associated with antioxidant compounds. Therefore, production
of alkaloids and specific phenylpropanoids is also activated,
has been suggested that vacuolar alkaloids, peroxidases, and phenolic derivatives can function as a hydrogen peroxide scavenging
system (Ferreres et al., 2011).
Differentially Expressed Proteins after BSO-JA
Elicitation
Identification of proteins that differ in stressed and control plants
has revealed groups of proteins that respond to oxidative stress
conditions with different roles. Nevertheless, the crucial limitation for protein identification using mass spectrometry analysis is
the lack of the sequence data of genes and proteins of U. tomentosa. The SWISS-PROT database (November 2014) only contains
five protein entries for this species. Consequently, identification
of proteins from 2D-gels requires the knowledge of the sequence
data and not relying solely on peptide masses. Several studies
reported that oxidative stress provoked different responses such
as induction or more often repression of the enzymes involved in
carbon metabolism. Therefore, plants must be required to make
an economical use of their metabolites and energy to deal with
adverse environments (Zhang et al., 2012).
It has also been reported that under conditions of oxidative
stress, Rubisco was differentially regulated even though its activity decreased having transcriptional and translational repression
thereof caused by jasmonates (Weidhase et al., 1987). Moreover,
JA stimulates the glutathione, ascorbate and cysteine accumulation while increases dehydroascorbate reductase activity. This last
is a relevant enzyme involved in the ascorbate recycling system
(Sasaki-Sekimoto et al., 2005). Cysteine synthase is a key enzyme
in cysteine biosynthesis, which constitutes one of the significant
factors limiting GSH biosynthesis in plants (Vierling, 1991).
Proteolysis-related proteins like proteasome alpha subunit
were also more abundant in stressed conditions because they are
Frontiers in Environmental Science | www.frontiersin.org
8
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
ascorbate or GSH are unable to be regenerated into the cell (Guo and
Ohta, 1993). In order to maintain the redox equilibrium in the cell,
production of antioxidant compounds as polyphenols and alkaloids
(secondary metabolites) could be induced (Ramos-Valdivia et al., 2012).
Polyphenols (Ph) can detoxify H2 O2 as electron donors by peroxidases
(PDO), which results in formation of the respective phenolic radical
(Ph•). This species can be regenerated by a non-enzymatic reaction
with ascorbate. Dehydroascorbate (DHA) may be reduced back to
ascorbate by a dehydroascorbic acid reductase (DHAR) (Ferreres et al.,
2011). Superoxide dismutase (SOD); glutathione peroxidase (GPx).
FIGURE 4 | Schematic network of alkaloid and polyphenol
activation through signal transduction caused by oxidative stress
in Uncaria tomentosa root cultures. The elicitation with BSO-JA
activates a signal cascade into the cell which include Ca2+ influx,
cytosolic free Ca2+ , stimulation of peroxidases, NADPH oxidases, and
phospholipases, which further generates other signaling messengers,
such as ROS (Quan et al., 2008) and JA together with inducible
secondary metabolites production (Zhao et al., 2005; Peebles et al.,
2009). *Inhibition of GSH biosynthesis by BSO could provoke an
increase in ROS (H2 O2 ) due to non-enzymatic scavengers such as
protecting roots from oxidative stress damage. Identification of
proteins with diverse roles that are present in oxidative stress conditions evidences the complexity of the responses. This approach
contributes to the understanding of the metabolic mechanisms
operating in U. tomentosa subjected to oxidative stress and the
manner how this plant produces the appropriate adjustments for
tolerating them.
Fontaine for technical support. We appreciate the proteomics
analytical support of Dr. George Tsaprailis (Arizona Proteomics
Consortium). Mass spectrometry and proteomics data were
acquired by the Arizona Proteomics Consortium supported
by NIEHS grant ES06694 to the SWEHSC, NIH/NCI grant
CA023074 to the UA Cancer Center and by the BIO5 Institute of
the University of Arizona.
Acknowledgments
Supplementary Material
This research was financed by CINVESTAV-IPN and
CONACYT-Mexico (222097). IV thank CONACYT-Mexico
for a doctoral (173034) fellowship. Authors wish to thank C.
The Supplementary Material for this article can be found
online at: http://www.frontiersin.org/journal/10.3389/fenvs.
2015.00027/abstract
Frontiers in Environmental Science | www.frontiersin.org
9
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
References
micropropagated plantlets and root cultures. Biotechnol. Lett. 35, 791–797. doi:
10.1007/s10529-012-1128-8
May, M. J., and Leaver, C. J. (1993). Oxidative stimulation of glutathione synthesis
in Arabidopsis thaliana suspension cultures. Plant Physiol. 103, 621–627.
McKnight, T. D., Roessner, C. A., Devagupta, R., Scott, A. I., and Nessler, C. L.
(1990). Nucleotide sequence of a cDNA encoding the vacuolar protein strictosidine synthase from Catharanthus roseus. Nucleic Acids Res. 18, 4939–4939.
doi: 10.1093/nar/18.16.4939
Meyer, A. J., and Fricker, M. (2002). Control of demand-driven biosynthesis of
glutathione in green Arabidopsis suspension culture cells. Plant Physiol. 130,
1927–1937. doi: 10.1104/pp.008243
Murashige, T., and Skoog, F. (1962). A revised medium for rapid growth and
bio assays with tobacco tissue cultures. Physiol. Plant 15, 473–497. doi:
10.1111/j.1399-3054.1962.tb08052.x
Neill, S. J., Desikan, R., Clarke, A., Hurst, R. D., and Hancock, J. T. (2002). Hydrogen peroxide and nitric oxide as signalling molecules in plants. J. Exp. Bot. 53,
1237–1247. doi: 10.1093/jexbot/53.372.1237
Nesvizhskii, A. I., Keller, A., Kolker, E., and Aebersold, R. (2003). A statistical
model for identifying proteins by tandem mass spectrometry. Anal. Chem. 75,
4646–4658. doi: 10.1021/ac0341261
Noctor, G., and Foyer, C. H. (1998). Ascorbate and glutathione: keeping active oxygen under control. Annu. Rev. Plant Physiol. Plant Mol. Biol. 49, 249–279. doi:
10.1146/annurev.arplant.49.1.249
Nomura, T., and Kutchan, T. M. (2010). Three new O-methyltransferases are
sufficient for all O-methylation reactions of ipecac alkaloid biosynthesis in
root culture of Psychotria ipecacuanha. J. Biol. Chem. 285, 7722–7738. doi:
10.1074/jbc.M109.086157
Orozco-Cárdenas, M. L., Narváez-Vásquez, J., and Ryan, C. A. (2001). Hydrogen peroxide acts as a second messenger for the induction of defense genes in
tomato plants in response to wounding, systemin, and methyl jasmonate. Plant
Cell 13, 179–191. doi: 10.1105/tpc.13.1.179
Pauwels, L., Morreel, K., De Witte, E., Lammertyn, F., Van Montagu, M., Boerjan,
W., et al. (2008). Mapping methyl jasmonate-mediated transcriptional reprogramming of metabolism and cell cycle progression in cultured Arabidopsis
cells. Proc. Natl. Acad. Sci. U.S.A. 29, 1380–1385. doi: 10.1073/pnas.0711203105
Pavei, C., Kaiser, S., Borré, G. L., and Ortega, G. G. (2010). Validation of a LC
method for polyphenols assay in cat’s claw (Uncaria tomentosa). J. Liq. Chromatogr. Relat. Technol. 33, 1551–1561. doi: 10.1080/10826076.2010.503753
Peebles, C. A., Hughes, E. H., Shanks, J. V., and San, K. Y. (2009). Transcriptional response of the terpenoid indole alkaloid pathway to the overexpression
of ORCA3 along with jasmonic acid elicitation of Catharanthus roseus hairy
roots over time. Metab. Eng. 11, 76–86. doi: 10.1016/j.ymben.2008.09.002
Peterson, G. L. (1977). A simplification of the protein assay method of Lowry
et al. which is more generally applicable. Anal. Biochem. 83, 346–356. doi:
10.1016/0003-2697(77)90043-4
Pütter, J. (1974). “Peroxidases,” in Methods of Enzymatic Analysis, ed H. U.
Bergmeyer (New York, NY: Verlag Chemie-Academic Press), 685–690. doi:
10.1016/B978-0-12-091302-2.50033-5
Qian, W. J., Liu, T., Monroe, M. E., Strittmatter, E. F., Jacobs, J. M., Kangas, L.
J., et al. (2005). Probability-Based evaluation of peptide and protein identifications from tandem mass spectrometry and SEQUEST analysis:? the human
proteome. J. Proteome Res. 4, 53–62. doi: 10.1021/pr0498638
Quan, L. J., Zhang, B., Shi, W. W., and Li, H. Y. (2008). Hydrogen peroxide in
plants: a versatile molecule of the reactive oxygen species network. J. Integr.
Plant Biol. 50, 2–18. doi: 10.1111/j.1744-7909.2007.00599.x
Ramos-Valdivia, A. C., Huerta-Heredia, A. A., Trejo-Tapia, G., and Cerda-GarcíaRojas, C. M. (2012). “Secondary metabolites as non-enzymatic plant protectors from oxidative stress” in Oxidative Stress in Plants: Causes, Consequences
and Tolerance, eds N. A. Anjum, S. Umar, and A. Ahmad (New Delhi: IK
International Publishers), 413–441.
Ruegsegger, A., Schmutz, D., and Brunold, C. (1990). Regulation of glutathione
synthesis by cadmium in Pisum sativum. Plant Physiol. 93, 1579–1584. doi:
10.1104/pp.93.4.1579
Sasaki-Sekimoto, Y., Taki, N., Obayashi, T., Aono, M., Matsumoto, F., Sakurai, N.,
et al. (2005). Coordinated activation of metabolic pathways for antioxidants
and defense compounds by jasmonates and their roles in stress tolerance in
Arabidopsis. Plant J. 44, 653–668. doi: 10.1111/j.1365-313X.2005.02560.x
Andon, N. L., Hollingworth, S., Koller, A., Greenland, A. J., Yates, J. R., and Hanes,
P. A. (2002). Proteomic characterization of wheat amyloplasts using identification of proteins by tandem mass spectrometry. Proteomics 2, 1156–1168. doi:
10.1002/1615-9861(200209)2:9<1156::AID-PROT1156>3.0.CO;2-4
Apel, K., and Hirt, H. (2004). Reactive oxygen species: metabolism, oxidative
stress, and signal transduction. Annu. Rev. Plant Biol. 55, 373–399. doi:
10.1146/annurev.arplant.55.031903.141701
Berglund, T., and Ohlsson, A. (1993). The glutathione biosynthesis inhibitor
buthionine sulfoximine (BSO) induces cardenolide accumulation in Digitalis lanata tissue culture. J. Plant Physiol. 142, 248–250. doi: 10.1016/S01761617(11)80973-9
Buer, C. S., Nijat, I., and Djordjevic, M. A. (2010). Flavonoids: new roles
for old molecules. J. Integr. Plant. Biol. 52, 98–111. doi: 10.1111/j.17447909.2010.00905.x
Davletova, S., Rizhsky, L., Liang, H., Shengqiang, Z., Oliver, D. J., Coutu, J.,
et al. (2005). Cytosolic ascorbate peroxidase 1 is a central component of the
reactive oxygen gene network of Arabidopsis. Plant Cell 17, 268–281. doi:
10.1105/tpc.104.026971
De Waal, A., Meijer, A. H., and Verpoorte, R. (1995). Strictosidine synthase
from Catharanthus roseus: purification and characterization of multiple forms.
Biochem. J. 306, 571–580.
Endo, K., Oshima, Y., Kikuchi, H., Koshihara, Y., and Hikino, H. (1983). Hypotensive principles of Uncaria hooks. Planta Med. 49, 188–190. doi: 10.1055/s-2007969846
Ferreres, F., Figueiredo, R., Bettencourt, S., Carqueijeiro, I., Oliveira, J., GilIzquierdo, A., et al. (2011). Identification of phenolic compounds in isolated
vacuoles of the medicinal plant Catharanthus roseus and their interaction with
vacuolar class III peroxidase: an H2 O2 affair? J. Exp. Bot. 62, 2841–2854. doi:
10.1093/jxb/erq458
Foyer, C. H., and Noctor, G. (2005). Redox homeostasis and antioxidant signaling:
a metabolic interface between stress perception and physiological responses.
Plant Cell 17, 1866–1875. doi: 10.1105/tpc.105.033589
Frédérich, M., De Pauw, M. C., Llabrès, G., Tits, M., Hayette, M. P., Brandt, V., et al.
(2000). New antimalarial and cytotoxic sungucine derivatives from Strychnos
icaja roots. Planta Med. 66, 262–269. doi: 10.1055/s-2000-8559
Guirimand, G., Courdavault, V., Lanoue, A., Mahroug, S., Guihur, A., Blanc, N.,
et al. (2010). Strictosidine activation in Apocynaceae: towards a “nuclear time
bomb”? BMC Plant Biol. 10:182. doi: 10.1186/1471-2229-10-182
Guo, Z. J., Nakagawara, S., Sumitani, K., and Ohta, Y. (1993). Effect of intracellular glutathione level on the production of 6-methoxymellein in cultured carrot
(Daucus carota) cells. Plant Physiol. 102, 45–51. doi: 10.1104/pp.102.1.45
Guo, Z. J., and Ohta, Y. (1993). A synergistic effect of glutathione depletion and
elicitation on the production of 6-methoxymellein in carrot cells. Plant Cell
Rep. 12, 617–620. doi: 10.1007/BF00232810
Huerta-Heredia, A. A., Marín-López, R., Ponce-Noyola, T., Cerda-García-Rojas, C.
M., Trejo-Tapia, G., and Ramos-Valdivia, A. C. (2009). Oxidative stress induces
alkaloid production in Uncaria tomentosa root and cell cultures in bioreactors.
Eng. Life Sci. 3, 211–221. doi: 10.1002/elsc.200800118
Jacobs, D. (2005). Proteome Analysis of the Medicinal Plant Catharanthus Roseus.
Ph.D. Thesis. Leiden University, Leiden.
Jacobs, D. I., Gaspari, M., van der Greef, J., van der Heijden, R., and Verpoorte, R.
(2005). Proteome analysis of the medicinal plant Catharanthus roseus. Planta
221, 690–704. doi: 10.1007/s00425-004-1474-4
Keller, A., Nesvizhskii, A. I., Kolker, E., and Aebersold, R. (2002). Empirical statistical model to estimate the accuracy of peptide identifications made by MS/MS
and database search. Anal. Chem. 74, 5383–5392. doi: 10.1021/ac025747h
Kurepa, J., Wang, S., Li, Y., and Smalle, J. (2009). Proteasome regulation,
plant growth and stress tolerance. Plant Signal. Behav. 4, 924–927. doi:
10.4161/psb.4.10.9469
Kutchan, T. M. (1995). Alkaloid biosynthesis the basis for metabolic engineering
of medicinal plants. Plant Cell 7, 1059–1070. doi: 10.2307/3870057
Laus, G. (2004). Advances in chemistry and bioactivity of the genus Uncaria.
Phytother. Res. 18, 259–274. doi: 10.1002/ptr.1469
Luna-Palencia, G. R., Huerta-Heredia, A. A., Cerda-García-Rojas, C. M., and
Ramos-Valdivia, A. C. (2013). Differential alkaloid profile in Uncaria tomentosa
Frontiers in Environmental Science | www.frontiersin.org
10
April 2015 | Volume 3 | Article 27
Vera-Reyes et al.
Secondary metabolites and glutathione depletion
Shevchenko, A., Wilm, M., Vorm, O., and Mann, M. (1996). Mass spectrometric
sequencing of proteins from silver-stained polyacrylamide gels. Anal. Chem.
68, 850–858. doi: 10.1021/ac950914h
Sottomayor, M., Lopes Cardoso, I., Pereira, L. G., and Ros Barceló, A. (2004).
Peroxidase and the biosynthesis of terpenoid indole alkaloids in the medicinal plant Catharanthus roseus (L.) G. Don. Phytochem. Rev. 3, 159–171. doi:
10.1023/B:PHYT.0000047807.66887.09
Szabó, L. F. (2008). Rigorous biogenetic network for group of indole
alkaloids derived from strictosidine. Molecules 13, 1875–1896. doi:
10.3390/molecules13081875
Takahama, U. (2004). Oxidation of vacuolar and apoplastic phenolic substrate by
peroxidase: physiological significance of the oxidation reactions. Phytochem.
Rev. 3, 207–219. doi: 10.1023/B:PHYT.0000047805.08470.e3
Trejo-Tapia, G., Sepúlveda-Jiménez, G., Trejo-Espino, J. L., Cerda-García-Rojas, C.
M., de la Torre, M., Rodríguez-Monroy, M., et al. (2007). Hydrodynamic stress
induces monoterpenoid oxindole alkaloid accumulation by Uncaria tomentosa
(Willd) D. C. cell suspension cultures via oxidative burst. Biotechnol. Bioeng. 98,
230–238. doi: 10.1002/bit.21384
Tu, Y., Rochfort, S., Liu, Z., Ran, Y., Griffith, M., Badenhorst, P., et al. (2010).
Functional analyses of caffeic acid O-methyltransferase and cinnamoyl-CoAreductase genes from perennial ryegrass (Lolium perenne). Plant Cell 22,
3357–3373. doi: 10.1105/tpc.109.072827
Vera-Reyes, I., Huerta-Heredia, A. A., Ponce-Noyola, T., Flores-Sanchez, I. J.,
Esparza-García, F., Cerda-García-Rojas, C. M., et al. (2013). Strictosidinerelated enzymes involved in the alkaloid biosynthesis of Uncaria tomentosa
root cultures grown under oxidative stress. Biotechnol. Prog. 29, 621–630. doi:
10.1002/btpr.1723
Vierling, E. (1991). The roles of heat shock proteins in plants. Annu.
Rev. Plant Physiol. Plant Mol. Biol. 42, 579–620. doi: 10.1146/annu
rev.pp.42.060191.003051
Frontiers in Environmental Science | www.frontiersin.org
Weidhase, R. A., Kramell, H. M., Lehmann, J., Liebisch, H. W., Lerbs, W.,
and Parthier, B. (1987). Methyl jasmonate-induced changes in the polypeptide pattern of senescing barley leaf segments. Plant Sci. 51, 177–186. doi:
10.1016/0168-9452(87)90191-9
Zhang, H., Han, B., Wang, T., Chen, S., Li, H., Zhang, Y., et al. (2012). Mechanisms
of plant salt response: insights from proteomics. J. Proteome Res. 11, 49–67. doi:
10.1021/pr200861w
Zhang, K., Yang, E. B., Tang, W. Y., Wong, K. P., and Mack, P.
(1997). Inhibition of glutathione reductase by plant polyphenols.
Biochem. Pharmacol. 54, 1047–1053. doi: 10.1016/S0006-2952(97)
00315-8
Zhao, J., Davis, L. C., and Verpoorte, R. (2005). Elicitor signal transduction leading to production of plant secondary metabolites. Biotechnol. Adv. 23, 283–333.
doi: 10.1016/j.biotechadv.2005.01.003
Zubieta, C., Ross, J. R., Koscheski, P., Yang, Y., Pichersky, E., and Noel, J. P.
(2003). Structural basis for substrate recognition in the salicylic acid carboxyl methyltransferase family. Plant Cell 15, 1704–1716. doi: 10.1105/tpc.
014548
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.
Copyright © 2015 Vera-Reyes, Huerta-Heredia, Ponce-Noyola, Cerda-García-Rojas,
Trejo-Tapia and Ramos-Valdivia. This is an open-access article distributed under the
terms of the Creative Commons Attribution License (CC BY). The use, distribution or
reproduction in other forums is permitted, provided the original author(s) or licensor
are credited and that the original publication in this journal is cited, in accordance
with accepted academic practice. No use, distribution or reproduction is permitted
which does not comply with these terms.
11
April 2015 | Volume 3 | Article 27
|
|
https://openalex.org/W3047245569
|
http://dirros.openscience.si/Dokument.php?id=10086&dn=
|
English
| null |
Mesto imunoterapije pri zdravljenju raka
|
DOAJ (DOAJ: Directory of Open Access Journals)
| 2,017
|
cc-by
| 3,610
|
ABSTRACT The immunotherapy era began in 1893. Nearly a hundred years
later, the first immunotherapy drugs were approved, for instance
interferon and interleukin. The role of the immune system in cancer
is best represented by the cancer-immunity cycle. In the first step
of the cycle, tumor neo-antigens are released and, subsequently,
captured by the antigen-presenting cells. In the second step,
neo-antigens are presented to the T-cells in the lymph nodes. But
additional co-stimulatory signals are needed for the priming and
the activation of T cells. At that level, the potential inhibitory
signals inhibit or prevent the hyperactivation of T cells and auto
immunity. The activated T cells migrate through circulation into
the tumor tissue. A tumor cell is detected by a T-cell receptor. The
result of this process is the so-called T-cell killing. A tumor stroma,
however, can present different inhibitory signals that inhibit the
function of cytotoxic T cells. The article presents the different ways
of influencing the cancer-immunity cycle and the readily-approved
immunotherapy drugs. Začetni poskusi zdravljena z imunoterapijo segajo v leto 1893. Skoraj stoletje kasneje pa so bila odobrena prva zdravila, ki jih
štejemo med imunoterapijo, kot sta interferon in interlevkin. Vlogo imunskega sistema pri raku znanstveniki v zadnjih letih
razlagajo s pomočjo protitumorskega imunskega cikla. V prvem
koraku tega cikla pride do sproščanja tumorskih antigenov
(neoantigenov), ki jih antigen predstavitvene celice spoznajo in
ujamejo. V drugem koraku jih v bezgavkah predstavijo celicam
T. Za aktivacijo in determinacijo celic T v smeri citotoksičnih
T-celic je potreben še dodaten stimulatorni signal. Morebitni
inhibitorni signali pa aktivacijo celic T zavirajo oz. preprečujejo
čezmerno aktivacijo in avtoimunost. Aktivirane celice T po
krvi potujejo v tumor. Tumorsko celico prepoznajo prek T-ce
ličnega receptorja. S tem preide do uničenja tumorske celice. V
sami tumorski stromi pa so lahko različni inhibitorni signali,
ki delovanje citotoksičnih celic T onemogočijo. V prispevku so
predstavljeni možni načini vplivanja na protitumorski imunski
cikel in trenutno registrirana zdravila s področja imunoterapije. Keywords: immunotherapy, cancer-immunity cycle, co-sti
mulatory signals, co-inhibitory signals. Ključne besede: imunoterapija, protitumorski imunski cikel,
stimulatorni signali, inhibitorni signali. Grašič Kuhar Cvetka Korespondenca: doc.dr. Cvetka Grašič Kuhar,
Onkološki inštitut, Zaloška cesta 2, 1000 Ljubljana,
E-mail: cgrasic@onko-i.si
Poslano / Recieved: 05.11.2017
Sprejeto / Accepted: 23.11.2017 Korespondenca: doc.dr. Cvetka Grašič Kuhar,
Onkološki inštitut, Zaloška cesta 2, 1000 Ljubljana,
E-mail: cgrasic@onko-i.si
Poslano / Recieved: 05.11.2017
Sprejeto / Accepted: 23.11.2017 6 | ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 6 | ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 6 ZGODOVINA IMUNOTERAPIJE tudi kemoterapijo, ki je doživela pravi razcvet šele po letu
1970. Ves ta čas je bila imunoterapija v zatonu (2). Leta 1953 je
Coleyeva hči (Helen Coley Nauts) objavila rezultate zdravljenja
očetovih bolnikov, ki so bili zavidljivi (1200 bolnikov, spremlja
nje do 45 let, 270 kompletna remisija po zdravljenju z mešano
bakterijsko vakcino), vendar vseeno ni uspela vzbuditi zanimanja
za imunoterapijo pri zdravnikih (1). Leta 1953 je v New Yorku
ustanovila neprofitno organizacijo Cancer Research Institute, ki
deluje še danes in podpira financiranje raziskav z imunoterapijo. Raziskovanje imunosti pri raku je bilo dolga desetletja prepove
dano področje. Kljub blokadi se je zanimanje za imunoterapijo
vrnilo leta 1957, ko sta Thomas in Burnet prvič predstavila teorijo
imunskega nadzora, vendar tehnično znanje takrat ni moglo ma
nipulirati z limfociti in vitro ter ponuditi dokazov o obstoju tumor
specifičnih antigenov in zato je razvoj kar nekaj let zastal (3). Uporaba imunoterapije pri zdravljenju raka je dosegla razmah
v zadnjih letih. Leto 2013 so razglasili kot prodorno leto za
imunoterapijo. Prvi poskusi zdravljenja z imunoterapijo pa segajo
daleč nazaj v leto 1893. Takrat je ameriški kirurg dr. William B. Coley pri bolniku z inoperabilnim recidivnim rakom na vratu
opazil popoln regres tumorja po lokalni okužbi (erizipelu). Po
retrospektivni analizi primerov raka v svoji ustanovi je našel
še več takšnih bolnikov. Na podlagi tega je pripravil mešanico
mrtvih toksinov iz Streptoccoccus pyogenesa in Serratia
marcescensa (Coleyev toksin ali mešana bakterijska vakcina)
ter ga uporabljal za zdravljenje različnih inoperabilnih rakov
(predvsem rakov glave in vratu ter sarkomov) (1). To zdravljenje
se je nadaljevalo v različnih centrih v Evropi in Ameriki, vendar
so bili uspehi nekonsistentni. Z razvojem radioterapije so leta
1915 ukinili uporabo Coleyevega toksina pri zdravljenju raka,
ker rezultati zdravljenja niso bili vedno ponovljivi, poleg tega pa
niso poznali mehanizmov delovanja imunoterapije. Med drugo
svetovno vojno (1943) so za zdravljenje raka začeli uporabljati Leta 1976 so odobrili uporabo liofiliziranega bacila BCG (Myco
bacterium bovis) pri raku mehurja in se še danes uporablja za
karcinom in situ ter stadij T1 po transuretralni resekciji (intra
vezikalna aplikacija) (4). Leta 1986 je bil odobren interferon alfa ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 | 7 7 TEMELJNE ZNAČILNOSTI RAKA za zdravljenje dlakastocelične levkemije, kasneje pa še za druge
indikacije (maligni melanom, folikularni limfom, Kapošijev
sarkom pri AIDS-u, kronični hepatitis B in C …). Rak nastane v večstopenjskem procesu, vendar je vsem vrstam
raka skupno, da je to zelo kompleksna bolezen, ki ima določene
značilnosti. Znanje o tem, katere so temeljne značilnosti raka,
je z leti naraščalo. Tako Hanahan in sod. navajajo, da ima rak
10 temeljnih značilnosti (slika 2) in ena od njih je tudi, da se rak
izogne uničenju z imunskimi celicami (9). Nato so poročali o vlogi imunskega sistema pri raku ledvic in
malignem melanomu (5, 6). Leta 1992 in leta 1998 je bilo za
navedena raka odobreno zdravljenje z interlevkinom-2, ki je
sicer precej toksično, vendar v 20 odstotkih lahko inducira trajne
remisije. V letu 2010 je bila odobrena prva vakcina z dendri
tičnimi celicami za zdravljenje hormonsko rezistentnega raka
prostate, leta 2011 pa prvi inhibitor kontrolnih točk (ipilimumab);
slika 1 (7, 8). Genomska nestabilnost
in mutacije
Izogibanje uničenju z
imunskimi celicami
Indukcija
angiogeneze
Omogočenje
neskončne delitve
Izogibanje rastnim
zaviralcem
Aktivacija invazije in
metastaziranja
Celica se upira smrti
Deregulacija celične
energije
Vnetje, ki pospešuje
rast tumorja
Selektivni
antiinflamatorni
agensi
CDK inhibitorji
EGFR inhibitorji
Anti CTL-A4,
anti PD-1
Inhibitorji
aerobne glikolize
Inhibitorji
telomerase
PARP inhibitorji
Proapoptotični
BH3 mimetiki
Stalni signali za
proliferacijo
Inhibitorji HGF/c-
Met
Inhibitorji VEGF
signalov
Slika 2. Novejši koncept potrebnih mehanizmov nastanka raka (oglati
okvirčki) in možna tarčna terapija (ovalni okvirčki). Prirejeno po Hanahan
in sod. (9). Šele z razjasnitvijo delovanja imunskega sistema in posameznih
imunskih celic pri zdravem človeku je bilo možno razumevanje
njegove vloge pri raku. Pri raku so pomembne celice naravne
imunosti (dendritične celice) in celice pridobljene imunosti
(celice T). Pomembno je, da se morajo celice T potem, ko
zaključijo imunski odziv, izklopiti, da preprečijo avtoimunost. To dosežejo tako, da izražajo večje število inhibitorjev kontro
lnih točk in inducirajo nastanek regulatornih T-celic (Treg), ki
izklopijo proliferativno fazo aktiviranega T-celičnega odgovora. Vnetje, ki pospešuje
rast tumorja Indukcija
angiogeneze Slika 1. Mejniki v razvoju imunoterapije pri raku. Povzeto po Ventola in
sod. (2). Slika 2. Novejši koncept potrebnih mehanizmov nastanka raka (oglati
okvirčki) in možna tarčna terapija (ovalni okvirčki). Prirejeno po Hanahan
in sod. (9). Slika 2. Novejši koncept potrebnih mehanizmov nastanka raka (oglati
okvirčki) in možna tarčna terapija (ovalni okvirčki). Prirejeno po Hanahan
in sod. (9). PROTITUMORSKI IMUNSKI CIKEL Vlogo in razumevanje imunskega sistema pri nastanku raka
lahko ponazorimo s t. i. protitumorskim imunskim ciklom (slika
3). Pri raku pride do akumulacije genetskih sprememb in izgube
normalnih regulatornih procesov. To povzroči izražanje neoanti
genov ali diferenciacijskih genov, ki se izrazijo kot peptidi, vezani
na molekule glavnega histokompatibilnega sistema I (MHC I),
na površini rakavih celic. S tem se ločijo od normalnih celic in jih
prepoznajo CD8+ celice T, ki nastajajo spontano pri bolnikih z
rakom. Desetletja so raziskovalci skušali doseči, da bi povzročili
nastanek celic T, specifičnih proti rakavemu antigenu. Šele nekaj
let je znano, kako imunski sistem učinkovito prepozna in uniči
rakave celice. Vse mora potekati učinkovito in natančno reguli
rano v sosledju, kot je predstavljeno v protitumorskem imunskem
ciklu (10, 11). 8 | ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 8 Slika 3. Protitumorski imunski cikel se dogaja na poti med tumorjem, bezgavko in krvožiljem. Pri vsaki točki je opisano, katere celice so udeležene. Cikel se ponavlja. Povzeto po Chen in sod. (11). Slika 3. Protitumorski imunski cikel se dogaja na poti med tumorjem, bezgavko in krvožiljem. Pri vsaki točki je opisano, katere celice so udeležene. Cikel se ponavlja. Povzeto po Chen in sod. (11). Slika 4. Spodbujevalni (stimulatory) ali zaviralni (suppressive) dejavni
ki (co-signals), ki soodločajo o nadaljnji aktivaciji ali zavori na nivoju
antigen predstavitvena celica (APC) - celica T (T-cell), ki poteka v
bezgavki oz. na nivoju celica T-tumorska celica (target cell), ki se odvija
v tumorskem tkivu. Vir: Slike (12). Neoantigene iz odmirajočih rakavih celic ali iz črevesnih
mikroorganizmov ujamejo dendritične celice in jih preko MHC I
in MHC II v bezgavkah predstavijo celicam T. Pri tej prestavitvi
sodelujejo še različni spodbujevalni ali zaviralni dejavniki (slika
4). Za aktivacijo celic T sta potrebna dva aktivirajoča signala. Če je aktivacija celic T uspešna, nastanejo specifične efektorske
(citotoksične) celice T, ki po krvi potujejo do tumorja in infiltri
rajo tumorsko stromo. Prek T-celičnega receptorja in antigena se
vežejo na MHC I in nato ubijejo rakavo celico. Tudi tu sodelujejo
številni modulatorji, večina je inhibitornih, ki preprečujejo efek
torsko delovanje citotoksičnih celic T (slika 4). Če je aktivacija
citotoksičnih celic T uspešna, tumorske celice nekrotizirajo in se
ob tem sproščajo dodatni tumorski neoantigeni, tako da se lahko
poglobi in razširi imunski odgovor na tumor. Pri bolnikih, ki
razvijejo klinično zaznaven rak, ta cikel žal ne deluje optimalno. CILJI IMUNOTERAPIJE PRI RAKU nega T-celičnega odgovora in nastanejo proti tumorju specifične
celice T, poleg teh pa še specifične autoreaktivne celice T (kar pa
povzroča znatne avtoimunske neželene učinke ipilimumaba) (8,
10, 11). Ipilimumab tako odstrani zavoro za nastanek citotoksič
nih celic T in pri določenem deležu bolnikov (20–30 %) povzroči
trajne klinične odgovore (8). Predvideva se, da tudi pospeši
odstranjevanje Treg (ki preprečujejo avtoimunost). Cilj imunoterapije je zagnati ali ponovno zagnati samodejno
delujoč protitumorski imunski cikel, vendar v takšni meri, da
ne povzroča avtoimunosti. Ker ima cikel več kontrolnih točk in
zaviralcev na vsaki od teh, je najučinkovitejši pristop selektivno
tarčno delovanje na tisti člen, ki je najpočasnejši. Najpogosteje se
je izkazalo, da je ta člen imunosupresija v sami tumorski stromi. Če bi pomnožili delovanje celotnega protitumorskega cikla, bi to
povzročilo resne neželene učinke na normalna tkiva. Na nivoju prepoznavanja tumorskih celic v tumorski stromi je
pomemben T-celični receptor. Za tumorske celice je značilno,
da znižajo ekspresijo MHC peptidov na svoji površini (proces se
imenuje tudi 'immune editing') in s tem uidejo napadu imunskih
celic. V septembru 2017 je bila odobrena prva CAR (chimeric
antigen receptor) T-celična terapija. Gre za imunoterapijo z
gensko modificiranimi T-celicami (vektor za vnos gena je lenti
virus), ki je usmerjena proti tarčnim celicam, ki izražajo antigen,
povezan z rakom. Pri B-celičnih levkemijah je takšen antigen
CD19. Zunanji del CAR-proteina je enoverižni fragment mišjega
protitelesa, znotrajcelični del CAR-proteina pa ima domeno za
signaliziranje T-celic (CD3-z) in kostimulatorni domeni (CB28,
4-1BB). Posledica je, da pride do ekspanzije CAR T-celic in do
sproščanja citokinov. Terapija je zelo toksična (sindrom sprošča
nja citokinov, odpoved ledvic, nevrotoksičnost, koagulopatije,
možganski edem). Bolniki potrebujejo intenzivno nego, pogosto
umetno ventilacijo in hemodializo. Tisagenlecleucel je prva
takšna terapija za ponovljeno ali refraktarno B-celično akutno
limfatično levkemijo pri otrocih med tretjim in 25. letom starosti
(14, 15). Zaradi inkorporacije lentivirusa (ali retrovirusa pri
drugih CAR celicah T) v genom, obstaja tveganje, da bo vstavljen
virus pridobil sposobnost replikacije, da bo povzročil insercijsko
mutagenost (sekundarni raki) in genotoksičnost (povzročitev
genskih okvar in prenos le teh na potomce). PROTITUMORSKI IMUNSKI CIKEL Vzroki so lahko: imunske celice ne zaznajo tumorskih antigenov
(tumorske celice postanejo neimunogene), dendritične celice in
T-celice obravnavajo tumorske gene kot lastne (ne kot tuje), tako
da se tvorijo Treg celice, T-celice neustrezno ali sploh ne infiltri
rajo tumorske strome ali pa (najpogostejši vzrok) mikrookolje v
tumorju inhibira celice T (10, 11). Slika 4. Spodbujevalni (stimulatory) ali zaviralni (suppressive) dejavni
ki (co-signals), ki soodločajo o nadaljnji aktivaciji ali zavori na nivoju
antigen predstavitvena celica (APC) - celica T (T-cell), ki poteka v
bezgavki oz. na nivoju celica T-tumorska celica (target cell), ki se odvija
v tumorskem tkivu. Vir: Slike (12). ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 | 9 MOŽNI NAČINI VPLIVANJA NA PROTITUMORSKI IMUNSKI
CIKEL Možni načini vplivanja na imunski cikel na vsaki izmed kontrol
nih točk so predstavljeni na sliki 5. Tudi zdravljenje s kemoterapi
jo, radioterapijo in tarčno terapijo, ki uniči rakave celice, privede
do sproščanja tumorskih antigenov in s tem aktivacije imunskega
cikla. Slika 5. Protitumorski imunski cikel in način vplivanja nanj. Vir: Chen in
sod. (11). Na nivoju tumorske strome delujejo monoklonska protitelesa
proti receptorju za programirano smrt (PD-1, izraženem na
celicah T) in ligandu za receptor za programirano smrt (PD-L1). PD-L1 je distalni negativni imunski regulator, ki je izražen v
stromi 20 do 50 odstotkov tumorjev in povzroča, da se v citoto
ksičnih celicah T ne tvorijo in ne sproščajo citotoksične snovi. Protitumorski cikel je lahko intakten do te zadnje točke ubijanja
tumorskih celic. Če to blokado preprečimo, vidimo lahko odgovor
tumorja na terapijo v nekaj dneh. Pri zdravljenju z anti PD-L1 in
anti PD-1 protitelesi opažamo veliko manj imunsko pogojenih
neželenih učinkov kot anti CTLA-4. Pri 20 do 50 odstotkih
bolnikov so možni dolgotrajni odgovori na terapijo (8). Slika 5. Protitumorski imunski cikel in način vplivanja nanj. Vir: Chen in
sod. (11). Na nivoju antigen predstavitvenih celic delujeta citokin interfe
ron alfa (IFN-a) in vakcina iz dendritičnih celic (sipuleucel-T). Na splošno pridobijo tovrstne vakcine tako, da dendritične
celice (najmočnejše antigen predstavitvene celice) pridobijo iz
človeka (bolnika), centrifugirajo, prenesejo na kulturo, kjer jih
namnožijo in aktivirajo s tumorskimi antigeni (prek avtolognega
ali alogenega tumorskega lizata, sintetičnih peptidov, mRNK ali
celo prek virusnega vektorja) ter nato vrnejo bolniku z vakcino. S
tem močno stimulirajo T-celični imunski odgovor. Pri sipuleucelu
je imunski sistem stimuliran proti antigenu kisla prostatična
fosfataza, ki je močno izražena na večini rakastih celic raka
prostate (7). Vakcina kot samostojno zdravljenje po navadi ni
dovolj uspešna, saj ji nasprotuje delovanje imunosupresornih
molekul, ki nastajajo v tumorski stromi (10–13). KLINIČNA UPORABA IMUNOTERAPIJE PRI RAKU Pri pembrolizumabu je pri zadnji odobreni indikaciji treba
poudariti, da se je zgodilo prvič, da je FDA odobrila zdravilo
za zdravljenje raka na podlagi značilnosti raka (pomanjkljivi
popravljalni mehanizmi (MMR (mismatch repair deficiency)) oz. visokega deleža mikrosatelitne nestabilnosti – (MSI-H: high mi
crosatelite instability) in to ne glede na histološki izvor (oz. organ
izvora) raka. Gre za rake, ki so hipermutirani in tako izražajo
ogromno neoantigenov, zato jih imunske celice prepoznajo in je
imunoterapija učinkovita. Tu gre za personalizirano imunotera
pijo. Takšnih rakov je okrog 4 odstotke vseh rakov. Kar pa je zelo
pomembno, gre za rake, ki so redki raki ali zanje doslej ni bilo
uspešne terapije (rak endometrija, materničnega vratu, želodca,
tankega črevesja, sarkom uterusa, holangiokarcinom …) (17). KLINIČNA UPORABA IMUNOTERAPIJE PRI RAKU Najdlje v razvoju in klinični uporabi so zdravila, ki vplivajo na
aktivacijo celic T v bezgavkah (protitelesa proti CTLA-4). Njim
so sledila protitelesa proti receptorjem na celicah T (PD-1) ali
ligandom v tumorski stromi, ki preprečujejo delovanje celic
T (PD-L1). Paleta odobrenih zdravil se veča in je prikazana v
tabeli 1. Nekatera od teh zdravil v Evropi še niso odobrena. Od
odobrenih zdravil večina v Sloveniji še ni dostopna ali pa ni
dostopna za vse registrirane indikacije (16). Na naslednji kontrolni točki v imunskem ciklu, to je na nivoju
aktivacije celic T, delujeta citokin interlevkin 2 in ipilimumab. Ipilimumab je monoklonsko protitelo proti CTLA-4 (common T
lymphocyte antigen 4) in ta blokada preprečuje vezavo CTLA-4
z njegovimi ligandi (B7.1 in B7.2). S tem ni več regulatorne vloge
CTLA-4, zaradi česar pride do nenadzorovanega in prekomer 10 | ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 10 Tabela 1. Odobrena nova zdravila s področja imunoterapije (t. i. inhibitorji kontrolnih točk) v Evropi (EMA – Evropska agencija za zdravila) ali ZDA (FDA
– Ameriška agencija za zdravila) ter Sloveniji (SLO). MM: maligni melanom; NSCLC: nedrobnocelični pljučni karcinom; SCHNC: ploščatocelični rak
glave in vratu; UCC: urotelni karcinom; MMR (mismatch repair) deficientni: s pomanjkljivim popravljalnim mehanizmom za okvare med podvojitvijo
DNK; MSI-H: z visoko mikrosatelitno nestabilnostjo. Povzeto po Haanen in sod. (16). Zdravilo
Tarča
Indikacija
Odobritev
Ipilimumab
CTLA-4
Metastatski MM
Adjuvantno MM stadij III
FDA+EMA+SLO
FDA
Nivolumab
PD-1
Metastatski MM
2. linija metastatski NSCLC
2. linija metastatski RCC
Ponovljeni/metastatski SCHNC
Napredovali rak ledvic
Lokalno napredovali/metastatski UCC
Klasični Hodgkinov limfom
FDA+EMA+SLO
FDA+EMA+SLO
FDA+EMA+SLO
FDA+EMA
FDA+EMA+SLO
FDA+EMA
FDA+EMA
Pembrolizumab
PD-1
Metastatski MM
2. linija metastatski NSCLC (PD-L1 >=1 %)
1. linija metastatski NSCLC (PD-L1 >=50 %)
2. linija NSCLC v komb. pemetr+karboplatin
Klasični Hodgkinov limfom
Lokalno napredovali/metastatski UCC
MSI-H ali MMR deficientni metastatski raki
FDA+EMA+SLO
FDA+EMA+SLO
FDA+EMA+SLO
FDA
FDA+EMA+SLO
FDA
FDA
Atezolizumab
PD-L1
2. linija metastatski NSCLC
Lokalno napredovali/metastaski UCC
FDA
FDA
Avelumab
PD-L1
Lokalno napredovali/metastatski UCC
Metastaski karcinom Merklovih celic
FDA
FDA
Durvalumab
PD-L1
Lokalno napredovali/metastatski UCC
FDA
Ipilimumab +
nivolumab
CTLA-4,
PD-1
Metastatski MM
FDA+EMA PD-1 in PD-L1. Po drugi strani pa tumorji, ki niso infiltrirani
z imunskimi celicami (t. i. hladni tumorji), ne odgovorijo na
inhibitorje PD-1 in PD-L1. Trenutno že vemo, da je kombinacija
inhibitorjev PDLA-4 in PD-1 bolj učinkovita kot monoterapija,
vendar ima tudi več in huje izražene neželene učinke. NEŽELENI UČINKI IMUNOTERAPIJE Neželeni učinki imunoterapije so drugačni kot pri drugih oblikah
sistemske terapije. Ker imunoterapija deluje v smislu ponovnega
zagona imunskega cikla in preprečevanja zavor imunskega
sistema, so neželeni učinki 'imunsko pogojeni' (13, 17, 18). Gre
za različne '–itise' (tabela 2). Najpogostejši neželeni učinki so
splošni (utrujenost, gripozno počutje), kožni in gastrointesti
nalni (predvsem pri ipilimumabu, kjer lahko pride do življenjsko
nevarnega kolitisa) ter motnje v delovanju endokrinih žlez. Predvidevamo lahko, da bi bilo zdravljenje z vakcinami in
terapijo CAR bolj učinkovito, če bi ga kombinirali z inhibitorji ONKOLOGIJA | ISSN 1408-1741 | PREGLEDNI STROKOVNI ČLANEK | LETO XXI | ŠT. 2 | DECEMBER 2017 11 kontrolnih točk (anti CTLA-4, anti PD-1, anti PD-L1). Organski sistem
Vrsta neželenega učinka
KOŽA
izpuščaj, pruritus, vitiligo, psoriaza,
Steven-Johnsonov sindrom, izpuščaj
po zdravilih s sistemskimi učinki
GASTROINTESTINALNI
TRAKT
kolitis, ileitis, gastritis, pankreatitis,
celiakija
MIŠICE, SKELET
artritis, miopatije, dermatomiozitis
ENDOKRINE ŽLEZE
hipotireoza, hipertireoza, insuficienca
nadledvične žleze, diabetes, hipofizitis
JETRA
hepatitis
LEDVICE
nefritis
RESPIRATORNI
SISTEM
pneumonitis, plevritis, sarkoidozi
podobna granulomatoza
OČI
uveitis, konjunktivitis, skletitis,
episkleritis, blefaritis, retinitis,
horoiditis, orbitalna miopatija
ŽIVČEVJE
neuropatija, mielopatija, mielitis,
encefalitis, meningitis, Guillain-Barre
sindrom, miastenija
KARDIOVASKULARNI
SISTEM
miokarditis, perikarditis, vaskulitis
HEMATOPOETSKI
SISTEM
anemija (aplastična, autoimunska
hemolitična), autoimunska
trombocitopenija 4. Morales A, Eideger D, Bruce A.W. Intracavitary Bacillus
Calmette-Guérin in the treatment of superficial bladder
tumor. J Urol 1976; 116: 180. 5. Rosenberg SA, Lotze MT, Muul LM, Leitman S, Chang AE,
Vetto JT et al. A new approach to the therapy of cancer based
on the systemic administration of autologous lymphokine-
activated killer cells and recombinant interleukin-2. Surgery
1986; 100 (2): 262–72. 6. Dutcher JP, Creekmore S, Weiss GR, Margolin K, Markowitz
AB, Roper M et al. A phase II study of interleukin-2 and
lymphokine-activated killer cells in patients with metastatic
malignant melanoma. J Clin Oncol 1989; 7 (4): 477–85. 7. Small EJ, Schellhammer PF, Higano CS, Redfern CH,
Nemunaitis JJ, Valone FH et al. Placebo-controlled phase III
trial of immunologic therapy with sipuleucel-T (APC8015) in
patients with metastatic, asymptomatic hormone refractory
prostate cancer. J Clin Oncol 2006; 24 (19): 3089–94. 8. Wolchok JD, Neyns B, Linette G, Negrier S, Lutzky J,
Thomas L et al. Ipilimumab monotherapy in patients with
pretreated advanced melanoma: a randomised, double-blind,
multicentre, phase 2, dose-ranging study. Lancet Oncol 2010;
11(2): 155–64. 9. Hanahan D, Weinberg RA. Hallmarks of Cancer: The Next
Generation. Cell 2011; 144: 646–674. 10. Chen DS, Mellman I. Oncology meets immunology: the
cancer-immunity cycle. Immunity. ZAKLJUČEK Imunoterapija pri raku pomeni spodbujanje oz. ponovni zagon
protitumorskega imunskega cikla. Uspešnost doslej registri
ranih zdravil je 20- do 50-odstotna. Pri tistih, ki odgovorijo,
so odgovori lahko dolgotrajni (več let). Žal pri tem kot neželene
učinke opažamo različne avtoimunske neželene učinke (kožne,
črevesne - driska), endokrine, mišično skeletne in druge, ki so
lahko zelo neprijetni za bolnika. 15. Bach PB, Giralt SA, Saltz LB. FDA Approval of
Tisagenlecleucel: Promise and Complexities of a $475 000
Cancer Drug. JAMA 2017 (v tisku). 16. Haanen JBAG, Carbonnel F, Robert C, Kerr KM, Peters
S, Larkin J, Jordan K; ESMO Guidelines Committee. Management of toxicities from immunotherapy: ESMO
Clinical Practice Guidelines for diagnosis, treatment and
follow-up. Ann Oncol 2017; 28 (suppl_4): iv119-iv142. NEŽELENI UČINKI IMUNOTERAPIJE 2013; 39(1): 1–10. 11. Chen DS, Mellman I. Elements of cancer immunity and the
cancer-immune set point. Nature 2017: 541: 321–330. 12. Http://media.springernature.com/full/springer-static/
image/art%3A10.1186%2Fs12929-017-0329-9/
MediaObjects/12929_2017_329_Fig1_HTML.gif, dostop: 8. 10. 2017. 13. Ventola CL. Cancer Immunotherapy, Part 2: Efficacy, safety,
and other clinical considerations.. P&T 2017; 42(7): 452–463. 14. Prasad V. Immunotherapy: Tisagenlecleucel - the first
approved CAR-T-cell therapy: implications for payers and
policy makers. Nat Rev Clin Oncol 2017 (v tisku). REFERENCE 17. Nebot-Bral L, Brandao D, Verlingue L, et al. Hypermutated
tumours in the era of immunotherapy: The paradigm of
personalised medicine. European Journal of Cancer 2017; 84:
290–303. 1. Kienle GS. Fever in cancer treatment: Coley's therapy and
epidemiologic observations. Global Advances in Healts and
Medicine 2012; 1(1): 92–100. 2. Ventola CL. Cancer Immunotherapy, Part 1: Current
strategies and agents. P&T 2017; 42(6): 375–383. 2. Ventola CL. Cancer Immunotherapy, Part 1: Current
strategies and agents. P&T 2017; 42(6): 375–383. 18. Weber JS, Yang JC, Atkins MB, Disis ML. Toxicities of
immunotherapy for the practitioner. Journal of Clinical
Oncology 2015; 33(18): 2092–99. 3. Burnet FM. Cancer - a biological approach. Br Med J 1957; 1: 3. Burnet FM. Cancer - a biological approach. Br Med J 1957; 1:
|
https://openalex.org/W2784968772
|
https://hal-pasteur.archives-ouvertes.fr/pasteur-01868255/file/2018A-Raimondi-Microbial-Cell.pdf
|
English
| null |
Molecular signature of the imprintosome complex at the mating-type locus in fission yeast
|
Microbial cell
| 2,018
|
cc-by
| 12,970
|
To cite this version: Célia Raimondi, Bernd Jagla, Caroline Proux, Hervé Waxin, Serge Gangloff, et al.. Molecular signature
of the imprintosome complex at the mating-type locus in fission yeast.. Microbial Cell , 2018, 5 (4),
pp.169 - 183. 10.15698/mic2018.04.623. pasteur-01868255 Molecular signature of the imprintosome complex at the
mating-type locus in fission yeast. Raimondi, Bernd Jagla, Caroline Proux, Hervé Waxin, Serge Ganglof
Benoît Arcangioli Célia Raimondi, Bernd Jagla, Caroline Proux, Hervé Waxin, Serge Gangloff,
Benoît Arcangioli Distributed under a Creative Commons Attribution 4.0 International License Research Article www.microbialcell.com Abbreviations: Abbreviations:
ChiP-seq – chromatin-
immunoprecipitation and whole
genome sequencing,
DSB – double-strand break,
HMG – high mobility group,
M – minus,
MT – mating type,
P – plus. INTRODUCTION act as boundary elements [8, 9]. Additionally, a centromer-
ic repeated sequence located between mat2P and mat3M,
CEN-H, promotes the formation of heterochromatin ([10],
see Figure 1). A salient feature of the MT loci is that they
are flanked by homologous sequences. The H1 homology
box (59 bp) is located on the centromere distal (right) side
of the cassettes and the H2 homology box (135 bp) on the
centromere proximal (left) side [2]. Both sequences are
thought to be essential for base pairing during the initia-
tion and resolution steps of the gene conversion process
required for MT switching [11, 12]. The H3 box (57 bp) is
located to the left of H2 at mat2 and mat3 [2], and is not
required for MT switching [13]. HAL Id: pasteur-01868255
https://pasteur.hal.science/pasteur-01868255v1
Submitted on 5 Sep 2018 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 Molecular signature of the imprintosome complex at the
mating-type locus in fission yeast Célia Raimondi1, Bernd Jagla2, Caroline Proux3, Hervé Waxin4, Serge Gangloff1, Benoit Arcangioli1,*
1 Genomes and Genetics department, Genome Dynamics Unit, UMR 3525 CNRS, Institut Pasteur, 25-28 rue du docteur Roux, Paris,
France. Sorbonne Universités, Université Pierre et Marie Curie, Institut de Formation Doctorale, 75252 Paris Cedex 05, France. 2 Center for Human Immunology, CRT & Hub de Bioinformatique et Biostatistiques, C3BI, Institut Pasteur, 25-28 rue du Docteur Roux
Paris, France. 3 Genomes and Genetics department, Plate-forme Transcriptome & Epigenome, Biomics, Centre d’Innovation et Recherche
Technologique (Citech), Institut Pasteur, 25-28 rue du Docteur Roux, Paris, France. 4 Enseignement, Institut Pasteur, 25-28 rue du Docteur Roux, Paris, France. * Corresponding Author: Benoit Arcangioli, Genomes and Genetics department, Genome Dynamics Unit, UMR 3525 CNRS, Institut Pasteur, 25-28 rue du
docteur Roux, Paris, France. Sorbonne Universités, Université Pierre et Marie Curie, Institut de Formation Doctorale, 75252 Paris
Cedex 05, France; Tel: 0033145688454; E-mail: benoit.arcangioli@pasteur.fr doi: 10.15698/mic2018.04.623
Received originally: 05.09.2017;
in revised form: 21.12.2017,
Accepted 02.01.2018,
Published 16.01.2018. ABSTRACT Genetic and molecular studies have indicated that an epigenetic
imprint at mat1, the sexual locus of fission yeast, initiates mating type switch-
ing. The polar DNA replication of mat1 generates an imprint on the Watson
strand. The process by which the imprint is formed and maintained through
the cell cycle remains unclear. To understand better the mechanism of im-
print formation and stability, we characterized the recruitment of early play-
ers of mating type switching at the mat1 region. We found that the switch
activating protein 1 (Sap1) is preferentially recruited inside the mat1M allele
on a sequence (SS13) that enhances the imprint. The lysine specific demethyl-
ases, Lsd1/2, that control the replication fork pause at MPS1 and the for-
mation of the imprint are specifically drafted inside of mat1, regardless of the
allele. The CENP-B homolog, Abp1, is highly enriched next to mat1 but it is not
required in the process. Additionally, we established the computational signa-
ture of the imprint. Using this signature, we show that both sides of the im-
printed molecule are bound by Lsd1/2 and Sap1, suggesting a nucleoprotein
protective structure defined as imprintosome. Keywords: imprint, mating type
switching, epigenetics, replication,
Lsd1, Lsd2, Sap1. OPEN ACCESS | www.microbialcell.com INTRODUCTION FIGURE 1: Lsd1, Lsd2, Sap1 and Abp1 are recruited to the mating type region. (A) Distribution of normalized enrichments of the Abp1, Lsd1,
Lsd2, and Sap1 ChIPs in a h90 strain (IP RPkM reads per kilobase million/ WCE RPkM). The sequence used for the alignment is a 44-kb region
that contains the MT region with the M allele at mat1: h90 M. The 3 mat loci are indicated as well as the CEN-H region and the inverted re-
peats IR-L and IR-R. Light gray boxes show genes present in this region. (B) Same than in A) except that the sequence used for the alignment
is a 44-kb region that contains the MT region with the P allele at mat1: h90 P. is site-specific but sequence-independent [19, 20]. Inter-
estingly, the position of the break on the Watson strand at
mat1 differs by three nucleotides between the mat1P and
mat1M alleles [22], indicating that the position is dictated
from within the mat1M and mat1P sequences. The imprint
is protected against DNA repair and remains stable
throughout the entire length of the cell cycle to be transi-
ently converted to a polar DSB during the following S-
phase [17, 20]. Repair of this break is not random; mat1P
prefers mat3M, and mat1M prefers the nearby mat2P in
90% of switches. This preference is called directionality of
switching [23]. In strains in which the donor sequences are
deleted [24], the position and level of the imprint are iden-
tical to that in wild type, but the DSB is repaired off the
sister [24, 25]. Extensive pedigree analysis at the single-cell level
demonstrated that two consecutive divisions are required
to produce one switched cell among four related cousins. Fission yeast possesses a remarkable genetically pro-
grammed system initiated by a site and DNA strand-
specific imprint at the mat1 locus for changing its MT (re-
viewed in [14-16]). The first division produces the imprint
on one of the sister chromatids at mat1, while the second
division triggers a double-strand break (DSB) on the im-
printed chromatid that initiates MT switching [17]. It was shown that the polarity of DNA replication of
mat1 is instrumental in the establishment and the strand
specificity of the imprint [18]. INTRODUCTION Haploid Schizosaccharomyces pombe cells exist as two
mating types (MTs), P (for plus) and M (for minus), that
switch during cell divisions. The MT of the cell is deter-
mined by the allele (M or P) expressed at the mat1 locus
on the right arm of chromosome II, 500 kb away from the
centromere: mat1P in P cells and mat1M in M cells [1, 2]. The mat1 allele can be replaced efficiently by genetic in-
formation contained in one of the two silent donor cas-
settes mat2P and mat3M [2-4]. mat2P and mat3M are
located 17 kb and 29 kb centromere-distal to mat1, respec-
tively [3, 5], and are maintained in a silent chromatin state
preventing their transcription or recombination [5-7]. Two
inverted repeats flank the donor region (IR-L and IR-R) and Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 169 C. Raimondi et al. (2018) The mat1 imprintosome FIGURE 1: Lsd1, Lsd2, Sap1 and Abp1 are recruited to the mating type region. (A) Distribution of normalized enrichments of the Abp1, Lsd1,
Lsd2, and Sap1 ChIPs in a h90 strain (IP RPkM reads per kilobase million/ WCE RPkM). The sequence used for the alignment is a 44-kb region
that contains the MT region with the M allele at mat1: h90 M. The 3 mat loci are indicated as well as the CEN-H region and the inverted re-
peats IR-L and IR-R. Light gray boxes show genes present in this region. (B) Same than in A) except that the sequence used for the alignment
is a 44-kb region that contains the MT region with the P allele at mat1: h90 P. FIGURE 1: Lsd1, Lsd2, Sap1 and Abp1 are recruited to the mating type region. (A) Distribution of normalized enrichments of the Abp1, Lsd1,
Lsd2, and Sap1 ChIPs in a h90 strain (IP RPkM reads per kilobase million/ WCE RPkM). The sequence used for the alignment is a 44-kb region
that contains the MT region with the M allele at mat1: h90 M. The 3 mat loci are indicated as well as the CEN-H region and the inverted re-
peats IR-L and IR-R. Light gray boxes show genes present in this region. (B) Same than in A) except that the sequence used for the alignment
is a 44-kb region that contains the MT region with the P allele at mat1: h90 P. OPEN ACCESS | www.microbialcell.com INTRODUCTION The in-
volvement of Lsd1 in DNA replication and DNA damage
response is not new [30], and we showed that Lsd1/2 act
redundantly to promote the pause through both their
HMG (high mobility group) domain and amine oxidase ac-
tivity. In addition, the recruitment of Lsd1/2 to mat1 re-
quires SS2 [27]. Swi1/3 proteins are associated with the
replication fork and stabilize it during the pause [28, 31]. Sap1, the Switch Activating Protein 1 is an essential gene
that interacts with SAS1, a sequence covered by the Msmt-
0 deletion [32]. Sap1 was also described to play a role in
DNA replication [33-36], retrotransposition targeting [37,
38] and chromosomal organization [39, 40]. Finally, Abp1
(ARS Binding Protein 1), a CENP-B (Centromeric Protein B)
homolog that antagonizes Sap1 at LTRs (long terminal re-
peat), is enriched next to SAS1, to the right of mat1M [35]. Abp1 was proposed to control the directionality of switch-
ing by regulating the alternative expression of the swi2
gene (Switch gene 2) [41-43], important for the spreading
of the Swi2/Swi5 recombination-promoting complex on the
mat2/3 region [43]. proteins [29]. The complex also associates with topoiso-
merase 2 (Top2), replication factor A (Rfa1) and Sap1 [29],
essential proteins with a role in DNA replication. The in-
volvement of Lsd1 in DNA replication and DNA damage
response is not new [30], and we showed that Lsd1/2 act
redundantly to promote the pause through both their
HMG (high mobility group) domain and amine oxidase ac-
tivity. In addition, the recruitment of Lsd1/2 to mat1 re-
quires SS2 [27]. Swi1/3 proteins are associated with the
replication fork and stabilize it during the pause [28, 31]. Sap1, the Switch Activating Protein 1 is an essential gene
that interacts with SAS1, a sequence covered by the Msmt-
0 deletion [32]. Sap1 was also described to play a role in
DNA replication [33-36], retrotransposition targeting [37,
38] and chromosomal organization [39, 40]. Finally, Abp1
(ARS Binding Protein 1), a CENP-B (Centromeric Protein B)
homolog that antagonizes Sap1 at LTRs (long terminal re-
peat), is enriched next to SAS1, to the right of mat1M [35]. Abp1 was proposed to control the directionality of switch-
ing by regulating the alternative expression of the swi2
gene (Switch gene 2) [41-43], important for the spreading
of the Swi2/Swi5 recombination-promoting complex on the
mat2/3 region [43]. INTRODUCTION To advance our understanding of the process of imprint
formation and stability, we analyzed by chromatin-
immunoprecipitation and whole genome sequencing (ChIP-
seq) the recruitment of Abp1, Lsd1, Lsd2, and Sap1 pro-
teins to the mat1 region. Because the Lsd1/2 complex in-
teracts with a cis-acting element located within the MT
cassettes and promotes replication pause at mat1 but not
at mat2P and mat3M, we compared the interactions of the
four proteins in the wild-type strain and in two strains con-
taining a deletion of both the mat2P and mat3M cassettes. Thus, we have established the computational signature of
the imprint and propose a model in which Lsd1 and Lsd2
are exclusively recruited to the mat1 locus. FIGURE 2: Abp1 does not control MPS1 but is recruited at swi2
f
i
f h
i
( )
h
l i di FIGURE 2: Abp1 does not control MPS1 but is recruited at swi2
as a function of the mating type. (A) The upper panel indicates
the probe and restriction enzyme used for the analysis of the
replication intermediates. The lower panel represents the 2D gel
analysis of the MPS1 site at mat1 in h90 strain and in h90 abp1∆
strain (n=3). (B) Distribution of normalized enrichments of the
Abp1 ChIPs at the swi2 locus (IP RPkM / WCE RPkM) in h90 (gray),
mat1M stable (green) and mat1P stable (orange). Gray boxes
indicate the genes in the region and arrows the transcription
direction. Loci where Abp1 is enriched are annotated. ChIP-sequencing mapping of Abp1, Lsd1/2 and Sap1 to
the h90 mating type region It has been previously reported that Abp1, Lsd1/2 and Sap1
bind to the mat1 region [27, 35, 44]. However, several limi-
tations arose from those studies: The strains that were
initially used to map Abp1 and Sap1 by ChIP-seq were rear-
ranged in the MT region (h-S), and the length of the reads
(30 nucleotides) prevented their unambiguous assignment
to mat1, 2 or 3 cassettes [35]. Concerning Lsd1/2, whole
genome analyses had been achieved by ChIP-chip [45], but
no detailed analysis of the MT region was performed. More
recently, we mapped Lsd1/2 to mat1 by ChIP-qPCR [27]. mat1P and mat2P (Figure 1). Additionally, Sap1 was found
to be enriched at the IR-L and IR-R boundary elements [8,
46]. Concerning Abp1, we confirmed that it is indeed en-
riched at the left border of CEN-H [41, 47]. Interestingly,
we found that Abp1 is also enriched at the right border of
mat1 in an h90 background. This observation prompted us
to investigate the potential involvement of Abp1 in the
early steps of MT switching. To extend the mapping of these proteins to the entire
MT region, we performed ChIP-seq of Abp1, Lsd1/2 and
Sap1 on the wild-type and switching proficient h90 strain
(Figure 1). To achieve proper mapping, we constructed two
reference genomes carrying either the M or P allele at
mat1 (Figure 1). We found that both Lsd1 and Lsd2 are
enriched at the mat1, 2 and 3 cassettes, whereas Sap1 was
more enriched at the mat1M and mat3M cassettes than OPEN ACCESS | www.microbialcell.com INTRODUCTION Two sites control the replica-
tion polarity at mat1, RTS1 that blocks the fork coming in
from the centromere and MPS1 located near the site of the
imprint that pauses the fork coming in from the right. The
pausing of the replication fork at MPS1 is a prerequisite for
the formation of the imprint [14]. Thus, the imprint is
made on the newly synthesized lagging strand during the
resumption of DNA synthesis at MPS1 [17, 19]. Several cis-acting sequences are required for the for-
mation and maintenance of the imprint. The SS2 and SS13
deletions are located within mat1M. SS2 is important for
the pause and the imprint, whereas SS13 acts as a spacer
element that allows efficient imprinting [19]. To the right
of mat1M, the Msmt-0 deletion maintains efficient pausing
but abolishes the imprint [18, 26]. The Lsd1/2 (Lysine Spe-
cific Demethylases) and the Swi1/Swi3 (Switch gene) com-
plexes are necessary for the pause and the subsequent
imprint [17, 27, 28]. Lsd1 is part of a complex including
Lsd2 as well as Phf1/Phf2, two plant homeodomain finger Molecular studies have suggested that the imprint at
mat1 is either a single-strand DNA break [20] or one or two
ribonucleotides [21]. The imprint was mapped to the Wat-
son strand corresponding to the neo-synthesized lagging
strand, at the junction of the mat1 allele and the H1 ho-
mology box [22]. Furthermore, the position of the imprint Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 170 C. Raimondi et al. (2018) The mat1 imprintosome FIGURE 2: Abp1 does not control MPS1 but is recruited at swi2
as a function of the mating type. (A) The upper panel indicates
the probe and restriction enzyme used for the analysis of the
replication intermediates. The lower panel represents the 2D gel
analysis of the MPS1 site at mat1 in h90 strain and in h90 abp1∆
strain (n=3). (B) Distribution of normalized enrichments of the
Abp1 ChIPs at the swi2 locus (IP RPkM / WCE RPkM) in h90 (gray),
mat1M stable (green) and mat1P stable (orange). Gray boxes
indicate the genes in the region and arrows the transcription
direction. Loci where Abp1 is enriched are annotated. proteins [29]. The complex also associates with topoiso-
merase 2 (Top2), replication factor A (Rfa1) and Sap1 [29],
essential proteins with a role in DNA replication. Abp1 is recruited to swi2 when M is present at mat1 The sequence used for the alignments is a
10-kb region containing mat1M (for the left panel) or
mat1P (for the right panel).( B-C) the imprint site is
indicated as well as the H2 (pink) and H1 (blue) ho-
mology boxes. FIGURE 3: Abp1, Lsd1/2 and Sap1 are recruited at
mat1. (A) Schematic view of the strains used. The
stable mat1M ∆2-3 and mat1P ∆2-3 strains as well as
the wild type h90 strain are drawn. (B) On the left:
distribution of normalized enrichments of the Abp1,
Lsd1, Lsd2, and Sap1 ChIPs on the h90 background (IP
RPkM / WCE RPkM). The sequence used for the align-
ment is a 44-kb region that contains the MT region
with the M allele at mat1: h90 M. Only mat1M is
shown. On the right: same as at the left, with the h90 P
sequence used for the alignment. Only mat1P is
shown. (C) Same as in (B) with the mat1M ∆2-3 back-
ground on the left and the mat1P ∆2-3 background on
the right. The sequence used for the alignments is a
10-kb region containing mat1M (for the left panel) or
mat1P (for the right panel).( B-C) the imprint site is
indicated as well as the H2 (pink) and H1 (blue) ho-
mology boxes. shown that Mc, encoded from the mat1M cassette, and
Abp1 control the expression of Swi2, a key player in the
directionality process [42, 43]. Moreover, the recruitment
of Mc to swi2 depends on Abp1 [42]. Reciprocally, using
the two stable M and P strains with deleted donor se-
quences, we found that the enrichment of Abp1 at swi2 is
restricted to M cells, while the enrichment at the neighbor-
ing peak is unaffected by the MT of the cells (Figure 2B). The genome wide analysis showed that Abp1 M-specific
interaction is unique for the swi2 gene. shown that Mc, encoded from the mat1M cassette, and
Abp1 control the expression of Swi2, a key player in the
directionality process [42, 43]. Moreover, the recruitment
of Mc to swi2 depends on Abp1 [42]. Reciprocally, using
the two stable M and P strains with deleted donor se-
quences, we found that the enrichment of Abp1 at swi2 is
restricted to M cells, while the enrichment at the neighbor-
ing peak is unaffected by the MT of the cells (Figure 2B). Abp1 is recruited to swi2 when M is present at mat1 The genome wide analysis showed that Abp1 M-specific
interaction is unique for the swi2 gene. richment is independent of the allele present at mat1 (Fig-
ure 3B, 3C). Lsd1 and Lsd2 are enriched both in mat1M and
mat1P with Lsd2 and Sap1 more enriched in mat1M (Fig-
ure 3B, 3C). We next analyzed the reads that can only map to a
unique position on the reference genome (unique mapper)
in a h90 wild type context (Figure 4A), where the donor se-
quences are present (Supplementary Figure 4). As ex-
pected, the highly repetitive sequences of IR-L and IR-R are
no longer covered in the two h90 genomes (h90 M and h90 P)
(Supplementary Figure 4A and 4B). When the M allele is at
mat1, we found no unique mapper reads at mat1 and
mat3 (Figure 4B). Similarly, when the P allele is at mat1, no
unique mapper reads at mat1 and mat2 were found (Fig-
ure 4C). Conversely, Abp1 is located outside of the mat1
cassette in a unique region and can thus be used for align-
ment. In the case of Lsd1/2, the enriched unique mappers
are well maintained at mat1 (both in the M and P context)
and strongly diminished to nearly background level at Abp1 is recruited to swi2 when M is present at mat1 Abp1 is recruited to swi2 when M is present at mat1
Using 2D gel analysis, we addressed the role of Abp1 in
MPS1 activity. Unlike the situation observed at LTRs, Abp1
is not required for the pausing activity of MPS1 (Figure 2A),
consistent with Abp1 being dispensable for the formation
and maintenance of the imprint [41]. Earlier work has Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 171 C. Raimondi et al. (2018) The mat1 imprintosome FIGURE 3: Abp1, Lsd1/2 and Sap1 are recruited at
mat1. (A) Schematic view of the strains used. The
stable mat1M ∆2-3 and mat1P ∆2-3 strains as well as
the wild type h90 strain are drawn. (B) On the left:
distribution of normalized enrichments of the Abp1,
Lsd1, Lsd2, and Sap1 ChIPs on the h90 background (IP
RPkM / WCE RPkM). The sequence used for the align-
ment is a 44-kb region that contains the MT region
with the M allele at mat1: h90 M. Only mat1M is
shown. On the right: same as at the left, with the h90 P
sequence used for the alignment. Only mat1P is
shown. (C) Same as in (B) with the mat1M ∆2-3 back-
ground on the left and the mat1P ∆2-3 background on
the right. The sequence used for the alignments is a
10-kb region containing mat1M (for the left panel) or
mat1P (for the right panel).( B-C) the imprint site is
indicated as well as the H2 (pink) and H1 (blue) ho-
mology boxes. FIGURE 3: Abp1, Lsd1/2 and Sap1 are recruited at
mat1. (A) Schematic view of the strains used. The
stable mat1M ∆2-3 and mat1P ∆2-3 strains as well as
the wild type h90 strain are drawn. (B) On the left:
distribution of normalized enrichments of the Abp1,
Lsd1, Lsd2, and Sap1 ChIPs on the h90 background (IP
RPkM / WCE RPkM). The sequence used for the align-
ment is a 44-kb region that contains the MT region
with the M allele at mat1: h90 M. Only mat1M is
shown. On the right: same as at the left, with the h90 P
sequence used for the alignment. Only mat1P is
shown. (C) Same as in (B) with the mat1M ∆2-3 back-
ground on the left and the mat1P ∆2-3 background on
the right. Lsd1/2, Sap1 and Abp1 map at mat1 The enrichment positions of the four proteins and the re-
peated nature of the MT cassettes introduce an ambiguity
that cannot be resolved during alignment. To pinpoint the
Lsd1/2 and Sap1 binding sites to mat1, we used the mat1M
∆2-3 and mat1P ∆2-3 strains deleted for the donor se-
quences [24] (Figure 3A). Abp1 is enriched outside of the
mat1 locus (to the right of the H1 cassette), and its en- Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 172 C. Raimondi et al. (2018)
mat2P and mat3M loci, indicating that Lsd1/2 are prefer-
entially recruited at mat1. Furthermore, the absence of
Lsd1/2 at the two silent loci was confirmed using ChIP-
qPCR (Supplementary Figure 4C). The situation for Sap1 is
less clear, and its profile suggests that it is recruited to M
but poorly to P. This hints that Sap1 is recruited both inside
mat1M and to SAS1 outside of mat1. Characterizat
We used in vi
further deter
The gel shift
stranded DNA
were include
mapping insid
FIGUR
(A) Sch
boxes
be un
lines a
lines. U
ment w
alignm
using "
covera
sequen
contain
The lin
the lin
remov
unique
Same
alignm C. Raimondi et al. (2018)
The mat1 imprintosome
mat2P and mat3M loci, indicating that Lsd1/2 are prefer-
entially recruited at mat1. Furthermore, the absence of
Lsd1/2 at the two silent loci was confirmed using ChIP-
qPCR (Supplementary Figure 4C). The situation for Sap1 is
less clear, and its profile suggests that it is recruited to M
but poorly to P. This hints that Sap1 is recruited both inside
mat1M and to SAS1 outside of mat1. Characterization of the Sap1 binding in the M allele
We used in vitro and in vivo complementary approaches to
further determine Sap1 binding sequences in the M allele. The gel shift experiments were achieved using 14 double-
stranded DNA probes labeled in 5'. Two positive controls
were included (SAS1 and Ter1) in addition to 10 regions
mapping inside the M allele and 2 mapping outside (Figure
FIGURE 4: Lsd1/2 and Abp1 are recruited only at mat1. (A) Schematic representation of the analysis used. Green
boxes represent homologous sequences. Reads that can
be unambiguously mapped are represented by black
lines and multi-mapper reads are represented by green
lines. Upper drawing represents the result of an align-
ment without filter (1). Lsd1/2, Sap1 and Abp1 map at mat1 Lower drawing represents the
alignment after that multi-mapper reads are removed
using "samtools" algorithm (2). (B) Distribution of raw
coverage of the Abp1, Lsd1, Lsd2, and Sap1 ChIPs. The
sequence used for the alignment is a 44-kb region that
contains the MT region with the M allele at mat1: h90 M. The lines numbered 1 are the coverage without filter and
the lines numbered 2 are the coverage obtained after
removal of multi-mapper reads. The arrows indicate the
unique-mapper reads at the junction of the mat loci. (C)
Same as in (B) with the h90 P sequence used for the
alignment. The mat1 imprintosome C. Raimondi et al. (2018) FIGURE 4: Lsd1/2 and Abp1 are recruited only at mat1. (A) Schematic representation of the analysis used. Green
boxes represent homologous sequences. Reads that can
be unambiguously mapped are represented by black
lines and multi-mapper reads are represented by green
lines. Upper drawing represents the result of an align-
ment without filter (1). Lower drawing represents the
alignment after that multi-mapper reads are removed
using "samtools" algorithm (2). (B) Distribution of raw
coverage of the Abp1, Lsd1, Lsd2, and Sap1 ChIPs. The
sequence used for the alignment is a 44-kb region that
contains the MT region with the M allele at mat1: h90 M. The lines numbered 1 are the coverage without filter and
the lines numbered 2 are the coverage obtained after
removal of multi-mapper reads. The arrows indicate the
unique-mapper reads at the junction of the mat loci. (C)
Same as in (B) with the h90 P sequence used for the
alignment. mat2P and mat3M loci, indicating that Lsd1/2 are prefer-
entially recruited at mat1. Furthermore, the absence of
Lsd1/2 at the two silent loci was confirmed using ChIP-
qPCR (Supplementary Figure 4C). The situation for Sap1 is
less clear, and its profile suggests that it is recruited to M
but poorly to P. This hints that Sap1 is recruited both inside
mat1M and to SAS1 outside of mat1. Characterization of the Sap1 binding in the M allele
We used in vitro and in vivo complementary approaches to
further determine Sap1 binding sequences in the M allele. The gel shift experiments were achieved using 14 double-
stranded DNA probes labeled in 5'. Lsd1/2, Sap1 and Abp1 map at mat1 Two positive controls
were included (SAS1 and Ter1) in addition to 10 regions
mapping inside the M allele and 2 mapping outside (Figure Characterization of the Sap1 binding in the M allele Characterization of the Sap1 binding in the M allele
We used in vitro and in vivo complementary approaches to
further determine Sap1 binding sequences in the M allele. The gel shift experiments were achieved using 14 double-
stranded DNA probes labeled in 5'. Two positive controls
were included (SAS1 and Ter1) in addition to 10 regions
mapping inside the M allele and 2 mapping outside (Figure Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 173 C. Raimondi et al. (2018) The mat1 imprintosome FIGURE 5: Sap1 is recruited in mat1M. (A) Schematic view of right region of the mat1M locus. The probes used for the shift assay as well as
the sites of the deletion strains used for the ChIP-seq of Sap1 are indicated. The sequence of the probes that trigger a shift in B and C are
indicated. (B) Electrophoretic mobility shift analysis (EMSA) of crude extracts from S. pombe. SAS1 and Ter1 are used as controls. In lanes (-),
1 ng of radio labelled dsDNA is used with no proteins. In lanes (+), 5 µg of total proteins and 1 ng of radio labelled ds DNA are used. (C) EM-
SA of Sap1-6xHis protein purified from E. coli. In lanes (-), 1 ng of radio labelled ds DNA is used with no proteins. In lanes (+), 40 ng of Sap1-
6xHis protein and 1 ng of radio labelled ds DNA are used. (D) Distribution of normalized enrichments of Sap1 ChIPs (IP RPkM / WCE RPkM) in
the mat1M ∆2-3, mat1M smt-0 ∆2-3, mat1M ∆SS2 ∆2-3 and mat1M ∆SS13 ∆2-3 backgrounds. The sequence used for the alignment is a
10-kb region that contains the mat1M, mat1M smt-0, mat1M ∆SS2 or mat1M ∆SS13, respectively. Only mat1M is shown. The MT switching
phenotype of the deletion strains is indicated. FIGURE 5: Sap1 is recruited in mat1M. (A) Schematic view of right region of the mat1M locus. The probes used for the shift assay as well as
the sites of the deletion strains used for the ChIP-seq of Sap1 are indicated. The sequence of the probes that trigger a shift in B and C are
indicated. Lsd1/2, Sap1 and Abp1 map at mat1 Using crude protein extracts, we observed the ex-
pected mobility shift for SAS1 and Ter1 as well as for 3
probes inside the M allele (Figure 5B). We used purified
Sap1 protein to confirm that it is responsible for the shift
(Figure 5C). Since M4, M5 and M6 are part of a region in-
volved in the stability of the imprint (SS13) [19], we ana-
lyzed by ChIP-seq the enrichment of Sap1 in several donor
less strains with deletions spanning the mat1M locus. The
Msmt-0 deletion does not change the enrichment signal
within mat1M, whereas the SS13 deletion strongly de-
creases the Sap1 signal, supporting the in vitro interaction
result (Figure 5D Msmt-0 and SS13). The slight decrease on
the right of the mat1M smt-0-containing deletion together
with the remaining weak Sap1 signal in SS13 is attributed
to the SAS1 interaction located 140 bp away from the im-
print. The SS2 deletion abolishes DNA replication pausing
and imprinting [19] but does not affect Sap1 enrichment,
whose signal is slightly shifted toward the imprint (Figure
5D ∆SS2). These results indicate that Sap1 is preferentially
enriched in vivo on two sequences (SS13 and SAS1) that Lsd1/2, Sap1 and Abp1 map at mat1 (B) Electrophoretic mobility shift analysis (EMSA) of crude extracts from S. pombe. SAS1 and Ter1 are used as controls. In lanes (-),
1 ng of radio labelled dsDNA is used with no proteins. In lanes (+), 5 µg of total proteins and 1 ng of radio labelled ds DNA are used. (C) EM-
SA of Sap1-6xHis protein purified from E. coli. In lanes (-), 1 ng of radio labelled ds DNA is used with no proteins. In lanes (+), 40 ng of Sap1-
6xHis protein and 1 ng of radio labelled ds DNA are used. (D) Distribution of normalized enrichments of Sap1 ChIPs (IP RPkM / WCE RPkM) in
the mat1M ∆2-3, mat1M smt-0 ∆2-3, mat1M ∆SS2 ∆2-3 and mat1M ∆SS13 ∆2-3 backgrounds. The sequence used for the alignment is a
10-kb region that contains the mat1M, mat1M smt-0, mat1M ∆SS2 or mat1M ∆SS13, respectively. Only mat1M is shown. The MT switching
phenotype of the deletion strains is indicated. are not necessary for replication fork pausing but required
for imprint formation or maintenance, at least at the
mat1M locus. 5A). Using crude protein extracts, we observed the ex-
pected mobility shift for SAS1 and Ter1 as well as for 3
probes inside the M allele (Figure 5B). We used purified
Sap1 protein to confirm that it is responsible for the shift
(Figure 5C). Since M4, M5 and M6 are part of a region in-
volved in the stability of the imprint (SS13) [19], we ana-
lyzed by ChIP-seq the enrichment of Sap1 in several donor
less strains with deletions spanning the mat1M locus. The
Msmt-0 deletion does not change the enrichment signal
within mat1M, whereas the SS13 deletion strongly de-
creases the Sap1 signal, supporting the in vitro interaction
result (Figure 5D Msmt-0 and SS13). The slight decrease on
the right of the mat1M smt-0-containing deletion together
with the remaining weak Sap1 signal in SS13 is attributed
to the SAS1 interaction located 140 bp away from the im-
print. The SS2 deletion abolishes DNA replication pausing
and imprinting [19] but does not affect Sap1 enrichment,
whose signal is slightly shifted toward the imprint (Figure
5D ∆SS2). These results indicate that Sap1 is preferentially
enriched in vivo on two sequences (SS13 and SAS1) that 5A). OPEN ACCESS | www.microbialcell.com Detection of an imprinted site by high throughput se-
quencing p-value is calculated
using a theoretical t-student distribution that fits on the distribution of the whole-genome observed 5' count. Regions that have a high 5'
count are numerated. expected, both positions are enriched in 5' count in the h90
background that contains a mixture of mat1M and mat1P
alleles (Figure 7C). To confirm that the signal results from
the imprint, we used the swi1∆ mutant strain that exhibits
a low level of imprint. In this genetic background, no nu-
cleotide shows any bias in 5' count (Figure 7D). more frequent in the whole chromatin extract even prior
to any chromatin immunoprecipitation. Furthermore, it is
possible to count for each DNA strand (Watson and Crick)
the number of 5' ends at each position in the genome, and
we will refer to this count as "5' count" in the rest of the
manuscript (see 5’ count analysis in Materials and Meth-
ods). A whole genome distribution of the 5’ count was es-
tablished on the mat1M ∆2-3 (Figure 6C) and mat1P ∆2-3
and h90 strains (Figure 7B-C) using 130 nucleotide-long
reads. 7 enriched regions were detected on the Watson
strand (Figure 6C). 6 such regions were also detected on
the Crick strand (Figure 6C). They delineate either repeated
regions or regions exhibiting homology with the mitochon-
drial genome (Supplementary Table 1). The last enriched 5’
count is only found on the Watson strand and corresponds
to the imprint site at mat1 (Figure 6C, in red). Because the bias in 5’ count is only visible on the im-
printed strand, we conclude that sonication does not pref-
erentially break the phosphate bond facing the nick. There-
fore, we searched on the Crick strand for a region with a
strong 5’ count statistical bias. Using a sliding window with
different window sizes, we calculated the p-value in the 10-
kb region surrounding mat1 (Figure 8). As expected, the
window of one nucleotide at the site of the imprint has the
lowest p-value on the Watson strand (Figure 8A and 8B). On the Crick strand, the most significant p-value is con-
tained within a window of 17 to 23 nucleotides facing the
imprint (Figure 8C and 8D). This corresponds to the molec-
ular signature of a confined and persistent single-strand
break upon chromatin sonication: A unique nucleotide on
one strand and a larger region on the opposite strand (Fig-
ure 8E and 8F). Detection of an imprinted site by high throughput se-
quencing Lower panel indicates the different types of reads obtained
after sequencing. (B) Schematic representation of the blunting of the end that is used during libraries preparation. The Crick and Watson 5'
ends are preserved after treatment. The Crick strand can break at 3 positions compared to the imprint site: to the left, across or to the right. FIGURE 6: The imprint site is detectable by high throughput sequencing on the Watson strand. (A) Schematic vi FIGURE 6: The imprint site is detectable by high throughput sequencing on the Watson strand. (A) Schematic view of the result of the
sonication of both chromatid types. Red arrows indicate sites of sonication breakage. The black strand is the Watson strand (W) and the
gray the Crick (C). 5' of Watson are shown in black and those of Crick in gray. Lower panel indicates the different types of reads obtained
after sequencing. (B) Schematic representation of the blunting of the end that is used during libraries preparation. The Crick and Watson 5'
ends are preserved after treatment. The Crick strand can break at 3 positions compared to the imprint site: to the left, across or to the right. (C) Distribution of the 5' count per position in the genome on both strands. mat1M ∆2-3 stain was used for the analysis. p-value is calculated
using a theoretical t-student distribution that fits on the distribution of the whole-genome observed 5' count. Regions that have a high 5'
count are numerated. FIGURE 6: The imprint site is detectable by high throughput sequencing on the Watson strand. (A) Schematic view of the result of the
sonication of both chromatid types. Red arrows indicate sites of sonication breakage. The black strand is the Watson strand (W) and the
gray the Crick (C). 5' of Watson are shown in black and those of Crick in gray. Lower panel indicates the different types of reads obtained
after sequencing. (B) Schematic representation of the blunting of the end that is used during libraries preparation. The Crick and Watson 5'
ends are preserved after treatment. The Crick strand can break at 3 positions compared to the imprint site: to the left, across or to the right. (C) Distribution of the 5' count per position in the genome on both strands. mat1M ∆2-3 stain was used for the analysis. OPEN ACCESS | www.microbialcell.com Detection of an imprinted site by high throughput se-
quencing The imprint was described as either a single stranded break
[20] or a one/two ribonucleotide(s) [21, 48] that behave(s)
as a mechanical fragile site [49]. Because the chromatin
preparation and the Illumina sequencing steps will reveal
the imprint as a single strand break, we portray the imprint
as a single strand break in the remainder of the text. In
Figure 6A, we reasoned that upon chromatin sonication,
the strand opposite to the nick will preferentially break at
its vicinity. Library preparation using the Illumina kit
(TruSeq Chip) uses an exonuclease and a DNA polymerase
to process the ends to achieve efficient ligation prior to
sequencing (Figure 6B). This method conserves the first
nucleotide of the 5’ end of all sonicated fragments. Conse-
quently, reads starting at the imprint are expected to be Microbial Cell | APRIL 2018 | Vol. 5 No.4 174 OPEN ACCESS | www.microbialcell.com C. Raimondi et al. (2018) The mat1 imprintosome C. Raimondi et al. (2018)
The mat1 imprintosome
FIGURE 6: The imprint site is detectable by high throughput sequencing on the Watson strand. (A) Schematic view of the result of the
sonication of both chromatid types. Red arrows indicate sites of sonication breakage. The black strand is the Watson strand (W) and the
gray the Crick (C). 5' of Watson are shown in black and those of Crick in gray. Lower panel indicates the different types of reads obtained
after sequencing. (B) Schematic representation of the blunting of the end that is used during libraries preparation. The Crick and Watson 5'
ends are preserved after treatment. The Crick strand can break at 3 positions compared to the imprint site: to the left, across or to the right. (C) Distribution of the 5' count per position in the genome on both strands. mat1M ∆2-3 stain was used for the analysis. p-value is calculated
using a theoretical t-student distribution that fits on the distribution of the whole-genome observed 5' count. Regions that have a high 5'
count are numerated. C. Raimondi et al. (2018) FIGURE 6: The imprint site is detectable by high throughput sequencing on the Watson strand. (A) Schematic view of the result of the
sonication of both chromatid types. Red arrows indicate sites of sonication breakage. The black strand is the Watson strand (W) and the
gray the Crick (C). 5' of Watson are shown in black and those of Crick in gray. Detection of an imprinted site by high throughput se-
quencing We next focused on the 10-kb region surrounding the
mat1 locus (Figure 7). The overall distribution of 5’ count is
similar on the Watson and Crick strands, except for one
nucleotide (in red) significantly over-represented on the
Watson strand (Figure 7). The position in mat1M ∆2-3 and
mat1P ∆2-3 corresponds to the imprinted position that is 3
nucleotides apart in M and P [22] (Figure 7A and 7B). As Microbial Cell | APRIL 2018 | Vol. 5 No.4 175 OPEN ACCESS | www.microbialcell.com C. Raimondi et al. (2018) The mat1 imprintosome FIGURE 7: 5' count on the Watson strand is biased precisely at the site of the imprint. On the left: distribution of the 5' count of the Wat-
son strand (black) and the Crick strand (gray) on the 10-kb region containing mat1. On the right: zoom on the imprint site. Red bars repre-
sent the 5' count enriched at the imprint sites. p-value is calculated using a theoretical t-student distribution that fits on the distribution of
the whole-genome observed 5' count. (A) The sequencing of mat1M ∆2-3 strain is represented, (B) mat1P ∆2-3 strain, (C) h90 strain and (D)
h90 swi1∆ strain. ABCD) The mat1M ∆2-3, mat1P ∆2-3 and h90 P genomes are used, respectively. FIGURE 7: 5' count on the Watson strand is biased precisely at the site of the imprint. On the left: distribution of the 5' count of the Wat-
son strand (black) and the Crick strand (gray) on the 10-kb region containing mat1. On the right: zoom on the imprint site. Red bars repre-
sent the 5' count enriched at the imprint sites. p-value is calculated using a theoretical t-student distribution that fits on the distribution of
the whole-genome observed 5' count. (A) The sequencing of mat1M ∆2-3 strain is represented, (B) mat1P ∆2-3 strain, (C) h90 strain and (D)
h90 swi1∆ strain. ABCD) The mat1M ∆2-3, mat1P ∆2-3 and h90 P genomes are used, respectively. FIGURE 7: 5' count on the Watson strand is biased precisely at the site of the imprint. On the left: distribution of the 5' count of the Wat-
son strand (black) and the Crick strand (gray) on the 10-kb region containing mat1. On the right: zoom on the imprint site. Red bars repre-
sent the 5' count enriched at the imprint sites. OPEN ACCESS | www.microbialcell.com
176
Microbial Cell | APRIL 2018 | Vol. 5 No.4 Detection of an imprinted site by high throughput se-
quencing p-value is calculated using a theoretical t-student distribution that fits on the distribution of
the whole-genome observed 5' count. (A) The sequencing of mat1M ∆2-3 strain is represented, (B) mat1P ∆2-3 strain, (C) h90 strain and (D)
h90 swi1∆ strain. ABCD) The mat1M ∆2-3, mat1P ∆2-3 and h90 P genomes are used, respectively. Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com
176 C. Raimondi et al. (2018) The mat1 imprintosome IGURE 8: Signature of sonication across the imprint. Statistical analysis of the 5' count in the mat1 region. -log(p-value) of 5' count as a
unction of the window size and genome position is represented. The -log(p-value) scale is indicated on the right of the graphics. The p-value
s calculated using theoretical t-student distributions that fit with the distribution of 5' count observe in the 10-kb region that contains mat1. A) A sliding window (+/- 1 kb around the imprint site) with step size one and varying window size (1 to 40 nt) is applied when calculating the
og(p-value) of the 5' count of the Watson strand shown. The sequencing of a mat1M ∆2-3 strain is used. (B) Same as in (A) for the Crick
trand. (C) Window sizes and window positions compared to imprint site for the top 10 -log(p-value) are indicated. (D, E and F) Same as in
A, B and C), respectively for the sequencing of a mat1P ∆2-3 strain. FIGURE 8: Signature of sonication across the imprint. Statistical analysis of the 5' count in the mat1 region. -log(p-value) of 5' count as a
function of the window size and genome position is represented. The -log(p-value) scale is indicated on the right of the graphics. The p-value
is calculated using theoretical t-student distributions that fit with the distribution of 5' count observe in the 10-kb region that contains mat1. (A) A sliding window (+/- 1 kb around the imprint site) with step size one and varying window size (1 to 40 nt) is applied when calculating the
-log(p-value) of the 5' count of the Watson strand shown. The sequencing of a mat1M ∆2-3 strain is used. (B) Same as in (A) for the Crick
strand. (C) Window sizes and window positions compared to imprint site for the top 10 -log(p-value) are indicated. (D, E and F) Same as in
(A, B and C), respectively for the sequencing of a mat1P ∆2-3 strain. Immunoprecipitation of the imprinted chromatid Result of the 5' count analysis of the ChIP data
presented in Figure 3C. (A) Schematic representation of the theoretical 5' count distribution of Lsd1/2 and Sap1. In black, the 5' count of a
non-imprinted chromatid and in red that of an imprinted chromatid. (B) Distribution of the 5' count of the Lsd1/2 and Sap1 ChIPs for the
Watson strand (black) and Crick strand (gray) in the mat1M ∆2-3 background. The 5' count at the imprint site is indicated. The p-value is
calculated using theoretical t-student distributions that fit with the distribution of 5' count observed in the 10-kb region that contains mat1. (C) Analysis of the 5' count bias on the crick strand using a 20 nt window in a mat1M ∆2-3 strains for the IPs of Lsd1-2 and Sap1. A sliding
window of 20 nt with set size one is used in a 10 kb region around mat1 is applied. Gray line indicates the bias of the crick across the imprint. (D) Same as in (B) in a mat1P ∆2-3 strain. (E) Same as in (C) in a mat1P ∆2-3 strain. /
p
p
p
p
y
presented in Figure 3C. (A) Schematic representation of the theoretical 5' count distribution of Lsd1/2 and Sap1. In black, the 5' count of a
non-imprinted chromatid and in red that of an imprinted chromatid. (B) Distribution of the 5' count of the Lsd1/2 and Sap1 ChIPs for the
Watson strand (black) and Crick strand (gray) in the mat1M ∆2-3 background. The 5' count at the imprint site is indicated. The p-value is
calculated using theoretical t-student distributions that fit with the distribution of 5' count observed in the 10-kb region that contains mat1. (C) Analysis of the 5' count bias on the crick strand using a 20 nt window in a mat1M ∆2-3 strains for the IPs of Lsd1-2 and Sap1. A sliding
window of 20 nt with set size one is used in a 10 kb region around mat1 is applied. Gray line indicates the bias of the crick across the imprint. (D) Same as in (B) in a mat1P ∆2-3 strain. (E) Same as in (C) in a mat1P ∆2-3 strain. cates that Lsd1 also interacts with the chromatid in the
absence of imprint (Figure 9B). A similar 5’ count distribu-
tion is observed for Lsd1 at mat1P (Figure 9D and 9E). Immunoprecipitation of the imprinted chromatid Lsd2
and Sap1 exhibit a similar pattern at mat1M as well, while
their interaction is weaker at mat1P (Figure 9D and 9E). Altogether, our results indicate that Lsd1, Lsd2 and Sap1
interact on both sides of the imprint but also with mat1 regardless of the imprint. Intriguingly, the interaction at
mat1P is weaker for Lsd2 and Sap1. Immunoprecipitation of the imprinted chromatid alignment problem by performing the experiment in the
donor less strains. For Lsd1, the enrichment of the 5' count
at the imprint on the Watson and Crick strands (Figure 9B)
at mat1M exhibits the molecular signature defined above
(Figure 9C). This result shows that Lsd1 interacts on both
sides or directly with the imprinted chromatid. The addi-
tional spreading of the 5’ count on both DNA strands indi- To determine whether Lsd1, Lsd2, and Sap1 interact with
the imprinted chromatid and on the right or left of the
imprint we used the molecular signature defined above. Figure 9A shows the expected distributions of enriched 5’
count upon immunoprecipitation. Since Lsd1/2 and Sap1
bind the repeated mat cassettes, we circumvented the Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 177 C. Raimondi et al. (2018) C. Raimondi et al. (2018)
The mat1 imprintosome
FIGURE 9: Lsd1/2 and Sap1 immunoprecipitate chromatids on both sides of the imprint. Result of the 5' count analysis of the ChIP data
presented in Figure 3C. (A) Schematic representation of the theoretical 5' count distribution of Lsd1/2 and Sap1. In black, the 5' count of a
non-imprinted chromatid and in red that of an imprinted chromatid. (B) Distribution of the 5' count of the Lsd1/2 and Sap1 ChIPs for the
Watson strand (black) and Crick strand (gray) in the mat1M ∆2-3 background. The 5' count at the imprint site is indicated. The p-value is
calculated using theoretical t-student distributions that fit with the distribution of 5' count observed in the 10-kb region that contains mat1. (C) Analysis of the 5' count bias on the crick strand using a 20 nt window in a mat1M ∆2-3 strains for the IPs of Lsd1-2 and Sap1. A sliding
window of 20 nt with set size one is used in a 10 kb region around mat1 is applied. Gray line indicates the bias of the crick across the imprint. (D) Same as in (B) in a mat1P ∆2-3 strain. (E) Same as in (C) in a mat1P ∆2-3 strain. The mat1 imprintosome nd Sap1 immunoprecipitate chromatids on both sides of the imprint. Result of the 5' count analysis of the ChIP data
3C. (A) Schematic representation of the theoretical 5' count distribution of Lsd1/2 and Sap1. In black, the 5' count of a FIGURE 9: Lsd1/2 and Sap1 immunoprecipitate chromatids on both sides of the imprint. OPEN ACCESS | www.microbialcell.com DISCUSSION This result further
indicates that the processes required for replication fork
pause and imprinting formation/protection are not identi-
cal in M and P cells. One possibility would be that Sap1 is
either modified and not efficiently recognized during the
immunoprecipitation or replaced by another protein in P
cells. We also provide data for the chromosomal enrichment
at the genome wide level of four proteins, Lsd1, Lsd2, Sap1,
and Abp1. Abp1 is strongly interacting with the sequences
near mat1, but a function in replication fork pausing and
imprinting was ruled out. The M-specific enrichment of
Abp1 next to the Mc binding site located in the swi2 gene
reinforces the role of Swi2 in directionality [42, 43]. In mammals, Lsd1 plays an important role in gene ex-
pression by establishing and maintaining proper epigenetic
marks. Several layers control the chromosomal targeting of
Lsd1 for positive or negative transcription regulation. CoREST targets the Lsd1 complex to H3K4 [50], whereas
the human androgen receptor targets Lsd1 to H3K9 [51]. The plant homeodomain finger protein BHC80 and the
HMG protein Braf35 are part of the core complex Lsd1-
CoREST (reviewed in [52]). BHC80 participates to the read-
ing of histone marks [53] and Braf35 [54] is a structural
DNA-binding protein. FIGURE 10: The imprintosome. Schematic view of the model of
binding of Lsd1/2 and Sap1 at mat1. Lsd1/2 complex is repre-
sented in blue with Phf1/2 in green. Sap1 is represented in pink. The imprint is represented by a red star. Upper panel, Lsd1/2
complex is recruited on the imprint site on the chromatid with no
imprint independently of Sap1. Lower panel, when the imprint is
formed Sap1 stabilizes the Lsd1/2 complex. In fission yeast, several pieces of evidence support the
specific demethylation of H3K9 by Lsd1 at many promoters
and boundary elements, but its role on H3K4 was not es-
tablished [29, 55]. Lsd1 is part of a complex including Lsd2
and Phf1/Phf2, two plant homeodomain finger proteins
[53], and Lsd1 and Lsd2 are both fused to an HMG domain
in fungi [56]. Taken together, the protein composition of
the Lsd1/2 core complex is quite similar in fission yeast and
mammals and the main functional difference resides in the
absence of H3K4 demethylation. DISCUSSION In this work, we propose a molecular definition of the im-
print upon sonication and genomic sequencing. Our com-
putational analysis demonstrates that a site- and strand- Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 178 178 C. Raimondi et al. (2018) The mat1 imprintosome pauses at MPS1 on the chromosome, and sufficient on a
plasmid system [19]. Interestingly, when P and M sequenc-
es are present at the silent mat2P and mat3M loci, Lsd1
and Lsd2 are not detected (Supplemental Figure S2), con-
sistent with the absence of replication fork pause at these
loci [19]. In addition, the absence of H3K9 methylation (clr4
mutant) is not sufficient to trigger recruitment of Lsd1/2 at
the silent mat2/3 loci (data not shown). We propose that
the Phf1/Phf2 histone code readers participate to the tar-
geting of Lsd1/2 at mat1 and probably at the other tran-
scriptionally active loci [53]. specific persistent imprint/nick can be unambiguously
mapped. The computation of the 5’ count reveals a unique
accumulation at the site of the imprint on the Watson
strand, whereas the opposite Crick strand is mechanically
broken by sonication within a window of 20 nucleotides,
thus yielding a more diffuse accumulation of 5’ ends. This
molecular signature is consistent with the free rotation of
the Crick strand that generates a population of molecules
with weakened A-T rich Watson-Crick pairing on both sides
of the nick and makes the resulting single-strand in this
window highly prone to breakage. However, we cannot
rule out that the proteins preventing the imprint from be-
ing repaired contribute as well to the pattern of shearing of
the Crick strand. By using the molecular signature of the imprint, we
provide strong evidence that the Lsd1/2 complex is inter-
acting at the imprint site, prior and after imprint formation. The same conclusion was reached by showing that Lsd1/2
is working upstream of Swi1/3 and is still enriched at mat1
in the absence of an imprint [27]. The two Sap1 binding
sites on either side of the imprint (SS13 and SAS1) overlap
with regions that are dispensable for both replication fork
pausing and Lsd1/2 initial recruitment, but are essential for
imprint formation or maintenance, at least when mat1
contains the M allele. When mat1 contains the P allele,
only the SAS1 site remains, since no enrichment for Sap1
could be detected in the P sequences. DISCUSSION Because Sap1 interacts
with the Lsd1/2 complex [29] and that Sap1 and Lsd1/2
complex are overlapping at several locations within the
genome (see Supplemental Figure 1A) and notably at high-
ly expressed genes (see Supplemental Figure 1B-E), we
propose that Sap1 participates in the targeting of the
Lsd1/2 complex to prevent H3K9 methylation at key pro-
moters and therefore define heterochromatin boundaries
[29, 57]. OPEN ACCESS | www.microbialcell.com ACKNOWLEDGEMENTS This work has been supported by the Fondation ARC for
Cancer Research and by the Fondation pour la Recherche
Médicale (FRM) and the Pasteur Institute. We are dedicat-
ing this article to the memory of Amar Klar and Jacob Dal-
gaard, two great scientists who have investigated for sev-
eral decades the epigenetic aspects of mating-type switch-
ing in fission yeast. Amar Klar passed away in March and
Jacob Dalgaard in December. Our community has lost two
insightful and keen members. The situation is more complicated at the mating type
locus, where the methylation state of H3K9 is not involved
in the early mating type switching steps. At this locus, the
presence or absence of the sole H3K9 methyltransferase
Clr4 does not rescue the mating type switching defect ob-
served when lsd1 is mutated [27]. Although mat1P and
mat1M exhibit no sequence homology, a remarkable find-
ing is that Lsd1 and Lsd2 are enriched in both alleles on
sequences that are necessary to promote replication fork FIGURE 10: The imprintosome. Schematic view of the model of
binding of Lsd1/2 and Sap1 at mat1. Lsd1/2 complex is repre-
sented in blue with Phf1/2 in green. Sap1 is represented in pink. The imprint is represented by a red star. Upper panel, Lsd1/2
complex is recruited on the imprint site on the chromatid with no
imprint independently of Sap1. Lower panel, when the imprint is
formed Sap1 stabilizes the Lsd1/2 complex. FIGURE 10: The imprintosome. Schematic view of the model of
binding of Lsd1/2 and Sap1 at mat1. Lsd1/2 complex is repre-
sented in blue with Phf1/2 in green. Sap1 is represented in pink. The imprint is represented by a red star. Upper panel, Lsd1/2
complex is recruited on the imprint site on the chromatid with no
imprint independently of Sap1. Lower panel, when the imprint is
formed Sap1 stabilizes the Lsd1/2 complex. Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 179 C. Raimondi et al. (2018) The mat1 imprintosome obtained using the ∆∆Cq normalization method using the val-
ue of a pair of primers localized 3 kb away from mat1 and the
WCE values. The list of primer sequences is in Supplemental
Table S4. Experiments were performed 3-times and unpaired
t-test were used to calculate the p values. The simplest model accounting for our results is that
the Lsd1/2 complex is epigenetically recruited to mat1
independently of Sap1 to promote replication fork pausing
at MPS1 (Figure 10, No Imprint). Following replication fork
restart and imprinting, Sap1 and Lsd1/2 form a chromatin
structure, the imprintosome, that protects the imprint
from being repaired (Figure 10, Imprint). We propose that
Lsd1/2 controls replication fork pausing at mat1 on both
the imprinted and the non-imprinted chromatids, thus
allowing the fork to restart in the same environment at
each round of DNA replication and produce persistently
and efficiently the imprint. Illumina Sequencing of DNA Libraries were prepared using TruSeq ChIP Library Preparation
kit following the manufacturer’s instructions (Illumina). Librar-
ies are checked for concentration and quality on DNA chips
with a Bioanalyser (Agilent). The libraries were quantified by
fluorimetric measurements with the Qubit® dsDNA HS Assay
Kit (ThermoFisher). 65-bp and 130-bp Single Read sequences
were generated on the Hiseq2500 sequencer according to
manufacturer’s instructions (Illumina). Library statistics are
provided in Supplemental Table S5. Chromatin Immunoprecipitation (ChIP) ChIP-sequencing was performed as previously described [35]
with the following modifications: fixation for ChIP of Lsd1 and
Lsd2 was carried out at 25°C for 20 min with 1% of paraform-
aldehyde (PFA) and fixation for ChIP of Sap1 and Abp1 was
performed at 18°C for 15 min with 3% of PFA. For Lsd1 and
Lsd2, an Anti-Myc-Tag mAb-magnetic Beads (M047-11 MBL)
was used. For Abp1 and Sap1, Dynabeads Protein G 10007D
(Invitrogen) coupled with Tap Tag antibody CAB1001 (Pierce
Thermo) or with polyclonal serum against the native Sap1[53],
respectively, were used. For the ChIP followed by qPCR analy-
sis, 3x108 cells were used with one tenth the amount of rea-
gents. All scripts used for the analysis and outputs are available
upon request. Fission yeast strains and genetic procedures The S. pombe strains used in this study are listed in Supple-
mental Table S3. Standard media (YES) and genetic protocols
for fission yeast were used [58]. Illumina Read Processing and Alignment of DNA Libraries
Illumina reads were aligned to the S. pombe genome assembly
ASM294v2.23 using Bowtie v2.1.0 [61] with default parame-
ters and multi-mapper reads randomly distributed. Using
BamTools [62], read counts were normalized to reads per
million per kilo base (RPKM), using the total library size and a
bin size of 1 kb. For the analysis of multi-mapper reads, we
filtered aligned read files with samtools [63] using the param-
eter -q 10. 5' count analysis We used a script to extract the beginning of reads that map on
the Watson or Crick strands. Enrichments of 5' count were
obtained using the total library size. p-values were obtained
using the negative binomial distribution fitting function in R. Gel shift assay
d
f Production of Sap1-6His by E. coli was induced with 1 mM
IPTG as previously described [32]. Sap1-6His was purified us-
ing column of Ni-NTA His-tag from Qiagen according to the
manufacturer’s instructions. Sequences used are listed in Ta-
ble 2. 1.50 ng of a given oligonucleotide was labeled with
gamma-32P with T4 polynucleotide Kinase (NEB) and incubated
with its cold complementary sequence. 1 ng of the resulting
double stranded probe was incubated with 5 µg of total pro-
tein extract or with 40 ng of purified Sap1-6His [44]. Gel shift
was performed as previously described [60]. ChIP-Sequencing Analysis ChIP peaks versus appropriate inputs (whole-cell extracts)
were called using MACS v2.1.0 [64]. Statistic validation of
peaks was performed using the IDR method with ENCODE
recommendations [65]. Genome browser tracks and meta-
analysis were created using enrichment (IP reads per million
(RPM) / input RPM) of indicated sequencing. Intersection of
lists of peaks were calculated with BEDTools v.2.17.02 [66]
(parameters: -u). For the transcriptional analysis 2 groups of
108 genes were defined and intersected with the list of peaks
shared by Lsd1/2 and Sap1. The first group contains the 108
most present transcripts and the 108 less present transcripts
using the normalized data from [67]. 2D Gel Analysis 2D gel analysis of replication intermediates was carried out as
described previously [59]. DNA was prepared and digested in
agarose plugs with the indicated restriction enzymes [12]. Enriched fractions for replication intermediates were obtained
using BND cellulose columns (SIGMA). Gels were blotted onto
Hybond-N+ nylon membrane. The probes were labeled with
alpha-32P dCTP and the blot analyzed on a PhosphoImager and
quantified with the ImageQuant software (pause/ arc + pause
in percentage) (GE Healthcare Life Sciences). Sequences of
primers used to produce the probe are indicated in Table 2. REFERENCES REFERENCES
1. Beach D, Nurse P, and Egel R (1982). Molecular rearrangement of
mating-type genes in fission yeast. Nature 296(5858): 682–683. PMID:
7070512 14. Dalgaard JZ, and Klar AJ (2001). Does S. pombe exploit the intrinsic
asymmetry of DNA synthesis to imprint daughter cells for mating-type
switching? Trends Genet17(3): 153–157. PMID: 11226610 14. Dalgaard JZ, and Klar AJ (2001). Does S. pombe exploit the intrinsic
asymmetry of DNA synthesis to imprint daughter cells for mating-type
switching? Trends Genet17(3): 153–157. PMID: 11226610 15. Arcangioli B, and Thon G (2004). Mating-Type Cassettes: Structure,
Switching and Silencing. In : Egel R. (eds) The Molecular Biology of
Schizosaccharomyces pombe. Springer, Berlin, Heidelberg ; pp 129–
147. doi: 10.1007/978-3-662-10360-9_9 2. Kelly M, Burke J, Smith M, Klar A, and Beach D (1988). Four mating-
type genes control sexual differentiation in the fission yeast. EMBO J
7(5): 1537–1547. PMID: 2900761 15. Arcangioli B, and Thon G (2004). Mating-Type Cassettes: Structure,
Switching and Silencing. In : Egel R. (eds) The Molecular Biology of
Schizosaccharomyces pombe. Springer, Berlin, Heidelberg ; pp 129–
147. doi: 10.1007/978-3-662-10360-9_9 3. Beach DH (1983). Cell type switching by DNA transposition in fission
yeast. Nature 305: 682–688. doi: 10.1038/305682a0 16. Klar AJS, Ishikawa K, and Moore S (2014). A Unique DNA Recombi-
nation Mechanism of the Mating/Cell-type Switching of Fission Yeasts:
a Review. Microbiol Spectr 2(5). doi: 10.1128/microbiolspec.MDNA3-
0003-2014 16. Klar AJS, Ishikawa K, and Moore S (2014). A Unique DNA Recombi-
nation Mechanism of the Mating/Cell-type Switching of Fission Yeasts: 4. Egel R, and Gutz H (1981). Gene activation by copy transposition in
mating-type switching of a homothallic fission yeast. Curr Genet 3(1):
5–12. doi: 10.1007/BF00419574 a Review. Microbiol Spectr 2(5). doi: 10.1128/microbiolspec.MDNA3-
0003-2014 17. Holmes AM, Kaykov A, and Arcangioli B (2005). Molecular and
cellular dissection of mating-type switching steps in Schizosaccharo-
myces
pombe. Mol
Cell
Biol
25(1):
303–311. doi:
10.1128/MCB.25.1.303-311.2005 5. Egel R (1984). Two tightly linked silent cassettes in the mating-type
region of Schizosaccharomyces pombe. Curr Genet 8(3): 199–203. doi:
10.1007/BF00417816 6. Grewal SIS (2000). Transcriptional silencing in fission yeast. Journal
of Cellular Physiology 184(3): 311–318. doi: 10.1002/1097-
4652(200009)184:3<311::AID-JCP4>3.0.CO;2-D 18. Dalgaard LZ, and Klar A (1999). Orientation of DNA replication
establishes mating-type switching pattern in S-pombe. Nature
400(6740): 181–184. doi: 10.1038/22139 7. Thon G, and Verhein-Hansen J (2000). Four chromo-domain pro-
teins of Schizosaccharomyces pombe differentially repress transcrip-
tion at various chromosomal locations. Genetics 155(2): 551–568. PMID: 10835380 19. AUTHOR CONTRIBUTIONS C.R performed experiments. C.P prepared the libraries for
sequencing. H.W provided a purified Sap1 protein. C.R and
B.J performed the computational analysis. C.R and B.A con-
ceived experiments. C.R., S.G. and B.A. wrote the manu-
script. © 2018 Raimondi et al. This is an open-access article re-
leased under the terms of the Creative Commons Attribu-
tion (CC BY) license, which allows the unrestricted use,
distribution, and reproduction in any medium, provided
the original author and source are acknowledged. SUPPLEMENTAL MATERIAL Please cite this article as: Célia Raimondi, Bernd Jagla, Caroline
Proux, Hervé Waxin, Serge Gangloff, Benoit Arcangioli (2018). Molecular signature of the imprintosome complex at the mating-
type locus in fission yeast. Microbial Cell 5(4): 169-183. doi:
10.15698/mic2018.04.623 All supplemental data for this article are available online at
www.microbialcell.com. quantitative PCR (q-PCR) qPCR was performed using a master mix (Eurobio Green qPCR
Mix Lo-Rox) on the qTower Analytik Jena AG A6 machine. Each
value is the mean of technical triplicates. The enrichment was Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com OPEN ACCESS | www.microbialcell.com 180 The mat1 imprintosome C. Raimondi et al. (2018) REFERENCES Sayrac S, Vengrova S, Godfrey EL, and Dalgaard JZ (2011). Identifi-
cation of a novel type of spacer element required for imprinting in
fission
yeast. PLoS
Genet
7(3):
e1001328. doi:
10.1371/journal.pgen.1001328 8. Thon G, Bjerling P, Bünner CM, and Verhein-Hansen J (2002). Ex-
pression-state boundaries in the mating-type region of fission yeast. Genetics 161(2): 611–622. PMID: 12072458 20. Kaykov A, and Arcangioli B (2004). A programmed strand-specific
and modified nick in S. pombe constitutes a novel type of chromoso-
mal
imprint. Curr
Biol
14(21):
1924–1928. doi:
10.1016/j.cub.2004.10.026 9. Noma K, Allis CD, and Grewal SI (2001). Transitions in distinct his-
tone H3 methylation patterns at the heterochromatin domain bound-
aries. Science 293(5532): 1150–1155. doi: 10.1126/science.1064150 21. Vengrova S, and Dalgaard JZ (2006). The wild-type Schizosaccha-
romyces pombe mat1 imprint consists of two ribonucleotides. EMBO
Rep 7(1): 59–65. doi: 10.1038/sj.embor.7400576 10. Grewal SI, and Klar AJ (1997). A recombinationally repressed re-
gion between mat2 and mat3 loci shares homology to centromeric
repeats and regulates directionality of mating-type switching in fission
yeast. Genetics 146(4): 1221–1238. PMID: 9258669 22. Nielsen O, and Egel R (1989). Mapping the double-strand breaks at
the mating-type locus in fission yeast by genomic sequencing. EMBO J
8(1): 269–276. PMID: 2714252 11. Arcangioli B, and de Lahondès R (2000). Fission yeast switches
mating type by a replication-recombination coupled process. EMBO J
19(6): 1389–1396. doi: 10.1093/emboj/19.6.1389 23. Thon G, and Klar AJ (1993). Directionality of fission yeast mating-
type interconversion is controlled by the location of the donor loci. Genetics 134(4): 1045–1054. PMID: 8375648 12. Kaykov A, Holmes AM, and Arcangioli B (2004). Formation,
maintenance and consequences of the imprint at the mating-type
locus
in
fission
yeast. EMBO
J
23(4):
930–938. doi:
10.1038/sj.emboj.7600099 24. Klar AJ, and Miglio LM (1986). Initiation of meiotic recombination
by double-strand DNA breaks in S. pombe. Cell 46(5): 725–731. PMID:
3742597 25. Roseaulin L, Yamada Y, Tsutsui Y, Russell P, Iwasaki H, and Ar-
cangioli B (2008). Mus81 is essential for sister chromatid recombina-
tion at broken replication forks. EMBO J 27(9): 1378–1387. doi:
10.1038/emboj.2008.65 13. Fleck O, Rudolph C, Albrecht A, Lorentz A, Schar P, and Schmidt H
(1994). The mutator gene swi8 effects specific mutations in the mat-
ing-type region of Schizosaccharomyces pombe. Genetics 138(3): 621–
632. PMID: 7851760 26. Styrkársdóttir U, Egel R, and Nielsen O (1993). The smt-0 mutation Microbial Cell | APRIL 2018 | Vol. CONFLICT OF INTEREST The authors declare that no competing interests exist. REFERENCES 5 No.4 OPEN ACCESS | www.microbialcell.com 181 C. Raimondi et al. (2018) The mat1 imprintosome which abolishes mating-type switching in fission yeast is a deletion. Curr Genet 23(2): 184–186. PMID: 8431959 which abolishes mating-type switching in fission yeast is a deletion. Curr Genet 23(2): 184–186. PMID: 8431959 yeast homologue of CENP-B, Abp1, regulates directionality of mating-
type
switching. EMBO
J
27(7):
1029–1038. doi:
10.1038/emboj.2008.53 27. Holmes AM, Roseaulin L, Schurra C, Waxin H, Lambert S, Zaratie 27. Holmes AM, Roseaulin L, Schurra C, Waxin H, Lambert S, Zaratiegui
M, Martienssen RA, and Arcangioli B (2012). Lsd1 and lsd2 control
programmed replication fork pauses and imprinting in fission yeast. Cell Rep 2(6): 1513–1520. doi: 10.1016/j.celrep.2012.10.011 42. Matsuda E, Sugioka-Sugiyama R, Mizuguchi T, Mehta S, Cui B, and
Grewal SIS (2011). A homolog of male sex-determining factor SRY
cooperates with a transposon-derived CENP-B protein to control sex-
specific directed recombination. Proc Natl Acad Sci USA 108(46):
18754–18759. doi: 10.1073/pnas.1109988108 28. Dalgaard JZ, and Klar AJ (2000). swi1 and swi3 perform imprinting,
pausing, and termination of DNA replication in S. pombe. Cell 102(6):
745–751. PMID: 11030618 43. Yu C, Bonaduce MJ, and Klar AJS (2012). Going in the right direc-
tion: mating-type switching of Schizosaccharomyces pombe is con-
trolled by judicious expression of two different swi2 transcripts. Ge-
netics 190(3): 977–987. doi: 10.1534/genetics.111.137109 29. Lan F, Zaratiegui M, Villén J, Vaughn MW, Verdel A, Huarte M, Shi
Y, Gygi SP, Moazed D, Martienssen RA, and Shi Y (2007). S. pombe
LSD1 homologs regulate heterochromatin propagation and euchro-
matic
gene
transcription. Mol
Cell
26(1):
89–101. doi:
10.1016/j.molcel.2007.02.023 44. Arcangioli B, and Klar AJ (1991). A novel switch-activating site
(SAS1) and its cognate binding factor (SAP1) required for efficient
mat1 switching in Schizosaccharomyces pombe. EMBO J 10(10): 3025–
3032. PMID: 1915277 30. Nicholson TB, and Chen T (2009). LSD1 demethylates histone and
non-histone proteins. Epigenetics 4(3): 129–132. PMID: 19395867 45. Gordon M, Holt DG, Panigrahi A, Wilhelm BT, Erdjument-Bromage
H, Tempst P, Bähler J, and Cairns BR (2007). Genome-wide dynamics
of SAPHIRE, an essential complex for gene activation and chromatin
boundaries. Mol
Cell
Biol
27(11):
4058–4069. doi:
10.1128/MCB.02044-06 31. Noguchi E, Noguchi C, McDonald WH, Yates JR, and Russell P
(2004). Swi1 and Swi3 are components of a replication fork protection
complex in fission yeast. Mol Cell Biol 24(19): 8342–8355. doi:
10.1128/MCB.24.19.8342-8355.2004 ,
p
g
boundaries. Mol
Cell
Biol
27(11):
4058–4069. doi:
10.1128/MCB.02044-06 32. REFERENCES Arcangioli B, Copeland TD, and Klar AJ (1994). Sap1, a protein that
binds to sequences required for mating-type switching, is essential for
viability in Schizosaccharomyces pombe. Mol Cell Biol 14(3): 2058–
2065. PMID: 8114737 46. Noma K-I, Cam HP, Maraia RJ, and Grewal SIS (2006). A role for
TFIIIC transcription factor complex in genome organization. Cell
125(5): 859–872. doi: 10.1016/j.cell.2006.04.028 47. Cam HP, Noma K-I, Ebina H, Levin HL, and Grewal SIS (2008). Host
genome surveillance for retrotransposons by transposon-derived
proteins. Nature 451(7177): 431–436. doi: 10.1038/nature06499 33. Mejia-Ramirez E, Sanchez-Gorostiaga A, Krimer DB, Schvartzman
JB, and Hernandez P (2005). The mating type switch-activating protein
Sap1 is required for replication fork arrest at the rRNA genes of fission
yeast. Mol
Cell
Biol
25(19):
8755–8761. doi:
10.1128/MCB.25.19.8755-8761.2005 48. Vengrova S, and Dalgaard JZ (2004). RNase-sensitive DNA modifi-
cation(s) initiates S. pombe mating-type switching. Genes Dev 18(7):
794–804. doi: 10.1101/gad.289404 34. Krings G, and Bastia D (2005). Sap1p binds to Ter1 at the ribosomal
DNA of Schizosaccharomyces pombe and causes polar replication fork
arrest. J
Biol
Chem
280(47):
39135–39142. doi:
10.1074/jbc.M508996200 49. Arcangioli B (1998). A site- and strand-specific DNA break confers
asymmetric switching potential in fission yeast. EMBO J 17(15): 4503–
4510. doi: 10.1093/emboj/17.15.4503 35. Zaratiegui M, Vaughn MW, Irvine DV, Goto D, Watt S, Bähler J,
Arcangioli B, and Martienssen RA (2011). CENP-B preserves genome
integrity at replication forks paused by retrotransposon LTR. Nature
469(7328): 112–115. doi: 10.1038/nature09608 50. Shi Y, Lan F, Matson C, Mulligan P, Whetstine JR, Cole PA, Casero
RA, and Shi Y (2004). Histone demethylation mediated by the nuclear
amine
oxidase
homolog
LSD1. Cell
119(7):
941–953. doi:
10.1016/j.cell.2004.12.012 51. Metzger E, Wissmann M, Yin N, Müller JM, Schneider R, Peters
AHFM, Günther T, Buettner R, and Schüle R (2005). LSD1 demethyl-
ates repressive histone marks to promote androgen-receptor-
dependent
transcription. Nature
437(7057):
436–439. doi:
10.1038/nature04020 36. Guan L, He P, Yang F, Zhang Y, Hu Y, Ding J, Hua Y, Zhang Y, Ye Q,
Hu J, Wang T, Jin C, and Kong D (2017). Sap1 is a replication-initiation
factor essential for the assembly of pre-replicative complex in the
fission yeast Schizosaccharomyces pombe. J Biol Chem 292(15): 6056–
6075. doi: 10.1074/jbc.M116.767806 37. Jacobs JZ, Rosado-Lugo JD, Cranz-Mileva S, Ciccaglione KM, Tour-
nier V, and Zaratiegui M (2015). Arrested replication forks guide re-
trotransposon integration. Science 349(6255): 1549–1553. doi:
10.1126/science.aaa3810 52. Meier K, and Brehm A (2014). REFERENCES Chromatin regulation: how complex
does
it
get? Epigenetics
9(11):
1485–1495. doi:
10.4161/15592294.2014.971580 53. Lan F, Collins RE, De Cegli R, Alpatov R, Horton JR, Shi X, Gozani O,
Cheng X, and Shi Y (2007). Recognition of unmethylated histone H3
lysine 4 links BHC80 to LSD1-mediated gene repression. Nature
448(7154): 718–722. doi: 10.1038/nature06034 38. Hickey A, Esnault C, Majumdar A, Chatterjee AG, Iben JR,
McQueen PG, Yang AX, Mizuguchi T, Grewal SIS, and Levin HL (2015). Single-Nucleotide-Specific Targeting of the Tf1 Retrotransposon Pro-
moted by the DNA-Binding Protein Sap1 of Schizosaccharomyces
pombe. Genetics
201(3):
905–U203. doi:
10.1534/genetics.115.181602 54. Hakimi M-A, Bochar DA, Chenoweth J, Lane WS, Mandel G, and
Shiekhattar R (2002). A core-BRAF35 complex containing histone
deacetylase mediates repression of neuronal-specific genes. Proc Natl
Acad Sci USA 99(11): 7420–7425. doi: 10.1073/pnas.112008599 39. Mizuguchi T, Taneja N, Matsuda E, Belton J-M, FitzGerald P, Dek-
ker J, and Grewal SIS (2017). Shelterin components mediate genome
reorganization in response to replication stress. Proc Natl Acad Sci
USA 114(21): 5479–5484. doi: 10.1073/pnas.1705527114 55. Opel M, Lando D, Bonilla C, Trewick SC, Boukaba A, Walfridsson J,
Cauwood J, Werler PJH, Carr AM, Kouzarides T, Murzina NV, Allshire
RC, Ekwall K, and Laue ED (2007). Genome-wide studies of histone
demethylation catalysed by the fission yeast homologues of mamma-
lian LSD1. PLoS ONE 2(4): e386. doi: 10.1371/journal.pone.0000386 55. Opel M, Lando D, Bonilla C, Trewick SC, Boukaba A, Walfridsson J,
Cauwood J, Werler PJH, Carr AM, Kouzarides T, Murzina NV, Allshire
RC, Ekwall K, and Laue ED (2007). Genome-wide studies of histone
demethylation catalysed by the fission yeast homologues of mamma-
lian LSD1. PLoS ONE 2(4): e386. doi: 10.1371/journal.pone.0000386 40. de Lahondès R, Ribes V, and Arcangioli B (2003). Fission yeast Sap1
protein is essential for chromosome stability. Eukaryotic Cell 2(5):
910–921. doi: 10.1128/EC.2.5.910-921.2003 56. Nicolas E, Lee MG, Hakimi M-A, Cam HP, Grewal SIS, and Shiekhat-
tar R (2006). Fission yeast homologs of human histone H3 lysine 4 41. Aguilar-Arnal L, Marsellach F-X, and Azorín F (2008). The fission Microbial Cell | APRIL 2018 | Vol. 5 No.4 OPEN ACCESS | www.microbialcell.com 182 The mat1 imprintosome C. Raimondi et al. (2018) demethylase regulate a common set of genes with diverse functions. J
Biol Chem 281(47): 35983–35988. doi: 10.1074/jbc.M606349200 10.1093/bioinformatics/btr174 63. Li H, and Durbin R (2009). Fast and accurate short read alignment
with Burrows-Wheeler transform. Bioinformatics 25(14): 1754–1760. doi: 10.1093/bioinformatics/btp324 57. REFERENCES Li F, Huarte M, Zaratiegui M, Vaughn MW, Shi Y, Martienssen R,
and Cande WZ (2008). Lid2 is required for coordinating H3K4 and
H3K9 methylation of heterochromatin and euchromatin. Cell 135(2):
272–283. doi: 10.1016/j.cell.2008.08.036 64. Zhang Y, Liu T, Meyer CA, Eeckhoute J, Johnson DS, Bernstein BE,
Nusbaum C, Myers RM, Brown M, Li W, and Liu XS (2008). Model-
based analysis of ChIP-Seq (MACS). Genome Biol 9(9): R137. doi:
10.1186/gb-2008-9-9-r137 58. Moreno S, Klar A, and Nurse P (1991). Molecular genetic analysis
of fission yeast Schizosaccharomyces pombe. Molecular Methods
Enzymol 194:795–823. PMID : 2005825 65. Landt SG et al. (2012). ChIP-seq guidelines and practices of the
ENCODE and modENCODE consortia. Genome Res 22(9): 1813–1831. doi: 10.1101/gr.136184.111 59. Brewer BJ, and Fangman WL (1988). A replication fork barrier at
the 3′ end of yeast ribosomal RNA genes. Cell 55(4): 637–643. doi:
10.1016/0092-8674(88)90222-X 66. Quinlan AR, and Hall IM (2010). BEDTools: a flexible suite of utili-
ties for comparing genomic features. Bioinformatics 26(6): 841–842. doi: 10.1093/bioinformatics/btq033 60. Arcangioli B, and LESCURE B (1985). Identification of Proteins
Involved in the Regulation of Yeast Iso-1-Cytochrome-C Expression by
Oxygen. EMBO J 4(10): 2627–2633. PMID: 2996882 67. Marguerat S, Schmidt A, Codlin S, Chen W, Aebersold R, and Bäh-
ler J (2012). Quantitative analysis of fission yeast transcriptomes and
proteomes in proliferating and quiescent cells. Cell 151(3): 671–683. doi: 10.1016/j.cell.2012.09.019 61. Langmead B, Trapnell C, Pop M, and Salzberg SL (2009). Ultrafast
and memory-efficient alignment of short DNA sequences to the hu-
man genome. Genome Biol 10(3): R25. doi: 10.1186/gb-2009-10-3-r25 68. Pohl A, and Beato M (2014). bwtool: a tool for bigWig files. Bioin-
formatics 30(11): 1618–1619. doi: 10.1093/bioinformatics/btu056 62. Barnett DW, Garrison EK, Quinlan AR, Stroemberg MP, and Marth
GT (2011). BamTools: a C++ API and toolkit for analyzing and manag-
ing
BAM
files. Bioinformatics
27(12):
1691–1692. doi: GT (2011). BamTools: a C
API and toolkit for analyzing and manag
ing
BAM
files. Bioinformatics
27(12):
1691–1692. doi: Microbial Cell | APRIL 2018 | Vol. 5 No.4 183 OPEN ACCESS | www.microbialcell.com
|
https://openalex.org/W1520829806
|
https://www.intechopen.com/citation-pdf-url/38577
|
English
| null |
Automatic Optical Inspection of Soldering
|
InTech eBooks
| 2,013
|
cc-by
| 20,655
|
http://dx.doi.org/10.5772/51699 http://dx.doi.org/10.5772/51699 Selection of our books indexed in the Book Citation Index
in Web of Science™ Core Collection (BKCI)
Interested in publishing with us?
Contact book.department@intechopen.com
Numbers displayed above are based on latest data collected.
For more information visit www.intechopen.com
Open access books available
Countries delivered to
Contributors from top 500 universities
International authors and editors
Our authors are among the
most cited scientists
Downloads
We are IntechOpen,
the world’s leading publisher of
Open Access books
Built by scientists, for scientists
12.2%
191,000
210M
TOP 1%
154
7,200 Chapter 16 Automatic Optical Inspection of Soldering Mihály Janóczki, Ákos Becker, László Jakab,
Richárd Gróf and Tibor Takács Mihály Janóczki, Ákos Becker, László Jakab,
Richárd Gróf and Tibor Takács Additional information is available at the end of the chapter © 2013 Janóczki et al.; licensee InTech. This is an open access article 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. 2. Rise of the AOI systems Manufacturing electronic devices necessitates the constant controlling and inspection of the
product. Previously, ICT was the main appliance used for this purpose. It inspected electronic
components (e.g. resistor, capacitor etc.), checked for shorts, opens, resistance, capacitance and
other basic quantities. Finally, it checked the proper operation of the whole circuit to show
whether the assembly had been correctly fabricated. It operated by using a bed of measure-
nails type test fixtures, designed for the current PWB and other specialist test equipment. It
had the following disadvantages. As the dimensions of components were shrinking and the
emplacement density was increasing, the positioning of the test-points became increasingly
difficult. Beds of measure-nails are also relatively expensive and they are PWB-specific. This
problem was however, partially solved by using flying-probe ICT systems (but at the expense
of speed). Another disadvantage of ICT was that only finished product could be examined. It
was able to detect failures but not to prevent them. It is also was not suitable for inspecting the
quality of various assembling technologies. A further disadvantage was also in the case of
functional testing. Extra measurement procedures had to be developed to ensure the enhance‐
ment of the quality of the manufacturing process. Previously, the quality of solder joints had only been verified by manual visual inspection
(MVI). The disadvantage of manual inspection, which at best was subjective, was that the
tolerance limits were narrower than used in automated machines. A magnifying glass could
help for a while, but as the mounting number of components per unit area exceeded the
capabilities of manual testing, this option was already proving to be difficult or not even
applicable as described in [1]. Because of the rapid development of digital computing, machine
vision and image processing, it was obvious that it was becoming necessary to automate the
process with the help of various high-resolution cameras, novel lighting devices [2], illumi‐
nation techniques [3]-[5] and efficient image processing algorithms. Such state-of-the-art
devices and solutions are described in detail in the following books: [6]-[8]. In cases where the manufacturing of large quantities of precise and high quality products takes
place, the capabilities of production appliances can only be used effectively if the inspections,
after various technological sequences are automated (in-line), are fast and reliable. As a result,
the automatic optical inspection or testing appliances has been developed to replace manual
inspection. 1. Introduction Automatic Optical Inspection (AOI) or Automated Visual Inspection (AVI) is a control process. It evaluates the quality of manufactured products with the help of visual information. Amongst
its several uses, one is the inspection of PWB (Printed Wiring Boards) after their assembling
sequences i.e. paste printing, component placement and soldering. Nowadays, surface mount
technology is the main method of assembly. It can be automated with ease. The increasing
widespread use of SMT (Surface Mount Technology) in PWB assembly results in down-scaling
of component size, increasing of lead count and component density. Parallel to this the latest
manufacturing assembly lines have a very high rate of productivity. Not only is productivity
required but a high quality also is expected. The quality requirements for electronic devices
have already been standardized, e.g. IPC, ANSI-JSTD standards. Modern machines used in
manufacturing lines such as paste printers, component placement machines etc. are capable
of producing significantly better results than those required in normal standards specifica‐
tions. Nowadays, the capability of modern manufacturing machines now reaches 6 σ as usually
applied specification norm and 5 σ for more stringent ones. Even so, manufacturing processes
are still kept under constant supervision. There still occasions when even a modern assembly
line fails to create fully operational devices. Besides the “classic” electric tests, such as in-circuit-test (ICT) and/or functional tests, there are
in-line inspection possibilities: automatic optical inspection and automatic X-ray inspection
systems. Because of their capabilities and properties, mostly the AOI systems are used as in-
line quality inspection appliances. The main advantage of these systems is their ability to detect
failures earlier and not only when the product has been assembled. AOI systems can be used
to inspect the quality at each stage of the manufacturing process of the electronic device. Accordingly, there are real financial advantages by using such systems because the sooner a © 2013 Janóczki et al.; licensee InTech. This is an open access article 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. Materials Science - Advanced Topics 388 failure can be detected, the smaller the likelihood of refuse device manufacturing. Because of
component down-scaling and increasing in density, optical inspection is now only possible
with the help of machine vision as opposed to manual inspection. 3. Sensors, image capturing methods, structure In the early 1970s, CCD (Charge Coupled Device) and CMOS (Complementary Metal–Oxide–
Semiconductor) sensors were invented. It presented an opportunity to capture digital images
that could be processed and evaluated by a computer. Machine vision was born. The subse‐
quent exponential development resulted in an infinite number of these applications. One such
development was the automatic optical inspection. Comparison between these sensors is
reported in detailed [30]-[36]. Two kinds of methods exist to capture the images: FOI (Field of Interest) based matrix camera
and line scan camera. The first captures several images on an optimized course, the second
scans the whole surface of PWB. Both have their advantages and disadvantages. Line-scan is
the faster method but the design of a proper source of illumination is more difficult or
sometimes not possible at all because the position of components themselves affects the
efficiency of illumination. If the component is parallel or perpendicular to the scanning line,
the captured image could differ. In case of paste inspection, component positioning is out of
question, so line-scan is better choice. For components and meniscus inspection, FOI is better. A new FOI generation method is shown in [37]. Basically AOI systems have three main parts: optical unit (illumination, cameras), positioning
mechanism, and control system (Fig. 1). 2. Rise of the AOI systems The words, Automated Optical Inspection imply that when used in the manufac‐
turing and assembly of PWBs, the nature of the inspection process itself, using digital machine
vision and image processing, will give objective results. AOI inspects bare and mounted PWBs automatically and uses optical information. It is faster,
more accurate and cheaper than manual inspection. In preparing the parameters for such Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 389 inspections, parametric test procedures can be used to evaluate the digital image and on the
basis of this they classify the inspected PWB, component or solder joint. Automatic Optical
Inspection systems offer a reliable, flexible, fast and cost-effective solution when inspecting
each step of the manufacturing process. Using AOI systems also has financial advantages. Detailed calculations show this in [1]. Further works give more reasons why AOI should be
used. Several economic, efficiency and suitability studies have been undertaken about these
systems [9]-[29]. 4. Identifying PWB AOI appliances identify the PWBs with the help of a separate built-in unit i.e. laser-scanner or
by using its inbuilt functionality. On this basis, machines can decide what inspection is
necessary. According to data contained in a barcode, the AOI system loads the appropriate
inspection program. As barcodes (Fig. 2.a) became more widely used, in some cases the amount
of data that could be stored in them was too limited and this became a barrier to its applicability. To solve this problem, the so-called ‘matrix codes’ (Fig. 2.b) were developed. In [30] 22 types
of linear barcodes and 48 types of matrix codes are described. Materials Science - Advanced Topics
390 5. Inspection of bare PWBs
There are several possibilities, appliances and algorithms when inspecting bare PWB
optically. These are able to inspect the copper wire-patterns on a PWB surface with high
precision. Optical inspection gives rapid and reliable results regarding the quality of th
PWB. Electrical detection methods, (e.g. ICT, Flying Probes) are slower and more expen
sive. Bare PWB inspecting AOIs have a special name: Automatic Optical Test (AOT
systems. There are several research and survey papers about this topic [31]-[43] and tw
manufacturers now have AOT machines [44]-[49]. In Table I a comparison between thes
appliances is shown. Figure 1. The three main part of an AOI system
(a)
(b)
Figure 2. Example for: a) linear barcode b) DMC
Materials Science - Advanced Topics
90 Figure 1. The three main part of an AOI system Figure 1. The three main part of an AOI system 5. Inspection of bare PWBs
(a)
(b)
Figure 2. Example for: a) linear barcode b) DMC (a)
(b) (b) Figure 2. Example for: a) linear barcode b) DMC Figure 2. Example for: a) linear barcode b) DMC 5. Inspection of bare PWBs There are several possibilities, appliances and algorithms when inspecting bare PWBs
optically. These are able to inspect the copper wire-patterns on a PWB surface with high
precision. Optical inspection gives rapid and reliable results regarding the quality of the
PWB. Electrical detection methods, (e.g. ICT, Flying Probes) are slower and more expen‐
sive. Bare PWB inspecting AOIs have a special name: Automatic Optical Test (AOT)
systems. There are several research and survey papers about this topic [31]-[43] and two
manufacturers now have AOT machines [44]-[49]. In Table I a comparison between these
appliances is shown. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
391 Manufacturer
Amistar Automation Inc. Model
K5L
doutech
Excalibur
phasor
redline
LD 6000
Board size max. [mm x mm]
510 x 410
610 x 760
610 x 760
760 x 760
(extended:
1000 x 2000)
610 x 760
610 x 760
(extended:
915 x 1525)
Board size min. [mm x mm]
50 x 50
n.a. n.a. n.a. n.a. n.a. Board thickness
[mm]
0.5 - 3.0
n.a. n.a. n.a. n.a. n.a. Board warp [mm]
+ 0.5; - 1.0
n.a. n.a. n.a. n.a. n.a. Board clearance
top [mm]
50
n.a. n.a. n.a. n.a. n.a. Board clearance
bottom [mm]
50
n.a. n.a. n.a. n.a. n.a. Camera type
CCD
n.a. n.a. n.a. n.a. n.a. Illumination
3-stage LED dome lighting
(Upper: IR; Middle: WH;
Lower: WH)
n.a. n.a. n.a. n.a. n.a. View size [mm]
30.4 x 22.8
500 x 635
500 x 610
500 x 635
(extended:
915 x 1980)
500 x 635
(extended:
1000 x 2000)
500 x 610
(extended:
865 x 1475)
Resolution [µm]
19
50
50
60
50
n.a. Inspection time
0.45 sec/screen
20 - 60 sq. m/h
45 sq. m/h
n.a. 20 - 60 sq. m/h
15 sec @ 3/3
mil line/space;
27 sec @ 2/2
mil line/space
(for 480 x 600
mm board size)
Applicability
missing components, position
shift, rotation error, wrong
components, polarity check,
bridge, character recognition
functional and
cosmetic faults
functional and
cosmetic faults
functional and
cosmetic faults
functional and
cosmetic faults
functional and
cosmetic faults
Lloyd Doyle Limited
Table 1 Comparison of Automatic Optical Test (AOT) machines Table 1. Comparison of Automatic Optical Test (AOT) machines Table 1. Comparison of Automatic Optical Test (AOT) machines 6. Inspections following SMT sequences In the SMT assembling process there are three main phases where AOI plays an important
role; after-paste printing, component placement and soldering. In the case of wave, r selective
or partial soldering there are other sequences e.g. glue dispensing, through-hole component
insertion etc. But SMT processes are used mainly for inspection in discussions about this
method of assembly. Possible locations where AOI can be placed in an SMT line are: the post-
paste, post-placement or pre-reflow and post reflow (Fig. 3.). At each location AOI appliances have a special name. These are: Solder Paste Inspection (SPI,
also known as Post-Printing Inspection), Automatic Placement Inspection (API. also known
as Post-Placement Inspection) and Post-Soldering Inspection (PSI). The AOI systems able to
inspect each manufacturing sequence are called: Universal AOI (UAOI). If there is a possibility
that the equipment can inspect the finished product optically, it is then called the Automatic
Final Inspection (AFI). Materials Science - Advanced Topics
392 6.1. Solder paste inspection
According to PWB assemblers, it is very important that the quality of the print solder paste is
inspected because it heavily influences the quality of solder joints. In some papers it has been
reported that 52%–71% of SMT defects are related to the printing process [50]-[53]. As failures
can be detected much earlier, this obviously results in cost savings. According to some other
opinions, inspection of the solder paste is not so relevant: “Contrary to the common, frequently
quoted opinion that paste faults represent the primary percentage or 70% of all faults in the
printed circuit assembly process, this detailed analysis shows that those faults amounted to
only 8.3%.” [54]. Figure 3. Possible places of AOI systems Figure 3. Possible places of AOI systems Figure 3. Possible places of AOI systems Figure 3. Possible places of AOI systems 6.1. Solder paste inspection According to PWB assemblers, it is very important that the quality of the print solder paste is
inspected because it heavily influences the quality of solder joints. In some papers it has been
reported that 52%–71% of SMT defects are related to the printing process [50]-[53]. As failures
can be detected much earlier, this obviously results in cost savings. According to some other
opinions, inspection of the solder paste is not so relevant: “Contrary to the common, frequently
quoted opinion that paste faults represent the primary percentage or 70% of all faults in the
printed circuit assembly process, this detailed analysis shows that those faults amounted to
only 8.3%.” [54]. Special AOI machines are able to inspect the quality of print of the solder paste. It is an important
option because in case of failure, the product can be repaired with minimum cost and with‐
out scrap loss. The size of the print in the 3 dimensions examined (latitude, longitude, alti‐
tude) must fall within the limits specified. To measure these parameters, so-called SPI (Solder
Paste Inspection) machines have been developed. These machines are able to inspect only one
step i.e. paste printing, but they are cheaper than universal AOI machines. As the control of
solder paste presence is one of the easier tasks, then only the width, length and position needs
to be inspected and so several failures can be detected such as bridges [55]. This can be solved
using image capturing (usually with the help of line scan cameras) and subsequent evaluation. But to measure volume as well the paste thickness is equally as important. Comparison
between 2D and 3D solder paste inspections are reported in [56] and [57]. There are several
possibilities to enable the measurement of paste volume optically: laser scanner [58]-[63];
projected sinusoidal fringe pattern as in [64]; the development of this technique for solder paste
geometry measurement in [65], [66] and some special methods shown in [67]-[69]. Nine
manufacturers offer SPI systems [70]-[82]. Several different solutions have been developed in
these appliances as can be found in the scientific literature, described above. Comparison
between the different methods is shown in Table 2. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 393 Manufacturer
Model
Board size max. [mm x mm]
Board size min. 6.1. Solder paste inspection [mm x mm]
Maximum board weight [kg]
Maximum inspection area
[mm]
Maximum pad size in field of
view [mm]
Typical inspection speed @
high speed [sq. cm/sec]
Typical inspection speed @
high resolution [sq. cm/sec]
Typical inspection speed @
unload and fiducial find [sec]
X and Y pixel size @ high
speed [µm]
X and Y pixel size @ high
resolution [µm]
Paste height range [µm]
Height resolution [µm]
Measurement types
CyberOptics
SE 300 Ultra
508 x 508
101 x 40
3
508 x 503
5 x 10
29.0
16.0
3 - 4
40
20
50 - 610
0.13
height, area,
volume, registration,
bridge detection
CyberOptics
SE 500
510 x 510
50 x 50
3 - 5
508 x 503
15 x 15
80.0
50.0
4 - 5
30
15
50 - 500
0.20
height, area,
volume, registration,
bridge detection
CyberOptics
SE 500-X
810 x 610
100 x 100
10
810 x 605
15 x 15
80.0
50.0
4 - 5
30
15
50 - 500
0.20
height, area,
volume, registration,
bridge detection
Koh Young
Technology
aSPIre
n.a. n.a. n.a. n.a. n.a. 41.0
n.a. n.a. 10
20
20 - 400
0.37
height, area,
volume, offset,
bridge detection,
shape deformity
Koh Young
Technology
KY-8030
n.a. n.a. n.a. n.a. n.a. 15.0
19.7
n.a. 20
20
20 - 400
0.37
height, area,
volume, offset,
bridge detection,
shape deformity
Marantz
Power Spector
510 x 460
50 x 50
n.a. n.a. n.a. 80.0
80.0
n.a. n.a. n.a. max. 600
n.a. height, area,
volume, offset,
bridge detection,
shape deformity
Omron
VT-RNS-P
510 x 460
50 x 50
n.a. n.a. n.a. n.a. n.a. n.a. 10;
15;
20
10;
15;
20
n.a. n.a. presence of solder,
insufficient solder,
excessive solder,
solder shifting,
grazing, bridging,
spreading
Omron - CKD
VP5000L
510 x 460
50 x 50
n.a. n.a. n.a. n.a. n.a. n.a. 12
12
n.a. n.a. average height,
volume, excessive
deposition,
insufficient solder,
smearing,
misalignment,
bridging
Orpro Vision
Symbian P36
508 x 540
n.a. n.a. n.a. n.a. 60
60
4 - 6
20
20
50 - 300
5.00
n.a. Saki
BF-SPIder-M
250 x 330
50 x 60
n.a. n.a. n.a. n.a. n.a. 3
12
12
max. 450 0.40
height, area,
volume, shift, shape,
spread, bridge
Saki
BF-SPIder-L
460 x 500
50 x 60
n.a. n.a. n.a. n.a. n.a. 3 - 5
12
12
max. 6.1. Solder paste inspection 450 0.40
height, area,
volume, shift, shape,
spread, bridge
ScanCAD
ScanINSPECT
SPI
457 x 508
50 x 50
n.a. 419 x 508
n.a. n.a. n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation TR7006/L/LL-20
330 x 280
50 x 50
3
n.a. n.a. 98.8
24.7
n.a. 20
20
40 - 600
n.a. n.a. TRI Innovation TR7006/L/LL-16
510 x 460
50 x 50
5
n.a. n.a. 63.2
15.8
n.a. 16
16
32 - 480
n.a. n.a. TRI Innovation TR7006/L/LL-12
660 x 610
50 x 50
10
n.a. n.a. 35.5
8.8
n.a. 12
12
24 - 360
n.a. n.a. TRI Innovation
TR7066-20
510 x 460
50 x 50
3
n.a. n.a. 153.6
23.0
n.a. 20
20
40 - 600
n.a. n.a. TRI Innovation
TR7066-16
510 x 460
50 x 50
3
n.a. n.a. 122.9
18.4
n.a. 16
16
32 - 480
n.a. n.a. TRI Innovation
TR7066-12
510 x 460
50 x 50
3
n.a. n.a. 92.2
13.8
n.a. 12
12
24 - 360
n.a. n.a. Viscom
S3088-II QS
450 x 350
n.a. n.a. n.a. n.a. 110
110
n.a. 22
22
n.a. n.a. n.a. Vi Technology
3D-SPI
510 x 460
n.a. n.a. n.a. n.a. 20.0
20.0
n.a. n.a. n.a. n.a. n.a. height, area,
volume, bridge,
shape, position Table 2. Materials Science - Advanced Topics
394 Manufacturer
Model
Conveyor speed [mm/sec]
Conveyor height [mm]
Board warp
Volume repeatability on a
certification target
Volume repeatability on a
circuit board
Gage R&R
Measurement types
CyberOptics
SE 300 Ultra
150 - 450 889 - 990
<2% of PCB
diagonal or
6.35mm
total
n.a. n.a. n.a. height, area,
volume, registration,
bridge detection
CyberOptics
SE 500
150 - 450 810 - 970
<2% of PCB
diagonal or
6.35mm
total
< 1%; 3 <3%; 3 << 10%; 6 height, area,
volume, registration,
bridge detection
CyberOptics
SE 500-X
150 - 450 810 - 970
<2% of PCB
diagonal or
6.35mm
total
< 1%; 3 <3%; 3 << 10%; 6 height, area,
volume, registration,
bridge detection
Koh Young
Technology
aSPIre
n.a. 830 - 970
± 5.0 mm
< 1%; 3 <3%; 3 << 10%; 6 height, area,
volume, offset,
bridge detection,
shape deformity
Koh Young
Technology
KY-8030
n.a. 870 - 970
± 3.5 mm
< 1%; 3 <3%; 3 << 10%; 6 height, area,
volume, offset,
bridge detection,
shape deformity
Marantz
Power Spector
n.a. 830 - 970
± 5.0 mm
n.a. n.a. n.a. Table 3. Comparison of Solder Paste Inspection (SPI) machines Table 3. Comparison of Solder Paste Inspection (SPI) machines 6.2 Automatic placement inspection Inspection of the PWB after component placement is the next possibility. With this method
possible placement failures can be detected and some defective paste printing phenomena as
well. If there is a sign or mark on the component, it can be read and identified with the help
of modern image processing algorithms even if it has more than one different-looking label
type. APIs (Table III) are able to measure most parameters of components objectively e.g. X-Y
shift, rotation, polarity, labels, size etc. [83]-[90]. Four manufacturers have this special appli‐
ance in stock. [91]-[94]. Manufacturer
BeamWorks
Landrex
Omron
Viscom
Model
Inspector cpv
Optima II 7301 Express
VT-RNS-Z
S3054QV
Field of view
12 x 9 mm @ 15 µm; 48 x 36
mm @ 73 µm
10 x 10 mm; 15 x 15 mm
n.a. 1280 x 1024 pixel
Pixel size [µm]
15; 73
n.a. 10; 15; 20
10; 22
Depth of field (max. component
height for inspection) [mm]
10; 15
n.a. n.a. n.a. Number of cameras
1
1 vertical, 4 angled
1
1
Lighting method
oblique ring, white LED light
n.a. ring-shaped RGB LED
n.a. Board size max. @ single board
operation [mm x mm]
508 x 406
609 x 558
510 x 460
443 x 406
Board size max. @ dual board
operation [mm x mm]
none
none
none
370 x 406
Board size min. [mm]
40 x 28
51 x 76
50 x 50
n.a. Board thickness [mm]
0.8 - 3.2
n.a. n.a. n.a. Conveyor height [mm]
n.a. n.a. n.a. 850 - 960
Board edge clearance [mm]
4
n.a. n.a. 3
Board edge clearance top [mm]
25; 37
63
20
35
Board edge clearance bottom
[mm]
25; 37
63
50
50
Inspection speed [sq. cm/sec]
2 @ 12 x 9 mm field of view
n.a. 250 ms/screen @ 10 sq. mm
field of view
20 - 30
Applicability
missing component, wrong
component, polarity check,
offset, skew
missing components, misoriented
components, extra components,
component placement, tombstoned and
bill boarded components, lifted leads,
insufficient solder and excess solder,
wrong part, through hole pins
presence of solder, component
shifting, polarity error, missing
components, wrong
components, solder balls,
skewing, bridging, foreign
objects
n.a. Table 4. Comparison of Automatic Placement Inspection (API) machines Table 4. Comparison of Automatic Placement Inspection (API) machines 6.1. Solder paste inspection height, area,
volume, offset,
bridge detection,
shape deformity
Omron
VT-RNS-P
n.a. n.a. n.a. n.a. n.a. n.a. presence of solder,
insufficient solder,
excessive solder,
solder shifting,
grazing, bridging,
spreading
Omron - CKD
VP5000L
n.a. n.a. n.a. n.a. n.a. n.a. average height,
volume, excessive
deposition,
insufficient solder,
smearing,
misalignment,
bridging
Orpro Vision
Symbion P36
n.a. 870 - 930
+ 3.0 mm;
- 6.0 mm
n.a. n.a. < 10%
n.a. Saki
BF-SPIder-M
n.a. max. 900
n.a. < 1%; 3 n.a. < 10%
height, area,
volume, shift, shape,
spread, bridge
Saki
BF-SPIder-L
n.a. max. 900
n.a. < 1%; 3 n.a. < 10%
height, area,
volume, shift, shape,
spread, bridge
ScanCAD
ScanINSPECT
SPI
n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation
TR7006/L/LL-20
n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation
TR7006/L/LL-16
n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation
TR7006/L/LL-12
n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation
TR7066-20
n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation
TR7066-16
n.a. n.a. n.a. n.a. n.a. n.a. n.a. TRI Innovation
TR7066-12
n.a. n.a. n.a. n.a. n.a. n.a. n.a. Viscom
S3088-II QS
n.a. 850 - 960
n.a. n.a. n.a. n.a. n.a. Vi Technology
3D-SPI
n.a. max. 950
± 3.5 mm
n.a. n.a. < 10%
height, area,
volume, bridge,
shape, position Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 395 6.3 Post soldering inspection Most manufacturers agree from a strategic point of view, that optical inspection after soldering
has been completed should not be missed out. At the very least, the defective products must
be eliminated because many failures are generated during soldering: “Forty-nine percent of
the true faults were detectable only after soldering. These consisted of component and
soldering faults. Forty-eight percent of the optically recognizable faults could not be recog‐
nized electrically.” [54]. Materials Science - Advanced Topics 396 In consequence, this is the most important part of the AOI inspection process. Most scientific
papers are preoccupied with this subject [95]-[123]. The quality of the solder joint (and the
soldering process) can be inspected with the methods described in this section. The quality of
the solder joints is determined from geometric and optical properties of the solder meniscus. These parameters determine the reflection properties of the meniscus which is formed from
the liquid alloy during the soldering process. After cooling, the meniscus becomes solid and
reflects illumination which means that we can evaluate it (Fig.5, Fig. 6). From these reflection
patterns and with the help of image processing algorithms we are able to determine the quality
of the solder joints. Figure 4. Schematic of the meniscus
Figure 5. Reflection pattern on meniscus model with white ring illumination Figure 4. Schematic of the meniscus Figure 4. Schematic of the meniscus Figure 4. Schematic of the meniscus
Figure 5. Reflection pattern on meniscus model with white ring illumination Figure 5. Reflection pattern on meniscus model with white ring illumination Figure 6. Reflection pattern on meniscus model with RGB ring illumination
Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
3 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
397 Figure 6. Reflection pattern on meniscus model with RGB ring illumination Figure 6. Reflection pattern on meniscus model with RGB ring illumination Using reflection patterns is the basis of all papers that have been published in this field of
study. There are two solutions: gray-scale or colour inspection. Supplier and appliances are
shown in Table IV [124]-[126]. One interesting area is wave soldering. It needs different types of algorithms because of the
circular solder shape and the pin. Some solutions for this kind of inspection are reported in
[127]-[129]. A summary of possible failures and appliances that can detect them are shown in
Table V. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
399 Table 6. Possible failures and appliances 6.4. Combined appliances Possible failures and appliances Materials Science - Advanced Topics 400 Manufacturer
Model
Camera movement
Board movement
Component
inspection
Printing/paste
inspection
Distinction
principles
Distinction
parameters
Camera type
Camera field of
view/resolution
Lens
Illumination
Machine
Vision
Products
Supra E
n.a. n.a. n.a. n.a. n.a. n.a. 5MP color camera
7 - 17 µm
n.a. programmable
variable LED strobe
lighting, proprietary
multi-color
illumination
Marantz
iSpector
HDL 350L
X + Y
direction
stationary
during
inspection
presence,
polarity, offset,
correctness,
soldering
offset,
smearing,
bridges,
uniformity
synthetic
imaging,
spectral
analysis,
grayscale
limits
brightness,
hue,
saturation
via filters
UXGA CCD digital
camera with
CameraLink
32 x 24 mm @ 20 µm;
40 x 30 mm @ 25 µm;
16 x 12 mm @ 10 µm
telecentric
lens with
built in
prism for
DOAL
lighting
omnidirectional triple
LED rings; side,
main, line sourced
DOAL (diffused on
axis lighting
(coaxial))
Marantz
iSpector
HDL 650L
X + Y
direction
stationary
during
inspection
presence,
polarity, offset,
correctness,
soldering
offset,
smearing,
bridges,
uniformity
synthetic
imaging,
spectral
analysis,
grayscale
limits
brightness,
hue,
saturation
via filters
UXGA CCD digital
camera with
CameraLink
32 x 24 mm @ 20 µm;
40 x 30 mm @ 25 µm;
16 x 12 mm @ 10 µm
telecentric
lens with
built in
prism for
DOAL
lighting
omnidirectional triple
LED rings; side,
main, line sourced
DOAL (diffused on
axis lighting
(coaxial))
Marantz
iSpector
HML 350L
X + Y
direction
stationary
during
inspection
presence,
polarity, offset,
correctness,
soldering
offset,
smearing,
bridges,
uniformity
synthetic
imaging,
spectral
analysis,
grayscale
limits
brightness,
hue,
saturation
via filters
UXGA CCD digital
camera with
CameraLink
32 x 24 mm @ 20 µm;
40 x 30 mm @ 25 µm;
16 x 12 mm @ 10 µm
high
resolution
telecentric
omnidirectional 4-
angle LED: RGB-
DOAL (coaxial)
Marantz
iSpector
HML 650L
X + Y
direction
stationary
during
inspection
presence,
polarity, offset,
correctness,
soldering
offset,
smearing,
bridges,
uniformity
synthetic
imaging,
spectral
analysis,
grayscale
limits
brightness,
hue,
saturation
via filters
UXGA CCD digital
camera with
CameraLink
32 x 24 mm @ 20 µm;
40 x 30 mm @ 25 µm;
16 x 12 mm @ 10 µm
high
resolution
telecentric
omnidirectional 4-
angle LED: RGB-
DOAL (coaxial)
Orpro
Vision
Symbion
S36
stationary
during
inspection
X + Y + Z
direction
presence and
absence of
components,
placement
accuracy and
polarity, optical
character
recognition
insufficient
solder,
tombstone,
billboard,
coplanarity,
lifted leads,
shorts
n.a. n.a. 6.4. Combined appliances There are systems that are able to inspect more sequences. These are combined systems, namely
API&PSI [140]-[146] (Table VI). And the all-in-one machines are the UAOI systems, detailed: SPI&API&PSI [147]-[163] (Table
VII). Materials Science - Advanced Topics
398 Manufacturer
TRI Innovation
Model
TR7530
S3016
S3054QC
Field of view (orthogonal
camera) [pixel]
1024 x 768
2752 x 2048 @ 55 x 43 mm
672 x 512
Pixel size (orthogonal
camera) [µm]
10; 15; 20
22; 10
22; 10
Number of cameras
(orthogonal)
1
4
1, 2 or 4
Resolution (angled view
camera) [µm/pixel]
n.a. 15
n.a. Number of cameras (angled
view)
n.a. 4
n.a. Illumination
ultra-low angle, multi-
segment, RGB LED
lighting
n.a. n.a. Inspection speed
72 sq. cm/sec @ 20 µm;
40 sq. cm/sec @ 10 µm;
18 sq. cm/sec @ 10 µm
typical connector with 100 pins
15 sec
typical connector with 100 pins
15 sec
Board size max. [mm]
400 x 300
430 x 406
443 x 406
Board size min. [mm]
50 x 50
n.a. n.a. Board weight max. [kg]
3
n.a. n.a. Conveyor height [mm]
n.a. 850 - 960
850 - 960
Board edge clearance [mm]
3
3
3
Board clearance top [mm]
25
50
15
Board clearance bottom
[mm]
40
35
50
Applicability
missing component,
tombstone, billboard,
polarity, skew, marking,
defective, insufficient and
excess solder, bridge,
trough hole pin, lifted
lead, golden finger,
scratch, blur
selective and special solder
joints
selective and special solder
joints
Viscom Table 5. Comparison of Post Soldering Inspection (PSI) machines Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
399 SPI
API
PSI
API
PSI
pre ref low
pre wave
post wave
component in past e
component in adhesive
missing past e
whet her it is not covered by component
misalignment
past e bridge
whet her it is not covered by component
whet her it is not covered by component
missing component
component posit ion (x-y
shif t , rot at ion, f ace lif t )
polarit y
damaged component
unsoldered component
insuf f icient solder j oint
solder bridge
lif t ed lead
t ombst one
missing adhesive
smeared adhesive on pad
missing pin end
insuf f icient pin solder
dewet t ing
PWB regist rat ion
UAOI
post ref low
adhesive
inspect ion
past e
inspect ion
smeared solder past e
cont aminat ion
complet eness or/ and
volume of solder past e Table 6. 6.4. Combined appliances 4MP XGA high
resolution top and
4 side cameras
with symmetric
image acquisition
and color
capability
n.a. n.a. axial, direct, diffuse
and RGB multi-color
illumination
TRI
Innovation
7500
n.a. n.a. missing,
tombstone,
billboard,
polarity, shift
insufficient
solder,
excess
solder,
bridge
n.a. n.a. 1 top view XGA
3CCD camera @
1024 x 768 pixel,
4 angle view XGA
mono camera &
1024 x 768 pixel
10 µm; 15 µm; 20 µm;
25 µm
n.a. multi segment, multi
angle LED, RGB+W
TRI
Innovation
7500L
n.a. n.a. missing,
tombstone,
billboard,
polarity, shift
insufficient
solder,
excess
solder,
bridge
n.a. n.a. 1 top view XGA
3CCD camera @
1024 x 768 pixel,
4 angle view XGA
mono camera &
1024 x 768 pixel
10 µm; 15 µm; 20 µm;
25 µm
n.a. multi segment, multi
angle LED, RGB+W
TRI
Innovation
7550
n.a. n.a. missing,
tombstone,
billboard,
polarity, skew,
marking,
defective
insufficient
solder,
excess
solder,
bridge,
trough hole
pins, lifted
lead, golden
finger
scratch, blur
n.a. n.a. 1 top view XGA
3CCD camera @
1024 x 768 pixel,
4 angle view XGA
mono camera &
1024 x 768 pixel
10 µm; 15 µm; 20 µm;
25 µm
n.a. multi segment, multi
angle LED, RGB
(coaxial lighting
optional)
Sony
SI-V200
n.a. n.a. inaccurate
mounting,
reversed,
polarity
missing,
solder,
bridging,
solder
quantity
n.a. n.a. 2MP color CCD
camera
24.8 x 18.6 mm @ 15.5
µm; 17.6 x 13.2 mm @
11 µm
n.a. high intensity white
LED
Saki
BF-Tristar
n.a. n.a. presence and
absence of
components,
misalignment,
tombstone,
reverse,
polarity, bridge,
foreign
material, lifted
lead, lifted chip
absence,
insufficient
solder, fillet
defect
n.a. n.a. line color CCD
camera
10 µm
n.a. LED lighting system Table 7. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
401 Manufacturer
Model
Minimum
inspection
component size
Position accuracy
Board clearance
top [mm]
Board clearance
bottom [mm]
Board size max. [mm x mm]
Board size min. [mm x mm]
Movement speed
[mm/sec]
Inspection capacity
typical
Conveyor speed
[mm/sec]
Conveyor height
[mm]
Board clamping
Board thickness
[mm]
Machine
Vision
Products
Supra E
0201 and 01005
(0.4 x 0.2 mm)
0.5 µm
n.a. n.a. 508 x 508
n.a. n.a. 90 sq. cm/sec
n.a. n.a. n.a. n.a. Table 8. Comparison of combined (API&PSI) machines Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
401 6.4. Combined appliances Marantz
iSpector
HDL 350L
01005 (0.4 x 0.2
mm @ 10 µm)
pixel
related
feedback
loop
40
35,
55
350 x 250
50 x 50
720
1500 cps/min
10 - 500
830 - 950
ruler blade, top &
edge clamping,
sensor stopper
0.6 - 4.0
Marantz
iSpector
HDL 650L
01005 (0.4 x 0.2
mm @ 10 µm)
pixel
related
feedback
loop
40
35,
55
650 x 550
50 x 50
720
1500 cps/min
10 - 500
830 - 950
ruler blade, top &
edge clamping,
sensor stopper
0.6 - 4.0
Marantz
iSpector
HML 350L
01005 (0.4 x 0.2
mm @ 10 µm)
pixel
related
feedback
loop
30
35,
55
350 x 250
50 x 50
720
1500 cps/min
10 - 500
n.a. ruler blade, top &
edge clamping,
sensor stopper
0.6 - 4.0
Marantz
iSpector
HML 650L
01005 (0.4 x 0.2
mm @ 10 µm)
pixel
related
feedback
loop
30
35,
55
650 x 550
50 x 50
720
1500 cps/min
10 - 500
n.a. ruler blade, top &
edge clamping,
sensor stopper
0.6 - 4.0
Orpro
Vision
Symbion
S36
01005 (0.4 x 0.2
mm) down to 0.3
mm pitch
n.a. 90
90
550 x 470
n.a. n.a. 40 sq. cm/sec
n.a. n.a. n.a. n.a. TRI
Innovation
7500
n.a. n.a. 50
50
510 x 460
n.a. n.a. 110 sq. cm/sec @ 25 µm;
72 sq. cm/sec @ 20 µm;
40 sq. cm/sec @ 15 µm;
18 sq. cm/sec @ 10 µm;
n.a. n.a. n.a. max. 4.0
TRI
Innovation
7500L
n.a. n.a. 50
50
660 x 610
n.a. n.a. 110 sq. cm/sec @ 25 µm;
72 sq. cm/sec @ 20 µm;
40 sq. cm/sec @ 15 µm;
18 sq. cm/sec @ 10 µm;
n.a. n.a. n.a. max. 4.0
TRI
Innovation
7550
n.a. n.a. 40
40
540 x 460
50 x 50
n.a. 110 sq. cm/sec @ 25 µm;
72 sq. cm/sec @ 20 µm;
40 sq. cm/sec @ 15 µm;
18 sq. cm/sec @ 10 µm;
n.a. n.a. n.a. 0.6 - 4.0
Sony
SI-V200
0402 @ high
resolution, 0603
@ normal
resolution
n.a. 20
40
460 x 510
40 x 50
n.a. 0.27 sec/frame
n.a. n.a. n.a. 0.4 - 2.0
Saki
BF-Tristar
n.a. n.a. 30
30
250 x 330
50 x 70
n.a. 20 sec / 250 x 350 mm
n.a. 900
n.a. 0.6 - 2.5 Table 8. 6.4. Combined appliances Comparison of combined (API&PSI) machines Materials Science - Advanced Topics 402 Manufacturer
Model
Pre-reflow
inspection
Post-reflow
inspection
Camera type
Orthogonal
camera field
of view [mm]
Orthogonal
camera
resolution
[µm]
Number of
orthogonal
cameras
Angular
camera
resolution
[µm]
Number of
angular
cameras
Illumination
Agilent
Technologies
Medalist
SJ50 Series
3
missing, offset, 2D paste,
skewed, polarity, bridging,
wrong part, traceability
missing, offset, skewed, polarity,
billboard, tombstone, lifted/bent leads,
excess/insufficient solder, bridging,
wrong part, traceability
4 megapixel digital
camera
44.7 x 32.8
19; 12
n.a. n.a. n.a. multiple color, multiple
angle, multiple
segment ED lighting
head, auto-calibration
Agilent
Technologies
Medalist
SJ50 Series
3 XL
missing, offset, 2D paste,
skewed, polarity, bridging,
wrong part, traceability
missing, offset, skewed, polarity,
billboard, tombstone, lifted/bent leads,
excess/insufficient solder, bridging,
wrong part, traceability
4 megapixel digital
camera
44.7 x 32.8
19; 12
n.a. n.a. n.a. multiple color, multiple
angle, multiple
segment ED lighting
head, auto-calibration
Agilent
Technologies
Medalist
sj5000
missing, offset, 2D paste,
skewed, polarity, bridging,
billboard, wrong part ,
extra part, traceability
missing, offset, skewed, polarity,
billboard, tombstone, lifted/bent leads,
excess/insufficient solder, bridging,
wrong part, traceability
4 megapixel digital
camera
44.7 x 32.8
21; 12
n.a. n.a. n.a. multiple color, multiple
angle, multiple
segment ED lighting
head, auto-calibration
Amistar
Automation
Inc. K2
position shift, blur, solder
area, bridge
missing components, position shift,
rotation error, wrong components,
polarity check, bridge, character
recognition, solder quantity, lifted
leads
CCD
30.4 x 22.8
19
n.a. n.a. n.a. auto-adjust 3-stage
LED dome lighting
(Upper: IR; Middle:
WH; Lower: WH)
Amistar
Automation
Inc. K2L
position shift, blur, solder
area, bridge
missing components, position shift,
rotation error, wrong components,
polarity check, bridge, character
recognition, solder quantity, lifted
leads
CCD
30.4 x 22.8
19
n.a. n.a. n.a. auto-adjust 3-stage
LED dome lighting
(Upper: IR; Middle:
WH; Lower: WH)
CyberOptics
Flex HR 8
missing, polarity, billboard,
flipped, wrong part, gross
body and lead damage,
gold-finger contamination,
missing, polarity, billboard, flipped,
wrong part, gross body and lead
damage, gold-finger contamination,
tombstone, solder bridge, opens, lifted
leads, wettability, excess/insufficient
solder, debris
5 megapixel color
CMOS camera
n.a. 17
5
n.a. n.a. fluorescent white light
CyberOptics
Flex HR 12
missing, polarity, billboard,
flipped, wrong part, gross
body and lead damage,
gold-finger contamination,
missing, polarity, billboard, flipped,
wrong part, gross body and lead
damage, gold-finger contamination,
tombstone, solder bridge, opens, lifted
leads, wettability, excess/insufficient
solder, debris
5 megapixel color
CMOS camera
n.a. 17
8
n.a. n.a. 6.4. Combined appliances fluorescent white light
CyberOptics
Flex HR 11
missing, polarity, billboard,
flipped, wrong part, gross
body and lead damage,
gold-finger contamination,
missing, polarity, billboard, flipped,
wrong part, gross body and lead
damage, gold-finger contamination,
tombstone, solder bridge, opens, lifted
leads, wettability, excess/insufficient
solder, debris
5 megapixel color
CMOS camera
n.a. 17
11
n.a. n.a. fluorescent white light
Machine
Vision
Products
Ultra IV
n.a. n.a. n.a. n.a. 8 - 17
n.a. n.a. n.a. programmable variable
LED strobe lighting,
proprietary multi-color
illumination
Mirtec
MV-7
n.a. n.a. 1.3, 2 or 4 megapixel
digital color camera
14.0 x 10.5 to
37.2 x 37.2
9.8 - 18.2
n.a. n.a. 4
n.a. Mirtec
MV-7L
n.a. n.a. 1.3, 2 or 4 megapixel
digital color camera
14.0 x 10.5 to
37.2 x 37.2
9.8 - 18.2
n.a. n.a. 4
n.a. Mirtec
MV-7xi
n.a. n.a. 1.3, 2 or 4 megapixel
digital color camera
14.0 x 10.5 to
37.2 x 37.2
9.8 - 18.2
n.a. n.a. 4
n.a. Mirtec
MV-7U
n.a. n.a. 1.3, 2 or 4 megapixel
digital color camera
14.0 x 10.5 to
37.2 x 37.2
9.8 - 18.2
n.a. n.a. 4
n.a. Omron
VT-RNS-S
presence of solder, wrong
components, missing
components, bridging,
component shifting, lead
bending
presence of solder, wrong
components, missing components,
bridging, tombstone, component
shifting, fillet, wettability, lead bending,
adhesive, solder balls
3-CCD camera
n.a. 10; 15; 20
n.a. n.a. n.a. ring-shaped LED (red,
green, blue)
Omron
VT-WIN II
presence/absence,
skewed, shifted, wrong
component, un-inserted,
upside-down/backward,
polarity, lead bent
presence/absence of solder,
excessive solder, insufficient solder,
blow holes, wettability, bridges, solder
balls, skewed, shifted, wrong
component, polarity, lead bent
triple element CCD
camera
n.a. 10; 13; 15;
20; 25; 30;
35; 50
n.a. n.a. n.a. 3 ring-shaped LED
arrays with automatic
brightness control
Saki
BF-Frontier
presence/absence,
misalignment, polarity,
bridge
presence/absence, tombstone,
reverse, polarity, bridge, foreign
material, absence of solder,
insufficient solder, lifted lead, lifted
chip, fillet
line color CCD camera
n.a. 18
n.a. n.a. n.a. LED lighting system
Saki
BF-Planet-X
presence/absence,
misalignment, polarity,
bridge
presence/absence, tombstone,
reverse, polarity, bridge, foreign
material, absence of solder,
insufficient solder, lifted lead, lifted
chip, fillet
line color CCD camera
10
n.a. n.a. n.a. LED lighting system
Viscom
S3088-III
n.a. n.a. megapixel
57.6 x 43.5
23.4; 11.7
4
16.1; 8.05
4; 8
n.a. Viscom
S3088-II
n.a. n.a. megapixel
57.6 x 43.5
23.4; 11.7
4
16.1; 8.05
4; 8
n.a. Viscom
S6056-ST1
n.a. n.a. 6.4. Combined appliances megapixel
57.6 x 43.5
23.4; 11.7
4
16.1; 8.05
4; 8
n.a. Viscom
S6056-DS1W
n.a. n.a. megapixel
57.6 x 43.5
23.4; 11.7
4
16.1; 8.05
4; 8
n.a. Viscom
S6056-DS2W
n.a. n.a. megapixel
57.6 x 43.5
23.4; 11.7
4
16.1; 8.05
4; 8
n.a. Vi Technology
3K Series
n.a. n.a. 1620 x 1220 pixel;
2352 x 1728 pixel
42.1 x 31.7;
61.1 x 44.9
8 - 12
n.a. n.a. n.a. i-LITE (red, green,
blue); axial and
peripheral
Vi Technology
5K Series
n.a. n.a. 1620 x 1220 pixel;
2352 x 1728 pixel
42.1 x 31.7;
61.1 x 44.9
8 - 12
n.a. n.a. n.a. i-LITE (red, green,
blue); axial and
peripheral
Vi Technology
7K Series
n.a. n.a. 1620 x 1220 pixel;
2352 x 1728 pixel
42.1 x 31.7;
61.1 x 44.9
8 - 12
n.a. n.a. n.a. i-LITE (red, green,
blue); axial and
peripheral
Vi Technology
Vi-5000
n.a. n.a. 1360 x 1040 pixel
44.5 x 33.6
12
n.a. n.a. n.a. amber, green, blue
Vi Technology
Vi-5000-2
n.a. n.a. 1600 x 1152 pixel
41.6 x 29.9
8
n.a. n.a. n.a. green, white, blue,
axial and peripheral
Vi Technology
Vi-5000-3
n.a. n.a. 2048 x 2048 pixel
53.2 x 53.2
8
n.a. n.a. n.a. green, white, blue
YES Tech
YTV-F1
position, missing, wrong,
polarity, skew
polarity, skew, tombstone, bent lead,
lifted, bridging, open solder,
insufficient, short, solder balls
Multiple Thin Camera
megapixel color top-
down viewing camera
@ 1280 x 1024 pixel
n.a. 25; 12
n.a. n.a. n.a. LED top light,
proprietary bi-color
multiangle LED lighting
YES Tech
YTV-F1S
position, missing, wrong,
polarity, skew
polarity, skew, tombstone, bent lead,
lifted, bridging, open solder,
insufficient, short, solder balls
Multiple Thin Camera
megapixel color top-
down and 4 side
viewing camera @
1280 x 1024 pixel
n.a. 25; 12
n.a. n.a. n.a. LED top light,
proprietary bi-color
multiangle LED lighting
YES Tech
YTV-M1
position, missing, wrong,
polarity, skew
polarity, skew, tombstone, bent lead,
lifted, bridging, open solder,
insufficient, short, solder balls
YESTech 3 Megapixel
Thin Camera top-down
viewing camera and
telecentric lens @
2048 x 1536 pixel
n.a. 25; 12
n.a. n.a. n.a. proprietary Fusion
Lighting Table 9. Table 9. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 403 Manufacturer
Model
Inspection capacity
typical
Board size max. [mm x mm]
Board size min. [mm x mm]
Board warp [mm]
Board clearance
top [mm]
Board clearance
bottom [mm]
Board thickness
[mm]
Board weight max. 6.4. Combined appliances [kg]
Dual lane capable
Conveyor height
[mm]
Agilent
Technologies
Medalist SJ50
Series 3
41 sq. cm/sec @ pre-reflow;
32 sq. cm/sec @ post reflow
510 x 510
50 x 50
n.a. n.a. n.a. 0.5 - 4.0
3
Yes
n.a. Agilent
Technologies
Medalist SJ50
Series 3 XL
41 sq. cm/sec @ pre-reflow;
32 sq. cm/sec @ post reflow
620 x 620
75 x 50
n.a. n.a. n.a. 1.5 - 15
13
n.a. n.a. Agilent
Technologies
Medalist
sj5000
41 sq. cm/sec @ pre-reflow;
32 sq. cm/sec @ post reflow
510 x 510
50 x 50
n.a. n.a. n.a. 0.5 - 4.0
3
Yes
n.a. Amistar
Automation Inc. K2
0.25 sec/screen
330 x 250
50 x 50
+ 0.5; - 1.0
28
25
0.5 - 2.0
n.a. n.a. n.a. Amistar
Automation Inc. K2L
0.25 sec/screen
485 x 410
50 x 50
+ 0.5; - 1.0
28
25
0.5 - 2.0
n.a. n.a. n.a. CyberOptics
Flex HR 8
50 sq. cm/sec
203 x 508
110 x 63
± 0.7
32
3
n.a. n.a. n.a. 813 - 965
CyberOptics
Flex HR 12
50 sq. cm/sec
305 x 508
110 x 63
± 0.7
32
3
n.a. n.a. n.a. 813 - 965
CyberOptics
Flex HR 11
50 sq. cm/sec
457 x 508
110 x 63
± 0.7
32
3
n.a. n.a. n.a. 813 - 965
Machine Vision
Products
Ultra IV
90 sq. cm/sec
500 x 546
n.a. n.a. n.a. n.a. n.a. n.a. n.a. n.a. Mirtec
MV-7
4.94 sq. mm/sec
350 x 250
50 x 50
n.a. 25 - 45
50.8
n.a. n.a. n.a. n.a. Mirtec
MV-7L
4.94 sq. mm/sec
500 x 400
50 x 50
n.a. 25 - 45
50.8
n.a. n.a. n.a. n.a. Mirtec
MV-7xi
4.94 sq. mm/sec
510 x 460
50 x 50
n.a. 25 - 45
50.8
n.a. n.a. n.a. n.a. Mirtec
MV-7U
4.94 sq. mm/sec
660 x 510
50 x 50
n.a. 25 - 45
50.8
n.a. n.a. n.a. n.a. Omron
VT-RNS-S
0.25 sec/screen @ 10 sq. mm
field of view
510 x 460
50 x 50
n.a. 20 - 40
40 - 50
n.a. n.a. n.a. n.a. Omron
VT-WIN II
0.40 sec/screen
460 x 510
50 x 50
n.a. 50
50
0.3 - 4.0
n.a. n.a. n.a. Saki
BF-Frontier
24 sec/screen
460 x 500
50 x 60
± 0.2
40
40
0.6 - 2.5
n.a. n.a. max. 900
Saki
BF-Planet-X
23 sec/screen
250 x 330
50 x 60
n.a. 6.4. Combined appliances 20
30
0.6 - 2.5
n.a. n.a. max. 900
Viscom
S3088-III
20 - 40 sq. cm/sec
508 x 508
n.a. n.a. 35
40
n.a. n.a. n.a. 850 - 960
Viscom
S3088-II
20 - 40 sq. cm/sec
450 x 350
n.a. n.a. 35
40
n.a. n.a. n.a. 850 - 960
Viscom
S6056-ST1
20 - 40 sq. cm/sec
457 x 356
n.a. n.a. 35
60
n.a. n.a. n.a. 830 - 960
Viscom
S6056-DS1W
20 - 40 sq. cm/sec
457 x 356
n.a. n.a. 35
60
n.a. n.a. n.a. 830 - 960
Viscom
S6056-DS2W
40 - 80 sq. cm/sec
457 x 356
n.a. n.a. 35
60
n.a. n.a. n.a. 830 - 960
Vi Technology
3K Series
4 - 20 ms
458 x 406
50 x 50
n.a. 34
34
0.7 - 4.0
3
Yes
n.a. Vi Technology
5K Series
4 - 20 ms
533 x 533
50 x 50
n.a. 34
60
0.5 - 4.0
3
n.a. n.a. Vi Technology
7K Series
4 - 20 ms
533 x 610
50 x 50
n.a. 34
60
0.5 - 4.0
3
Yes
n.a. Vi Technology
Vi-5000
4 - 20 ms
508 x 458
50 x 50
n.a. 34
40
0.7 - 5.0
7
n.a. n.a. Vi Technology
Vi-5000-2
4 - 20 ms
508 x 458
50 x 50
n.a. 34
40
0.7 - 5.0
7
n.a. n.a. Vi Technology
Vi-5000-3
4 - 20 ms
508 x 458
50 x 50
n.a. 34
40
0.7 - 5.0
7
n.a. n.a. YES Tech
YTV-F1
35 sq. cm/sec
560 x 510
n.a. n.a. 50
50
n.a. n.a. n.a. n.a. YES Tech
YTV-F1S
35 sq. cm/sec
560 x 510
n.a. n.a. 50
50
n.a. n.a. n.a. n.a. YES Tech
YTV-M1
35 sq. cm/sec
350 x 250
50 x 50
n.a. 25
50
n.a. n.a. n.a. max. 950 Table 10. Comparison of Universal Automatic Optical Inspection (UAOI) machines Assuming that the component is fully operational, these systems practically are able to prove
that the whole circuit board is working correctly thus replacing the ICT. However, because
they are usually connected to SPC (Statistical Process Control) servers, they can also provide
much information about the SMT process itself and provides help as to how to improve it. But of course there are disadvantages to using AOI systems. 7. Special AOI solutions — Inspection of lead-free solder joints, flexible
substrates, wire bonding and semiconductors According to RoHS and WEEE directives, lead-free solder alloys have to be used in commercial
electronics. This has presented a new challenge for AOI systems because of the differing optical
properties of lead-free alloy. Some solutions are shown in the following studies [166]-[173]. AOI has several further application possibilities in electronic device manufacturing e.g. semiconductor and wire-bonding inspection. These appliances need extremely high-resolu‐
tion cameras to detect defects in the μm scale. Another interesting area is flexible substrate
inspection. Some of these special inspections are described in [174]-[179]. 6.4. Combined appliances They are not able to inspect hidden
failures such as soldered BGA (Ball Grid Array) bumps and usually the parameters of
inspection algorithms cannot be adjusted perfectly. So from time to time they do not detect
real failures which are called ‘slip-through failures’. These are the most significant malfunc‐
tions during the operation of AOI systems because in these cases, they fail to do what they
were programmed for. So the number of slip-throughs must be zero and - if they arise - close
investigation is necessary to prevent and eliminate them. However if this occurs repeatedly, Materials Science - Advanced Topics 404 then the appropriate parts would seem to be defective. These are the pseudo-failures which
can reduce productivity so their number should as close to zero as possible. [164] ALSO
indicates some other image processing problems. The problems of AOI systems will be
described in more detail later in the chapter. Another disadvantage is that they are usually in the ‘bottle-neck’ of the manufacturing
production line because they are not able to inspect the whole circuit board as fast as the line
can produce them. Therefore, the practice is usually to place more machines behind each other
to enable inspections to take place in parallel. Of course, this also has financial implications
which should be taken into consideration. 7. Special AOI solutions — Inspection of lead-free solder joints, flexible
substrates, wire bonding and semiconductors 7.1. Differences between lead-based and lead-free solder alloys Solders that contain lead are available with a tin content of between 5% and 70%. The compo‐
sition of the most commonly used lead solder is 63/37 Sn/Pb; this was the main type used in
electronics manufacturing until strict controls were imposed on its use for environmental
reasons. The homogeneity of the solder meniscus that formed was beneficial in that the melting
point of eutectic solder really is manifested as a single point on the phase diagram; in other
words the molten alloy solidifies at a specific temperature, rather than within a broader
temperature range. The solidified alloy can be broken down into tiny lead and tin phases of
almost 100% purity, without intermetallic layers. In the case of non-eutectic solders, the crystallisation begins around cores of differing compo‐
sition and crystal structure, and at differing temperatures, so that during the accretion of the
individual cores the composition of the residual melt also changes. Due to this, in the case of
lead-free, non-eutectic solder alloys, certain phases solidify earlier, and these solid cores do
not form a completely mirror-like, smooth surface on the face of the solder meniscus (and
naturally, they also cause differences in the volume of the material). Lead-free solders usually contain tin, silver and copper. Compared to lead-based solders they
have several negative properties: they are more expensive, their melting point is higher, and
they give rise to problems that do not occur when soldering with lead (the phenomenon of
whisker formation has still not been fully explored). Because their surface differs from that of Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 405 http://dx.doi.org/10.5772/51699 lead-based solder alloys – which are much more even and mirror-like – they reflect light
differently, so different procedures may be used to verify the presence and quality of the solder
menisci. In the case of tin-lead solders, the solidification of the melt begins around the cores that are
Figure 7. Tin-lead phase diagram
http://dx.doi.org/10.5772/51699 Figure 7. Tin-lead phase diagram lead-based solder alloys – which are much more even and mirror-like – they reflect light
differently, so different procedures may be used to verify the presence and quality of the solder
menisci. lead-based solder alloys – which are much more even and mirror-like – they reflect light
differently, so different procedures may be used to verify the presence and quality of the solder
menisci. 7.1. Differences between lead-based and lead-free solder alloys In the case of tin-lead solders, the solidification of the melt begins around the cores that are
solid at melting point, and the individual solid phases grow at a virtually consistent rate as
the two elements separate from the melt. This is how the volumes that are rich in lead and tin
become a smooth-surfaced alloy consisting of lead and tin patches, typical of eutectic solder,
that can easily differentiated on the cross-section. Lead-free solders do not usually form eutectic alloys, and exist in many variants with different
compositions. Tin is usually alloyed with copper and silver, but there are also alloys containing,
for example, bismuth and indium. In the case of the non-eutectic alloys (the vast majority of lead-free alloys), however, one of the
phases begins to solidify earlier, and the alloying metal concentration of this phase will be
smaller than that of the melt. This means that the composition of the remaining part of the
alloy, which is still in a liquid state, continues to change until the eutectic composition is achieved, when it cools and solidifies. As a result of this, the microstructure that is created has
a greater surface roughness than in the previous case: as the eutectic melt ebbs away, the
intermetallic crystals that were the first to solidify create a more irregular surface. This surface
scatters light much more than the smoother, more even surface of the tin-lead solder; in other
words the proportion of diffuse reflection will be greater than that of specular reflection. Figure 8. Tin-copper-silver phase diagram
Materials Science - Advanced Topics Materials Science - Advanced Topics
406 Figure 8. Tin-copper-silver phase diagram achieved, when it cools and solidifies. As a result of this, the microstructure that is created has
a greater surface roughness than in the previous case: as the eutectic melt ebbs away, the
intermetallic crystals that were the first to solidify create a more irregular surface. This surface
scatters light much more than the smoother, more even surface of the tin-lead solder; in other
words the proportion of diffuse reflection will be greater than that of specular reflection. achieved, when it cools and solidifies. As a result of this, the microstructure that is created has
a greater surface roughness than in the previous case: as the eutectic melt ebbs away, the
intermetallic crystals that were the first to solidify create a more irregular surface. 7.1. Differences between lead-based and lead-free solder alloys This surface
scatters light much more than the smoother, more even surface of the tin-lead solder; in other
words the proportion of diffuse reflection will be greater than that of specular reflection. An attempt to measure the two solders with AOI equipment using the same settings will
probably result in several errors, because after the necessary image conversion procedures the
images made by the equipment will differ. For this reason, it would clearly be useful to calibrate
the AOI equipment specifically for the different solders. In what follows we present a series of images of tin-lead eutectic and lead-free Sn-Ag-Cu solder
alloys made using a scanning electron microscope (SEM). This instrument is not suitable for
measuring the surface roughness, but it does provide an accurate, high-resolution image of
the examined surfaces and of the two solder alloys with differing composition and surface
roughness, showing the differences in height and material with spectacular contrast. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
407 Figure 10. SEM image of the surface of a lead-based solder meniscus
Figure 9. Electron microscope image of the surface of a tin-lead solder meniscus
Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 Figure 9. Electron microscope image of the surface of a tin-lead solder meniscus Figure 9. Electron microscope image of the surface of a tin-lead solder meniscus Figure 10. SEM image of the surface of a lead-based solder meniscus Figure 10. SEM image of the surface of a lead-based solder meniscus Materials Science - Advanced Topics 408 An important question is precisely what the roughness of the pattern formed on the surface
of lead-free solder alloys depends on, and how “reliably” predictable the process of its
formation is. Figure 11. SEM image of the surface of a lead-free solder meniscus Figure 11. SEM image of the surface of a lead-free solder meniscus In the above image the two types of solder can be clearly differentiated due to the rougher
surface that is typical of the lead-free alloy. In places the surface looks quite similar to the one
assumed by the microfacet model, which simplifies reality for the purpose of mathematical
manageability; in other words, small semi-spherical formations can be observed side by side
with each other. 7.1. Differences between lead-based and lead-free solder alloys The fracture in the solder meniscus seen in the above image is probably due to a contaminant,
but within the fracture is a particularly clear example of just how uneven a surface can be
formed by the lead-free solder alloy. The surface roughness of the lead-free solder meniscus is visibly greater than that of the tin-
lead solder. Taking the scale bar as a guide we can also estimate that the size of the uneven
protrusions that increase the surface roughness, in terms of both their breadth and height, is
in the order of 10 μm. It is also worth noting that the simplification of the microfacet model
described by the Cook-Torrance model is clearly visible, as a visual inspection reveals that the
surface is not closely similar to the surface made up of tiny flat plates that is assumed by the
microfacet model. This simplification, however, is more than made up for by the model’s
simplicity and general ease of use. 7.1. Differences between lead-based and lead-free solder alloys On other parts of the picture, however, areas with no unevenness are also
visible; and we have taken the electron microscope image of an area that gives a good
illustration of a particular property of lead-free, non-eutectic solder alloys (in this case a tin-
copper-silver alloy), namely that due to the unevenness of the surface it reflects the light more
diffusely (in other words, it scatters the light more) than the smoother surface of a eutectic
solder. In the applied Cook-Torrance model, the roughness of the surface is described by a
single parameter, which describes the surface in average terms. The above picture shows an SEM image of a cross-section in which the tin (light) and lead
(dark) phases of the eutectic alloy are clearly differentiated. The above image was made at a lower magnification (400x rather than 1500x), but the phase
boundaries can still be made out, and the smooth meniscus surface typical of lead-based solder Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
409 Figure 12. SEM image of a cross-section of a lead-based solder meniscus
Figure 13. SEM image of a cross-section of a lead-based solder meniscus
Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 Figure 12. SEM image of a cross-section of a lead-based solder meniscus Figure 12. SEM image of a cross-section of a lead-based solder meniscus Figure 13. SEM image of a cross-section of a lead-based solder meniscus Figure 13. SEM image of a cross-section of a lead-based solder meniscus Materials Science - Advanced Topics 410 alloys is even more visible. In the following SEM images the rough surface typical of lead-free
solder alloys can be observed. Figure 14. SEM image of a cross-section of a lead-free solder meniscus
The fracture in the solder meniscus seen in the above image is probably due to a contaminant,
but within the fracture is a particularly clear example of just how uneven a surface can be
formed by the lead-free solder alloy. Figure 14. SEM image of a cross-section of a lead-free solder meniscus The fracture in the solder meniscus seen in the above image is probably due to a contaminant,
but within the fracture is a particularly clear example of just how uneven a surface can be
formed by the lead-free solder alloy. Type of measurement result
Lead-based solder paste
Lead-free solder paste
Measured surface roughness (RMS)
0.03092
0.0986
Distribution of measured RMS value
0.004451
0.054626
Table 11. Measured surface roughness values
Figure 15. SEM image of a cross-section of a lead-free solder meniscus Figure 15. SEM image of a cross-section of a lead-free solder meniscus At first glance the measured surface roughness values appear realistic; the surface roughness
of the lead-free solder turned out to be approximately three times that of the lead-based solder. The distribution of the roughness values for the lead-based solder was below 1%, which is
satisfactory because the divergence between the shape of the actual solder and that modelled
by the computer showed a greater error (a few percent), and because greater fluctuation than
this can be expected to result from the differing heat profiles, printed circuit boards or solder-
handling requirements of real production lines. The distribution of the surface roughness
values for the lead-free solder was over 5%, which is due to diversity of the size and shape of
the surface protrusions that appear with this type of solder, which the Cook-Torrance model
handles using statistical simplification, by assuming the surface to be of a consistent roughness. 7.2. Measuring the surface roughness To measure the surface roughness we used a Tencor Alpha Step 500 surface profilometer. Based
on the 10 measurements of each solder, made on the lead-based (Heraeus F816 Sn63-90 B30)
and lead-free (Senju Ecosolder M705-GRN360-K1-V) joints, the two solders yielded the
following values: Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
411 7.3. Simulation created with the computer model We checked the measured surface roughness values by comparing the images made using
optical microscopes with the computer-generated graphic representations. The Surface Materials Science - Advanced Topics 412 Evolver software uses finite element analysis to calculate the surface profile at certain points
on the surface. In areas with a greater radius of curvature, where the energies are closer to each
other in terms of magnitude (in other words none are dominant in comparison to any others)
the software uses more measurement points, that is a denser grid, for displaying the graphic
representation. Evolver software uses finite element analysis to calculate the surface profile at certain points
on the surface. In areas with a greater radius of curvature, where the energies are closer to each
other in terms of magnitude (in other words none are dominant in comparison to any others)
the software uses more measurement points, that is a denser grid, for displaying the graphic
representation. Figure 16. Example of a graphic representation generated using the Surface Evolver software Figure 16. Example of a graphic representation generated using the Surface Evolver software Of the models that use a formula based on the Bi-directional Reflectance Distribution Function
(BRDF), which is based on a physical approach, the most widely used is the Cook-Torrance
model, which has surface roughness as one of its input parameters and is also capable of
handling Fresnel distribution. During our simulation we used this, in a Direct3D environment,
so when generating the rendered graphics we were able to use the measured roughness values
as input parameters. The majority of optical microscopes – including the Olympus BX51 microscope used by me at
the department – are capable of operating in bright field (BF) and dark field (DF) imaging
mode. In bright field imaging, both the incident and reflected light fall almost perpendicularly onto
the sample, naturally through a focusing lens. Dark field microscopes, on the other hand,
collect beams of light that arrive not perpendicularly but from the side, from below a given
angle, through a lens, in the direction of the observer; in other words the beams of light travel
in the opposite direction but along the same path as would the beams of light that enter
perpendicularly but are diffracted, not reflected. 7.3. Simulation created with the computer model Dark field microscopy gives a good resolution and microscopes with this capability are usually
more expensive, but they are eminently suitable for the detection of phase boundaries or the
examination of surface irregularities highlighted by the side illumination. In the case of metals,
in which the proportion of diffuse components is smaller and the incident light is reflected
much more in accordance with the principle of optical reflection, bright field microscopy Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 413 results in a darker image and in the case of observation along the z axis (from above), as is
typical of microscopes, only the surfaces that are parallel to the horizontal are illuminated. We
also modelled both of these different types of illumination using the Direct3D software. What follows is a comparison of the images made using the optical microscope and the graphic
representations rendered with Direct3D that most closely replicated the actual light and
surface conditions. Where not indicated separately, the soldered joint (at the SMT resistors) is
illuminated with scattered light. Figure 17. Photograph and graphic representation of empty solder pad covered in lead-free solder (BF imaging) Figure 17. Photograph and graphic representation of empty solder pad covered in lead-free solder (BF imagi Figure 18. Photograph and graphic representation of empty solder pad covered in lead-free solder (DF imaging) gure 18. Photograph and graphic representation of empty solder pad covered in lead-free solder (DF imaging) Materials Science - Advanced Topics
414 Figure 19. Photograph and graphic representation of SMT joint made with lead-free solder Figure 19. Photograph and graphic representation of SMT joint made with lead-free solder Figure 20. Photograph and graphic representation of empty solder pad covered in lead-based solder (BF imaging) Figure 20. Photograph and graphic representation of empty solder pad covered in lead-based solder (BF imaging) Figure 20. Photograph and graphic representation of empty solder pad covered in lead-based solder (BF imaging) Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699
415 Figure 21. Photograph and graphic representation of empty solder pad covered in lead-based solder (DF imaging) Figure 21. Photograph and graphic representation of empty solder pad covered in lead-based solder (DF imaging) Figure 22. Photographs (above: BF, below: DF) and graphic representation of SMT joint made with lead-based solder Figure 22. Photographs (above: BF, below: DF) and graphic representation of SMT joint made with lead-based solder Materials Science - Advanced Topics Figure 23. 7.3. Simulation created with the computer model Photograph and graphic representation of SMT joint made with lead-free (left) and lead-based (right) sol‐
der Figure 23. Photograph and graphic representation of SMT joint made with lead-free (left) and lead-based (right) sol‐
der 8. Detailed analysis of AOI systems When there are even more cameras, each with its separate illumination
(matrix arrangement), then the PWB should lie on a positioning table. Two big groups of drive systems are commonly used for this purpose. The first is the conven‐
tional electromechanical drive. It is used for some 2D paste inspection machines. Here the
velocity of the camera can be constant, while in most cases it contains line-CCD sensor. The
other type of motion system is the linear drive which is more accurate and faster and therefore
in more frequent use. The directional route of the moving part highly depends on a second factor, that of speed and
the properties of image acquisition system. Here also, three main parts can be singled out: • optics / lenses • camera / sensor type • illumination module / lighting source The system has to get the necessary amount of information and resolution from even the
smallest components. In the SMT field this means zooming down to a 10μm pixel resolution. To ensure the constant magnification at all points of the entire Field of View (FOV) the use of
telecentric optics is essential. This criterion enables the system to make the required size-
measurements. On an image seen through traditional lenses, the apparent shape of compo‐
nents changes with the distance from the centre of the FOV, therefore sometimes making shape
recognition a hard task. But it is not just the permanency of magnification that is important, so too is the need to select
the correct level. On one hand, the larger detection area of the image sensor can help solve this
task, but it also increases the computational resources needed. On the other hand, higher
magnification levels give a better resolution but at the expense of reducing the field of view. The best scenario is if the system is capable of optional magnification. Generally, a relative
large FOV, between 10-25 cm2, could be used and only in certain cases should dedicated Field
of Interests (FOI) should be zoomed out. In most AOI applications, the LED based lighting is used for illumination purposes. But
independent of the type of illumination source used, the amount of illumination should be
only as much as is required. The optimum depends on the application. For example, a 2D paste
or a through-hole-technology (THT) components solder-joint inspection system needs only
just a small amount of illumination. 8. Detailed analysis of AOI systems As can be seen in the previous section, AOI machines handle several tasks. Much literature is
dedicated to the intelligence of these systems, but from a technical point of view we can also
examine other aspects. A large number of these AOIs work on high-mix-high-volume SMT
lines where the most important key factors are the inspection duration and quality. The
attributes of this system relate to the following sections: 1. actuating parts (drives and axes) 2. image acquisition system (sensors, optics, illumination) 3. software processing part They work in close relationship to each other, so the speed of each has to be in sync. There are
three well-defined mechanical constructions for an AOI system: They work in close relationship to each other, so the speed of each has to be in sync. There are
three well-defined mechanical constructions for an AOI system: • without special moving parts / drives inside • with PWB positioning table • with camera-module actuating unit The simplest case is when the working-process of the system does not include special posi‐
tioning steps. The PWB is positioned/placed in “one step” into the field of camera system, an
image is acquired and the PWB is then taken out for the next process. This could be of great
benefit because the machine does not need to synchronize any movements during the image
acquisition process. The speed affecting factor can thus be ignored. This is used typically in
Automatic Final Inspection (AFI) systems. This does not mean that the system has to only
contain one camera. For more complex applications the number of cameras can be increased. More cameras mean more complex image transformation and manipulation tasks so it follows
that these systems are only capable of use when looking at pre-defined areas. More cameras mean more complex image transformation and manipulation tasks so it follows
that these systems are only capable of use when looking at pre-defined areas. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 417 In case of larger inspection areas, the systems are mounted with special drives which can move
the camera system or the inspected part. The movements of these drives have to be synchron‐
ized with the process of illumination and image acquisition. When the system contains small
number of cameras and the illumination devices are also built-in, then the module itself should
be the moving section. 8. Detailed analysis of AOI systems As the number of failure types / inspection tasks increase
so too the number of illumination modes also increase. The programmable illumination
module is a good tool to develop lighting requirements for dedicated purposes, but it also
carries the risk of inhomogeneous and reduced FOV. Materials Science - Advanced Topics
8 Ring illumination around 4 cameras
Grey-level distribution of 1 section
Ring illumination around 1 camera
Grey-level distribution of 1 camera
23
11
4
-1
-3
-3
0
21
10
3
-2
-5
-5
-2
21
10
3
-1
-2
-2
0
26
15
8
4
2
3
6
34
24
16
13
11
12
15
45
31
21
19
21
34
47
38
22
9
6
9
22
40
36
18
4
2
5
19
37
32
16
2
-3
3
16
33
44
28
16
14
18
44
30
Figure 24. Problem of inhomogeneous grey-level by ring-illumination types Ring illumination around 4 cameras
Ring illumination around 1 camera Grey-level distribution of 1 section
Grey-level distribution of 1 camera
23
11
4
-1
-3
-3
0
21
10
3
-2
-5
-5
-2
21
10
3
-1
-2
-2
0
26
15
8
4
2
3
6
34
24
16
13
11
12
15
45
31
21
19
21
34
47
38
22
9
6
9
22
40
36
18
4
2
5
19
37
32
16
2
-3
3
16
33
44
28
16
14
18
44
30 Ring illumination around 4 cameras Ring illumination around 1 camera Ring illumination around 1 camera Grey-level distribution of 1 camera Figure 24. Problem of inhomogeneous grey-level by ring-illumination types Fig. 7 illustrates two types of camera-illumination systems. The first system contains 4 cameras,
the second only 1 camera. Both have LED-ring illumination modules. The grey-level distribu‐
tion maps shown above have been measured with the same type of illumination and grey-
reference flat. The green areas indicate the valuable field of the camera. This example clearly
points out the importance of the homogeneity. Of course this phenomenon is also present when
the illumination system is multi-coloured. Most optical inspection / control appliance decisions are based on image-processing methods
that have been set experientially. The stress is on the word “experientially”. Most of the AOI
machines make some kind of template matching. These sample-templates can be colour or
greyscale, stand from parts/windows or form a complete pattern. 8. Detailed analysis of AOI systems The machine can be ‘self-
learning or directed by means of an “external trainer”. Due to the fact that the overall reliability
of these machines is not 100%, the defined limits between good and bad classified patterns are
not strict. In some cases it could be that just two pixels differ between the data provided. If the
phenomenon which the system needs to detect is not so unambiguous, then it should search
for another method to make the gap wider between the 2 classes. 9. Software questions One of the most wide-spread criticisms against the principles and methods of automated
optical inspection systems stems from a very interesting paradox. As we have mentioned
earlier, the introduction of AOI devices in the manufacturing lines was a result of the growth
in manufacturing process complexity. These inspection and control devices have to fulfill
certain reliability criteria which need to be validated. But unfortunately, these validation Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 419 processes can only be used to a limited degree because of the high-complex manufacturing
process and the equally complex and highly varied appearance of devices under test (DUTs). This contradiction invokes the conclusion that accuracy and reliability of AOI system depends
very much on the competence and working quality of the engineers and operators, the correct
management of the setting up and controlling the inspection devices. In reality, this sets out
several very serious challenges to experts. The quality inspection algorithms have many
parameters – in some cases several hundred – (image processing, region of interest, threshold
parameters etc.). Their setup requires experience, intuition and inspiration from the process
engineers themselves. In addition, during parameter tuning, the engineers need to solve the following contradiction,
where the difference between images showing correct and faulty components is often only a
few pixels which need to be detected by the AOI devices (Fig. 8). In the case of incorrect
parameter settings these small signals can disappear and the system classify a bad component
as good (“slip-through”). Certainly this false classification is totally intolerable in quality
inspection processes; therefore it is necessary to aim for the complete elimination of this
possibility by fine tuning the algorithm’s parameters. Unfortunately because of this, engineers
can easily set the algorithm to be too strict, meaning also that some correct components will
be dropped out during the inspection process. Although these “false calls” (also known as
pseudo failure) do not cause catastrophic consequences nevertheless they are the source of a
very serious problem. Namely, in this instance, the human operators performing the re-
inspection of components considered “faulty” can easily get used to the repeated mistakes of
the AOI system. Therefore they can eventually take the inspection device’s decisions out of
consideration even where there is a cases of real errors. 9. Software questions Therefore it can happen that whilst a parameter optimization process reduces the
number of bad classifications in the first part of the factory, it increases them on other manu‐
facturing lines. This paradox is one of the reasons why the AOI macro optimization process is
a very long and “Sisyphean” task of AOI process engineers. Figure 26. Differences between the appearances of similar components (capacitor C0805)
A very interesting and important question is the optimization of classification thresholds. One
of the most important requirements of an inspection system is high-level robustness, but this
condition can hardly be guaranteed if the classification decision (namely whether a component In addition, AOI engineers need to cope with several other difficulties a major one of which is
that the production process changes continuously e.g. the settings of devices on the manufac‐
turing line have to be modified, and this needs to be followed also by modifications to the AOI
devices. Therefore the need to monitor the inspection algorithms and adapt to different
parameters is a serious challenge to the process engineers. Furthermore, it is necessary to satisfy some practical requirements when selecting and
adjusting the inspection algorithms. Usually, electronic factories manufacture more products
in parallel in which several similar or identical components can be located. If all the compo‐
nents were to be inspected with a separate AOI algorithm, the code management, version
tracking and fixing etc. would be impossible. Therefore, engineers often use only one inspec‐
tion method for similar mountings to achieve simpler AOI algorithm version management. Unfortunately, this strategy cannot always be used successfully because of the very heteroge‐
neous appearance of the same components. Fig.9. shows an image sequence of the C0805
capacitor which illustrates the enormous differences between images taken of similar compo‐
nents. In this varied environment it is very hard to develop an inspection method which results in
highly reliable classification of each type of image for the same component. In addition, a
parameter setting process that reduces the number of bad classifications in case of one
component influences not only the selected manufacturing line but has an effect on the whole
factory. Therefore it can happen that whilst a parameter optimization process reduces the
number of bad classifications in the first part of the factory, it increases them on other manu‐
facturing lines. 9. Software questions This implies that the reliability of the
inspection device itself would be in doubt; the fact of which would result in one of the biggest
catastrophic effects on AOI systems. In addition, it seems insignificant but it is important to
note that many bad classifications slow the manufacturing process, decrease productivity and
increase the product overall production costs. To avoid false calls, process-engineers need to
reduce the strictness of the inspection parameters which – as we have mentioned earlier – is
inconsistent with principle used by the parameter settings preventing the slip-through. Figure 25. An example for the tiny differences between the images containing correct and faulty components Figure 25. An example for the tiny differences between the images containing correct and faulty componen Materials Science - Advanced Topics 420 In addition, AOI engineers need to cope with several other difficulties a major one of which is
that the production process changes continuously e.g. the settings of devices on the manufac‐
turing line have to be modified, and this needs to be followed also by modifications to the AOI
devices. Therefore the need to monitor the inspection algorithms and adapt to different
parameters is a serious challenge to the process engineers. Furthermore, it is necessary to satisfy some practical requirements when selecting and
adjusting the inspection algorithms. Usually, electronic factories manufacture more products
in parallel in which several similar or identical components can be located. If all the compo‐
nents were to be inspected with a separate AOI algorithm, the code management, version
tracking and fixing etc. would be impossible. Therefore, engineers often use only one inspec‐
tion method for similar mountings to achieve simpler AOI algorithm version management. Unfortunately, this strategy cannot always be used successfully because of the very heteroge‐
neous appearance of the same components. Fig.9. shows an image sequence of the C0805
capacitor which illustrates the enormous differences between images taken of similar compo‐
nents. In this varied environment it is very hard to develop an inspection method which results in
highly reliable classification of each type of image for the same component. In addition, a
parameter setting process that reduces the number of bad classifications in case of one
component influences not only the selected manufacturing line but has an effect on the whole
factory. 9. Software questions This paradox is one of the reasons why the AOI macro optimization process is
a very long and “Sisyphean” task of AOI process engineers. Figure 26. Differences between the appearances of similar components (capacitor C0805) Figure 26. Differences between the appearances of similar components (capacitor C0805) A very interesting and important question is the optimization of classification thresholds. One
of the most important requirements of an inspection system is high-level robustness, but this
condition can hardly be guaranteed if the classification decision (namely whether a component
gets “faulty” or “good” label) is dependent on only one pixel. Therefore the quality results
close to the decision threshold need to be classified in a separate group (“limit error”) and it
is necessary to apply a different strategy to them. It follows that AOI experts – apart from the
fact that they need to solve the optimization paradox mentioned earlier – have to strive to find
such an algorithm parameter setting where during the classification, the number of compo‐
nents classified near the decision threshold are as few as possible. Efficiency of AOI appliances Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 421 can be significantly improved with the help of macro optimization. In the first task, the pseudo
rate was reduced while slip-throughs remains zero (Table VIII, Fig. 10) Real failures
[pieces]
Pseudo failures
[pieces]
4
4 672
Real failures
[pieces]
Pseudo failures
[pieces]
2
50
After optimization (30 days testing period)
Inspected components
(solder joints)
[pieces]
Detected failures [pieces]
Pseudo rate
[ppm]
223 006
(446 012)
52
224
Before optimization (30 days testing period)
4 676
Detected failures [pieces]
Pseudo rate
[ppm]
13 459
Inspected components
(solder joints)
[pieces]
347 130
(694 260)
Table 12. Results of macro optimization
Figure 27. Pseudo reduction Table 12. Results of macro optimization Figure 27. Pseudo reduction Materials Science - Advanced Topics 422 Secondly parallel pseudo and slip-through reduction were carried out (Table IX, Fig. 11, Fig. 12). 9. Software questions Real failures
(Quasi-tombstone )
[pieces]
Pseudo failures
[pieces]
364 (0 )
67 841
Real failures
(Quasi-tombstone )
[pieces]
Pseudo failures
[pieces]
627 (62 )
58 027
After optimization (30 days testing period)
Inspected components
(solder joints)
[pieces]
Detected failures [pieces]
Pseudo rate
[ppm]
4 655 392
(9 310 784)
58 654
12 560
Before optimization (30 days testing period)
68 205
Detected failures [pieces]
Pseudo rate
[ppm]
Inspected components
(solder joints)
[pieces]
2 423 334
(4 846 668)
27 995
Table 13. Results of macro optimization Table 13. Results of macro optimization Another very serious question is about the parameter optimization process, namely how can
the AOI engineers validate the new parameter values determined by the optimization process? Certainly a correction of a bad classification cannot be validated only by examination of the
specified image, but it is necessary to check several other instances. Therefore, to execute a
reliable validation process, the engineers have to collect a large image database (“image base”)
covering all cases as they occur in the best possible way. Unfortunately, creating a good and
usable image base is a long and sometimes impossible task because of several – often contra‐
dicting – criteria. A manual image collection by the engineers is very time-consuming and in
case of automatic systems (like AOIs) there is only a limited possibility because of the high
number and varied type of data. Automatic methods are faster but during the collection, some
falsely classified images can be put in the image base which makes the parameter optimization
impossible. For example, if an image containing a faulty component is placed into the “good”
part of the image base, the optimization process will try to adjust to the parameters that the
AOI algorithm has classified the image as “good”. As a result, the optimized macro cannot
recognize this specified error which can indicate slippages causing the greatest type of
inspection catastrophe. The number of stored images is also a very important factor. If the image base contains too
many images, the resources (processor, hard drive, network etc.) become overloaded and the
optimization process can only be executed slowly. On the other hand in case of a small image
base the algorithm validation is neither reliable nor accurate enough. Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 423 Figure 28. Pseudo and slip-through reduction Figure 28. 9. Software questions Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 425 Certainly the automatic optimization methods also need to collect the relevant images
autonomously to create the reference image base. This work sets serious challenges for
optimization processes because of the problems and difficulties mentioned earlier. Certainly the automatic optimization methods also need to collect the relevant images
autonomously to create the reference image base. This work sets serious challenges for
optimization processes because of the problems and difficulties mentioned earlier. As a summary, we can establish that AOI systems offer a powerful solution for a complex
problem by means of simple principles, but the analysis of details can reveal several problems,
difficulties and contradictions. Finding a solution for them is an essential condition for the
automated optical inspection systems in the future. 9. Software questions Pseudo and slip-through reduction Materials Science - Advanced Topics
424 Figure 29. Quasi-tombstone Figure 29. Quasi-tombstone Figure 29. Quasi-tombstone If we suppose that the optimal size of image base is determined (and which cannot be exceeded)
and relevant images are collected resulting in a reasonably good image base. At this point
another question arises: how can the engineers update the database with new images? It is
very hard to determine which images from the new image-set need to be stored and which
images need to be deleted from the current image base. There are several criteria – such as the
date created, the number of similar images etc. – which can be used as the basis of the updating
decision but a precise numerical factor which shows the usefulness of pictures in the database
is much more difficult to determine. The aspects and concepts mentioned in this section have shown that the usage and perfect
operation of automated optical inspection system requires human control and supervision. Although the devices’ algorithms are able to execute fast, accurate, efficient, reliable, “assid‐
uous” and continuous inspection (they appear to be much more suitable than human operators
as a consequence!) without being fed sufficient intelligence they cannot adapt immediately
and independently to changes in manufacturing. Therefore the quality inspection process can
hinder the increased spreading of autonomous electronic manufacture. Several researches and developments are focusing on the problem to redeem the status of the
human operators’ work and to provide help for AOI engineers. Very interesting research
directions are in automatic algorithm parameter optimization methods. The AOI devices on
the manufacturing line monitor the quality of the algorithms (number of false calls and slip-
through, if possible) and on occasions they adjust the parameters using the image base to create
a better, higher quality algorithm. The engineers only need to take care of special cases like
changing the lighting or creating new inspection methods. Although the automatic parameter
optimization methods do not have to satisfy high real-time criteria, it is important to determine
the optimized parameter values in a relatively short time. It is easy to verify that even in the
case of having some dozen parameters; the analysis of all parameter-combinations takes a very
long time (years) therefore heuristic search methods have to be used to solve the optimization
problem. 10. 3D Inspection But the analyze-development is just one route for improving the AOI process. The other is the
“extended” optical inspection system with measuring capability. The pioneers of this property
are 3D SPI machines. In the last few years, a wide variety of these machines have been
developed. The inspection in this application - checking the SMT printing process - means the
3 dimensional measurements of solder paste bumps. These bumps are shaped like cylinders
or cubes so that the geometries and surfaces are relative simple. This fact makes the 3D optical
techniques a viable option. Several measurement techniques are used for this process, some
of these are shown in Fig. 13. Laser triangulation
Fringe-pattern analysis
Stereovision
Shape-from-shading
Phase measuring
Moiré topography
Figure 30. optical measurement techniques Laser triangulation
Stereovision
Phase measuring
Figure 30. optical measurement techniques Laser triangulation Fringe-pattern analysis
Shape-from-shading
Moiré topography Fringe-pattern analysis Laser triangulation Fringe-pattern analysis Stereovision Shape-from-shading Shape-from-shading Shape-from-shading Stereovision Moiré topography Phase measuring Moiré topography Phase measuring Figure 30. optical measurement techniques Materials Science - Advanced Topics 426 The same is true for inspecting component presence, but for solder-joint detection these
technologies are in their infancy at present. The shape of different components’ solder-joints
is complex and the specular surface also makes the task even more difficult. There have been
a number of research efforts, optical 3D shape measurement technologies, based on several
technologies as shown in Fig.2. Some of these researches can be found in the following studies
[181-198]. Also some companies are in the development phase such as Koh-Young Technology
[180]. So the evaluation of these geometries is as yet more difficult, but with the development
of optical metrology there will be more AOI machines with measuring capability. 11. Further developments, the future of AOI AOI systems are following the worldwide trends i.e. multi-task integration, adaptivity, speed,
etc. There are already appliances that integrate optical inspection with repair functions: Ersa’s
AOI+R solution or optical and X-ray inspection together. Some suppliers have AOI+AXI or
Viscom’s AOXI (simultaneous inspection). Another possible area of development is the
inspection speed. Faster image capturing (with larger FOV, faster camera positioning etc),
parallel inspection of two PWBs are some possible ways for this to be done. The other important area is adaptivity. Mainly adaptive illumination is the future of AOI
systems. It would help to drastically reduce pseudo-failures rates and eliminate slip-through
failures. A third area is image processing. 3D inspection, neural networks, fuzzy systems, intelligent
algorithms which will help to increase the efficiency and reliability of these systems. 12. Conclusion Inspection systems are widely used to determine the quality of electronics modules after
assembly sequences. Nowadays this is usually the automatic, non-contact and non-destructive
process, such as automatic optical inspection (AOI), supplemented with automatic X-ray
inspection (AXI) if necessary. These appliances inspect the ready or the incomplete printed
wiring boards to determine the quality of it's given property in any technological sequence,
such as paste printing, component placement or soldering. The rapid development of elec‐
tronics module assembly manufacturing requiring parallel development of test procedures. The automatic optical inspection is potential multi-disciplinary research area, because from
image acquiring, (illumination, the detection of the reflected light etc.) through image proc‐
essing, to the evaluation each area can be optimized to reach to goal, that the qualification of
the inspected object in the field of interest (FOI) by the used appliance, matches the specifica‐
tions as stated. Most manufacturers agree that, from a strategic point of view, the optical
inspection after soldering should not be ignored. As a consequence, this is the most important
part of an AOI inspection. The quality of solder joints is determined from geometric and optical
properties of the solder meniscus. These parameters determine the reflection properties of the Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 427 meniscus. The meniscus forms from the liquid alloy during the soldering process. After
cooling, the meniscus becomes solid and reflects illumination which means that we can classify
them. From these reflection patterns and with the help of image processing algorithms we are
able to determine the quality of the solder joints. As described above, the correct source of
illumination is essential. There are several different kinds of approach: white or RGB; directed
or diffuse; ring or hemisphere. This survey gives state of the art review of current automated optical inspection systems in
the electronic device manufacturing industry. The aim of the chapter is to give an overview
about the development phases, operating mechanisms, advantages and disadvantages of AOI
appliances, their technical parameters, field of usage, capabilities and possible trends for
further developments. Author details Mihály Janóczki1*, Ákos Becker2, László Jakab3, Richárd Gróf4 and Tibor Takács5
*Address all correspondence to: mihaly.janoczki@eu.agc.com
1 AGC Glass Hungary Ltd., H-2851 Környe, Hungary
2 DENSION Audio Systems Ltd., Budapest, Hungary Mihály Janóczki1*, Ákos Becker2, László Jakab3, Richárd Gróf4 and Tibor Takács5 3 Department of Electronics Technology, Budapest University of Technology and Econom‐
ics, Budapest, Hungary 3 Department of Electronics Technology, Budapest University of Technology and Econom‐
ics, Budapest, Hungary 4 Epcos AG, Heidenheim, Deutschland 5 Department of Control Engineering and Information Technology, Budapest University of
Technology and Economics, Budapest, Hungary [2] Miran Burmen, Franjo Pernuš and Boštjan Likar, LED Light Sources: A Survey of
Quality-Affecting Factors and Methods for Their Assessment, Measurement and Sci‐
ence Technology Vol. 19, No.12, 2008, 122002 (15pp) References [1] Matthew T. Holzmann, Automatic Optical Inspection Of Circuit Assemblies In a
High Mix/Low Volume Environment, Christopher Associates, Inc. Santa Ana, Cali‐
fornia USA [2] Miran Burmen, Franjo Pernuš and Boštjan Likar, LED Light Sources: A Survey of
Quality-Affecting Factors and Methods for Their Assessment, Measurement and Sci‐
ence Technology Vol. 19, No.12, 2008, 122002 (15pp) Materials Science - Advanced Topics 428 [3] Sheng-Lin Lu, Xian-Min Zhang, Yong-Cong Kuang, Optimized Design of an AOI Il‐
luminator, Proceedings of the 2007 International Conference on Wavelet Analysis
and Pattern Recognition, Beijing, China, 2-4 Nov. 2007, pp. 924-928 [4] Yuji Takagi, Seiji Hata, Susumu Hibi, Visual Inspection Machine for Solder Joints Us‐
ing Tiered Illumination, SPIE Machine Vision Systems Integration in Industry, Vol. 1386, 1990, pp. 21-29 [5] Y.J. Roh, D.Y. Lee, M.Y.Kim, H.S. Cho, A Visual Inspection System with Flexible Illu‐
mination and Auto-focusing, Proceedings of SPIE, Vol. 4902, 2002, pp. 463-475 [6] Alexander Hornberg, Handbook of Machine Vision, Wiley-VCH Verlag GmbH Co
KGaA, Weinheim, 2006 [7] E.R.Davies, Machine Vision: Theory, Algorithms, Practicalities, Elsevier, 2005 [8] Kjell J. Gasvik, Optical Metrology 3rd Edition, John Wiley & Sons Ltd., ISBN:
0-470-84300-4, 2002 [9] Shree K. Nayar, Arthur C. Sanderson, Lee E. Weiss, David A. Simon, Specular Sur‐
face Inspection Using Structured Highlight and Gaussian Images, IEEE Transaction
on Robotics and Automation, Vol. 6, No. 2, April 1990 [10] Peter Conlon, AOI A Strategy for Closing the Loop, Surface Mount Technology,
April 2006, pp. 24-29 [11] Pamela R. Lipson, Imagen and Landrex Technologies, AOI Systems Simulate Human
Brain, Test & Measurement World, February 2007, pp. 35-42 [12] Herbert Tietze, Jens Kokott (GOEPEL electronic GmbH), Application of AOI Systems
in Backplane Manufacturing [13] Titus T. Suck (Orbotech), Controlling the Process: Post-Reflow AOI (Automated Op‐
tical Inspection) to Ascertain Machine and Process Capability [14] Don Miller (YesTech), Exploring AOI and X-ray http://www.dataweek.co.za/
news.aspx?pklNewsId=31727&pklCategoryID=49, (accessed 12 July 2009) [15] Mark J. Norris, Advances in Automatic Optical Inspection, Gray Scale Correlation vs. Vectoral Imaging, Journal of Surface Mount Technology, Vol. 15, January 2002 [16] Christopher C. Yang, Michael M. Marefat, Frank W. Ciarallo, Error Analysis and
Planning Accuracy for Dimensional Measurement in Active Vision Inspection, IEEE
Transactions on Robotics and Automation, Vol. 14, No. 3, June 1998 [17] Jens Kokott, The capability of modern AOI systems, Global SMT & Packaging, No‐
vember/December 2006, pp. References 16-17 [18] Matthew Holzmann, AOI in a High-Mix/Low-Volume Environment, Circuits Assem‐
bly, June 2004, pp. 30-35 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 429 [19] Keith Fairchild, Evaluating ROI of AXI vs. AOI, Circuits Assembly, October 2006, pp. 20-25 [20] “Realising Expectations of AOI http://www.dataweek.co.za/news.aspx?pklNew‐
sId=30534&pklCategoryID=4914, (accessed 03 July 2009) [21] David Doyle, Challenges for Second Generation Automated Optical Inspection (AOI)
Solutions [22] K C Fan, C Hsu, Strategic Planning of Developing Automatic Optical Inspection
(AOI) Technologies in Taiwan, 7th International Symposium on Measurement Tech‐
nology and Intelligent Instruments, Journal of Physics, Conference Series 13, 2005,
pp. 394-397 [23] Peter Krippner, T&M, Zero-defect IC Inspection Strategy With AOI, 2006 Electronics
Manufacturing,
March
2006,
http://www.emasiamag.com/currentIssue.asp? d=1&m=3&y=2006# (accessed 12 July 2009) [24] Mukul Shirvaikar, Trends in Automated Visual Inspection, Real-Time Image Proc‐
essing, Springer, 2006, 1:41–43 [25] Bob Ries, New Advances in AOI Technologies, Surface Mount Technology, January
2001, pp. 62-66 [26] Duncan Nicol, The Key (or Start Button) to Success, EPP Europe, November 2008, pp. 47-49 [27] Douglas W. Raymond, Dominic F. Haigh, Why Automated Optical Inspection, Inter‐
national Test Conference, 1997, pp. 1033 [28] Pamela Lipson, To Be or Not to Be in Color:A 10 Year Study of the Benefits and Pit‐
falls of Including Color Information in AOI Systems, Proceedings of the IPC APEX
Technical Conference EXPO, 2009 [29] Pamela Lipson, Lyle Sherwood, The landscape of PCB Technology is Changing Rap‐
idly. How Will AOI Testing Keep Up?, Proceedings of the IPC APEX Technical Con‐
ference EXPO, 2009 [30] Teledyne,DALSA,http://www.teledynedalsa.com/public/dc/documents/
Image_Sensor_Architecture_Whitepaper_Digital_Cinema_00218-00_03-70.pdf
(ac‐
cessed 12 July 2009) [31] Teledyne DALSA Applications Set Imager Choices, Dalsa Aplication Note, http://
www.dalsa.com/public/corp/applications_set_imager_choices.pdf (accessed 12 July
2009) [32] Dave Litwiller, CMOS vs. CCD: Maturing Techologies, Maturing Markets, Reprint
from the 2005 August issue of Photonics Spectra, Laurin Publishing Materials Science - Advanced Topics 430 [33] Stuart A. Taylor, CCD and CMOS Imaging Array Technologies: Technology Review,
Technical
Report
EPC-1998-106,
Xerox
Research
Centre
Europe
http://
www.research.microsoft.com/pubs/80353/CCD.pdf (accessed 12 July 2009) [34] Sharma, A Look at CCD Sensors…, What Digital Camera Magazine; November 1997,
pp. 54-56 [35] News Item, CMOS to Signal end of Line for CCD?, What Digital Camera Magazine;
June 1997 [36] Dunn, James F.; “A New Digital Camera Startup Busts Price/Performance Standards
with CMOS Sensor, Advanced Imaging; January 1997 [37] Young Y. Cha, J.H. Oh, A Field-of-View Generation Algorithm Using Neural Net‐
work, Mechatronics Vol. 11, 2001, pp. References 731-744 [38] http://en.wikipedia.org/wiki/Barcode#Matrix_.282D.29_barcodes (accessed 12 July
2009) [39] Ja H. Koo, Suk I. Yoo, A Structural Matching for Two-Dimensional Visual Pattern In‐
spection, IEEE International Conference on Systems, Man and Cybernetics, Vol. 5,
1998, pp. 4429-4434 [40] Wen-Yen Wu, Mao-Jim J. Wang, Chih-Ming Liu, Automated Inspection of Printed
Circuit Boards Through machine Vision, Computers in Industry, Vol. 28, 1996, pp. 103-111 [41] H. Rau, C.-H.Wu, Automatic Optical Inspection for Detecting Defects on Printed Cir‐
cuit Board Inner Layers, The International Journal of Advanced Manufacturing Tech‐
nology, Vol. 25, 2005, pp. 940-946 [42] Zuwairie Ibrahim, Zulfakar Aspar, Syed Abdul Rahman Al-Attas, Musa Mohd Mok‐
ji, Corse Resolution Defect Localization Algorithm for an Automated Visual Printed
Circuit Board Inspection, 28th Annual Conference of the IECON 02, Vol. 4, 2002, pp. 2629-2634 [43] Fikret Ercal, Filiz Bunyak, Hao Feng, Context-Sensitive Filtering in RLE for PCB In‐
spection, Conference of Intelligent Systems in Design and Manufacturing, Vol. 3517,
1998, pp. 286-293 [44] M Moganti, F Ercal, CH Dagli, S Tsunekawa, Automatic PCB Inspection Algorithms:
A Survey, Computer Vision and Image Understanding, Vol. 63, No. 2, March 1996,
pp. 287-313 [45] Péter Szolgay, Katalin Tömördi, Optical Detection of Breaks and Short Circuits on
the Layouts of Printed Circuit Boards Using CNN, Cellular Neural Networks and
their Applications, Fourth IEEE International Workshop, 24-26 Jun. 1996, pp 87-92,
DOI: 10.1109/CNNA.1996.566498 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 431 [46] Ji-joong Hong, Kyung-ja Park, Kyung-gu Kim, Parallel Processing Machine Vision
System for Bare PCB Inspection, IEEE, 1998, pp. 1346-1350 [47] Madhav Moganti, Fikret Ercal, Cihan H. Dagli, Shou Tsunekawa, Automatic PCB In‐
spection Algorithms: A Survey, Computer Vision and Image Understanding, Vol. 63,
No. 2, March, 1996, pp. 287-313 [48] Timót Hidvégi, Péter Szolgay, Some New Analogic CNN Algorithms for PCB Quali‐
ty Control, International Journal of Circuit Theory and Applications Archive, Vol. 30,
Issue 2-3, March 2002, pp. 231-245 [49] Fabiana R. Leta, Flávio F. Feliciano, Flavius P. R. Martins, Computer Vision System
for Printed Circuit Board Inspection, ABCM Symposium Series in Mechatronics, Vol. 3, 2008, pp.623-632 [50] Noor Khafifah Khalid, Zuwairie Ibrahim, and Mohamad Sshukri Zainal Abidin, An
Algorithm To Group Defects On Printed Circuit Board For Automated Visual Inspec‐
tion, IJSSST, Vol. 9, No. 2, May 2008, pp. References 1-10 [51] Nam Hyeong Kim, Jae Young Pyun, Kang Sun Choi, Byeong Doo, Choi, SungJea Ko,
Real-Time Inspection System for Printed Circuit Boards, Lecture Notes in Computer
Science, Vol. 2781, 2003, pp. 458-465 [52] Amistar Automation Inc.: K5/K5L Desktop Board Inspector, Data Sheet, Updated
November, 2007 [53] Lloyd Doyle Limited duotech, Data Sheet, Updated Septembe, 2005 [54] Lloyd Doyle Limited Excalibur 5000 X2, Data Sheet, Updated September, 2005 [55] Lloyd Doyle Limited LD 6000, Data Sheet [55] Lloyd Doyle Limited LD 6000, Data Sheet [56] Lloyd Doyle Limited phasor, Data Sheet, Updated September, 2005 [57] Lloyd Doyle Limited redline, Data Sheet, Updated September, 2005 [58] I. Fidan, R. P. Kraft, L. E. Ruff, S. J. Derby, Designed Experiments to Investigate the
Solder Joint Quality Output of a Prototype Automated Surface Mount Replacement
System, IEEE Transactions on Components, Packaging, Manufacturing Technology,
Vol. 21, No. 3, Jul. 1998, pp. 172-181 [59] J. Pan, G. L. Tonkay, R. H. Storer, R. M. Sallade, D. J. Leandri, Critical Variables of
Solder Paste Stencil Printing for Micro-BGA and Fine Pitch QFP, Proceedings on the
24th IEEE/CPMT International Electronics Manufacturing Technology Symposium,
1999, pp. 94-101 [60] D. He, N. N. Ekere, M. A. Currie, The Behavior of Solder Pastes in Stencil Printing
With Vibrating Squeegee, IEEE Transactions on Components, Packaging, Manufac‐
turing Technology, Vol. 21, No. 4, Oct. 1998, pp. 317-324 Materials Science - Advanced Topics 432 [61] S. C. Richard, The Complete Solder Paste Printing Processes, Surface Mount Technol‐
ogy, Vol. 13, 1999, pp. 6-8 [61] S. C. Richard, The Complete Solder Paste Printing Processes, Surface Mount Technol‐
ogy, Vol. 13, 1999, pp. 6-8 [62] Peter Krippner, Detlef Beer, AOI Testing Position in Comparison, Circuits Assembly,
April 2004, pp. 26-32 [63] David P. Prince, Bridge Detection in the Solder Paste Print Process, 1st January 2006,
http://www.speedlinetech.com/docs/Bridge-Detection-Solder-Paste.pdf (accessed 12
July 2009) [64] K. Fauber,
S. Johnson,
2D
Versus
3D
Solder
Paste
Inspection
http://
www.agilent.com/see/aoi 2003 (accessed 12 July 2009) [65] Rita Mohanty, Vatsal Shah, Paul Haugen, Laura Holte, Solder Paste Inspection Tech‐
nologies: 2D-3D Correlation, Proceedings of the APEX Conference, April 2008 [66] R. R. J. Lathrop, Solder Paste Print Qualification Using Laser Triangulation, IEEE
Transactions on Components, Packaging, Manufacturing Technology, Vol. 20, 1997,
pp.174-182 [67] Okura, M. Kanai, S. Ogata, T. Takei, H. Takakusagi, Optimization of Solder Paste
Printability With Laser Inspection Technique, Proceedings ot the IEEE/CPMT Inter‐
national Electronics Manufacturing Technology Symposium, 1997, pp. References 361-365 [68] E. H. Rideout, Lowering Test Costs With 3-D Solder-Joint Inspection, Test Measure‐
ment World, Vol. 10, 1990, pp. 744-1657 [69] Y. K. Ryu, H. S. Cho, New Optical Measuring System for Solder Joint Inspection, Op‐
tics and Lasers in Engineering, Vol. 26, No. 6, April 1997, pp. 487-514 [70] H. Tsukahara, Y. Nishiyama, F. Takahashi, T. Fuse, M. Ando, T. Nishino, High-Speed
3-D Inspection System For Solder Bumps, Proceedings of SPIE, Vol. 2597, 1995, pp. 168-177 [71] J. L. Horijon, W. D. Amstel, F. C. Couweleer, W. C. Ligthart, Optical System of an In‐
dustrial 3-D Laser Scanner for Solder Paste Inspection, Proceedings of SPIE, Vol. 2599, 1995, pp. 162-170 [72] T. Xian, X. Su, Area Modulation Grating for Sinusoidal Structure Illumination on
Phase-Measuring Profilometry, Applied Optics, Vol. 40, 2001, pp.1201-1206 [73] Hsu-Nan Yen, Du-Ming Tsai, Jun-Yi Yang, Full-Field 3-D Measurement of Solder
Pastes Using LCD-Based Phase Shifting Techniques, IEEE Transactions on Electron‐
ics Packaging, Manufacturing, Vol. 29, No. 1, January 2006, pp. 50-57 [74] XinYu Wu, WingKwong Chung, Hang Tong, A New Solder Paste Inspection Device:
Design and Algorithm, IEEE International Conference on Robotics and Automation. Roma, Italy, 10-14 April 2007, pp. 680-685 [75] Fang-Chung Yang, Chung-Hsien Kulo, Jein-Jong Wing, Ching-Kun Yang, Recon‐
structing the 3D Solder Paste Surface Model Using Image Processing and Artificial Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 433 Neural Network, IEEE International Conference on Systems, Man and Cybernetics,
Vol. 3, 2004, pp. 3051-3056 Neural Network, IEEE International Conference on Systems, Man and Cybernetics,
Vol. 3, 2004, pp. 3051-3056 [76] Feng Zhang, AEWMA Control Chart for Monitoring Variability Sources of Solder
Joints Quality, IEEE Transactions on Components and Packaging Technologies, Vol. 29, No. 1, March 2006, pp. 80-88 [77] Xinyu Wu, Wing Kwong Chung, Jun Cheng, Hang Tong, Yangsheng Xu, A Parallel-
Structure Solder Paste Inspection System, IEEE/ASME Transactions on Mechatronics,
Vol. 14, No. 5, October 2009, pp. References 590-597 [78] CyberOptics SE 300 Ultra, Data Sheet, 8009067, Rev E 1/08 [79] CyberOptics SE 500 Solder Paste Inspection System, Data Sheet, 8013863, Rev A 3/09 [80] Koh Young Technology aSPIre, Data Sheet, aSPIre-B-08-2008-E [81] Koh Young Technology KY-8030 Series, Data Sheet, KY-8030-B-08-2008-E [82] Marantz Power Spector SPI Series, 5D Solder Paste Inspection System, Data Sheet,
Printed October, 2009, Updated November, 2009 [83] Omron VT-RNS-P, VT-RNS Series, Automated Optical Inspection System, Data
Sheet, Printed in Japan, 0807-5M (1004) (D) [84] Omron CKD VP5000L, Solder Printing Inspection Machine, Data Sheet, Printed July,
2007 [85] Saki BF-SPIder, 3D In-Line Solder Paste Inspection System, Data Sheet, Printed Au‐
gust 2009, PM01DCF01-08.5E [86] TRI Innovation TR7006 Series, 3D Solder Paste Inspection System, Data Sheet, Updat‐
ed November, 2008, C-7006-EN-0810 [87] ScanCAD ScanINSPECT SPI, Solder Paste Inspection, Data Sheet, Updated January,
2007 [88] TRI Innovation TR7066 Series, 3D Solder Paste Inspection System, Data Sheet, Updat‐
ed November, 2009, C-7066-EN-0909 [89] Viscom S3088-II QS, Data Sheet, Updated February, 2009, Viscom_SYS_S3088-II
QS_EN09020001 [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 [91] Michael E. Zervakis, Stefanos K. Goumas, George A. Rovithakis, A Bayesian Frame‐
work for Multilead SMD Post-Placement Quality Inspection, IEEE Transactions on
Systems, Man and Cybernetics - Part B, Vol. 34, No. 1, February 2004, pp. 440-453 [92] Gao Hongxia, Hu Yueming, Liu Haiming, Fang Xiaosheng, A Fast Method for De‐
tecting and Locating BGA Based on Twice Grading and Linking Technique, 22nd Materials Science - Advanced Topics 434 IEEE International Symposium on Intelligent Control Part of IEEE Multi-conference
on Systems and Control Singapore, 1-3 October 2007, pp. 375-378 IEEE International Symposium on Intelligent Control Part of IEEE Multi-conference
on Systems and Control Singapore, 1-3 October 2007, pp. 375-378 [93] Bernard C. Jiang, Szu-Lang Tasi, Chien-Chih Wang, Machine Vision-Based Gray Re‐
lational Theory Applied to IC Marking Inspection, IEEE Transactions on Semicon‐
ductor Manufacturing, Vol. 15, No. 4, November 2002 [94] John Weisgerber, Doreen Tan, Pre-Reflow, Inline, 3-D Inspection, Circuits Assembly,
November 2003, pp. 34-36 [95] Chun-Ho Wu, Da-Zhi Wang, Andrew Ip, Ding-Wei Wang, Ching-Yuen Chan, Hong-
Feng Wan, A Particle Swarm Optimization Approach for Components Placement In‐
spection on Printed Circuit Boards, Journal of Intelligent Manufacturing, 2008, DOI
10.1007/s10845-008-0140-2 [96] L. Shih-Chieh, C. Chih-Hsien, S. Chia-Hsin, A Development of Visual Inspection Sys‐
tem for Surface Mounted Devices on Printed Circuit Board, Proceedings of the 33rd
Annual Conference of the IEEE Industrial Electronics Society (IECON), Taipei, Tai‐
wan, 2007, pp. 2440-2445 [97] A. J. Crispin, V. Rankov, Automated Inspection of PCB Components Using a Genetic
Algorithm Template-Matching Approach, The International Journal of Advanced
Manufacturing Technology, Vol. 35, No. 3-4, December 2007, pp. 293-300 [98] E. Guerra, J.R.Villalobos, A Three-Dimensional Automated Visual Inspection System
for SMT Assembly, Computer and Industrial Engineering, Vol. 40, 2001, pp. 175-190 [99] BeamWorks Inspector cpv, An In-Line AOI System from BeamWorks, Data Sheet,
Updated April, 2002 [100] Landrex Optima II 7301 Express, Data Sheet, Updated July, 2006 [101] Omron VT-RNS-Z, VT-RNS Series, Automated Optical Inspection System, Data
Sheet, Printed in Japan, 0807-5M (1004) (D) [102] Viscom S3054QV, Data Sheet, Updated May, 2006 [103] Hongwei Xie, Yongcong Kuang, Xianmin Zhang, A High Speed AOI Algorithm for
Chip Component Based on Image Difference, International Conference on Informa‐
tion and Automation, Zhuhai/Macau, China, 22-25 June, 2009, pp. 969-974 [104] G. Acciani, G. Brunetti, G. Fornarelli, A Multiple Neural Network System to Classify
Solder Joints on Integrated Circuits, International Journal of Computational Intelli‐
gence Research, Vol. 2, No. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 4, 2006, pp. 337-348 [105] Y. K. Ryu, H. S. Cho, A Neural Network Approach to Extended Gaussian Image
Based Solder Joint Inspection, Mechatronics, Vol. 7, No. 2, 1997, pp. 159-184 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 435 [106] Fan-Hui Kong, A New Method for Locating Solder Joint Based On Rough Set, Pro‐
ceedings of the Sixth International Conference on Machine Learning and Cybernet‐
ics, Hong Kong, 19-22 August 2007, pp. 3678-3681 [107] Fan-Hui Kong, A New Method of Inspection Based on Shape from Shading, Con‐
gress on Image and Signal Processing, 2008, pp. 291-294 [108] Giuseppe Acciani, Gioacchino Brunetti, Girolamo Fornarelli, Application of Neural
Networks in Optical Inspection and Classification of Solder Joints, Surface Mount
Technology, IEEE Transasctions on Industrial Informatics, Vol. 2, No. 3, 2006, pp. 200-209 [109] N.S.S. Mar, C. Fookes, P.K.D.V. Yarlagadda, Design of Automatic Vision-Based In‐
spection System for Solder Joint Segmentation, Journal of Achievements in Materials
and Manufacturing Engineering Vol. 34. Issue 2, 2009, pp. 145-151 [110] Da-Zhi Wang, Chun-Ho Wu, Andrew Ip, Ching-Yuen Chan, Ding-Wei Wang, Fast
Multi-Template Matching Using a Particle Swarm Optimization Algorithm for PCB
Inspection, Lecture Notes in Computer, No. 4974, 2008, pp. 365-370 [111] Hugo C. Garcia, J. René Villalobos, George C. Runger, An Automated Feature Selec‐
tion Method for Visual Inspection Systems, IEEE Transactions on Automation Sci‐
ence and Engineering, Vol. 3, No. 4, 2006, pp. 394-406 [112] Y. K. Ryu, H. S. Cho, New Optical Measuring System for Solder Joint Inspection, Op‐
tics and Lasers in Engineering, Vol. 26, 1997, pp. 487-514 [113] Huibin Zhao, Jun Cheng Jianxun Jin, NI Vision Based Automatic Optical Inspection
(AOI) for Surface Mount Devices: Devices and Method, Proceedings of 2009 IEEE In‐
ternational Conference on Applied Superconductivity and Electromagnetic Devices
Chengdu, China, 25-27 September 2009, pp. 356-360 [114] Horng-Hai Loh, Ming-Sing Lu, Printed Circuit Board Inspection Using Image Analy‐
sis, IEEE Transactions on Industry Applications, Vol. 35, No. 2, March/April 1999,
pp. 673-677 [115] Shao-Nung Chiu, Ming-Hwei Perng, Reflection-Area-Based Feature Descriptor for
Solder Joint Inspection, Machine Vision and Applications, Vol. 18, 2007, pp. 95–106 [116] Li Ni, Pan Kai-Lin, Li Peng, Research on Solder Joint Intelligent Optical Inspection
Analysis, 2008 International Conference on Electronic Packaging Technology & High
Density Packaging (ICEPT-HDP), 28-31 July 2008, pp. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 1-4 [117] Kuk Won Ko, Hyung Suck Cho, Solder Joints Inspection Using a Neural Network
and Fuzzy Rule-Based Classification Method, IEEE Transactions On Electronics
Packaging Manufacturing, Vol. 23, No. 2, April 2000, pp. 93-103 Materials Science - Advanced Topics 436 [118] Andy Yates, Steven Brown, Jim Hauss, Paul Hudec, Inspection Strategies for 0201
Components, CyberOptics Corporation 2002, First Published: SMTA International,
Chicago 2002 [119] T. Y. Ong, Z. Samad, M. M. Ratnam, Solder Joint Inspection With Multi-Angle Imag‐
ing and an Artificial Neural Network, The International Journal of Advanced Manu‐
facturing Technology, Vol. 38, No. 5-6, August 2008, pp. 455-462 [120] Y. Ousten, S. Mejdi, A. Fenech, J.Y. Deletage, L. Bechou, M.G. Perichaud, Y. Danto,
The Use of Impedance Spectroscopy, SEM and SAM Imaging for Early Detection of
Failure in SMT Assemblies, Microelectronics Reliability, Vol. 38, Issue 10, October
1998, pp. 1539-1545 [121] T.H.Kim, T.H.Cho, Y.S.Moon, S.H.Park, Visual Inspection System for the Classifica‐
tion of Solder Joints, Pattern Recognition, Vol. 32, No. 4, 1999, pp. 565-575 [122] T. Hiroi, K. Yoshimura, T. Ninomiya, T. Hamada, Y. Nakagawa, Development of Sol‐
der Joint Inspection Method Using Air Stimulation Speckle Vibration Detection
Method and Fluorescence Detection Method, IAPR Workshop on Machine Vision
Applications, Tokyo, 7-9 December 1992, pp. 429-434 [123] R. Vanzetti, A. C. Traub, A. A. Richard, Automated Laser Inspection of Solder Joints,
ISTFA, 1981, pp.85-96 [124] Z.S. Lee, R.C. Lo, Application of Vision Image Cooperated With Multi-Light Sources
o Recognition of Solder Joints For PCB, TAAI, Artificial Intelligence and Applica‐
tions, 2002, pp. 425-430 [125] B. C. Jiang, C.C. Wang, Y.N. Hsu, Machine Vision and Background Remover-Based
Approach for PCB Solder Joints Inspection, International Journal of Production Re‐
search, Vol. 45, No. 2, 2007, pp. 451-464 [126] J.H. Kim, H.S. Cho, S. Kim, Pattern Classification of Solder Joint Images Using a Cor‐
relation Neural Network, Engineering Applications of Artificial Intelligence, Vol. 9,
No. 6, 1996, pp. 655-669 [127] T.H. Kim, T.H. Cho, Y.S. Moon, S.H. Park, Visual Inspection System For The Classifi‐
cation of Solder Joints, Pattern Recognition Vol. 324, 1999, pp. 565-575 [128] J.H. Kim, H.S. Cho, Neural Network-Based Inspection of Solder Joints Using a Circu‐
lar Illumination, Image and Vision Computing, Vol. 13, No. 6, 1995, pp. 479-490 [129] K.W. Ko, H.S. Cho, Solder Joints Inspection Using a Neural Network and Fuzzy
Rule-Based Classification Method, IEEE Transactions on Electronics Packaging Man‐
ufacturing, Vol. 23, No. 2, 2000, pp. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 93-103 [130] T.S. Yun, K.J. Sim, H.J. Kim, Support Vector Machine-Based Inspection of Solder
Joints Using Circular Illumination, Electronics Letters Vol. 36, No. 11, 2000, pp. 949-951 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 437 [131] D.W. Capson, S.K. Eng, A Tiered-Color Illumination Approach for Machine Inspec‐
tion of Solder Joints, IEEE Transactions on Pattern Analysis and Machine Intelligence
Vo. 10, No. 3, 1988, pp. 387-393 [132] J. H. Kim, H. S. Cho, S. Kim, Pattern Classification of Solder Joint Images Using a
Correlation Neural Network, Engineering Applications of Artificial Intelligence, Vol. 9, No. 6, 1996, pp. 655-669 [133] Tae-Hyeon Kim, Tai-Hoon Cho, Young Shik Moon, Sung Han Park, Visual Inspec‐
tion System for the Classification of Solder Joints, Pattern Recognition Vol. 32, 1999,
pp. 565-575 [134] TRI Innovation 7530 Series, Automated Optical Inspection System, Data Sheet, Up‐
dated September, 2009, C-7530-EN-0909 [135] Viscom S3016, Data Sheet, Updated Marc, 2007, VISCOM_SYS_S3016_EN06100001 [136] Viscom
S3054QC,
Data
Sheet,
Updated
June,
2007,
VIS‐
COM_SYS_S3054QC_EN06050002 [137] S. Jagannathan, Automatic Inspection of Wave Soldered Joints Using Neural Net‐
works, Journal of Manufacturing Systems, Vol. 16, Issue 6, 1997, pp. 389-398 [138] K. Sundaraj, Homogeneous Pin-Through-Hole Component Inspection Using Fringe
Tracking, WSEAS Transactions on Signal Processing, Vol. 4, Issue 7, July 2008, pp. 419-429 [139] F. Wu, X. Zhang, Y. Kuan, Z. Z. He, An AOI Algorithm for PCB Based on Feature
Extraction Inspection, Proceedings of the 7th World Congress on Intelligent Control
and Automation, Chongqing, China, 25-27 June 2008, pp. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 240-247 [140] Machine Vision Products AutoInspector Series - Supra E, Data Sheet, Updated May,
2009 [141] Marantz iSpector HDL Series, In-Line Automatic Optical Inspection Systems, Data
Sheet, Printed September, 2009 [142] Marantz iSpector HML Series, In-Line Automatic Optical Inspection Systems, Data
Sheet, Printed September, 2009 [143] Saki BF-Tristar, Simultaneous High Speed Inspection for Both Sides of PCB Automat‐
ed Optical Inspection System, Data Sheet, Printed August, 2009, SJ08DCF01-02.5E [144] Sony SI-V200, PWB Visual Inspection Machine, Data Sheet, Updated May, 2007,
043E-0705-05-01 [145] TRI Innovation TR7500 Series, Automated Optical Inspection System, Data Sheet,
Updated May, 2009, C-7500-EN-0905 [146] TRI Innovation TR7550 Series, Automated Optical Inspection System, Data Sheet,
Updated October, 2009, C-7550-EN-0910 438 Materials Science - Advanced Topics [147] Agilent Medalist SJ50 Series 3, Automated Optical Inspection (AOI) and Measure‐
ment, Data Sheet, Printed in the USA September, 2006, Updated December 26, 2006
5989-5518EN [148] Agilent Medalist sj5000, Automated Optical Inspection Solution, Data Sheet, Printed
in the USA April, 2008, 5989-7547EN [149] Amistar Auomation Inc. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 K2/K2L Optical Circuit Card Inspector, Data Sheet, Updated
November, 2008 [150] CyberOptics Flex HR AOI System, Data Sheet, 8013862, Rev A 3/09 [151] Machine Vision Products AutoInspector Series – Ultra IV, Data Sheet, Updated Marc,
2009 [152] Omron VT-RNS-S, VT-RNS Series, Automated Optical Inspection System, Data
Sheet, Printed in Japan, 0807-5M (1004) (D) [153] Omron VT-WIN II, Printed Circuit Board Inspection System, Data Sheet, Printed in
the USA 2002 [154] Saki BF-Frontier, Inline High Resolution, High Speed Automated Optical Inspection
System, Data Sheet, Printed August, 2009, SJ16DCF01-02.5E [155] Saki BF-Planet-X, Inline High Resolution, High Speed Automated Optical Inspection
System, Data Sheet, Printed August, 2009, SJ06DCF01-02.5E [156] Viscom S3088-III, Data Sheet, Updated October, 2009, Viscom_SYS_S3088-
III_EN09100001 [157] Viscom S3088-II, Data Sheet, Updated August, 2008, Viscom_SYS_S3088-
II_EN08080003 158] Viscom S6056, Data Sheet, Updated July, 2009, Viscom_SYS_S6056_EN09070007 [159] ViTechnology 3K Series, AOI/AOM Systems, Data Sheet, 3K Series EN Rev 04
07-2009 [160] ViTechnology 5K Series, AOI/AOM Systems, Data Sheet, 5K Series EN Rev 03
08-2009 [161] ViTechnology 7K Series, AOI/AOM Systems, Data Sheet, 7K Series CH Rev 02
08-2009 [162] ViTechnology Vi-5000 Series, AOM Systems, Data Sheet, Vi-5000 Series EN Rev 03
01-2008 [163] YES Tech YTV F1 Series, Automated PCB Inspection, Data Sheet, Updated Novem‐
ber, 2005 [164] YES Tech YTV M1 Series, Automated PCB Inspection, Data Sheet, Updated Marc,
2009 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 439 [165] Egidijus Paliulis, Raimondas Zemblys, Gintautas Daunys, Image Analysis Problems
in AOI Systems, Information Technology and Control, Vol. 37, No. 3, 2008, pp. 220-226 [166] Stig Oresjo, Thorsten Niermeyer, Stacy Johnson, Putting Pb-Free to the Test, Circuits
Assembly, May. 2005, pp. 42 [167] Detlef Beer, AOI In The Lead-Free Age, OnBoard Technology, June 2005, pp. 36-38 [168] Detlef Beer, Lead-Free: AOI in High-Volume Production Assemblies, Surface Mount
Technology, January 2006, pp. 40-41 [169] Thorsten Niermeyer, Controlling Pb-Free Processes Through AOI, Circuits Assem‐
bly, October 2004, pp. 40-41 [170] Paul R. Groome, Lead-Free, PCB Test and Inspection, Surface Mount Technology,
November 2005, pp. 36-39 [171] Shu Peng, Sam Wong TS, Test Implications of Lead-Free Implementation in a High-
Volume Manufacturing Environment, Proceedings of the International Test Confer‐
ence (ITC), 8-8 November 2005, pp. 620-627 [172] Paul R. Groome, Lead-Free: PCB Test and Inspection, Surface Mount Technology, 1
November 2005, pp. 36-39 [173] Jim Fishburn, Advances in Lead-Free Soldering and Automatic Inspection, Surface
Mount Technology, November 2002, pp. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 46-47 [174] Du-Ming Tsai, Cheng-Hsiang Yang, A Quantile–Quantile Plot Based Pattern Match‐
ing for Defect Detection, Pattern Recognition Letters, No. 26, 2005, pp. 1948-1962 [175] Ahmed Nabil Belbachir, Mario Lera, Alessandra Fanni, Augusto Montisci, An Auto‐
matic Optical Inspection System for the Diagnosis of Printed Circuits Based on Neu‐
ral Networks, Proceedings of the Industry Applications Conference, 2005, pp. 680-684 [176] Immanuel Edinbarough, Roberto Balderas, Subhash Bose, A Vision and Robot Based
On-Line Inspection Monitoring System for Electronic Manufacturing, Computers in
Industry, No. 56, 2005, pp. 986-996 [177] Du-Ming Tsai, Chien-Ta Lin, Fast Normalized Cross Correlation for Defect Detec‐
tion, Pattern Recognition Letters No. 24, 2003, pp. 2625-2631 [178] Chiu-Hui Chen, Chun-Chieh Wang, Chun-Yu Lin, Yu-Sen Shih, Chung-Fan Tu, Real‐
ization of Defect Automatic Inspection System for Flexible Printed Circuit (FPC), Pro‐
ceedings of the 35th International MATADOR Conference, 2007, pp. 225-228 [179] Sean P. Cunningham, Scott MacKinnon, Statistical Methods for Visual Defect Metrol‐
ogy, IEEE Transactions on Semiconductor Manufacturing, Vol. 11, No. 1, February
1998, pp. 48-53 Materials Science - Advanced Topics 440 [180] Dr. Kwangli Koh (Koh-Young), Eliminating False Calls With 3D AOI Technology,
EPP Europe, Issue 4, 2009, pp. 40-43 [181] Wei-Hung Su, Kebin Shi, Zhiwen Liu, Bo Wang, Karl Reichard, Shizhuo Yin, A
Large-Depth-of-Field Projected Fringe Profilometry Using Supercontinuum Light Il‐
lumination, Optics Express, Vol. 13, No. 3, February 2007, pp. 1025-1032 [182] Günther Wernicke, Matthias Dürr, Hartmut Gruber, Andreas Hermerschmidt, Sven
Krüger, Andreas Langner, High Resolution Optical Reconstruction of Digital Holo‐
grams, Fringe 2005, Session 4, 2005 pp. 480-487 [183] Liu Xiao-Li, Li A-Meng, Zhao Xiao-Bo, Gao Peng-Dong, Tian Jin-Dong, Peng Xiang,
Model-Based Optical Metrology and Visualization of 3-D Complex Objects, Optoe‐
lectronics Letters, Vol. 3, No.2, 15 Mar. 2007, pp. 115-118 [184] Marek Wegiel, Malgorzata Kujawinska, Fast 3D Shape Measurement System Based
on Color Structure Light Projection, Fringe 2005, Session 3, 2005, pp. 450-453 [185] Simon Davis, Lead-Free Inspection And Qualification With 3D AOI, OnBoard Tech‐
nology November 2005, pp. 54-57 [186] Zulki Khan, A Primer on AOI and AOT, Circuits Assembly, September 2006, pp. 38-41 [187] Dongwon Shin, Thomas R. Kurfess, Three-Dimensional Metrology of Surface Ex‐
tracted From a Cloud of Easured Points Using a New Point-to-Surface Assignment
Method: An Application to PCB-Mounted Solder Pastes, Precision Engineering Vol. 28, Issue 3, July 2004, pp. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 302-313 [188] Tae-Hyeon Kim, Tai-Hoon Cho, Young Shik Moon, Sung Han Park, An Automated
Visual Inspection of Solder Joints Using 2D and 3D Features, Proceedings on the 3rd
IEEE Workshop on Applications of Computer Vision, 1996. pp. 110-115 [189] Deokhwa Hong, Hyunki Lee, Min Young Kim, Hyungsuck Cho, Jeon Il Moon, Sen‐
sor Fusion of Phase Measuring Profilometry and Stereo Vision for Three-Dimension‐
al Inspection of Electronic Components Assembled on Printed Circuit Boards,
Applied Optics, Vol. 48, No. 21, 20 July 2009, pp. 4158-4169 [190] S. S. Wong, K. L. Chan, 3D Object Model Reconstruction From Image Sequence Based
on Photometric Consistency in Volume Space, Pattern Analysis and Application, No‐
vember 2009, DOI 10.1007/s10044-009-0173 [191] Deokhwa Hong, Heechan Park, Hyungsuck Cho: Design of a Multi-Screen Deflec‐
tometer for Shape Measurement of Solder Joints on a PCB, Proceedings of the IEEE
International Symposium on Industrial Electronics (ISIE), 2009, pp 127-132 [192] Jiquan Ma, Solder Joint's Surface Recovery Based on Linear Hybrid Shape-From-
Shading, Proceedings of the Second Asia-Pacific Conference on Computational Intel‐
ligence and Industrial Applications (PACIIA), 2009, pp. 245-249 Automatic Optical Inspection of Soldering
http://dx.doi.org/10.5772/51699 441 [193] Akira Kusano, Takashi Watanabe, Takuma Funahashi, Takayuki Fujiwara, Hiroyasu
Koshimizu, 3D Inspection of Electronic Devices by Means of Stereo Method on Single
Camera Environment, Proceedings of the Industrial Electronics (IECON), 2008, pp. 3391-3396 [194] Sheng Liu, Dathan Erdahl, I. Charles Ume, Achyuta Achari, Juergen Gamalski, A
Novel Approach for Flip Chip Solder Joint Quality Inspection: Laser Ultrasound and
Interferometric System, IEEE Transactions On Components and Packaging Technolo‐
gies, Vol. 24, No. 4, December 2001, pp 616-624 [195] Grantham K.H. Pang, Ming-Hei Chu, Automated Optical Inspection of Solder Paste
based on 2.5D Visual Images, Proceedings of the IEEE International Conference on
Mechatronics and Automation, 2009, pp 982-987 [196] Atsushi Teramoto, Takayuki Murakoshi, Masatoshi Tsuzaka, Hiroshi Fujit, Automat‐
ed Solder Inspection Technique for BGA-Mounted Substrates by Means of Oblique
Computed Tomography, IEEE Transactions on Electronics Packaging Manufactur‐
ing, Vol. 30, No. 4, October 2007, pp. 285-292 [197] Jun Cheng, Chi-Kit Ronald Chung, Edmund Y. Lam, Kenneth S. M. Fung, Fan Wang,
W. H. Leung, Structured-Light Based Sensing Using a Single Fixed Fringe Grating:
Fringe Boundary Detection and 3-D Reconstruction, IEEE Transactions on Electronics
Packaging Manufacturing, Vol. 31, No. 1, January 2008, pp. [90] ViTechnology 3D-SPI, Data Sheet, 3D-SPI EN Rev 0507-2009 19-31 [198] Yunxia Gao, Jun Wang, Testing Failure of Solder-Joints by ESPI on Board-Level Sur‐
face Mount Devices, Proceeding of the International Conference on Electronic Pack‐
aging Technology & High Density Packaging (ICEPT-HDP), 2009, pp. 1256-1259
|
https://openalex.org/W2945741530
|
https://www.duo.uio.no/bitstream/10852/77352/1/Validation%2bof%2bSHACL.pdf
|
English
| null |
Validation of SHACL Constraints over KGs with OWL 2 QL Ontologies via Rewriting
|
Lecture notes in computer science
| 2,019
|
cc-by
| 9,402
|
Validation of SHACL Constraints over
KGs with OWL 2 QL Ontologies
via Rewriting Ognjen Savković1(B), Evgeny Kharlamov2,3, and Steffen Lamparter4 1 Free University of Bozen-Bolzano, Bolzano, Italy
ognjen.savkovic@unibz.it
2 University of Oslo, Oslo, Norway
3 Bosch Centre for Artificial Intelligence, Robert Bosch GmbH, Renningen, Germany
4 Siemens CT, Siemens AG, Munich, Germany 1 Free University of Bozen-Bolzano, Bolzano, Italy
ognjen.savkovic@unibz.it
2 University of Oslo, Oslo, Norway
3 Bosch Centre for Artificial Intelligence, Robert Bosch GmbH, Renningen, Germany
4 Siemens CT, Siemens AG, Munich, Germany Abstract. Constraints have traditionally been used to ensure data qual-
ity. Recently, several constraint languages such as SHACL, as well as
mechanisms for constraint validation, have been proposed for Knowl-
edge Graphs (KGs). KGs are often enhanced with ontologies that define
relevant background knowledge in a formal language such as OWL 2
QL. However, existing systems for constraint validation either ignore
these ontologies, or compile ontologies and constraints into rules that
should be executed by some rule engine. In the latter case, one has to
rely on different systems when validating constrains over KGs and over
ontology-enhanced KGs. In this work, we address this problem by defin-
ing rewriting techniques that allow to compile an OWL 2 QL ontology
and a set of SHACL constraints into another set of SHACL constraints. We show that in the general case the rewriting may not exists, but it
always exists for the positive fragment of SHACL. Our rewriting tech-
niques allow to validate constraints over KGs with and without ontologies
using the same SHACL validation engines. 1 https://www.w3.org/2001/sw/wiki/ShEx.
2 https://www.stardog.com/.
3 https://www.topquadrant.com/technology/shacl/.
c
⃝Springer Nature Switzerland AG 2019
P. Hitzler et al. (Eds.): ESWC 2019, LNCS 11503, pp. 314–329, 2019.
https://doi.org/10.1007/978-3-030-21348-0_21 SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting KGs are often enhanced with ontologies, expressed in, e.g., the OWL 2 ontol-
ogy language [3]. Ontologies capture the relevant background knowledge with
axioms over the terms from the KG’s vocabulary e.g., by assigning attributes
to classes, by defining relationships between classes, composed classes, and class
hierarchies. We refer to ontology enhanced KGs asKnowledge Bases (KBs). (
)
Ontologies significantly impact constraint validation over KGs. Indeed, con-
straints over KGs have Closed-World semantics, or Assumption (CWA) in the
sense that their validation over a KG boils down to checking whether sub struc-
tures of the KG comply with the patterns encoded in the constraints [8,12,15]. On the other hand, KBs have open-world semantics (OWA) in the sense that
ontologies allow to derive information from a KG that is not explicitly there. g
y
As a result, constraint validation over KGs in the presence of ontologies
requires to bridge the CWA of constraints and OWA of ontologies [20,21,35,42]. A promising semantics that offers the bridge was proposed in [35]: given a set of
constraints C, ontology O, and KG G, validating the KB ⟨O, G⟩against C requires
to validate all first-order logic models of O and G that are set-inclusion minimal
against C. This can be done via a rewriting mechanism: in order to validate ⟨O, G⟩
against C, one can compile O and C into a (possibly disjunctive) logic program
and then evaluate the program over G [20,35]. A disadvantage of this approach
is that constraint validation in the presence of ontologies requires a different
evaluation engine than in their absence: it requires an engine for disjunctive
logic programs, rather than an engine for validating graph constraints. However,
from practical point of view it is desirable to have a mechanism that allows to
evaluate constraints over KBs using the same engine as over KGs. In this work we address this issue. We first formalise the problem of con-
straints rewriting over ontologies: we require that the result of rewriting is again
a set of constraints C′ in the same formalism as the original C. We then study the
existence of such a rewriting function for the constraint language SHACL and
the ontology language OWL 2 QL which is commonly used profile of OWL 2. SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting Our results show that rewriting may not exist in the general case unless co-NP
= NP, since constraint validation in presence of ontologies is co-NP-complete,
while in absence it is NP-complete. We next consider the restriction of SHACL
to positive constraints, that we call SHACL+, and show that in this case the
rewriting always exists and provide an algorithm for such rewriting. 1
Introduction Constraints have traditionally been used to ensure quality of data in relational [5]
and semi-structured DBs [4]. Recently constraints have attracted considerable
attention in the context of graph data [16,17], and in particular for Knowledge
Graphs (KGs) (e.g, [35,36,42]), i.e., large collections of interconnected entities
that are annotated with data values and types [7]. KGs have become powerful
assets for enhancing search and data integration and they are now widely used
in both academia and industry [1,2,6,19,22–25,28,40,41]. Prominent examples
of constraint languages for KGs include SHACL [31], ShEx1; and of constraint
validation systems Stardog2 and TopBraid3. 1 https://www.w3.org/2001/sw/wiki/ShEx. 2 https://www.stardog.com/. 3 https://www.topquadrant.com/technology/shacl/. c
⃝Springer Nature Switzerland AG 2019
P. Hitzler et al. (Eds.): ESWC 2019, LNCS 11503, pp. 314–329, 2019. https://doi.org/10.1007/978-3-030-21348-0_21 1 https://www.w3.org/2001/sw/wiki/ShEx. 2 https://www.stardog.com/. 3 https://www.topquadrant.com/technology/shacl/. c
⃝Springer Nature Switzerland AG 2019
P. Hitzler et al. (Eds.): ESWC 2019, LNCS 11503, pp. 314–329, 2019. https://doi.org/10.1007/978-3-030-21348-0_21 315 2.1
Knowledge Graph A Knowledge Graph (KG) G is a possibly infinite directed labeled graph that
consists of triples of the form (s, p, o) over Σ, where s is a constant, p – property,
and o – constant or class (in this case p is the special predicate “a”). Example 1. Consider the following fragment of the Siemens KG GSIEM from [23],
which describes Siemens industrial assets including two turbines with the iden-
tifiers :t177 and :t852 and one power plant (PPlant) with the identifier :p063,
as well as information about equipment (turbine) categories (hasTuCat, hasCat),
their deployment sites (deplAt), and enumeration of turbines at plants (hasTurb): {(:p063, a, :PPlant), (:p063, :hasTurb, :t852), (:t852, a, :Turbine),
(:t852, :deplAt, :p063), (:t852, :hasCat, :SGT-800),
(:t177, :deplAt, :p063), (:t177, :hasTuCat, :SGT-800)}. {(:p063, a, :PPlant), (:p063, :hasTurb, :t852), (:t852, a, :Turbine),
(:t852, :deplAt, :p063), (:t852, :hasCat, :SGT-800),
(:t177, :deplAt, :p063), (:t177, :hasTuCat, :SGT-800)}. (:t177, :deplAt, :p063), (:t177, :hasTuCat, :SGT-800)}. ⊓⊔ 2
Preliminaries and Running Example In this section we recall required definitions. We assume a signature Σ of three
infinite countable sets of constants, that correspond to entities, classes of unary
predicates, that correspond to types, and properties or binary predicates, that
correspond to object properties or a special predicate “a” that labels entities
with classes. Note that do not consider datatypes and data properties, and leave
them for the future study. We assume an infinite countable domain Δ of entities. 316 O. Savković et al. 2.2
SHACL Syntax We next briefly recall relevant notions of SHACL using a compact syntax of [12]
which is equivalent to SHACL’s “Core Constraint Components” [12]. SHACL
stands for Shapes Constraint Language. Each SHACL constraint in a set of con-
straints C, usually referred to as shape, is defined as a triple: ⟨s, τs, φs⟩, where s is the name, – s is the name, – s is the name, – τs is the target definition, a SPARQL query with one output variable whose
purpose is to retrieve target entities of s from G, i.e., entities (nodes) occurring
in G for which the following constraint of the shape should be verified, – τs is the target definition, a SPARQL query with one output variable whose
purpose is to retrieve target entities of s from G, i.e., entities (nodes) occurring
in G for which the following constraint of the shape should be verified, g
p
,
– and φs is the constraint, an expression defined according to the following
grammar: g
p
,
– and φs is the constraint, an expression defined according to the following
grammar: φ :: =
⊤| s′ | c | φ1 ∧φ2 | φ1 ∨φ2 | ¬φ | ≥n R.φ | ≤n R.φ | EQ(r1, r2), (1) φ :: =
⊤| s′ | c | φ1 ∧φ2 | φ1 ∨φ2 | ¬φ | ≥n R.φ | ≤n R.φ | EQ(r1, r2), (1) where ⊤stands for the Boolean truth values, s′ is a shape name occurring
in C, c is a constant, R is a property, and n ∈N; moreover, ∧denotes the
conjunction, ¬ – negation, “≥n R.φ” – “must have at least n-successors in G
verifying φ”, r1 and r2 are SPARQL property paths and “EQ(r1, r2)” means
that “r1 and r2 successors of a node must coincide”. where ⊤stands for the Boolean truth values, s′ is a shape name occurring
in C, c is a constant, R is a property, and n ∈N; moreover, ∧denotes the
conjunction, ¬ – negation, “≥n R.φ” – “must have at least n-successors in G
verifying φ”, r1 and r2 are SPARQL property paths and “EQ(r1, r2)” means
that “r1 and r2 successors of a node must coincide”. 4 https://www.w3.org/TR/shacl/. 2.3
SHACL Semantics Given a shape s, a KG G, and an entity e occurring G, we say that e verifies
s in G if the constraint φs applied to e is valid in G. Finally, G is valid against
C if for each s ∈C, each target entity retrieved by τs from G verifies s in G. Since a constraint φs may refer to a shape s′, the definition of validity for KGs is
non-trivial. Indeed, the SHACL specification leaves the difficult case of recursion
up to the concrete implementation4 and a formal semantics via so-called shape
assignments has only recently been proposed [12]. Intuitively, G is valid against
C if one can label its entities with shape names, while respecting targets and
constraints. A shape assignment σ is a function mapping each entity of G to a
set of shape names in C. We call an assignment target-compliant if it assigns (at
least) each shape to each of its targets, constraint-compliant if it complies with
the constraints, and valid if it complies with both targets and constraints. Then,
G is valid against C if there exists a valid assignment for G and C. Example 3. Observe that GSIEM is not valid against CSIEM. Shape s1 has targets
:t852 and :t177, since both are deployed. :t852 satisfies the constraint for s1,
since it has a category, but :t177 violates it. Shape s2 has the target :t177
only, which violates it, since it is not declared to be a turbine. Shape s3 has no
target in GSIEM. The case of shape s4 is more involved. It has only :t852 as the
target, and one may assign s4 to :t852 and s3 to :p063, in order to satisfy the
recursive constraint. But since :t177 violates s1 and s2, there is no “global” valid
shape assignment for G and S, i.e. which would satisfy all targets and constraints
simultaneously. ⊓⊔ ⊓⊔ Example 2. Consider CSIEM = {⟨si, τsi, φsi⟩| i = 1, 4}, where: φs1 = (≥1 :hasCat.⊤),
φs2 = (≥1 a.:Turbine),
φs3 = (≥1 :hasTurb.s4),
φs4 = (≥1 :deplAt.s3). τs1 = ∃y(:deplAt(x, y)),
φs1 = (≥1 :hasCat.⊤),
τs2 = ∃y(:hasTuCat(x, y)),
φs2 = (≥1 a.:Turbine),
τs3 = :PPlant(?x),
φs3 = (≥1 :hasTurb.s4),
τs4 = :Turbine(?x),
φs4 = (≥1 :deplAt.s3). τs1 = ∃y(:deplAt(x, y)), Here s1 essentially says that any deployed artifact should have a category,
and s2 says that only turbines can have a turbine category. The last two shapes
s3 and s4 are mutually recursive, and they respectively say that each power plant
should have at least one turbine and each turbine should be deployed in at least
one location. ⊓⊔ 2.2
SHACL Syntax where ⊤stands for the Boolean truth values, s′ is a shape name occurring
in C, c is a constant, R is a property, and n ∈N; moreover, ∧denotes the
conjunction, ¬ – negation, “≥n R.φ” – “must have at least n-successors in G
verifying φ”, r1 and r2 are SPARQL property paths and “EQ(r1, r2)” means
that “r1 and r2 successors of a node must coincide”. With a slight abuse of notation we identify the shape with its name. We note
that the syntax for constraints allows for shapes to reference each other. A set of
constraints is recursive if it contains a shape that reference itself, either directly
or via a reference cycle. SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting 317 Example 2. Consider CSIEM = {⟨si, τsi, φsi⟩| i = 1, 4}, where: Example 2. Consider CSIEM = {⟨si, τsi, φsi⟩| i = 1, 4}, where: 2.5
Constraint Validation over KGs Enhanced with Ontologies Consider the semantics of [35], that naturally extends constraint validation from
KGs to ontology-enhanced KGs and has been adopted in, e.g., [20]. Given a KG
G, ontology O, and a set of constraints C, the idea of this semantics is to validate
C over all set inclusion minimal models of G and O. Formally, G enhanced with
O is valid against C if for each minimal model M of G with O, the KG skol(M)
is valid against C, where skol(M) is the Skolemization of models. Example 5. Observe that ⟨O, G, ⟩is valid against CSIEM. Indeed, shape s1 is still
satisfied by :t852, since no new information can be entailed about :t852 from
⟨OSIEM, GSIEM⟩. Moreover, s1 is now not violated by :t177: ⟨OSIEM, GSIEM⟩
entails that :t177 has a category. Similarly, s2 is now not violated by :t177: one
can can infer that it is a turbine. The shape s4 now has an additional target
(:t177), and it is verified by both its targets, thanks to the following assignment:
{s1 →{:t852, :t177}, s2 →{:t177}, s3 →{:p063}, s4 →{:t852, :t177}}. ⊓⊔ 3
The Problem of Constraint Rewriting We now formalise and discuss the problem of constraint rewriting over ontologies. 2.4
OWL 2 QL We now recall the syntax and semantics of OWL 2 QL relying on the the Descrip-
tion Logics DL-LiteR [9] that is behind this profile. (Complex) classes and prop-
erties in OWL 2 QL are recursively defined as follows: B:: = A | ∃R, C:: = B | ¬B, R:: = P | P −, and E:: = R | ¬R, B:: = A | ∃R, C:: = B | ¬B, R:: = P | P −, and E:: = R | ¬R, O. Savković et al. 318 where A is a class from Σ, P a property from Σ, and P −the inverse of P. Expression A we call also an atomic class or concepts and B a basic class or
concepts. A DL-LiteR ontology is a finite set of axioms of the form B ⊑C or
R ⊑E. A Knowledge Base (KB) is a pair ⟨O, G⟩of an ontology and a KG. The
formal semantics of DL-LiteR is given in terms of first-order logic interpretations
I = (Δ, ·I) over Δ in the standard way. where A is a class from Σ, P a property from Σ, and P −the inverse of P. Expression A we call also an atomic class or concepts and B a basic class or
concepts. A DL-LiteR ontology is a finite set of axioms of the form B ⊑C or
R ⊑E. A Knowledge Base (KB) is a pair ⟨O, G⟩of an ontology and a KG. The
formal semantics of DL-LiteR is given in terms of first-order logic interpretations
I = (Δ, ·I) over Δ in the standard way. Example 4. Consider the following OWL 2 QL ontology OSIEM: Example 4. Consider the following OWL 2 QL ontology OSIEM: {:hasTuCat ⊑:hasCat,
∃:hasTuCat.⊤⊑:Turbine}, that says that if x has y as a turbine category, then x has y as a category, and
also x can be inferred to be a turbine. ⊓⊔ A useful property of DL-LiteR exploited in Sect. 4, is the existence, for any satis-
fiable KB ⟨O, G⟩, of a so-called canonical model, which can be homomorphically
mapped to any model of ⟨O, G⟩. ⟨O, G⟩is valid against C iffG is valid against C′. 5 Recall that for query rewriting the input is a query q and ontology O and the output
is another query q′ such that for any database D so-called certain answers of q over
⟨O, D⟩coincide with the answers of q′ over D alone [9]. 3.1
SHACL-Rewriting In order to define SHACL rewriting we adapt the notion of rewriting (or refor-
mulation) of queries over ontologies from [9,18]. In order to define SHACL rewriting we adapt the notion of rewriting (or refor-
mulation) of queries over ontologies from [9,18]. Definition 1. Let C be a set of constraints and O an ontology. A set of con-
straints C′ is a constraint-rewriting of C over O if for any KG G it holds that: Definition 1. Let C be a set of constraints and O an ontology. A set of con-
straints C′ is a constraint-rewriting of C over O if for any KG G it holds that: ⟨O, G⟩is valid against C iffG is valid against C′. ⟨O, G⟩is valid against C iffG is valid against C′. SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting 319 We now illustrate this notion on the following example. Example 6. Consider a set of SHACL constraints and an OWL 2 QL ontology: C = {⟨s, τs, φs⟩}, where τs = :MechDevice(x) and φs = (≥1 :hasCat.⊤),
O = {:Turbine ⊑:MechDevice, ∃:hasTuCat ⊑∃:hasCat}. One can show that a rewiring of C over O is S′ = {⟨s, τ ′
s, φ′
s⟩}, where One can show that a rewiring of C over O is S′ = {⟨s, τ ′
s, φ′
s⟩}, where τ ′
s = :MechDevice(x) ∨:Turbine(x) and
φ′
s = (≥1 :hasCat.⊤) ∨(≥1 :hasTuCat.⊤). ⊓⊔ τ ′
s = :MechDevice(x) ∨:Turbine(x) and
φ′
s = (≥1 :hasCat.⊤) ∨(≥1 :hasTuCat.⊤). ⊓⊔ Observe that in the example both the target definition τs and the constraint
definition φs were rewritten over O in order to guarantee that the ontology O
can be safely ignored. In particular, the rewriting of τs guarantees that in any
graph G, each instance of :Turbine should also be verified against s, whereas
the rewriting of φs guarantees that any entity in G with a :hasTuCat-successor
validates s, even if it has no :hasCat-successor. Thus, despite the similarity of query and constraint rewriting overt ontologies
there are significant differences5. The first difference as illustrated above is that
a shape contains a target definition and a constraint that in the general case
should be rewritten independently. But more importantly, as opposed to queries,
SHACL constraints can be recursive which makes the rewriting significantly more
involved (see Sect. 4 for details). We now show that rewritings may not exist. 3.2
Non-existence of SHACL-Rewritings We start with the hardness of SHACL validation that can be shown by reduction
from the 3-coloring co-problem. Theorem 1. There exists a DL-LiteR ontology, a set of SHACL constraints C,
and a KG G such that deciding whether ⟨O, G⟩is valid against C is co-NP-hard
in the size of G. Proof. [Sketch] The proof is based on an encoding of the 3-coloring co-problem
into the validity problem. For a given undirected graph F = ⟨V, E⟩, where V is
a set of vertices and E of edges, we construct the following KG GF: {(vi, a, V ) | vi ∈V } ∪{(vi, E, vj) | (vi, vj) ∈E}
∪{(v′, U, vi) | vi ∈V } ∪{(v′, a, T)}, and T are needed for technical reasons as will be explained below. 5 Recall that for query rewriting the input is a query q and ontology O and the output
is another query q′ such that for any database D so-called certain answers of q over
⟨O, D⟩coincide with the answers of q′ over D alone [9]. 320 O. Savković et al. Then, we define O = {V ⊑∃R.C, Cred ⊑C, Cblue ⊑C, Cred ⊑¬Cblue}, where
the axiom V ⊑∃R.C enforces that in each minimal model M of ⟨O, GF⟩, each
vertex vi has an R-successor ai, which intuitively stands for the color of vertex
vi in F6. The two other axioms intuitively enforce that either (ai, a, Cred) ∈M
or (ai, a, Cblue) ∈M, or none of the two. Intuitively, vi is either red, or blue or
none of the two (i.e. green). Now we introduce a singleton set of constraints C = {⟨s, τs, φs⟩} that requires
that at least one pair of adjacent vertices has the same color: τs = T(x), and φs = (≥1 U.(φ1 ∨φ2 ∨φ3)), where φ1 = (≥1 R. ≥1 a.Cred) ∧(≥1 E. ≥1 R. ≥1 a.Cred)
φ2 = (≥1 R. ≥1 a.Cblue) ∧(≥1 E. ≥1 R. ≥1 a.Cblue)
φ3 = (≥1 R. ≥1 a.(¬Cred ∧¬Cblue)) ∧(≥1 E. ≥1 R. ≥1 a.(¬Cred ∧¬Cblue)) φ1 = (≥1 R. ≥1 a.Cred) ∧(≥1 E. ≥1 R. ≥1 a.Cred)
φ2 = (≥1 R. ≥1 a.Cblue) ∧(≥1 E. ≥1 R. ≥1 a.Cblue) 2 = (≥1 R. ≥1 a.Cblue) ∧(≥1 E. ≥1 R. ≥1 a.Cblue) φ3 = (≥1 R. ≥1 a.(¬Cred ∧¬Cblue)) ∧(≥1 E. ≥1 R. ≥1 a.(¬Cred ∧¬Cblue)). 6 The axiom of the kind V ⊑∃R.C in syntactically not in DL-LiteR but it can be
expressed using a “fresh” role R1 and three axioms: V ⊑∃R1, R1 ⊑R and ∃R−
1 ⊑C. 3.2
Non-existence of SHACL-Rewritings Intuitively, the formula φ1 evaluates to true at the node vi if vi is colored as
red and has a red neighbour. The formulas φ2 and φ3 evaluate similarly, but for
blue and green. Finally, the shape s has the node v′ as the unique target, and v
has every other node in GF as a U-successor, ensuring that GF is valid against
C iffthere is no 3-colouring for F. ⊓⊔ ⊓⊔ In [13] it has been shown that validation of SHACL constraints over KGs
without ontologies is NP-complete in the size of the graph. Thus, we can imme-
diately conclude the following negative result that holds under the assumption
that co-NP ̸⊆NP. Corollary 1. There exists an DL-LiteR ontology and a set of SHACL con-
straints for which no SHACL-rewriting over this ontology exists. Corollary 1. There exists an DL-LiteR ontology and a set of SHACL con-
straints for which no SHACL-rewriting over this ontology exists. In order to overcome the non-existence problem we found a restriction on
SHACL as will be presented in the following section. SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting HACL Constraint Validation over Ontology-Enhanced KGs via Rewriting The rest of this section we organize in four parts. (i) First we show why it
is sufficient to consider only satisfiable KGs; (ii) Then we show that over such
satisfiable KGs it sufficient to focus only on their canonical models (iii) then we
show how to rewrite shape targets given an ontology, and (iv) finally we show
how to rewrite ontologies. 4.1
Satisfiable Knowledge Graphs We observe that in general KGs may contain disjointness and thus they may
be unsatisfiable (that is, they have no model). First we introduce an axillary
property that shows that for constraint validation it is sufficient to consider only
satisfiable KGs. Lemma 1. Let O be a DL-LiteR ontology and G a graph. If ⟨O, G⟩is unsatis-
fiable then for any shape s and any node in v in G there is exists no satisfying
shape assignment over G and the set of shapes CO that validates s(v). Proof. Assume that ⟨O, G⟩is unsatisfiable. Wlog we assume that the cause of
being unsatisfiable is the following: ⟨O, G⟩|= C(a) ∧D(a) holds for some node
a in G and some basic concepts C and D, and at same time O |= C ⊑¬D holds
(similarly it can be shown for role disjointness). From ⟨O, G⟩|= C(a) ∧D(a) we conclude (using the properties on PerfRef
in [9]) that G |= PerfRef(C(a) ∧D(a), O). Then, since we have τsC⊑¬D =
PerfRef(C(x) ∧D(x), O) it follows that a is the target of the shape sC⊑¬D. On the other hand φsC⊑¬D = ⊥, thus for every shape assignment σ it must be
σ(sC⊑¬D) = ⊥, i.e., there exists no satisfying assignment for sC⊑¬D. Hence,
there exist no satisfying assignment over G and CO that also validates s(v). ⊓⊔ 4
Rewriting of SHACL+ Constraints over OWL 2 QL As discussed above, a rewriting may not exist for an arbitrary set of SHACL
shapes and a DL-LiteR ontology. Thus, in order to gain rewritability one can
restrict the expressivity of SHACL. In the following we do so by restricting
SHACL to positive SHACL shapes. For this setting we develop Algorithm 1 that
allows to compute constraint rewritings. A SHACL shape is in SHACL+ if it
does not contain negation and cardinality restriction of kind “≤n R.φ ”. 321 4.2
Validity over Canonical Models (⇐) The entailment ⟨O, G, C⟩|= φs(v) holds if ⟨M, C⟩|= φs(v)7 in each
minimal model M, including can(O, G). (⇒) Let M be a minimal model of ⟨O, G⟩. Lemma 2 implies the existence of a
homomorphism μ from can(O, G) to M s.t. M, C |= φs(μ(v)) for μ(v) = v. ⊓⊔ (⇒) Let M be a minimal model of ⟨O, G⟩. Lemma 2 implies the existence of a
homomorphism μ from can(O, G) to M s.t. M, C |= φs(μ(v)) for μ(v) = v. ⊓⊔ 7 In this entailment we consider M as an infinite conjunction of atoms. 4.2
Validity over Canonical Models We also
notice that μ has to be surjective; otherwise the μ-image of can(O, G) would be
a minimal model “smaller” than M which is a contradiction. Assume now that ⟨can(O, G), C⟩|= φs(v) for some shape s from C and
node v in can(O, G). Let σ be a satisfying assignment for can(O, G), C such that
[[φs]]can(O,G),σ,v = true. We define an assignment σ′ over M, C in the following
way: for a shape s1 and node v1 in M we set s1 ∈(v1, σ′) iffexists a node v2
in can(O, G) such that μ(v2) = v1 and s1 ∈(v2, σ). Now analyzing different
cases for s: φs = ⊤, φs = I, φs =≥k R.s1, φs = s1 ∧s2, φs = s1 ∨s2 and
φs = EQ(r1, r2), it is not hard to show that if [[φs]]can(O,G),σ,v = true then
[[φs]]M,σ′,μ(v) = true. ⊓⊔ Assume now that ⟨can(O, G), C⟩|= φs(v) for some shape s from C and
node v in can(O, G). Let σ be a satisfying assignment for can(O, G), C such that
[[φs]]can(O,G),σ,v = true. We define an assignment σ′ over M, C in the following
way: for a shape s1 and node v1 in M we set s1 ∈(v1, σ′) iffexists a node v2
in can(O, G) such that μ(v2) = v1 and s1 ∈(v2, σ). Now analyzing different
cases for s: φs = ⊤, φs = I, φs =≥k R.s1, φs = s1 ∧s2, φs = s1 ∨s2 and
φs = EQ(r1, r2), it is not hard to show that if [[φs]]can(O,G),σ,v = true then
[[φs]]M,σ′,μ(v) = true. ⊓⊔ Using the lemmas above we show the following property of canonical models. Using the lemmas above we show the following property of canonical models. Lemma 3 (canonical model characterization). For a DL-LiteR ontology
O, basic concept C, graph G, node v in G, set C of SHACL+ shapes and shape
s defined in C we have that: ⟨O, G, C⟩|= φs(v) iff⟨can(O, G), C⟩|= φs(v). Lemma 3 (canonical model characterization). For a DL-LiteR ontology
O, basic concept C, graph G, node v in G, set C of SHACL+ shapes and shape
s defined in C we have that: ⟨O, G, C⟩|= φs(v) iff⟨can(O, G), C⟩|= φs(v). Proof. (⇐) The entailment ⟨O, G, C⟩|= φs(v) holds if ⟨M, C⟩|= φs(v)7 in each
minimal model M, including can(O, G). Proof. 4.2
Validity over Canonical Models In this part we show that in order to check the validity over all minimal models
it is sufficient to check the validity over the canonical model for the given KG. In [9], the authors defined a canonical model of a KB as a model that can be
homomorphically mapped to any other model of that KB. Now we extend this
notion to shapes: Given two graphs G1 and G2 with set of constants Δ1 and Δ2
respectively, and the set of shapes C, a SHACL-homomorphism μ from G to G′
is a mapping μ : Δ1 →Δ2 such that, for each shape s ∈C and each constant
v ∈Δ1, if ⟨G1, C⟩|= φs(v) then ⟨G2, C⟩|= φs(μ(v)). Lemma 2 (canonical homomorphism for positive shapes). Let O be a
DL-LiteR ontology, G a graph, and let M be a minimal model of ⟨O, G⟩. Let
C be a set of SHACL+ shapes. Then, there is a SHACL-homomorphism from
can(O, G) to M given C. In particular, there exists a SHACL-homomorphism
that maps every node from G to itself. Lemma 2 (canonical homomorphism for positive shapes). Let O be a
DL-LiteR ontology, G a graph, and let M be a minimal model of ⟨O, G⟩. Let
C be a set of SHACL+ shapes. Then, there is a SHACL-homomorphism from
can(O, G) to M given C. In particular, there exists a SHACL-homomorphism
that maps every node from G to itself. O. Savković et al. 322 Proof. From [9], we have that there exists a homomorphism μ from can(O, G)
to M such that for a basic concept C and node v it holds if C(v) ∈can(O, G)
(resp. R(v1, v2) ∈can(O, G)) then C(μ(v)) ∈M (resp. R(μ(v1), μ(v2)) ∈M. In particular, it is possible to select μ such that μ(v) = v for v ∈G. We also
notice that μ has to be surjective; otherwise the μ-image of can(O, G) would be
a minimal model “smaller” than M which is a contradiction. Proof. From [9], we have that there exists a homomorphism μ from can(O, G)
to M such that for a basic concept C and node v it holds if C(v) ∈can(O, G)
(resp. R(v1, v2) ∈can(O, G)) then C(μ(v)) ∈M (resp. R(μ(v1), μ(v2)) ∈M. In particular, it is possible to select μ such that μ(v) = v for v ∈G. 4.4
Rewriting of the Ontology In this part, we present our rewriting algorithm. In order to make notations more
concise, we write G, C |= φ(v) to denote that the node v satisfies the constraint
φ in the graph G given a set C of shapes. Similarly, we use ⟨O, G⟩, C |= φ(v) to
denote that v satisfies φ in the graph that corresponds to the canonical model of
⟨O, G⟩given C. Then, we assume that the shape constraints in C are normalised,
i.e. contain at most one operator. Note that this can always be obtained by
introducing nested shape names. Our rewriting procedure is presented in Algorithm 1 and we now guide the
reader through it. Our algorithm relies on auxiliary shapes of three kinds: – CO that contains for each concept C in O the corresponding shape sC in CO;
this ensures that for every node v the fact C(v) is in the canonical model iff
v is valid in the shape sC. – “virtual” shapes Cv
O and Cs
O that are used to capture the part of the canonical
model generated by existential quantification. – “virtual” shapes Cv
O and Cs
O that are used to capture the part of the canonical
model generated by existential quantification. The shapes CO, Cv
O and Cs
O will help us to establish rewriting over O of the
original shapes from C into C′′. We now define CO, Cv
O and Cs
O explain how they
are used in Algorithm 1 and show correctness of the algorithm. Rewriting ShapeT for Active Nodes: CO. For every concept of the form
A (resp. ∃R) in O, we introduce a shape sA (resp. s∃R), with targets τsA = A
(resp. τs∃R = ∃R) and with constraint where R, R′ may be inverse roles: φsA = (≥1 a.A) ∨
O |= C⊑A
sC,
φs∃R = (≥1 R.⊤) ∨
O |= C⊑∃R
sC ∨
O |= R′⊑R
s∃R′. Next, we introduce shapes that encode negative assertions. For each GCI of
the form (C ⊑¬D) in O, we introduce one shape sC⊑¬D, where targets are all
instances of C and D in G, where the constraint is always violated. To this end, Next, we introduce shapes that encode negative assertions. 4.3
Rewriting of Shape Targets In the absence of an ontology, the targets of shapes s are retrieved by evaluating
the target definitions τs over the graph G, written [[τs]]G. In SHACL, a target
definition is a monadic query with a single atom that corresponds to a basic
concept in an ontology. In the presence of an ontology, we follow the semantics
described in Sect. 2.5, and retrieve targets over all minimal models, or equiva-
lently over the canonical model, written as [[τ]]⟨O,G⟩. To achieve this, since τs is
a unary conjunctive query, one can apply PerfRef. Lemma 4. For any shape s from SHACL, DL-LiteR ontology O, and graph G
it holds that [[τs]]⟨O,G⟩= [[PerfRef(τs, O)]]G. Proof. The authors in [9] established the correspondence between certain
answers of conjunctive queries over knowledge graphs and perfect reformula-
tion (Lemma 35): For a KG ⟨O, G⟩and conjunctive query q we have that the
certain answers of q over the KG correspond to perfect reformulation in the
sense that cert(q, ⟨O, G⟩) = [[PerfRef(τs, O)]]G, where, a ∈cert(q, ⟨O, G⟩) iff
for every minimal model M of ⟨O, G⟩it holds that a ∈qM. At the same time SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting
323
Algorithm 1. Constraint rewriting
Input: ontology O possible with existential rules, set of positive shapes C
1: CO ←ShapeT(O)
2: Cv
O ←shapeVirtual(O)
3: Cs
O ←successorT(O)
4: C′′ ←{⟨PerfRef(τs, O), RewriteCompl(φs, O)⟩| s ∈C}
5: return CO ∪Cv
O ∪Cs
O,C ∪C′′ SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting 323 SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting
323
Algorithm 1. Constraint rewriting
Input: ontology O possible with existential rules, set of positive shapes C
1: CO ←ShapeT(O)
2: Cv
O ←shapeVirtual(O)
3: Cs
O ←successorT(O)
4: C′′ ←{⟨PerfRef(τs, O), RewriteCompl(φs, O)⟩| s ∈C}
5: return CO ∪Cv
O ∪Cs
O,C ∪C′′ Algorithm 1. Constraint rewriting the formula [[τs]]⟨O,G⟩defines a special set of target nodes over the graph and
ontology: [[τs]]⟨O,G⟩returns a node v iffit does so for every minimal model M of
⟨O, G⟩. ⊓⊔ the formula [[τs]]⟨O,G⟩defines a special set of target nodes over the graph and
ontology: [[τs]]⟨O,G⟩returns a node v iffit does so for every minimal model M of
⟨O, G⟩. ⊓⊔ In other words, the targets of s according to the KB ⟨O, G⟩can be retrieved
by evaluating the query PerfRef(τs, O) over G alone. 4.4
Rewriting of the Ontology For each GCI of
the form (C ⊑¬D) in O, we introduce one shape sC⊑¬D, where targets are all
instances of C and D in G, where the constraint is always violated. To this end, O. Savković et al. 324 we exploit results based on PerfRef [9]: τsC⊑¬D = PerfRef(C(x) ∧D(x), O),
and φsC⊑¬D = ⊥. Similarly, for negative role inclusions, we use sR1⊑¬R2, with
τsR1⊑¬R2 = PerfRef(∃yR1(x, y) ∧R2(x, y), O), and φsR1⊑¬R2 = ⊥. we exploit results based on PerfRef [9]: τsC⊑¬D = PerfRef(C(x) ∧D(x), O),
and φsC⊑¬D = ⊥. Similarly, for negative role inclusions, we use sR1⊑¬R2, with
τsR1⊑¬R2 = PerfRef(∃yR1(x, y) ∧R2(x, y), O), and φsR1⊑¬R2 = ⊥. ⊑
2
1⊑
2
We denote the set of shapes produced above with CO, and the corresponding
slation function as ShapeT in Algorithm 1, i.e., ShapeT(O) = CO. 1⊑
2
1⊑
2
We denote the set of shapes produced above with CO, and the corresponding
translation function as ShapeT in Algorithm 1, i.e., ShapeT(O) = CO. (
)
With cl(O, G) we denote the maximal subset of can(O, G) without fresh
nodes. If there were no fresh nodes, i.e., when can(O, G) = cl(O, G), we observe
that shapes in C ∪ShapeT(O) would be sufficient to validate the facts in
can(O, G). Intuitively, this is because dependencies among shapes in ShapeT(O)
corresponds to the construction of the “closure” cl(O, G). (
)
With cl(O, G) we denote the maximal subset of can(O, G) without fresh
nodes. If there were no fresh nodes, i.e., when can(O, G) = cl(O, G), we observe
that shapes in C ∪ShapeT(O) would be sufficient to validate the facts in
can(O, G). Intuitively, this is because dependencies among shapes in ShapeT(O)
corresponds to the construction of the “closure” cl(O, G). Fresh Nodes in Canonical Models. Observe that for DL-LiteR ontologies
O the canonical model can(O, G) can be arbitrary large (even infinite) in which
case it will contain “fresh” nodes that are not occurring in G. Thus, one should
be able to check constraints also on this fresh nodes, as shown next. Example 7. Consider the ontology O = {A ⊑∃U, ∃U −⊑∃P} and graph G =
{(v, a, A)}. Then can(O, G) = {(v, a, A), (v, U, a1), (a1, P, a2)} where a1 and a2
are fresh nodes. Now consider shapes ⟨s1, A(x), (≥1 U.s2)⟩and ⟨s2, ⊥(x), (≥1
P.⊤)⟩. 4.4
Rewriting of the Ontology It is not hard to see that C is valid over (O, G). ⊓⊔ Example 7. Consider the ontology O = {A ⊑∃U, ∃U −⊑∃P} and graph G =
{(v, a, A)}. Then can(O, G) = {(v, a, A), (v, U, a1), (a1, P, a2)} where a1 and a2
are fresh nodes. Now consider shapes ⟨s1, A(x), (≥1 U.s2)⟩and ⟨s2, ⊥(x), (≥1
P.⊤)⟩. It is not hard to see that C is valid over (O, G). ⊓⊔ These properties of can(O, G) make rewriting technically involved since
SHACL constraints cannot express fresh values. We address this with auxil-
iary shapes Cv
O and Cs
O that mimic the construction of the canonical model and
validate facts in G′ = can(O, G)\cl(O, G). The graph G′ is a forest (by construc-
tion of can(O, G)) where each tree has the root in some assertion of cl(O, G). We call this root the witness of the tree. In example above, (v, a, A) is the only
witness. Rewriting shapeVirtual for Fresh Nodes: Cv
O. For each concept C
appearing in a GCI in O, we introduce a shape svirtual
C
, such that, for a node v
in G, verifies svirtual
C
(v) iffthere is a node v′ in G′ with v as witness such that
G′ |= C(v′). For instance, in Example 8, we introduce shape svirtual
∃R
which is
verified by the witness v. Note that v′ is not necessarily an immediate successor
of v in G′. More
formally,
for
concept
C,
the
virtual
shape
svirtual
C
=
⟨PerfRef(C), φsvirtual
C
⟩is created. Then a function similar to RewriteSim is
applied to each φsvirtual
C
, in order to ensure the above property. In our running
example, this yields φsvirtual
A
= sA, i.e. φsvirtual
A
remains unchanged, but φsvirtual
∃U
=
s∃U ∨svirtual
A
∨svirtual
∃U −
. Here, sub-formula svirtual
A
is added because of the GCI
A ⊑U, and s∃U −is added because if ∃U holds at some node a1 in the tree of G′
rooted in v, then ∃U −must hold at some U-successor a2 of a1. Let shapeVirtual
be the function which produces (and rewrites) these “virtual” shapes. More
formally,
for
concept
C,
the
virtual
shape
svirtual
C
=
⟨PerfRef(C), φsvirtual
C
⟩is created. Then a function similar to RewriteSim is
applied to each φsvirtual
C
, in order to ensure the above property. 4.4
Rewriting of the Ontology In our running
example, this yields φsvirtual
A
= sA, i.e. φsvirtual
A
remains unchanged, but φsvirtual
∃U
=
s∃U ∨svirtual
A
∨svirtual
∃U −
. Here, sub-formula svirtual
A
is added because of the GCI
A ⊑U, and s∃U −is added because if ∃U holds at some node a1 in the tree of G′
rooted in v, then ∃U −must hold at some U-successor a2 of a1. Let shapeVirtual
be the function which produces (and rewrites) these “virtual” shapes. Rewriting successorT for Fresh Nodes: Cs
O. The second kind of shapes
is needed in order to check if two roles are concatenated in the same tree in G′. For each pair of roles R1 and R2 in O, we introduce the shape ssucc
R1,R2 such that a
node v ∈G verifies φssucc
R1,R2 iff(a1, R1, a2) and (a2, R2, a3) are on the subtree with SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting 325 the witness v, for some a1, a2, a3 in G′. In our running example, v verifies φssucc
R,P ,
but not φssucc
P,R. Formally, for every two roles R1 and R2 in O, τssucc
R1,R2 = ⊥(x),
and if O |= ∃R−
1 ⊑∃R2, then φssucc
R1,R2 = s∃R1, otherwise φssucc
∃R1,∃R2 = ⊥. The
special case R2 = R−
1 , is also covered by the definition φssucc
R1,R−
1
= s∃R1. Let
successorT denote the function creating these fresh shapes. the witness v, for some a1, a2, a3 in G′. In our running example, v verifies φssucc
R,P ,
but not φssucc
P,R. Formally, for every two roles R1 and R2 in O, τssucc
R1,R2 = ⊥(x),
and if O |= ∃R−
1 ⊑∃R2, then φssucc
R1,R2 = s∃R1, otherwise φssucc
∃R1,∃R2 = ⊥. The
special case R2 = R−
1 , is also covered by the definition φssucc
R1,R−
1
= s∃R1. Let
successorT denote the function creating these fresh shapes. Rewriting RewriteComplT for Shapes. Finally, we need to rewrite the
shapes in C. To this end, we extend the procedure RewriteSim in the following
way. For each shape s in C, we set s′ = RewriteCompl(s) ∨svirtual where
RewriteCompl is identical to RewriteSim for operators ∧, ∨and constant I
but it changes for φs = (≥k R.s1) as follows: φ′
s = (≥k R.s′
1) ∨svirtual
where
φsvirtual = svirtual
∃R
∧svirtual
1
∧s∃R,s1. 4.4
Rewriting of the Ontology In other words, the witness v verifies svirtual if it verifies both svirtual
∃R
and svirtual
1
(that is, both are verified by some anonymous node with v as the witness),
and the range of R can be validated against s1, expressed with the new shape
s∃R,s1. Then φs∃R,s1 = s∃R,s2 ∧s∃R,s3 if φs1 = s2 ∧s3 (and similarly for ∨). If
φs1 = (≥k P.s2), then φ∃R,s1 = ssucc
R,P , that is P has to be the successor of R in
G′. Let RewriteComplT denote the corresponding rewriting of C. In other words, the witness v verifies svirtual if it verifies both svirtual
∃R
and svirtual
1
(that is, both are verified by some anonymous node with v as the witness),
and the range of R can be validated against s1, expressed with the new shape
s∃R,s1. Then φs∃R,s1 = s∃R,s2 ∧s∃R,s3 if φs1 = s2 ∧s3 (and similarly for ∨). If
φs1 = (≥k P.s2), then φ∃R,s1 = ssucc
R,P , that is P has to be the successor of R in
G′. Let RewriteComplT denote the corresponding rewriting of C. Correctness of Rewriting. We now proceed to the correctness of our rewriting
procedure and start with the property of possibly infinite canonical models. Correctness of Rewriting. We now proceed to the correctness of our rewriting
procedure and start with the property of possibly infinite canonical models. Lemma 5 (Infinite canonical model). Let O be a DL-LiteR ontology, C a
concept in O, R and P properties in O, G a graph, v a node in G, and shapes
CO, Cv
O and Cs
O as specified in Algorithm 1. Then, the following holds: – G, CO ∪Cv
O ∪Cs
O |= φsvirtual
C
(v) iffthere is a node a1 in can(O, G) with the
witness v such that can(O, G) |= C(a1). |
(
) – G, CO ∪Cv
O ∪Cs
O |= φsvirtual
C
(v) iffthere is a node a1 in can(O, G) with the
witness v such that can(O, G) |= C(a1). 4.4
Rewriting of the Ontology – G, CO ∪Cv
O ∪Cs
O |= φssucc
R,P (v) iffthere are nodes a1, a2, a3 in can(O, G) with
th
it
h th t
(O G) |
R(
)
d
(O G) |
P(
) (
) |
(
)
– G, CO ∪Cv
O ∪Cs
O |= φssucc
R,P (v) iffthere are nodes a1, a2, a3 in can(O, G) with
the witness v such that can(O, G) |= R(a1, a2) and can(O, G) |= P(a2, a3). (
) |
(
)
– G, CO ∪Cv
O ∪Cs
O |= φssucc
R,P (v) iffthere are nodes a1, a2, a3 in can(O, G) with
the witness v such that can(O, G) |= R(a1, a2) and can(O, G) |= P(a2, a3). Example 8. We illustrate the rewriting of the running example. Shapes that are
not relevant for the reasoning are omitted. The presented shapes are ordered in
the way one would reason with them, starting bottom-up (which is possible if C
is not recursive). To illustrate the reasoning, we underline in each formula the
disjuncts for which one can construct a satisfying shape assignment. φsvirtual
A
= sA,
φsvirtual
∃U
= s∃U ∨svirtual
A
∨svirtual
∃U −
,
φs∃U = (≥1 U.⊤) ∨svirtual
∃U
,
φssucc
U,P = s∃U,
φs∃U,s2 = ssucc
U,P ,
φsvirtual
1
= svirtual
∃U
∧svirtual
2
∧s∃U,s2,
φs′
1 =≥1 U.s′
2 ∨svirtual
1
,
φsvirtual
2
= svirtual
∃P
,
φsvirtual
∃P
= s∃P ∨svirtual
∃U −
∨svirtual
∃P −
,
φsvirtual
∃U−= svirtual
∃U
. The only target of s is v, and v verifies φs w.r.t the rewritten set of shapes. ⊓⊔ φsvirtual
A
= sA,
φsvirtual
∃U
= s∃U ∨svirtual
A
∨svirtual
∃U −
,
φs∃U = (≥1 U.⊤) ∨svirtual
∃U
,
φssucc
U,P = s∃U,
φs∃U,s2 = ssucc
U,P ,
φsvirtual
1
= svirtual
∃U
∧svirtual
2
∧s∃U,s2,
φs′
1 =≥1 U.s′
2 ∨svirtual
1
,
φsvirtual
2
= svirtual
∃P
,
φsvirtual
∃P
= s∃P ∨svirtual
∃U −
∨svirtual
∃P −
,
φsvirtual
∃U−= svirtual
∃U
. The only target of s is v, and v verifies φs w.r.t the rewritten set of shapes. ⊓⊔ The only target of s is v, and v verifies φs w.r.t the rewritten set of shapes. ⊓⊔ e only target of s is v, and v verifies φs w.r.t the rewritten set of shapes. We are ready to present the main result of this section. 4.4
Rewriting of the Ontology ⊓⊔ We are ready to present the main result of this section. We are ready to present the main result of this section. O. Savković et al. 326 Theorem 2. Let O be a DL-LiteR ontology, C a set of SHACL+ shapes, s ∈C,
C′ the shapes returned by Algorithm 1, and s′ the rewriting of s in C′. Then,
for any graph G and node v in G it holds that: ⟨O, G⟩, C |= φs(v)
iff
G, C′ |=
φ′
s(v). Theorem 2. Let O be a DL-LiteR ontology, C a set of SHACL+ shapes, s ∈C,
C′ the shapes returned by Algorithm 1, and s′ the rewriting of s in C′. Then,
for any graph G and node v in G it holds that: ⟨O, G⟩, C |= φs(v)
iff
G, C′ |=
φ′
s(v). Note the size of the returned rewriting is polynomial in the size of O and C. Note the size of the returned rewriting is polynomial in the size of O and C 5
Related Work As discussed in Sect. 1, constraint validation in the presence of ontologies was
studied in [20,35,42]. While these approaches allow for very expressive ontologies
(e.g., SHOIN) they require an engine for disjunctive logic programs, which we
believe makes these approaches less practically interesting. Rewriting of conjunctive queries over OWL 2 QL ontologies of [9] cannot be
applied to SHACL shapes since they may be recursive or contain negation. From a more general prospective our rewriting can be seen a special case of
the backward-chaining algorithm [32] over ∀∃-rules (where the body and the head
are conjunctions of atoms, and only the variables that occur in the head can be
existentially quantified). However, in such cases the existence of a rewriting is
undecidable in general for arbitrary rules, and even for some decidable fragments,
differently from our approach, such algorithms may not terminate. Naturally, one may think of relating SHACL to Datalog programs [14] since
they poses recursion and negation. However, Datalog programs can at most
have one unique minimal model, and SHACL constraints should be checked for
all possible assignments [12] (including also non-minimal ones). If we consider
more expressive version of Datalog like Datalog with negation under the stable
model semantics (SMS) [14], then relating it to SHACL is more promising, while
the actual relation is not obvious as SMS is also based on minimal models. Nevertheless, our preliminary results show that this is not straightforward. 6
Conclusion We have studied the rewriting of constraints over ontologies for constrain vali-
dation. We focused on a prominent language for graph constraints SHACL and
on ontologies from the widely used OWL 2 QL ontology language. We defined
semantics for constraint rewriting, showed the non-existence of such rewritings in
the general case, and identified restrictions on SHACL to positive (but recursive)
fragment SHACL+ for which they always exist. For SHACL+ we showed how
to rewrite ontologies and SHACL+ constraints into the unique set of SHACL+
constraints. Moreover, SHACL+ validation over OWL 2 QL is tractable. We see this work as an important step towards practical constraint rewrit-
ing algorithms and systems. Next, we plan to analyse optimisation techniques
in order to obtain more efficient rewritings. For instance, we plan to consider
datatypes. They can be used to optimize eliminate unnecessary rewritings, but
this need to be done in a controlled way to ensure tractability (e.g., [38]). 327 SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting Then, we plan to extend this work to account for OWL 2 EL. Moreover, we
plan to implement our approach and evaluate it in various industrial settings
[11,24–27,33,34,37,39]. An important research direction is also to understand
how to repair data that fails to satisfy SHACL constraints and we see the work
on ontology evolution as a good source of inspiration [10,29,30,43]. Acknowledgments. This work was partially funded by the SIRIUS Centre, Norwe-
gian Research Council project number 237898; by the Free University of Bozen-Bolzano
projects QUEST, ROBAST and ADVANCED4KG. References Horrocks, I., Giese, M., Kharlamov, E., Waaler, A.: Using semantic technology to
tame the data variety challenge. IEEE Internet Comput. 20(6), 62–66 (2016) 20. Kharlamov, E., et al.: Capturing industrial information models with ontologies and
constraints. In: Groth, P., et al. (eds.) ISWC 2016. LNCS, vol. 9982, pp. 325–343. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-46547-0_30 g
(
)
//
g/
/
_
21. Kharlamov, E., et al.: SOMM: industry oriented ontology management tool. In:
ISWC Posters & Demos (2016) 22. Kharlamov, E., et al.: Ontology based data access in Statoil. J. Web Semant. 44,
3–36 (2017) 23. Kharlamov, E., et al.: Semantic access to streaming and static data at Siemens. J. Web Semant. 44, 54–74 (2017) 24. Kharlamov, E., Martín-Recuerda, F., Perry, B., Cameron, D., Fjellheim, R.,
Waaler, A.: Towards semantically enhanced digital twins. In: IEEE Big Data, pp. 4189–4193 (2018) (
)
25. Kharlamov, E., et al.: Towards simplification of analytical workflows with semantics
at Siemens (extended abstract). In: IEEE Big Data, pp. 1951–1954 (2018) 26. Kharlamov, E., et al.: Diagnostics of trains with semantic diagnostics rules. In:
Riguzzi, F., Bellodi, E., Zese, R. (eds.) ILP 2018. LNCS (LNAI), vol. 11105, pp. 54–71. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-99960-9_4 27. Kharlamov, E., et al.: Semantic rules for machine diagnostics: execution and man-
agement. In: CIKM, pp. 2131–2134 (2017) 28. Kharlamov, E., et al.: Finding data should be easier than finding oil. In: IEEE Big
Data, pp. 1747–1756 (2018) 29. Kharlamov, E., Zheleznyakov, D.: Capturing instance level ontology evolution for
DL-Lite. In: Aroyo, L., et al. (eds.) ISWC 2011. LNCS, vol. 7031, pp. 321–337. Springer, Heidelberg (2011). https://doi.org/10.1007/978-3-642-25073-6_21 30. Kharlamov, E., Zheleznyakov, D., Calvanese, D.: Capturing model-based ontology
evolution at the instance level: the case of DL-Lite. J. Comput. Syst. Sci. 79(6),
835–872 (2013) 31. Knublauch, H., Ryman, A.: Shapes constraint language (SHACL). W3C Recom-
mendation, vol. 11, no. 8 (2017) 32. König, M., Leclère, M., Mugnier, M., Thomazo, M.: Sound, complete and minimal
UCQ-rewriting for existential rules. Semant. Web 6(5), 451–475 (2015) 33. Mehdi, G., et al.: Semantic rule-based equipment diagnostics. In: d’Amato, C.,
et al. (eds.) ISWC 2017. LNCS, vol. 10588, pp. 314–333. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-68204-4_29 34. Mehdi, G., et al.: SemDia: semantic rule-based equipment diagnostics tool. In:
CIKM, pp. 2507–2510 (2017) 35. Motik, B., Horrocks, I., Sattler, U.: Bridging the gap between OWL and relational
databases. Web Semant. Sci. Serv. Agents World Wide Web 7(2), 74–89 (2009) 36. References 1. Freebase: an open, shared database of the world’s knowledge. freebase.com/ 2. Google KG. google.co.uk/insidesearch/features/search/knowledge.html 3. W3C: OWL 2 Web Ontology Language. www.w3.org/TR/owl2-overview/ 4. Abiteboul, S., Buneman, P., Suciu, D.: Data on the Web: From Relations to
Semistructured Data and XML. Morgan Kaufmann, Burlington (1999) 5. Abiteboul, S., Hull, R., Vianu, V.: Foundations of Databases. Addison-Wesley,
Boston (1995) 6. Arenas, M., Grau, B.C., Kharlamov, E., Marciuska, S., Zheleznyakov, D.: Faceted
search over RDF-based knowledge graphs. J. Web Semant. 37–38, 55–74 (2016) 7. Arenas, M., Gutiérrez, C., Pérez, J.: Foundations of RDF databases. In: Tessaris, S.,
et al. (eds.) Reasoning Web 2009. LNCS, vol. 5689, pp. 158–204. Springer, Heidelberg
(2009). https://doi.org/10.1007/978-3-642-03754-2_4 8. Boneva, I., Labra Gayo, J.E., Prud’hommeaux, E.G.: Semantics and validation of
shapes schemas for RDF. In: d’Amato, C., et al. (eds.) ISWC 2017. LNCS, vol. 10587, pp. 104–120. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-
68288-4
7 _
9. Calvanese, D., De Giacomo, G., Lembo, D., Lenzerini, M., Rosati, R.: Tractable
reasoning and efficient query answering in description logics: the DL-Lite family. JAR 39, 385–429 (2007) (
)
10. Calvanese, D., Kharlamov, E., Nutt, W., Zheleznyakov, D.: Evolution of DL –
Lite knowledge bases. In: Patel-Schneider, P.F., et al. (eds.) ISWC 2010. LNCS,
vol. 6496, pp. 112–128. Springer, Heidelberg (2010). https://doi.org/10.1007/978-
3-642-17746-0
8 _
11. Cheng, G., Kharlamov, E.: Towards a semantic keyword search over industrial
knowledge graphs (extended abstract). In: IEEE Big Data, pp. 1698–1700 (2017) 12. Corman, J., Reutter, J.L., Savković, O.: Semantics and validation of recursive
SHACL. In: Vrandečić, D., et al. (eds.) ISWC 2018. LNCS, vol. 11136, pp. 318–
336. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-00671-6_19 13. Corman, J., Reutter, J.L., Savkovic, O.: Semantics and validation of recursive
SHACL (extended version). Technical report KRDB18-1, KRDB Research Cen-
ter, Free University of Bozen-Bolzano (2018). https://www.inf.unibz.it/krdb/pub/
tech-rep.php 14. Dantsin, E., Eiter, T., Gottlob, G., Voronkov, A.: Complexity and expressive power
of logic programming. ACM Comput. Surv. 33(3), 374–425 (2001) 15. Ekaputra, F.J., Lin, X.: SHACL4p: SHACL constraints validation within Protégé
ontology editor. In: ICoDSE (2016) O. Savković et al. 328 16. Fan, W., Fan, Z., Tian, C., Dong, X.L.: Keys for graphs. PVLDB 8(12), 1590–1601
(2015) 7. Fan, W., Wu, Y., Xu, J.: Functional dependencies for graphs. In: SIGMOD
pp. 1843–1857 (2016) 18. Hansen, P., Lutz, C., Seylan, I., Wolter, F.: Efficient query rewriting in the descrip-
tion logic EL and beyond. In: IJCAI, pp. 3034–3040 (2015) 19. References Patel-Schneider, P.F.: Using description logics for RDF constraint checking and
closed-world recognition. In: AAAI (2015) 37. Ringsquandl, M., et al.: On event-driven knowledge graph completion in digital
factories. In: IEEE Big Data, pp. 1676–1681 (2017) SHACL Constraint Validation over Ontology-Enhanced KGs via Rewriting 329 38. Savkovic, O., Calvanese, D.: Introducing datatypes in DL-Lite. In: ECAI,
pp. 720–725 (2012) 39. Savković, O., et al.: Semantic diagnostics of smart factories. In: Ichise, R., Lecue, F.,
Kawamura, T., Zhao, D., Muggleton, S., Kozaki, K. (eds.) JIST 2018. LNCS,
vol. 11341, pp. 277–294. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-
04284-4
19 40. Soylu, A., et al.: OptiqueVQS: a visual query system over ontologies for industry. Semant. Web 9(5), 627–660 (2018) 41. Suchanek, F.M., Kasneci, G., Weikum, G.: YAGO: a core of semantic knowledge. In: Proceedings of WWW, pp. 697–706 (2007) 42. Tao, J., Sirin, E., Bao, J., McGuinness, D.L.: Integrity constraints in OWL. In:
AAAI (2010) 43. Zheleznyakov, D., Kharlamov, E., Horrocks, I.: Trust-sensitive evolution of DL-Lite
knowledge bases. In: AAAI, pp. 1266–1273 (2017)
|
https://openalex.org/W2565904822
|
https://bmcbioinformatics.biomedcentral.com/track/pdf/10.1186/s12859-016-1310-4
|
English
| null |
DegreeCox – a network-based regularization method for survival analysis
|
BMC bioinformatics
| 2,016
|
cc-by
| 8,535
|
© The Author(s). 2016 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: Modeling survival oncological data has become a major challenge as the increase in the amount of
molecular information nowadays available means that the number of features greatly exceeds the number of
observations. One possible solution to cope with this dimensionality problem is the use of additional constraints in
the cost function optimization. LASSO and other sparsity methods have thus already been successfully applied with
such idea. Although this leads to more interpretable models, these methods still do not fully profit from the relations
between the features, specially when these can be represented through graphs. We propose DEGREECOX, a method
that applies network-based regularizers to infer Cox proportional hazard models, when the features are genes and the
outcome is patient survival. In particular, we propose to use network centrality measures to constrain the model in
terms of significant genes. Results: We applied DEGREECOX to three datasets of ovarian cancer carcinoma and tested several centrality measures
such as weighted degree, betweenness and closeness centrality. The a priori network information was retrieved from
Gene Co-Expression Networks and Gene Functional Maps. When compared with RIDGE and LASSO, DEGREECOX shows
an improvement in the classification of high and low risk patients in a par with NET-COX. The use of network
information is especially relevant with datasets that are not easily separated. In terms of RMSE and C-index,
DEGREECOX gives results that are similar to those of the best performing methods, in a few cases slightly better. Conclusions: Network-based regularization seems a promising framework to deal with the dimensionality problem. The centrality metrics proposed can be easily expanded to accommodate other topological properties of different
biological networks. Keywords: Regularization, Cox proportional models, Network metrics a largely unsolved problem, especially when the num-
ber of features or covariates involved, such as related
to molecular data (which can easily reach tens of thou-
sands), greatly outnumbers the observations (typically in
the hundreds). This fact severely hampers the modeling
task, usually leading to a degradation in the classifier accu-
racy and a greater difficulty in extracting knowledge from
data [2, 3]. Furthermore, datasets suffering from this curse
of dimensionality often lead to over-fitted models which,
although they represent the training data, exhibit a sig-
nificant decrease in their accuracy on new observations
[4]. This problem may persist even when feature selection
and validation schemes are used. One possible solution to DegreeCox – a network-based
regularization method for survival analysis
André Veríssimo1,2, Arlindo Limede Oliveira2,3, Marie-France Sagot4,5 and Susana Vinga1*
From The 10th International Workshop on Machine Learing in Systems Biology (MLSB)
Den Haag, The Netherlands. 3-4 September 2016 From The 10th International Workshop on Machine Learing in Systems Biology (MLSB)
Den Haag, The Netherlands. 3-4 September 2016 *Correspondence: susanavinga@tecnico.ulisboa.pt
1IDMEC, Instituto Superior Técnico, Universidade de Lisboa, Lisboa, 1049-001
Portugal
Full list of author information is available at the end of the article The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449
DOI 10.1186/s12859-016-1310-4 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449
DOI 10.1186/s12859-016-1310-4 Background Precision medicine shows the promise of additional effi-
cacy by bringing more information into the diagnosis pro-
cess. It is, however, highly dependent on rapid advances
in science and technology as data analysis and knowl-
edge discovery techniques are indeed struggling to keep
pace with the challenges related to what computer sci-
entists have called big data [1]. In this regard, dealing
with the high-dimensionality of patients’ data represents Page 110 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Page 110 of 135 data [14]. Since there is an underlying structure on the
gene feature space given by the patterns of co-expression,
these correlations can be applied as constraints to the
Cox proportional hazards model. Although the results
are promising, there are still few studies that fully explore
the network properties of the feature space beyond this
connectivity. tackle this problem is to impose further constraints on the
solution space. This can be accomplished through regular-
ization methods, that penalize more complex structures
of the solution space. The goal is to penalize the cost func-
tion (e.g. quadratic error, log-likelihood) with additional
functions in order to impose a structure on the parameter
space. In this context, we propose and explore a novel network-
degree-constraint Cox proportional hazard model, that
we called DEGREECOX, which uses a priori knowledge to
leverage the correlation or functional information present
in gene expression data. In this survival model, a graph
degree constraint is introduced that expresses the impor-
tance of a gene by how highly connected it is in the overall
network. For linear regression, a regularization method that is
widely used is LASSO - Least Absolute Shrinkage and
Selection Operator [5], which penalizes the error function
with the L1 norm of the regression parameters, leading
to a sparse solution. Other possible regularizers include
feature or group sparsity, smoothness of the features’ coef-
ficients, or a graph representing how the features are
connected [5–11]. We applied DEGREECOX to identify gene expression
signatures associated with survival of ovarian carcinoma
patients. This type of cancer is the fifth-leading cause
of cancer death in US women [20]. DEGREECOX was
applied to three large-scale ovarian cancer gene expres-
sion datasets [20–22] to predict a patient’s risk and to
identify genes associated to death events. We compared
DEGREECOX with similar methods such as NET-COX [14]
and elastic net [6]. Background Our results show that using vertex
degree can improve the model in terms of its generaliza-
tion capability. These techniques have led to models that are par-
tially capable of dealing with the dimensionality prob-
lem
and,
additionally, are
able
to
improve
model
interpretability [12–14]. In this context, survival analysis in oncology research
represents one of the most challenging areas of applica-
tion, with the recent development of public databases such
as TCGA - The Cancer Genome Atlas [15]. Survival anal-
ysis involves modeling the time to an event of interest, by
uncovering relationships between the given covariates and
time distributions [16], and allowing for censored obser-
vations (for which the event does not occur). The Cox
proportional hazard model [16] is used to model these
relationships and has been widely applied in this con-
text. However, it also exhibits problems for datasets with
more covariates than observations. For example, using
genomic data to determine the relationship of the expres-
sion levels of thousands of genes to a death event leads
to an under-determined problem that can have multiple
solutions. The code to reproduce the results is available at http://
sels.tecnico.ulisboa.pt/gitlab/averissimo/degree-cox. Methods The proposed method DEGREECOX is based on applying
network-based regularizers in Cox proportional hazards
model estimation. This section will overview several reg-
ularizers based on centrality measures of a network and
will briefly describe which networks can be applied in
the context of gene expression data. Survival models and
regularization in the context of Cox regression are then
overviewed. Recent efforts to combine Cox modeling with regular-
ization techniques have already shown promising results
[11, 17, 18]. In particular, sparse models have been devel-
oped to identify a small set of gene signatures related to
high or low risk patients. Furthermore, the predictability
of the model was tested with datasets from five geograph-
ically distant populations [17]. Cox regularized models
have also been used to predict a patient’s risk of con-
version from a mild cognitive impairment to Alzheimer’s
disease [18]. Network centrality metrics A biological network is represented as a graph G :=
(V, E), with V denoting the set of vertices, or nodes, and
E the set of edges. In the present context of gene net-
works, G represents the co-expression or functional map
network where the vertices are P genes, with P := |V|, and
edges represent a weighted relation between two genes. The graph G may also be represented by a P ×P positively
weighted adjacency matrix that we denote by W. Besides these sparsity methods, other techniques tried
to embed network-based regularizers, following work on
group sparsity [19]. When the features can be connected
through a graph, one can further explore this struc-
ture in order to improve the models. One example is to
impose smoothness on the parameters associated with
connected features (in the network). This technique pro-
vided good results for modeling survival of ovarian cancer
patients where the features correspond to gene expression g
j
y
y
The matrix W is further normalized, leading to the
matrix S with sij = wij·
P
n=1 win
−1/2
·
P
n=1 wnj
−1/2
,
i.e., each normalized value in S is obtained by dividing the
weights by the square root of the sum over all rows and
columns. The matrix W is further normalized, leading to the
matrix S with sij = wij·
P
n=1 win
−1/2
·
P
n=1 wnj
−1/2
,
h
l
d
l
S
b
d b d
d
h j
j
j
i.e., each normalized value in S is obtained by dividing the
weights by the square root of the sum over all rows and
columns.
i.e., each normalized value in S is obtained by dividing the
weights by the square root of the sum over all rows and
columns. The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Page 111 of 135 Page 111 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Network centrality measures characterize each vertex
in a network, creating a ranking of the most relevant
ones [23]. Research on this topic emerged in the 1950s
on the role of central vertices in social networks [24–26]. Different metrics have been proposed in the literature. These typically use network topology to define a function
that determines a measure for vertex yi. Network centrality metrics Among the pro-
posed methods to classify important vertices are degree,
betweenness and closeness centrality, briefly described
below and illustrated in Fig. 1, where the size and color
of a vertex reflect the importance of the vertex for each
method. Betweenness centrality The betweenness centrality Bi is equal to the frequency
of the presence of vertex yi in the shortest paths between
every two vertices (yj, yk) in the network, i ̸= j ̸= k. This will rank vertices by their importance on the com-
munication flow of the network. It may be used to identify
possible bottlenecks or relevant regulators of the network. It is defined by: These typically use network topology to define a function
that determines a measure for vertex yi. Among the pro-
posed methods to classify important vertices are degree,
betweenness and closeness centrality, briefly described
below and illustrated in Fig. 1, where the size and color
of a vertex reflect the importance of the vertex for each
method. Bi =
P
j=1
P
k:k>j
gjk(yi)
gjk
,
(3) (3) where gjk is the number of shortest paths between yj and
yk and gjk(yi) is the number of shortest paths that include
vertex yi. Computation of this metric for dense graphs can
be done in (|V|3) time and for sparse graphs in O(|V|2 ·
log(|V|) + |V| · |E|) time. In the Results Section, all these measures will be tested
on real datasets in order to choose the best ones to be
integrated in the proposed regularizer. Degree centrality
h d
f The degree of a vertex is the number of its adjacent ver-
tices. Vertices with a high degree are called hubs and may
bridge the path between other low degree vertices in the
network keeping the network diameter low. The simplest
description of network centrality based on the degree of
a vertex was first presented by Nieminem [27] and counts
the adjacent edges of vertex yi: Closeness centrality The idea that the centrality of a vertex is related to its con-
nectivity in the network was suggested by [24, 25]. This
measure, denoted by C, is based on calculating, for each
vertex yi, its distance gji to every vertex yj, j ̸= i, in the net-
work, defined as the length of the corresponding shortest
path, summing all these distances and taking the inverse: di =
P
j=1
aij,
(1) (1) c−1
i
=
P
j̸=i
gji. (4) (4) where aij = 1 if vertices yi and yj are connected and aij = 0
otherwise. The rationale is that the more central vertices have
lower total distances from all other vertices. This measure
requires that the graph is connected, as two disconnected
vertices are at an infinite distance from one another. Extensions of this definition to include weighted net-
works have been proposed, where the values sij represent
the normalized weight of the connecting edge instead of a
binary value [28, 29]: di =
P
j=1
sij. (2) Regularized Cox regression A gene functional map (GFM) describes the functional
activity and corresponds to an interaction network that
includes information from ∼30, 000 genome-scale exper-
iments and ∼25, 000 human genes. It was built using
a regularized Bayesian integration system proposed by
Huttenhower and colleagues [31] and is available at http://
giant.princeton.edu/. Each edge between two genes is
probabilistically weighted based on experimental evidence
which integrates many different datasets. The functional
map used in the present work includes 7562 genes inferred
from experiments using ovarian cells. When the number of gene features P is much larger than
the observations n (n ≪P), the estimation procedure
exhibits identifiability problems. In fact, applying the stan-
dard Cox proportional hazard model to infer parameters
will lead to multiple possible solutions with a large num-
ber of non-zero parameters, which severely hampers the
classification of new observations. Cox proportional hazards model Given D = ((X1, Y1, δ1), · · · , (Xn, Yn, δn)), where Xi, i =
1, . . . , n is the gene expression profile of n patients over
P genes, X′
i = (Xi1, · · · , XiP), Y is the response variable
that indicates the survival time for patient i and δi is an
indicator of whether patient i has observed the event (δi =
1) or not (δi = 0). The hazard function for a patient given
his expression profile is given by: lL1L2(β, h0) =
n
i=1
−exp(X′
iβ)H0(ti)+
δi
log(h0(ti)) + X′
iβ
−1
2λ
α|β|1 + (1 −α)|β|2
2
,
(10) (10) h(t|Xi) = h0(t) exp(X′
iβ),
(5) (5) where β = (β1, · · · , βP) is a vector of regression coef-
ficients and h0(t) is the baseline hazard function. The
regression coefficients are estimated by maximizing the
Cox’s partial log-likelihood: where λ is the parameter controlling the penalizing weight
and α the balance between the two norms. In particular,
α = 0 leads to the RIDGE regression and when α = 1,
LASSO regression is obtained. The R package “glmnet” [11] was used to estimate the
coefficients with this type of regularizer. l(β) =
n
i=1
δi
⎧
⎨
⎩X′
iβ −log
⎡
⎣
n
j:yj≥yi
exp
X′
jβ
⎤
⎦
⎫
⎬
⎭. (6) (6) Gene networks (2) In order to apply a network-based regularizer, two types
of gene networks will be used: 1) Gene Co-expression
Networks (GCN); and 2) Gene Functional Maps (GFM). Both networks consider genes as vertices and the weight
of each edge corresponds to the association between the
connected genes, which can be the correlation between
gene expression or functional annotation. Methods to determine the centrality of a vertex are
local, since they are functions of the neighborhood of yi,
therefore not taking into account global properties. For
a comparison of multiple networks, this value should be
normalized by the total number of vertices [23]. Fig. 1 Centrality measures Page 112 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 The inference of the optimal coefficients ˆβ is done by
maximizing the total log-likelihood in two steps, alternat-
ing between maximizing with respect to β and updating
the h0(t) estimation (in Eq. 7). A gene co-expression network (GCN) is specific for
each dataset and is generated using the ranking of
Pearson’s correlation coefficients between gene gi and gj,
for all genes in the dataset [30]. The resulting matrix M, is
given by M−1
ij
= rij · rji, where rij is the position of gene gj
in the correlation ranking of gene gi. LASSO and RIDGE regression Strategies that can be used to minimize this problem
include the application of L1 and L2 norms, in order to
restrict the solution space, in particular imposing sparsity
and small coefficients for the parameters [5, 6, 33]. This
can be done by penalizing the total log-likelihood with a
weighted sum of the L1 and L2 norms, a method called
elastic net [6]: DEGREECOX regression The function proposed in DEGREECOX combines the total
log-likelihood of Cox regression with degree regulariza-
tion. As previously, the total log-likelihood is calcuted
using the Breslow estimator (Eq. 8). The novelty is the
introduction of a penalizing term that conveys a ver-
tex centrality information of the subjacent network. To
this purpose, both Gene Co-expression Networks (GCN)
and Gene Functional Maps (GFM) are used in order to
extract the corresponding vertex centrality information. More specifically, each of the different network centrality
measures is tested for each of the two networks. NET-COX regression In the NET-COX model previously proposed [14], a
Laplacian matrix constraint is introduced as a smoothness
operator among adjacent coefficients in the network. This
operator adds a cost, for every pair of genes connected
by an edge, which is proportional to the edge weight and
the difference between their coefficients. This hypothesis
determines that genes that are connected should be cor-
related. This implies that the coefficients of the features
related to the genes should be similar, i.e., vary smoothly
through the network. One of the most used estimators for the baseline hazard
is the Breslow estimator [32] given by: ˆh0(ti) =
1
n
j:yj≥ti exp(X′β). (7) (7) The partial likelihood and the Breslow estimator are
induced by the total log-likelihood: l(β, h0) =
n
i=1
−exp(X′
iβ)H0(ti)+
δi
log(h0(ti)) + X′
iβ
,
(8) g
The Laplacian is then given by: (8) δi
log(h0(ti)) + X′
iβ
, (β) = 1
2
p
i,j=1
Sij
βi −βj
2
= β′(I −S)β
= β′Lβ,
(11) with with (11) H0(ti) =
tk≤ti
h0(tk). (9)
= β′(I −S)β
= β′Lβ, (9) The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Page 113 of 135 where L is a positive semidefinite matrix derived from the
network. The the full model of NET-COX is based on: When adding the constraint to the Cox model, we get
the full likelihood as follows: lDegreeCox(β, h0) =
n
i=1
−exp(X′
iβ)H0(ti)+
δi
log(h0(ti)) + X′
iβ
−1
2λ
β′Dβ
. (14) lNETCOX(β, h0) =
n
i=1
−exp(X′
iβ)H0(ti)+
δi
log(h0(ti)) + X′
iβ
−1
2λβ′ ((1 −α) L + αI) β,
(12) (14) This model adds a cost for each gene/vertex that
increases as its coefficient βi increases, but is also
inversely proportional to how well connected that vertex
is in the graph, given by its degree. Thus, the objective
function drives the assignment of larger coefficients to
genes that are highly connected in the network. The ratio-
nale behind the application of this regularizer is then to
identify a set of genes that not only predicts the survival,
but that also has a relevant role in the underlying network. where λ is a parameter that controls the penalizing weight
of the regularizer and α is the parameter that weights the
two penalizations. Results and discussion In the following experiments, the DEGREECOX, NET-COX,
LASSO and RIDGE models were applied to ovarian can-
cer gene expression datasets. The experiments ran with
multiple parameter values, which were selected using
the same cross-validation technique as described in [14]. The selected models were then evaluated by comparing
the prognostic risk of each patient in the sample, the
obtained clustering in high and low risk groups based on
Kaplan-Meier estimators [34] and log-rank tests. Anal-
ysis of the deviance residues [35] and the concordance
c-index of the selected models [36] is also presented for all
combinations of datasets and methods. More formally, we introduce a network degree-based
constraint to the Cox model that uses the function ϒ(β)
as additional cost function: ϒ(β) =
p
i=1
β2
i dii = β′Dβ. (13) (13) Datasets and networks The three datasets used in these experiments, here-
after named Bonome, TCGA and Tothill, are publicly
available from three independent ovarian cancer studies
[20–22]. All three contain gene expression data and sur-
vival follow-up times for each patient in the study. The where D is a diagonal matrix with D−1
ii
= p
j=1 sij, i.e., the
inverse of the vertex weighted degree. Figure 2 illustrates this measure, that will be used in the
DEGREECOX method. Fig. 2 DEGREECOX network regularizer The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Page 114 of 135 Page 114 of 135 datasets were obtained from the HG-U133A platform and
the raw files were normalized using the Robust Multichip
Average (RMA) preprocessing methodology. Gene Functional Networks have an edge between any
pair of genes and, as a consequence, the diameter of the
networks is 1, making the centrality metrics based on
shortest paths or unweighted degree uninformative. In
order to tackle this problem, the original networks were
split into sub-networks by ranking the edges on their
weight and removing them if sij was below a given thresh-
old. By working with both the full network and smaller
sub-networks, we can attempt to better understand their
structure. g
g
gy
The Bonome dataset comprises the follow-up time, sur-
vival status and microarray gene expressions for 185
patients. The microarray data contain 12,442 gene expres-
sion levels [21]. The TCGA dataset comprises the follow-
up time, survival status and microarray gene expression of
517 patients and the microarray data contain 12,042 gene
expression levels [20]. The Tothill dataset also comprises
the follow-up time, survival status and microarray gene
expression of 278 patients and 19,816 gene expression lev-
els [22]. These three datasets have 6,965 genes in common
that were therefore adopted for all the experiments using
the Gene Co-expression Network. The same number of
genes are present in the Gene Functional Network, which
will be considered the benchmark to determine and con-
firm the weighted degree as the best centrality measure to
be used in DEGREECOX. The full network had 28,588,141 edges and was progres-
sively reduced using this method, by applying a threshold
that varied between 0 (full network) and 1 (fully discon-
nected). Each sub-network was then studied in terms of
its diameter, power law distribution and, for a ranking of
the vertices, according to their degree, weighted degree,
betweenness and closeness centrality measures. In Fig. Datasets and networks 3, we show how varying this threshold affects the
top ranking genes for the centrality measures described
and the total number of edges kept. High edge weights imply a strong connection between
the corresponding genes/vertices. This is desirable for
centrality measures such as the weighted degree. How-
ever, for the betweenness and closeness centrality mea-
sures, this would lead to more highly connected vertices
having lower betweenness, since they will not be
present in the shortest paths. In order to include these
strongly connected vertices, the following transformation
is applied in these cases: Two criteria for selecting the best centrality measure are
evaluated: 1) observing which metric better overlaps the
top ranking genes across metrics can help identify a good
candidate to test the proposed regularization method; and
2) looking into how rankings change for each metric as the
number of edges is reduced should also give insight into
the best candidate. For the first criterion, we take the 1,000 top-ranking
genes over the studied metrics and analyse their overlap. While the weighted degree and closeness have 90 % of
common genes, the betweenness overlaps with less than
45 % of either the closeness or weighted degree. We can
assess that the weighted degree and closeness hold similar
information as they value vertices that are well connected
in the network, locally for the first one and globally for
the latter. It is interesting how a local measure such as the
degree of a vertex gives similar results as when using a
global measure as is the closeness. s′
ij = log
1
sij
. (15) (15) Centrality measures evaluation In order to choose the most adequate centrality mea-
sure for the regularization, several tests where performed
regarding the topological and connectivity properties of
each network. The Gene Co-expression Networks and Fig. 3 Comparison of the fraction of top-ranked genes calculated for starting networks for the centrality metrics analized: a weighted degree,
b betweenness and c closeness. Sub-network properties obtained by removing edges from the starting network Fig. 3 Comparison of the fraction of top-ranked genes calculated for starting networks for the centrality metrics analized: a weighted degree,
b betweenness and c closeness. Sub-network properties obtained by removing edges from the starting network The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Page 115 of 135 Page 115 of 135 The second criterion is studied in Fig. 3, which denotes
the percentage of top-ranking genes that are kept with dif-
ferent measures as edges are being removed. A ranking
of the top 200 genes was calculated for all sub-networks
(represented in the x-axis). Each line denotes a differ-
ent starting network and shows the fraction of the top-
ranked genes that are kept as edges are removed. The
data shown in Fig. 3 indicate that the betweenness cen-
trality does not perform well with the full graph or big
sub-networks as the overlap deteriorates quite fast. On the
other hand, weighted degree and closeness show that the
top-ranking genes are mostly kept while removing edges,
until reaching a critical point near the sub-network with
1,000 edges. between the log-likelihood (Eq. 6) for each individual in
the dataset using the global inferred model ( ˆβ) and a
saturated, or full model, ( ˙β). The saturated model is a per-
fect fit for the data, as the β coefficients are allowed to
be different for each individual. This residual is centered
in zero and can be regarded as the generalization of the
residual sum of squares [37]: resDeviance = −2 log(l( ˆβ)) −log(l( ˙β)). (17) (17) The concordance c-index [38] is a relative measure that
will assess all permissible pairs of individuals in the sam-
ple and compare if their survival time is in line with the
hazard relative risk. Pairs where both individuals are cen-
sored or when only one is censored and has a shorter time
than the uncensored are not considered valid. Performance evaluation of the Cox models With the best candidate metric selected, experiments
were carried out with DEGREECOX using the weighted
degree of the network and compared against three exist-
ing models: NET-COX, LASSO and RIDGE. The latter
two are sub-cases of the elastic net with regularization
parameters α = 1 and α = 0, respectively. The other
parameters for the models were selected using five-fold
cross-validation, following the same procedure previously
used [14]. The Kaplan-Meier estimator [34] is a non-parametric
method that estimates the survival function, providing
information, at any time point in the data, about the frac-
tion of individuals where the event did not occur. It allows
for right censored data and, when calculated for two dif-
ferent groups, we use the log-rank test [39] to compare
survival distributions. In the cross-validation procedure, the dataset is parti-
tioned in 5 different folds, where four of them are used in
model training to find the model’s coefficients ( ˆβ(−i)
λα ) and
the i-th set is left out. This procedure is performed 5 times
for each (λ, α) parameter combination, or (λ), depending
on the model. The test itself will determine the parame-
ters that best fit the training data and perform best to new
unseen data. This is done by maximizing the partial like-
lihood (pl) between the full dataset (X) and the pl of the
test set (X(−i)). In order to test the predictability of the models the fol-
lowing procedure was used: find the best parameters for
a training dataset using 5-fold cross validation and then
test on the same dataset and 2 others. For example train
a model with Bonome to test with the TCGA and Tothill
dataset. The results obtained are summarized in Tables 1 and 2
to assess the generalization capability of the methods with
new data and how it fits with the training set. We observe that DEGREECOX, NET-COX and RIDGE
regression perform very similarly across all three evalua-
tion measurements. Regarding the deviances, as measured
by RSME, we can conclude that network information
improves the results in all the datasets except for TCGA
tested on TCGA, where RIDGE achieves lower deviances. For the Bonome and Tothill datasets, DEGREECOX has
the best results. When using cross-testing, NET-COX has
the best results for the Bonome and Tothill datasets and
DEGREECOX for the TCGA dataset. Centrality measures evaluation The algo-
rithm increases a concordance count by 1 with every pair
that is in one of three cases: (a) individual with higher
risk has shorter survival time; (b) hazard risks and survival
time are the same; (c) one individual is censored and has
a lower risk. Otherwise the count is increased by 0.5. The
c-index is calculated by dividing the count by the number
of permissible pairs [38]. Combining all information, we decided to choose
weighted degree as the network-based regularizer to be
used (DEGREECOX). It combines local and global informa-
tion on the network due to its similarity with the closeness
measure. The degree is more robust and predictable on
the impact of edge removal as well as it is cheaper to
compute. Performance evaluation of the Cox models NET-COX determines
a very good model using the Tothill dataset as train-
ing, but then alternates with RIDGE and DEGREECOX CV(λ, α) =
5
i=1
pl
X, ˆβ(−i)
λα
−pl
X(−i), ˆβ(−i)
λα
. (16) (16) Three different analytical methods were used to eval-
uate the models: the root mean squared error (RMSE);
the concordance index (c-index); and the Kaplan-Meier
estimator. The residuals used to calculate the RMSE were the
deviance residuals [37], that calculate the difference Page 116 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Table 1 Deviance and C-index results for models chosen by 5-fold cross-validation and tested on all 3 datasets (including 2 that were hidden from the training phase). The LASSO
and RIDGE methods do not use network information so the values for GCN and GFM are the same, they are only shown in both networks when they are better than DEGREECOX and
NET-COX
Train
Bonome
TCGA
Tothill
Test
Bonome
TCGA
Tothill
Bonome
TCGA
Tothill
Bonome
TCGA
Tothill
Network
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
RMSE
DEGREECOX 0.5581 0.7724 1.3189
1.1538
1.2139
1.1027
1.2367 1.3619
0.9201 0.8043 1.0573 1.1083
1.6326
1.2975
1.3749
1.1679
0.5116 0.7013
NET-COX
0.8131
0.8353
1.1438
1.1285 1.0992
1.0886 1.3514
1.3045 0.8361 0.8508 1.1003
1.0802 1.2917 1.2591 1.1612 1.1403 0.7363
0.7606
RIDGE
0.7807
1.1413
1.0986
1.3755
0.7215
1.1769
1.5649
1.3252
0.5432
LASSO
0.7887
1.4619
1.2586
1.7419
0.8105
1.3019
1.9595
1.4208
0.5444
C-Index DEGREECOX 0.9795 0.9401
0.6020
0.6037
0.6455
0.6494
0.6444
0.6427
0.8476 0.9089 0.6711 0.6695
0.6011
0.6088
0.6100
0.6215
0.9834 0.9519
NET-COX
0.9260
0.9202
0.6079
0.6054
0.6483
0.6506
0.6416
0.6439
0.8918 0.8892 0.6633
0.6705 0.6152 0.6106 0.6244 0.6250 0.9389
0.9352
RIDGE
0.9410
0.6177
0.6569
0.6492
0.9394
0.6579
0.6000
0.5926
0.9829
LASSO
0.9309
0.5615
0.6124
0.6405
0.9043
0.6399
0.5075
0.5728
0.9784
Values in bold represent the best performing method for the dataset/network combination (per RMSE and C-Index) Page 117 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Table 2 P-values for log-rank test results for models chosen by 5-fold cross-validation and tested on all 3 datasets (including 2 that were hidden from the training phase). The
log-rank tests the separation in two categories of patients, high and low risk based on the expression dataset, using the top and lower 40 % PI groups and the top and lower 50 % PI
groups. Performance evaluation of the Cox models The
dataset that had the worst separation was the Tothill one,
as LASSO and RIDGE perform in a similar way to the
other methods up until month 30, which can be seen
in Fig. 5c and d. Afterwards, both curves start to con-
verge to each other. This observation is coherent with
the p-value results of the log-rank test in Table 2. This
result in particular shows that enriching the models with
network-based information can lead to better predictive
models. To further evaluate how these accuracy measures vary,
we assessed the distribution of the residuals for the
different methods. In Fig. 4, we show a typical result
obtained when applying the four studied models on the
TCGA/Bonome example. This illustrates that all the resid-
uals exhibit a bimodal distribution. However DEGREECOX
leads to a smaller variance and LASSO presents the highest
dispersion of RMSE values. p
The results are slightly different when observing
the concordance c-index. The results of RIDGE are
consistently better than those of both NET-COX and
DEGREECOX. Although the difference is small, at most
of 2 %, between the models. LASSO continues to perform
worse than the other models with this evaluation measure. Finally, the comparison between the methods involved
the evaluation of their potential to correctly classify
patients accordingly to their survival risks. This was per-
formed by dividing the samples into two groups, high
and low risk individuals, based on each individuals’ esti-
mated hazard function and using a given (optimal) thresh-
old. This value, called prognostic index (PI), is estimated,
for each model, by choosing the threshold for PIn
=
P
i=1 Xi,n · βi that leads to the lowest p-value, as assessed
by the log-rank test. The results are slightly different when observing
the concordance c-index. The results of RIDGE are
consistently better than those of both NET-COX and
DEGREECOX. Although the difference is small, at most
of 2 %, between the models. LASSO continues to perform
worse than the other models with this evaluation measure. When measuring the separation between two groups by
assessing the p-value of the log-rank test, there is a slight
improvement in the results of DEGREECOX for the 50 %-
50 % partition over the top 40 %-lower 40 % case (where
20 % of the observations are excluded), which might indi-
cate a better performance in the presence of noisy infor-
mation. Performance evaluation of the Cox models The LASSO and RIDGE methods do not use network information so the values for GCN and GFM are the same, they are only shown in both networks when they are better
than DEGREECOX and NET-COX. The p-values when the model is tested on the same dataset used in training are always 0 and are ommited from the table
Train
Bonome
TCGA
Tothill
Test
TCGA
Tothill
Bonome
Tothill
Bonome
TCGA
Network
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
GCN
GFM
40 % PI Thres. DEGREECOX
2.084E-5
2.124E-5
0.0013
4.390E-4
2.046E-4
3.990E-4
6.547E −6
5.822E-6
9.833E-5
1.757E-4
8.347E-8
3.125E-8
NET-COX
1.082E-4
2.791E-5
7.726E-4
1.514E-4
2.815E-4
1.185E-4
4.241E-5
1.432E-6
1.696E-4
2.545E-4
7.717E-9
4.503E-9
RIDGE
1.594E-6
2.537E-4
4.233E-4
1.765E-5
0.0016
1.864E-5
LASSO
0.0364
0.0048
7.436E-5
0.0036
0.5630
0.0033
50 % PI Thres. DEGREECOX
3.332E-4
5.284E-5
0.0076
0.0084
4.394E-4
0.0090
5.781E-5
1.309E-4
0.0045
4.302E-4
5.264E-7
7.183E-7
NET-COX
2.169E-5
5.086E-5
0.0170
0.0179
0.0036
0.0015
1.247E-4
3.126E-4
0.0026
8.138E-4
1.105E-8
1.632E-7
RIDGE
1.795E-5
0.0013
3.193E-4
0.0029
0.0050
3.499E-5
LASSO
0.0720
0.0048
0.0022
0.0193
0.6464
0.0050
Values in bold represent the best method for the dataset/network combination (per 40 % and 50 % separation) Page 118 of 135 Page 118 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 on the other datasets. Such similar results are expected,
as both NET-COX and DEGREECOX use the same addi-
tional information, namely the GCN and GFM net-
works. The small difference in the results could be
explained by how the networks are being used. While
NET-COX takes the weighted edges of every two genes,
DEGREECOX takes the sum for every vertex losing
some detail in the process. However, this does not
seem relevant as the difference in the deviance is not
significant. high-risk group. The results obtained by using a 50 %-50 %
stratification are also reported since they correspond to a
less favorable partition of the patients, by including those
with intermediate risks. Then, the Kaplan-Meier curves
are estimated (Fig. 5) and log-rank tests performed, all
available as Additional file 1. The analysis was done for each model and shows that
when testing with the Bonome and TCGA datasets, there
is a statistically significant difference between the sur-
vival functions of the two groups across all models. Performance evaluation of the Cox models This will be further explored in the future. For
the 50 %-50 % partition and considering the log-rank tests,
RIDGE regression achieves the lowest p-values in half of
the tests. Comparing the methods that use network infor-
mation in this experimental setting, DEGREECOX achieves
better results than NET-COX for the majority of the com-
binations (except for Tothill training and testing on in the
TCGA). Finally, the comparison between the methods involved
the evaluation of their potential to correctly classify
patients accordingly to their survival risks. This was per-
formed by dividing the samples into two groups, high
and low risk individuals, based on each individuals’ esti-
mated hazard function and using a given (optimal) thresh-
old. This value, called prognostic index (PI), is estimated,
for each model, by choosing the threshold for PIn
=
P
i=1 Xi,n · βi that leads to the lowest p-value, as assessed
by the log-rank test. The separation of high and low risk patients is sta-
tistically significant although it could be improved by
adding as variables to the model physiological character-
istics, such as tumour stage, age groups, ethnicities or
gender. These are not currently included, as proposing
a new classifier is out of the scope of the present work,
that instead, introduces a new regularization model that
requires further research. We stratified the patients as in the NET-COX proposal
(Zhang et al. 2013), by assigning those with the lowest
40 % PI to the low-risk group, and the top 40 % PI to the −4
−2
0
2
4
0.0
0.2
0.4
0.6
0.8
Residuals (N = 185)
Density
DegreeCox rmse = 1.2367083
NetCox rmse = 1.3513747
Ridge rmse = 1.3755335
Lasso rmse = 1.7419194
Fig. 4 Residuals when models are trained with the correlation
network and TCGA dataset and tested with the Bonome dataset −4
−2
0
2
4
0.0
0.2
0.4
0.6
0.8
Residuals (N = 185)
Density
DegreeCox rmse = 1.2367083
NetCox rmse = 1.3513747
Ridge rmse = 1.3755335
Lasso rmse = 1.7419194
Fig. 4 Residuals when models are trained with the correlation
network and TCGA dataset and tested with the Bonome dataset The results obtained in this study for the NET-
COX model are comparable with those of the origi-
nal paper [14] using all the genes (see the Additional
file 1). Performance evaluation of the Cox models The obtained p-value results are of the same
order of magnitude between both experiments, with the
small differences being explained by differences in the
pre-processing. Although none of the methods seems to perform better
in all situations, we can conclude that including network
information does not deteriorate the accuracy and can
provide better interpretability of the obtained Cox sur-
vival models, which will be further explored in future
work. es dua s (
85)
Fig. 4 Residuals when models are trained with the correlation
network and TCGA dataset and tested with the Bonome dataset (
)
Fig. 4 Residuals when models are trained with the correlation
network and TCGA dataset and tested with the Bonome dataset The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Page 119 of 135 Fig. 5 Kaplan-Meier curves for high vs. low risk groups with the model learnt from the TCGA dataset and tested on Bonome (a and b) and Tothill
(c and d). When a death event occurs for an individual, the cumulative survival decreases Fig. 5 Kaplan-Meier curves for high vs. low risk groups with the model learnt from the TCGA dataset and tested on Bonome (a and b) and Tothill
(c and d). When a death event occurs for an individual, the cumulative survival decreases ig. 5 Kaplan-Meier curves for high vs. low risk groups with the model learnt from the TCGA dataset and tested on Bonom
c and d). When a death event occurs for an individual, the cumulative survival decreases Conclusions We proposed DEGREECOX, a novel method to estimate
survival models using network-based regularization. The
results show that DEGREECOX consistently performs as
well as NET-COX and RIDGE in all scenarios and with
better results against LASSO. The evaluation was per-
formed using deviance residuals and the log-rank test
of the Kaplan-Meier estimator for two different groups,
high risk and low risk individuals, and this is somewhat
expected as all three methods are based on the same
norm. Additional file 1: Kaplan Meier curves and log-rank tests. A PDF file that
includes figures of Kaplan-Meier curves and log-rank tests obtained for all
the combinations of the three datasets (Bonome, TCGA, Tothill) that are
described in the manuscript. (PDF 2682 kb) Declarations This article has been published as part of BMC Bioinformatics Volume 17
Supplement 16, 2016: Proceedings of the Tenth International Workshop on
Machine Learning in Systems Biology (MLSB 2016). The full contents of the
supplement are available online at http://bmcbioinformatics.biomedcentral. com/articles/supplements/volume-17-supplement-16. These methods show promising results, and possible
extensions can include more topological and network
measures. Other models beyond Cox can also be eas-
ily integrated in this framework. The analysis of different
types of network properties can also be tested further, and
combining different regularizers may lead to an improve-
ment of the classification accuracy. References 1. Murdoch TB, Detsky AS. The inevitable application of big data to health
care. JAMA. 2013;309(13):1351–2. http://dx.doi.org/10.1001/jama.2013. 393. 1. Murdoch TB, Detsky AS. The inevitable application of big data to health
care. JAMA. 2013;309(13):1351–2. http://dx.doi.org/10.1001/jama.2013. 393. 20. The Cancer Genome Atlas Research Network. Integrated genomic
analyses of ovarian carcinoma. Nature. 2011;474(7353):609–15. http://
www.nature.com/nature/journal/v474/n7353/full/nature10166.html#
group-1. 2. Robins JM, Ritov Y. Toward a curse of dimensionality appropriate (coda)
asymptotic theory for semi-parametric models. Stat Med. 1997;16(3):
285–319. http://onlinelibrary.wiley.com/doi/10.1002/(SICI)1097-
0258(19970215)16:3<285::AID-SIM535>3.0.CO;2-#/abstract. 21. Bonome T, Levine DA, Shih J, Randonovich M, Pise-Masison CA,
Bogomolniy F, Ozbun L, Brady J, Barrett JC, Boyd J, Birrer MJ. A gene
signature predicting for survival in suboptimally debulked patients with
ovarian cancer. Cancer Res. 2008;68(13):5478–86. 0258(19970215)16:3<285::AID-SIM535>3.0.CO;2-#/abstract. 3. Azar AT, Hassanien AE. Dimensionality reduction of medical big data
using neural-fuzzy classifier. Soft Comput. 20141–13. http://link.springer. com/article/10.1007/s00500-014-1327-4. 22. Tothill RW, Tinker AV, George J, Brown R, Fox SB, Lade S, Johnson DS,
Trivett MK, Etemadmoghadam D, Locandro B, Traficante N, Fereday S,
Hung JA, Chiew Y-E, Haviv I. Australian Ovarian Cancer Study Group. Gertig D, deFazio A, Bowtell DDL. Novel molecular subtypes of serous and
endometrioid ovarian cancer linked to clinical outcome. Clinical Cancer
Res. 2008;14(16):5198–208. http://clincancerres.aacrjournals.org/cgi/doi/
10.1158/1078-0432.CCR-08-0196. 4. Jain AK, Duin RPW, Mao J. Statistical pattern recognition: a review. IEEE
Trans Pattern Anal Mach Intell. 2000;22(1):4–37. 5. Tibshirani R. Regression shrinkage and selection via the Lasso. J R Stat Soc
Series B (Methodological). 1996;58(1):267–88. http://www.jstor.org/
stable/2346178. 5. Tibshirani R. Regression shrinkage and selection via the Lasso. J R Stat Soc
Series B (Methodological). 1996;58(1):267–88. http://www.jstor.org/
stable/2346178. 6. Zou H, Hastie T. Regularization and variable selection via the elastic net. J R Stat Soc Series B (Stat Methodol). 2005;67(2):301–20. http://
onlinelibrary.wiley.com/doi/10.1111/j.1467-9868.2005.00503.x/abstract. 6. Zou H, Hastie T. Regularization and variable selection via the elastic net. J R Stat Soc Series B (Stat Methodol). 2005;67(2):301–20. http://
onlinelibrary.wiley.com/doi/10.1111/j.1467-9868.2005.00503.x/abstract. 23. Freeman LC. Centrality in social networks conceptual clarification. Soc
Netw. 1978;1(3):215–39. http://www.sciencedirect.com/science/article/
pii/0378873378900217. 7. Tibshirani R, Saunders M, Rosset S, Zhu J, Knight K. Sparsity and
smoothness via the fused lasso. J R Stat Soc Series B (Statistical
Methodology). 2005;67(1):91–108. http://onlinelibrary.wiley.com/doi/10. 1111/j.1467-9868.2005.00490.x/abstract. 24. Bavelas A. Communication patterns in task-oriented groups. J Acoust Soc
Am. 1950;22:725–30. 25. Leavitt HJ. Some effects of certain communication patterns on group
performance. J Abnorm Soc Psychol. 1951;46(1):38–50. 8. Kim S, Xing EP. Tree-guided group lasso for multi-task regression with
structured sparsity. Consent for publication 16. Cox DR. Regression Models and Life-Tables. J R Stat Soc Ser B Methodol. 1972;34(2):187–220. http://www.jstor.org/stable/2985181. 17. Yoshihara K, Tsunoda T, Shigemizu D, Fujiwara H, Hatae M, Fujiwara H,
Masuzaki H, Katabuchi H, Kawakami Y, Okamoto A, Nogawa T,
Matsumura N, Udagawa Y, Saito T, Itamochi H, Takano M, Miyagi E,
Sudo T, Ushijima K, Iwase H, Seki H, Terao Y, Enomoto T, Mikami M,
Akazawa K, Tsuda H, Moriya T, Tajima A, Inoue I, Tanaka K. High-risk
ovarian cancer based on 126-gene expression signature is uniquely
characterized by downregulation of antigen presentation pathway. Clinical Cancer Res. 2012;18(5):1374–85. http://clincancerres.aacrjournals. org/content/18/5/1374. Author details
1 1IDMEC, Instituto Superior Técnico, Universidade de Lisboa, Lisboa, 1049-001
Portugal. 2Instituto Superior Técnico, Universidade de Lisboa, Lisbon 1049-001,
Portugal. 3Instituto de Engenharia de Sistemas e Computadores: Investigação
e Desenvolvimento (INESC-ID), Lisbon 1000-029, Portugal. 4ERABLE, Inria,
Villeurbanne, France. 5Laboratoire de Biométrie et Biologie Évolutive,
Université de Lyon, CNRS UMR 5558, F-69622, Villeurbanne, France. 18. Teipel SJ, Kurth J, Krause B, Grothe MJ. The relative importance of
imaging markers for the prediction of Alzheimer’s disease dementia in
mild cognitive impairment - Beyond classical regression. NeuroImage:
Clin. 2015;8:583–93. http://www.sciencedirect.com/science/article/pii/
S2213158215000984. Funding This work was partially supported by the European Union’s Horizon 2020
research and innovation program under grant agreement No. 633974 (SOUND
project), and FCT, through IDMEC, under LAETA, projects UID/EMS/
50022/2013 and PERSEIDS (PTDC/EMS-SIS/0642/2014). SV acknowledges
support by Program Investigador FCT (IF/00653/2012) from FCT, co-funded by
the European Social Fund (ESF) through the Operational Program Human
Potential (POPH). AV acknowledges support from FCT (SFRH/BD/97415/2013). Page 120 of 135 Page 120 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Published: 13 December 2016 19. Bach F, Jenatton R, Mairal J, Obozinski G. Structured sparsity through
convex optimization. Stat Sci. 2012;27(4):450–68. http://projecteuclid.org/
euclid.ss/1356098550. Availability of data and materials 13. Zhang JX, Song W, Chen ZH, Wei JH, Liao YJ, Lei J, Hu M, Chen GZ, Liao
B, Lu J, Zhao HW, Chen W, He YL, Wang HY, Xie D, Luo JH. Prognostic
and predictive value of a microRNA signature in stage II colon cancer: a
microRNA expression analysis. Lancet Oncol. 2013;14(13):1295–306. http://www.sciencedirect.com/science/article/pii/S1470204513704911. The code to reproduce the results is available at http://sels.tecnico.ulisboa.pt/
gitlab/averissimo/degree-cox. The dataset used is available at http://sels. tecnico.ulisboa.pt/software-archive/degree-cox-data.zip. 14. Zhang W, Ota T, Shridhar V, Chien J, Wu B, Kuang R. Network-based
survival analysis reveals subnetwork signatures for predicting outcomes
of ovarian cancer treatment. PLoS Comput Biol. 2013;9(3):e1002975. http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal. pcbi.1002975. Authors’ contributions AV and SV designed the study, AV implemented and performed the testings,
AV, ALO, MFS, SV analysed the results and wrote the manuscript. All authors
read and approved the manuscript. 15. The Cancer Genome Atlas Research Network. Comprehensive genomic
characterization defines human glioblastoma genes and core pathways. Nature. 2008;455(7216):1061–8. http://www.nature.com/nature/journal/
v455/n7216/abs/nature07385.html. Competing interests The authors declare that they have no competing interests. References In: Proceedings of the 27th International Conference
on Machine Learning (ICML-10); 2010. p. 543–550. 26. Sidney LS. Communication pattern and the adaptability of task-oriented
groups: an experimental study. Cambridge: Group Networks Laboratory,
Research Laboratory of Electronics; 1950. URL http://scholar.google.com/
scholar?cluster=12459043930717711313&hl=en&oi=scholarr. 9. Cheng W, Zhang X, Guo Z, Shi Y, Wang W. Graph-regularized dual Lasso
for robust eQTL mapping. Bioinformatics (Oxford England). 2014;30(12):
i139–48. http://bioinformatics.oxfordjournals.org/content/30/12/i139. 27. Juhani Nieminen. On the centrality in a graph. Scand J Psychol. 1974;15(1):332–6. http://onlinelibrary.wiley.com/doi/10.1111/j.1467-9450. 1974.tb00598.x/abstract. 10. Figueiredo MAT. Nowak, RD; 2014. http://arxiv.org/abs/1409.4005. 11. Simon N, Friedman JH, Hastie T, Tibshirani R. Regularization Paths for
Cox’s Proportional Hazards Model via Coordinate Descent. J Stat Sofw. 2011;39(5):1–13. http://www.jstatsoft.org/v39/i05. 28. Barrat A, Barthélemy M, Pastor-Satorras R, Vespignani A. The architecture
of complex weighted networks. Proc Natl Acad Sci USA. 2004;101(11):
3747–52. http://www.pnas.org/content/101/11/3747. 12. Lee T-F, Chao P-J, Ting H-M, Chang L, Huang Y-J, Wu J-M, Wang H-Y,
Horng M-F, Chang C-M, Lan J-H, Huang Y-Y, Fang F-M, Leung SW. Using Multivariate Regression Model with Least Absolute Shrinkage and
Selection Operator (LASSO) to Predict the Incidence of Xerostomia after
Intensity-Modulated Radiotherapy for Head and Neck Cancer. PLOS ONE. 2014;9(2):e89700. http://journals.plos.org/plosone/article?id=10.1371/
journal.pone.0089700. 29. Newman MEJ. Analysis of weighted networks. Phys Rev E. 2004;70(5):
056131. http://link.aps.org/doi/10.1103/PhysRevE.70.056131. 30. Zhang B, Horvath S. A general framework for weighted gene
co-expression network analysis. Stat Appl Genet Mol Biol. 2005; 4(1). http://www.degruyter.com/view/j/sagmb.2005.4.issue-1/sagmb.2005.4.1. 1128/sagmb.2005.4.1.1128.xml. Page 121 of 135 The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 31. Huttenhower C, Haley EM, Hibbs MA, Dumeaux V, Barrett DR, Coller HA,
Troyanskaya OG. Exploring the human genome with functional maps. Genome Res. 2009;19(6):1093–106. 32. Breslow N. Discussion on Professor Cox’s Paper. JR Stat Soc. 1972;34:216–17. 32. Breslow N. Discussion on Professor Cox’s Paper. JR Stat Soc. 1972;34:216–17. 32. Breslow N. Discussion on Professor Cox’s Paper. JR Stat Soc. 33. Hoerl AE, Kennard RW. Ridge regression: biased estimation for
nonorthogonal problems. Technometrics. 2000;42(1):80–6. http://dx.doi. org/10.2307/1271436. 33. Hoerl AE, Kennard RW. Ridge regression: biased estimation for
nonorthogonal problems. Technometrics. 2000;42(1):80–6. http://dx.doi. org/10.2307/1271436. 34. Kaplan EL, Meier P. Nonparametric estimation from incomplete
observations. J Am Stat Assoc. 1958;53(282):457–81. http://www. tandfonline.com/doi/abs/10.1080/01.6214591958.10501452. 34. Kaplan EL, Meier P. Nonparametric estimation from incomplete
observations. J Am Stat Assoc. 1958;53(282):457–81. http://www. tandfonline.com/doi/abs/10.1080/01.6214591958.10501452. 35. Therneau TM, Grambsch PM. Modeling Survival Data
Model. Springer Science & Business Media. 2000. 36. Harrell FE, Lee KL, Califf RM, Pryor DB, Rosati RA. Regression modelling
strategies for improved prognostic prediction. Stat Med. 1984;3(2):143–52. References http://onlinelibrary.wiley.com/doi/10.1002/sim.4780030207/abstract. 37. Collett D. Modelling Survival Data in Medical Research, Third Edition: CRC
Press; 2015. 38. Pinto JD, Carvalho AM, Vinga S. In: Pardalos P, Pavone M, Farinella GM,
Cutello V, editors. Outlier Detection in Cox Proportional Hazards Models
Based on the Concordance c-Index: Springer International Publishing;
2015, pp. 252–256. doi:10.1007/978-3-319-27926-8_22, http://link. springer.com/chapter/10.1007/978-3-319-27926-8_22. 39. Mantel N. Evaluation of survival data and two new rank order statistics
arising in its consideration. Cancer Chemother Rep Part 1. 1966;50(3):
163–70. http://europepmc.org/abstract/med/5910392. The Author(s) BMC Bioinformatics 2016, 17(Suppl 16):449 Submit your next manuscript to BioMed Central
and we will help you at every step: • We accept pre-submission inquiries
• Our selector tool helps you to find the most relevant journal
• We provide round the clock customer support
• Convenient online submission
• Thorough peer review
• Inclusion in PubMed and all major indexing services
• Maximum visibility for your research
Submit your manuscript at
www.biomedcentral.com/submit
and we will help you at every step:
|
https://openalex.org/W2793299928
|
https://figshare.com/articles/journal_contribution/Circulating_tumour_DNA_analyses_reveal_novel_resistance_mechanisms_to_CDK_inhibition_in_metastatic_breast_cancer/12482324/1/files/23146922.pdf
|
English
| null |
Circulating tumour DNA analyses reveal novel resistance mechanisms to CDK inhibition in metastatic breast cancer
|
Annals of oncology
| 2,018
|
cc-by
| 3,030
|
Circulating tumour DNA analyses reveal
novel resistance mechanisms to CDK
inhibition in metastatic breast cancer recommendations, not all patients with HRþ breast cancer
respond to CDK inhibition and a significant fraction progress
within 2 years of initiation of treatment [1–3]. This underscores
the need to identify mechanism of resistance to these targeted
therapies to anticipate and target novel or subclonal resistance
mechanisms driving breast cancer progression in these patients. Cyclin-dependent kinase (CDK) 4/6 inhibition has been demon-
strated to improve progression-free survival (PFS) in patients
with human epidermal growth factor receptor 2 (HER2), hor-
mone receptor positive (HRþ) in advanced breast cancer [1–3]. Palbociclib, ribociclib and abemaciclib are orally bioavailable
selective CDK 4/6 inhibitors. These small molecules likely bind
the ATP-binding pocket within the CDK4/6 protein kinases
thereby inhibiting phosphorylation of retinoblastoma tumour
suppressor protein (Rb). In its hypophosphorylated state Rb
remains bound to E2F thereby preventing progression through
the G1-S-cell cycle checkpoint [4]. The mechanism behind the
observed efficacy of CDK inhibition in metastatic breast cancer
may relate to a dependence of HRþ breast cancer on CDK4/6
activity to override Rb mediated repression of cell cycle progres-
sion (Figure 1) [5]. Circulating tumour DNA (ctDNA) describes molecules of
cell-free DNA circulating in plasma that originate from a
patient’s tumour. ctDNA analyses by next-generation sequenc-
ing are demonstrating translational utility within clinical con-
texts ranging from non-invasive screening [8], tracking cancer
burden and identifying residual disease in patients undergoing
treatment of their disease [9–11] and identifying cancer associ-
ated mutations with therapeutic implications [12, 13]. In this
edition of Annals of Oncology Condorelli et al. [14] leverage the
ability of ctDNA analysis to interrogate the mutational land-
scape of progressive metastatic cancer to highlight loss of
Rb function as a potential resistance mechanism to CDK4/6
inhibition. They provide a case-series of three patients treated at
different institutions, by separate investigators, who developed
progressive metastatic breast cancer following treatment with
CDK4/6 inhibitors. In each case evidence of somatic alteration
involving the RB1 gene was noted through plasma ctDNA analy-
ses at the point of disease progression. In the first patient a fra-
meshift event involving exon 8 of RB1 was observed that was
predicted to result in a non-functioning truncated version of
the protein. This event was not observed through NGS analysis
of a liver biopsy acquired before CDK4/6 inhibition. In the
second patient of the case-series four RB1 alterations were noted at
progression on palbociclib that were not detectable before initia-
tion of therapy. References 1. Hanahan D, Weinberg RA. Hallmarks of cancer: the next generation. Cell 2011; 144(5): 646–674. 10. Galon J, Mlecnik B, Marliot F et al. Validation of the immunoscore (IM)
as a prognostic marker in stage I/II/III colon cancer: results of a world-
wide consortium-based analysis of 1,336 patients. J Clin Oncol 2016;
34(suppl): 3500. 2. McAllister SS, Weinberg RA. The tumour-induced systemic environment
as a critical regulator of cancer progression and metastasis. Nat Cell Biol
2014; 16(8): 717–727. 3. Guinney J, Dienstmann R, Wang X et al. The consensus molecular sub-
types of colorectal cancer. Nat Med 2015; 21(11): 1350–1356. 11. Mlecnik B, Van den Eynde M, Bindea G et al. Comprehensive intrameta-
static immune quantification and major impact of immunoscore on sur-
vival. J Natl Cancer Inst 2018; 110(1): 97–108. 4. Huijbers A, Tollenaar RA, v Pelt GW et al. The proportion of tumor-
stroma as a strong prognosticator for stage II and III colon cancer
patients: validation in the VICTOR trial. Ann Oncol 2013; 24(1):
179–185. 12. Park JH, McMillan DC, Powell AG et al. Evaluation of a tumor
microenvironment-based prognostic score in primary operable colorec-
tal cancer. Clin Cancer Res 2015; 21(4): 882–888. 5. Park JH, Richards CH, McMillan DC et al. The relationship between
tumour stroma percentage, the tumour microenvironment and survival
in patients with primary operable colorectal cancer. Ann Oncol 2014;
25(3): 644–651. 13. Hynes SO, Coleman HG, Kelly PJ et al. Back to the future: routine
morphological assessment of the tumour microenvironment is prognos-
tic in stage II/III colon cancer in a large population-based study. Histopathology 2017; 71(1): 12–26. 6. Danielsen HE, Hveem TS, Domingo E et al. Prognostic markers for col-
orectal cancer: estimating ploidy and stroma. Ann Oncol 2018; 29(3):
616–623. 14. Le DT, Uram JN, Wang H et al. PD-1 blockade in tumors with
mismatch-repair deficiency. N Engl J Med 2015; 372(26): 2509–2520. 15. Roseweir AK, McMillan DC, Horgan PG, Edwards J. Colorectal cancer
subtypes: translation to routine clinical pathology. Cancer Treat Rev
2017; 57: 1–7. 7. Dekker TJ, van de Velde CJ, van Pelt GW et al. Prognostic significance
of
the
tumor-stroma
ratio:
validation
study
in
node-negative
premenopausal breast cancer patients from the EORTC perioperative
chemotherapy (POP) trial (10854). Breast Cancer Res Treat 2013;
139(2): 371–379. 8. Courrech Staal EF, Wouters MW, van Sandick JW et al. Annals of Oncology 9. Roxburgh CSD, McMillan DC. The role of the in situ local inflammatory
response in predicting recurrence and survival in patients with primary
operable colorectal cancer. Cancer Treat Rev 2012; 38(5): 451–466. Annals of Oncology Annals of Oncology References The stromal part
of adenocarcinomas of the oesophagus: does it conceal targets for ther-
apy? Eur J Cancer 2010; 46(4): 720–728. V
C The Author(s) 2018. Published by Oxford University Press on behalf of the European Society for Medical Oncology.
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 reuse, distribution, and
reproduction in any medium, provided the original work is properly cited. Downloaded from https://academic.oup.com/annonc/article-abstract/29/3/535/4815740
by Francis Crick Institute user
on 12 April 2018 V
C The Author(s) 2018. Published by Oxford University Press on behalf of the European Society for Medical Oncology.
This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://
reproduction in any medium, provided the original work is properly cited. Circulating tumour DNA analyses reveal
novel resistance mechanisms to CDK
inhibition in metastatic breast cancer Transcriptional activation of cyclin-D1 (CCND1) through the estrogen receptor
(ESR1), promotes dimerization of CCND1 and CDK4, and CCND1 and CDK6, escaping inhibition by p16. The cyclin-D/CDK complex phosphorylates Rb, releasing E2F to promote cell cycle pro-
gression through transcriptional activation of S-phase and G2/M gene sets. Additional transcriptional activation through E2F induction may affect genes involved in DNA methylation and
PD-L1 expression. Pharmacological inhibition of ER and CDK4/6 synergistically affects downstream activation of E2F and inhibits cell cycle progression in the context of wild-type Rb. Mutational inactivation of Rb promotes therapeutic resistance. plasma at progression (Chr13(GRCh37): g.48937094G>A) has
been previously shown in lung cancer to result in loss of the Rb
protein region responsible for the binding of Rb to E2F-
transcription factor complexes [15]. The final patient was observed
to have a p.His483Tyr RB1 variant following ribociclib that is pre-
dicted to be deleterious. There are however caveats to consider regarding this case-
series. The number of patients described within the manuscript is
small and there is no indication as to the frequency by which Rb1
alterations are detected at progression on CDK4/6 inhibition in
this patient population. Additionally, patients 1 and 3 in the
case-series were treated with two lines of therapy in between
the biopsies showing lack of RB1 alterations and ctDNA analyses
demonstrating acquired RB1 alterations—patient 1 received
everolimus and exemstane before palbociclib and patient 2
received
capecitabine
and
paclitaxel
following
ribociclib. Therefore, we cannot be certain that the acquisition of Rb1 altera-
tions solely associate with selective pressure induced by CDK4/6
inhibition. Advancing the findings reported in this case-series
will require a larger cohort to determine the incidence of Rb1
alterations as resistance mechanisms in patients with metastatic
breast cancer on CDK4/6 inhibitors. Furthermore, more frequent
ctDNA monitoring is necessary to follow the dynamics by which
RB1 alterations emerge and ascertain the association of their
emergence with disease progression. This study is of interest for the following reasons. Firstly, it
provides observational evidence of deleterious RB1 alterations
potentially being selected at disease progression following
intervention with CDK4/6 inhibitors in patients with metastatic
breast cancer. These observations build on a previous in vivo
investigation of CDK4/6 inhibitor resistance using patient-
derived tumour xenograft models that suggested Rb1 inactiva-
tion as a resistance mechanism to chronic CDK4/6 inhibition
[16]. Downloaded from https://academic.oup.com/annonc/article-abstract/29/3/535/4815740
by Francis Crick Institute user
on 12 April 2018 Circulating tumour DNA analyses reveal
novel resistance mechanisms to CDK
inhibition in metastatic breast cancer The variant with the highest allele frequency in CDK4/6 inhibitors have been approved by the US Food and
Drug Administration (FDA) for initial endocrine therapy in post-
menopausal women with metastatic or advanced HRþ/HER2
breast cancer in combination with an aromatase inhibitor and
for the treatment of endocrine therapy-resistant HRþ/HER2
advanced or metastatic breast cancer in combination with
Fulvesterant (a selective estrogen receptor degrader) [6]. In
December 2017 the National Institute for Health and Care
Excellence (NICE) has recommended CDK4/6 inhibitors in com-
bination with aromatase inhibition as a first-line option for treat-
ing locally advanced or metastatic HRþ/HER2 breast cancer
[7]. Despite the success of the clinical studies that led to these CDK4/6
Rb
CCND1
ESR1
CDK4/6
CCND1
p16
CDKi
E2F
E2F
Rb
P
P
P
P
M
G1
S
G2
ERi
E2F regulation of DNA
methylation & PD-L1
expression? Figure 1. Cell cycle progression through E2F regulation, and the role of CDK and estrogen (ER) inhibitors. Transcriptional activation of cyclin-D1 (CCND1) through the estrogen receptor
ESR1), promotes dimerization of CCND1 and CDK4, and CCND1 and CDK6, escaping inhibition by p16. The cyclin-D/CDK complex phosphorylates Rb, releasing E2F to promote cell cycle pro-
gression through transcriptional activation of S-phase and G2/M gene sets. Additional transcriptional activation through E2F induction may affect genes involved in DNA methylation and
PD-L1 expression. Pharmacological inhibition of ER and CDK4/6 synergistically affects downstream activation of E2F and inhibits cell cycle progression in the context of wild-type Rb. Mutational inactivation of Rb promotes therapeutic resistance. Editorials
Annals of Oncology Annals of Oncology Annals of Oncology Figure 1. Cell cycle progression through E2F regulation, and the role of CDK and estrogen (ER) inhibitors. Transcriptional activation of cyclin-D1 (CCND1) through the estrogen receptor
(ESR1), promotes dimerization of CCND1 and CDK4, and CCND1 and CDK6, escaping inhibition by p16. The cyclin-D/CDK complex phosphorylates Rb, releasing E2F to promote cell cycle pro-
gression through transcriptional activation of S-phase and G2/M gene sets. Additional transcriptional activation through E2F induction may affect genes involved in DNA methylation and
PD-L1 expression. Pharmacological inhibition of ER and CDK4/6 synergistically affects downstream activation of E2F and inhibits cell cycle progression in the context of wild-type Rb. Mutational inactivation of Rb promotes therapeutic resistance. Figure 1. Cell cycle progression through E2F regulation, and the role of CDK and estrogen (ER) inhibitors. Circulating tumour DNA analyses reveal
novel resistance mechanisms to CDK
inhibition in metastatic breast cancer Secondly, this study provides an early glimpse into the
potential of ctDNA panels to detect acquisition of actionable
alterations in patients who experience disease progression on
anticancer therapy. Such a resource could inform mechanisms
underlying resistance across a range of systemic therapies. There are advantages to ctDNA analyses as a research tool to
understand the biology of heavily treated metastatic disease. The non-invasive nature of ctDNA examination overcomes
barriers to tissue acquisition in late stage disease that include
poor patient health, increased risk from biopsy procedures
and cost. Given this work, it is notable that CDK4/6 inhibition has
recently been associated with increasing tumour cell antigen
presentation through a mechanism involving downregulation
of Rb1-E2F induced DNA methyltransferase 1 (DNMT1) activ-
ity, increased expression of endogenous retroviral elements and
type III interferon production [17]. This response to CDK4/6 Volume 29 | Issue 3 | 2018 References 17. Goel S, DeCristo MJ, Watt AC et al. CDK4/6 inhibition triggers anti-
tumour immunity. Nature 2017; 548(7668): 471. 1. Finn RS, Martin M, Rugo HS et al. Palbociclib and letrozole in advanced
breast cancer. N Engl J Med 2016; 375(20): 1925–1936. 1. Finn RS, Martin M, Rugo HS et al. Palbociclib and letrozole in advanced
breast cancer. N Engl J Med 2016; 375(20): 1925–1936. 1. Finn RS, Martin M, Rugo HS et al. Palbociclib and letrozole in advanced
breast cancer. N Engl J Med 2016; 375(20): 1925–1936. 18. Zhang J, Bu X, Wang H et al. Cyclin D–CDK4 kinase destabilizes PD-L1
via cullin 3-SPOP to control cancer immune surveillance. Nature 2018;
553(7686): 91. 2. Finn RS, Crown JP, Lang I et al. The cyclin-dependent kinase 4/6 inhibi-
tor palbociclib in combination with letrozole versus letrozole alone as
first-line treatment of oestrogen receptor-positive, HER2-negative,
advanced breast cancer (PALOMA-1/TRIO-18): a randomised phase 2
study. Lancet Oncol 2015; 16(1): 25–35. 2. Finn RS, Crown JP, Lang I et al. The cyclin-dependent kinase 4/6 inhibi-
tor palbociclib in combination with letrozole versus letrozole alone as
first-line treatment of oestrogen receptor-positive, HER2-negative,
advanced breast cancer (PALOMA-1/TRIO-18): a randomised phase 2
study. Lancet Oncol 2015; 16(1): 25–35. doi:10.1093/annonc/mdy017
Published online 17 January 2018 doi:10.1093/annonc/mdy017
Published online 17 January 2018 y
3. Cristofanilli M, Turner NC, Bondarenko I et al. Fulvestrant plus palbociclib
versus fulvestrant plus placebo for treatment of hormone-receptor-positive, 3. Cristofanilli M, Turner NC, Bondarenko I et al. Fulvestrant plus palbociclib
versus fulvestrant plus placebo for treatment of hormone-receptor-positive, 3. Cristofanilli M, Turner NC, Bondarenko I et al. Fulvestrant plus palbociclib
versus fulvestrant plus placebo for treatment of hormone-receptor-positive, Disclosure 16. Herrera-Abreu MT, Palafox M, Asghar U et al. Early adaptation and
acquired resistance to CDK4/6 inhibition in estrogen receptor–positive
breast cancer. Cancer Res 2016; 76(8): 2301–2313. The authors have declared no conflicts of interest. Funding This work is supported by the Francis Crick Institute, which
receives its core funding from Cancer Research UK (FC001169,
FC001202), the UK Medical Research Council (FC001169,
FC001202) and the Wellcome Trust (FC001169, FC001202). CS
is funded by Cancer Research UK (TRACERx and CRUK Cancer
Immunotherapy Catalyst Network), the CRUK Lung Cancer
Centre of Excellence, Stand Up 2 Cancer (SU2C), the Rosetrees
Trust, NovoNordisk Foundation (ID 16584), the Prostate Cancer
Foundation, the Breast Cancer Research Foundation and the
European Research Council (THESEUS), and support was pro-
vided to CS by the National Institute for Health Research, the
University College London Hospitals Biomedical Research
Centre and the Cancer Research UK University College London
Experimental Cancer Medicine Centre. 10. Garcia-Murillas I, Schiavon G, Weigelt B et al. Mutation tracking in cir-
culating tumor DNA predicts relapse in early breast cancer. Sci Transl
Med 2015; 7(302): 302ra133. 11. Tie J, Wang Y, Tomasetti C et al. Circulating tumor DNA analysis detects
minimal residual disease and predicts recurrence in patients with stage II
colon cancer. Sci Transl Med 2016; 8(346): 346ra92. 12. Zheng D, Ye X, Zhang MZ et al. Plasma EGFR T790M ctDNA status is
associated with clinical outcome in advanced NSCLC patients with
acquired EGFR-TKI resistance. Sci Rep. 2016; 6(1): 20913. 13. Thierry AR, El Messaoudi S, Mollevi C et al. Clinical utility of circulating
DNA analysis for rapid detection of actionable mutations to select meta-
static colorectal patients for anti-EGFR treatment. Ann Oncol 2017;
28(9): 2149–2159. 14. Condorelli R, Spring L, O’Shaughnessy J et al. Polyclonal RB1 mutations
and acquired resistance to CDK 4/6 inhibitors in patients with metastatic
breast cancer. Ann Oncol 2018; 29(3): 640–645. 15. Liu J, Lee W, Jiang Z et al. Genome and transcriptome sequencing of
lung cancers reveal diverse mutational and splicing events. Genome Res
2012; 22(12): 2315–2327. Annals of Oncology HER2-negative metastatic breast cancer that progressed on previous endo-
crine therapy (PALOMA-3): final analysis of the multicentre, double-blind,
phase 3 randomised controlled trial. Lancet Oncol 2016; 17(4): 425–439. HER2-negative metastatic breast cancer that progressed on previous endo-
crine therapy (PALOMA-3): final analysis of the multicentre, double-blind,
phase 3 randomised controlled trial. Lancet Oncol 2016; 17(4): 425–439. inhibition was ameliorated by silencing of RB1 and therefore
could conceivably underlie an immune predatory selection
pressure toward selection of Rb1 altered populations whilst
undergoing treatment with CDK4/6 inhibitors. The fact that
CDK4/6 inhibition has recently been shown to increase PD-L1
expression in mouse models of breast cancer provides a clear
rationale for anti-PD1 treatment as a combination therapy
with CDK4/6 inhibition before the emergence of Rb1 loss of
function [18]. 4. Asghar U, Witkiewicz AK, Turner NC, Knudsen ES. The history and
future of targeting cyclin-dependent kinases in cancer therapy. Nat Rev
Drug Discov 2015; 14(2): 130–146. 5. Thangavel C, Dean JL, Ertel A et al. Therapeutically activating RB: rees-
tablishing cell cycle control in endocrine therapy-resistant breast cancer. Endocrine Relat Cancer 2011; 18(3): 333–345. 6. Walker AJ, Wedam S, Amiri-Kordestani L, Bloomquist E, Tang S,
Sridhara R et al. FDA approval of palbociclib in combination with fulves-
trant for the treatment of hormone receptor-positive, HER2-negative
metastatic breast cancer. Clin Cancer Res 2016; 22(20): 4968–4972. C. Abbosh1, C. Swanton1,2 & N. J. Birkbak1,2*
1Cancer Research UK Lung Cancer Centre of Excellence, London and
Manchester; University College London Cancer Institute, London;
2Translational Cancer Therapeutics Laboratory, The Francis Crick
Institute, London, UK
(*E-mail: nicolai.birkbak@crick.ac.uk) 7. National Institute for Health and Care Excellence. Palbociclib with an aro-
matase inhibitor for previously untreated, hormone receptor-positive,
HER2-negative, locally advanced or metastatic breast cancer. Technology
Appraisal Guidance [TA495], December 2017. 8. Aravanis AM, Lee M, Klausner RD. Next-generation sequencing of
circulating tumor DNA for early cancer detection. Cell 2017; 168(4): 571–574. 9. Chaudhuri AA, Chabon JJ, Lovejoy AF et al. Early detection of molecular
residual disease in localized lung cancer by circulating tumor DNA
profiling. Cancer Discov 2017; 7(12): 1394–1403. Uncovering the links between systemic
hormones and oncogenic signaling in the
pathogenesis of meningioma between meningioma risk and sex hormones has been of keen
interest for decades, sparked by several observations. The most
important of these has been the finding of estrogen receptor and
progesterone receptor (PR) expression in a substantial portion of
meningiomas [1, 2]. In addition, a link between meningiomas
and hormones has been supported by the skewed gender distribu-
tion of meningiomas [3]. Low-grade meningiomas develop two
times more often in women than in men, and three times more A number of risk factors have been associated with meningioma
development including radiation exposure (radiation-induced
meningioma), female gender, germline mutations, high body
mass index and hormone exposure (Figure 1). The relationship doi:10.1093/annonc/mdy010 | 537
|
https://openalex.org/W4391117450
|
https://e-journallppmunsa.ac.id/index.php/jeb/article/download/1390/1348
|
Indonesian
| null |
ANALISIS PENYERAPAN TENAGA KERJA PADA SEKTOR USAHA MIKRO KECIL DAN MENENGAH DI KABUPATEN SUMBAWA
|
Jurnal ekonomi dan bisnis/Jurnal Ekonomi dan Bisnis
| 2,023
|
cc-by-sa
| 5,779
|
||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jour ||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
Pp. 458 - 469 ANALISIS PENYERAPAN TENAGA KERJA PADA SEKTOR
USAHA MIKRO KECIL DAN MENENGAH
DI KABUPATEN SUMBAWA Suci Lestari1, Marisa Sutanty2*
12Universitas Samawa, Sumbawa Besar, Indonesia Suci Lestari1, Marisa Sutanty2*
12Universitas Samawa, Sumbawa Besar, Indonesia Penulis Korespondensi: marishasutanty@gmail.com Article Info
Article History
Received: 13 Desember 2023
Revised: 26 Desember 2023
Published: 31 Desember 2023
Keywords
Sales Rate;
Wage Rate;
Labors Absorption. Abstrak This study aims to analyze labor absorption in the MSME sector in
Sumbawa District. The factors thought to influence labor absorption
in the MSME sector in Sumbawa District are sales rates and wage
rates. The type of this study was associative. The type of data used
was quantitative data in the form of sales data, wages and number of
labors obtained from documen or archip recording financial reports
for MSMEs in Sumbawa District which is the subject of the study. The population that is the subject of this study is all 153 milk candy
MSMEs in Penyaring Village, Sumbawa District. Determining the
sample in this study used a census sampling technique, which is a
sampling technique when all members of the population are used as
samples. Thus, the sample in this study was 153 MSMEs in Sumbawa
District. All of data was studied using multiple linear regression
analysis techniques, partial hypothesis testing (t test), simultaneous
hypothesis testing (F test), and determinant coefficient testing (R2). The results of this study showed that the sales rates and wage rates
have a positive and significant effect on labor absorption in the
MSME
sector
in
Sumbawa
District,
either
partially
or
simultaneously. The ability of the sales rates and wage rates
variables to influence the labor absorption in the MSME sector in
Sumbawa District is 74.1%, while the remaining 25.1% is influenced
by other variables not examined, such as capital, productivity level
and education level of the labors. PENDAHULUAN sebesar perusahaan besar namun kontinuitas dan konsistensi dari sumbangsih UMKM
terhadap pendapatan negara mengindikasikan kemampuannya menopang kondisi
perekonomian untuk dapat terus berjalan berkelanjutan secara konsisten dan menjadi
lapangan pekerjaan bagi tenaga kerja produktif dengan pendidikan mereka yang tidak
tinggi sebagai sumber pendapatan, pengurangan pengangguran, bentuk pemerataan
distribusi pendapatan (Novitasari, 2022). Berdasarkan pengalaman selama krisis yang telah terjadi Indonesia tersebut,
sudah sewajarnya jika pengembangan perekonomian di sektor swasta difokuskan pada
pengembangan UMKM. Secara umum, UMKM dalam perekonomian memiliki peran,
antara lain sebagai pemeran utama dalam kegiatan perekonomian, penyedia lapangan
kerja, pemain penting dalam pengembangan perekonomian lokal dan pemberdayaan
masyarakat, pencipta pasar baru dan sumber inovasi, dan kontribusinya terhadap neraca
pembayaran (Al-Farisi, et al., 2022). p
y
Dengan berdirinya usaha di sektor UMKM mampu menyerap jumlah angkatan
kerja yang siap bekerja tetapi belum mendapat pekerjaan sehingga dapat mengurangi
jumlah pengangguran. Berkembangnya partumbuhan di sektor UMKM artinya semakin
terbukanya kesempatan peluang kerja bagi masyarakat. Dengan berkurangnya jumlah
pengangguran berarti sektor UMKM banyak merekrut tenaga kerja yang berarti akan
membantu pemerintah dalam upaya mengurangi angka kemiskinan. UMKM
memegang
peranan
yang
cukup
besar
dalam
pembangunan
perekonomian. UMKM selain berperan sebagai penggerak pertumbuhan serta
pembangunan ekonomi juga mampu menyelesaikan permasalahan pengangguran karena
dapat menyediakan lapangan pekerjaan yang luas sehingga mampu menyerap tenaga
kerja dalam jumlah yang banyak. Oleh sebab itu, semakin baik dan banyak UMKM,
maka semakin baik juga pertumbuhan ekonomi dan berkurangnya pengangguran. Hal
tersebut dapat membantu dalam proses percepatan pemulihan perekonomian negara. Tenaga kerja merupakan unsur penting dalam sistem keterlaksanaan bisnis
UMKM. Kebutuhan tenaga kerja didasarkan pada pemikiran bahwa tenaga kerja dalam
masyarakat merupakan salah satu faktor yang potensial untuk pembangunan ekonomi
secara keseluruhan, dengan demikian jumlah penduduk Indonesia yang cukup besar
dapat menentukan percepatan laju pertumbuhan ekonomi. Kesempatan kerja yang
tersedia dan kualitas tenaga kerja yang digunakan akan menentukan proses
pembangunan ekonomi untuk menjalankan proses produksi dan juga sebagai pasar
barang dan jasa. Penyerapan tenaga kerja merupakan jumlah tertentu dari tenaga kerja yang
digunakan dalam suatu unit usaha tertentu atau dengan kata lain, penyerapan tenaga
kerja adalah jumlah tenaga kerja yang bekerja dalam suatu unit usaha. Menurut Todaro
(dalam Prasetyo dan Huda, 2019), penyerapan tenaga kerja merupakan permintaan
tenaga kerja guna melaksanakan pekerjaan atau kondisi yang menggambarkan pencari
kerja yang siap mengisi lapangan pekerjaan. Pandangan ini sejalan dengan Kawet et al.,
2019) yang menyatakan bahwa penyerapan tenaga kerja adalah jumlah tenaga kerja
yang dapat diserap oleh berbagai sektor pada suatu waktu. PENDAHULUAN Pada dasarnya, Indonesia merupakan negara dengan beranekaragam kekayaan
alam yang ada. Hal tersebut mengharuskan masyarakat untuk dapat mengelola dan
mengembangkan potensi atau kemampuannya sehingga mampu memanfaatkan potensi
yang dimiliki untuk menghasilkan peluang usaha. Oleh karena itu, untuk mengelola
potensi dan peluang tersebut dapat melalui pembentukan usaha mikro, kecil, dan
menengah. Keberadaan UMKM sangat penting dalam pertumbuhan ekonomi negara
serta dapat bermanfaat dan mendistribusikan pendapatan masyarakat (Aliyah, 2022). Sebutan UMKM merujuk pada kegiatan usaha yang dibentuk oleh warga negara,
baik berupa usaha pribadi ataupun badan usaha. Menurut Tulus T.H. Tambunan (dalam
Halim, 2020), usaha mikro, kecil, dan menengah (UMKM) adalah unit usaha yang
berdiri sendiri yang dilakukan oleh perorangan atau kelompok badan usaha pada semua
sektor ekonomi. Pada umumnya, perbedaan diantara usaha mikro (UMI), usaha kecil
(UK), dan usaha menengah (UM) dasarnya dibedakan oleh dua hal aspek yaitu aspek
pada nilai aset awal (tidak termasuk tanah dan bangunan) dan omset rata-rata per tahun
atau jumlah pekerja tetap. Pengalaman ketika terjadi krisis yang terjadi dalam beberapa waktu lalu,
berdampak pada banyak usaha besar mengalami perlambatan pertumbuhan bahkan
berhenti aktifitasnya. Namun, sektor UMKM terbukti tetap survive dan tetap hidup
dalam menghadapi krisis ekonomi dengan trend pertumbuhannya yang masih
menunjukan positif. UMKM sebagai sektor yang menunjukkan mampu terus
berkontribusi meski jika dilihat dari skala hasil yang disumbangkan terhadap PDB tidak 458 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469
sebesar perusahaan besar namun kontinuitas dan konsistensi dari sumbangsih UMKM
terhadap pendapatan negara mengindikasikan kemampuannya menopang kondisi
perekonomian untuk dapat terus berjalan berkelanjutan secara konsisten dan menjadi
lapangan pekerjaan bagi tenaga kerja produktif dengan pendidikan mereka yang tidak
tinggi sebagai sumber pendapatan, pengurangan pengangguran, bentuk pemerataan
distribusi pendapatan (Novitasari, 2022). B d
k
l
l
k i i
l h
j di I d
i
b ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469
sebesar perusahaan besar namun kontinuitas dan konsistensi dari sumbangsih UMKM
terhadap pendapatan negara mengindikasikan kemampuannya menopang kondisi ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jou http://e-journallppmunsa.ac.id/index.php/jeb sebesar perusahaan besar namun kontinuitas dan konsistensi dari sumbangsih UMKM
terhadap pendapatan negara mengindikasikan kemampuannya menopang kondisi
perekonomian untuk dapat terus berjalan berkelanjutan secara konsisten dan menjadi
lapangan pekerjaan bagi tenaga kerja produktif dengan pendidikan mereka yang tidak
tinggi sebagai sumber pendapatan, pengurangan pengangguran, bentuk pemerataan
distribusi pendapatan (Novitasari, 2022). PENDAHULUAN Dalam kaitannya dengan penyerapan tenaga kerja, ada berbagai macam faktor
yang mempengaruhi penyerapan tenaga kerja pada sektor UMKM, salah satunya adalah
tingkat penjualan. Tingkat penjualan atau volume penjualan adalah hasil akhir yang
dicapai perusahaan dari hasil penjualan produk yang dihasilkan oleh perusahaan
tersebut. Volume penjualan tidak memisahkan secara tunai maupun kredit tetapi
dihitung secara keseluruhan dari total yang dicapai. Menurut Kotler dan Amstrong
(2019), tingkat penjualan sangat berpengaruh penting bagi penyerapan tenaga kerja, 459 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jou http://e-journallppmunsa.ac.id/index.php/jeb karena semakin tinggi peningkatan penjualan suatu produk, maka akan semakin banyak
pula tenaga kerja yang dibutuhkan. karena semakin tinggi peningkatan penjualan suatu produk, maka akan semakin banyak
pula tenaga kerja yang dibutuhkan. Hal ini sejalan dengan Menurut Swastha (2020) yang menyatakan bahwa tingkat
penjualan adalah akumulasi dari kegiatan penjualan suatu produk barang-barang dan
jasa yang dihitung secara keseluruhan selama kurun waktu tertentu secara terus menerus
atau dalam satu proses akuntansi. Volume penjualan dapat diukur dengan dua cara,
yaitu pertama, mencapai target penjualan, yang dapat diukur dengan unit produk yang
terjual. Kedua, kenaikan jumlah penjualan, keuntungan yang meningkat di peroleh dari
total nilai penjualan nyata perusahaan dalam suatu periode tertentu. Tingkat penjualan
suatu usaha dapat mempengaruhi kebutuhan tenaga kerja, karena semakin besar tingkat
penjualan, maka penerimaan perusahaan akan semakin banyak sehingga dapat berakibat
pada penambahan tenaga kerja dengan tujuan menambah jumlah produksinya. Faktor lain yang dapat mempengaruhi penyerapan tenaga kerja pada sektor
UMKM adalah tingkat upah. Upah yaitu pembayaran yang diperoleh karena berbagai
bentuk jasa yang disediakan dan diberikan oleh tenaga kerja kepada para pengusaha. Menurut Sukirno (2017), upah adalah hak pekerja/buruh yang diterimah dan dinyatakan
dalam bentuk uang sebagai imbalan dari pengusaha atau pemberi kerja kepada
pekerja/buruh yang ditetapkan dan dibayar menurut suatu perjanjian kerja, kesepakatan,
atau peraturan perundangan-undangan, termasuk tunjangan bagi pekerja/buruh dan
keluarganya atas suatu pekerjaan dan jasa yang telah dilakuakan. Tujuan penetapan
upah minimum adalah untuk meningkatkan taraf hidup pekerja sesuai dengan kebutuhan
hidupnya. Upah merupakan hal yang paling utama dalam ketenagakerjaan. Pemberian upah
yang adil dan setimpal akan memicu motivasi kerja yang tinggi sehingga kinerja para
buruh/pekerja menjadi lebih baik dan tentunya pengaruh terhadap pendapatan
perusahaan. Upah merupakan upaya yang dilakukan untuk memberi jaminan
terpenuhinya kebutuhan hidup pekerja. Jika nilai upah yang ditawarkan oleh suatu
perusahaan dinilai tidak mencukupi untuk memenuhi kebutuhan hidup pekerja, maka
pekerja tersebut akan menolak pekerjaan yang ditawarkan (Junrillah, et al., 2021). PENDAHULUAN Kenaikan upah memang dapat meningkatkan kesempatan kerja melalui
peningkatan konsumsi, namun dalam beberapa kasus kenaikan upah justru berdampak
negatif terhadap penyerapan tenaga kerja itu sendiri. Tingginya tingkat upah yang
ditetapkan kemungkinan besar akan menyebabkan pengusaha mengurangi penggunaan
tenaga kerja sehingga akan berdampak pada berkurangnya penyerapan tenaga kerja. Hal
ini sesuai dengan Mankiw (dalam Surianto, et al., 2021) yang menyatakan bahwa Upah
tenaga kerja, bagi perusahaan merupakan biaya produksi sehingga dengan
meningkatnya upah tenaga kerja akan mengurangi keuntungan perusahaan. Pada
umumnya, perusahaan akan mengambil kebijakan pengurangan tenaga kerja guna
mengurangi biaya produksi sehingga akan berdampak pada berkurangnya tenaga kerja
yang dibutuhkan. Desa Penyaring yang menajdi lokasi dilaksanakannya penelitian ini adalah salah
satu daerah di Kabupaten Sumbawa yang memiliki potensi dan kekayaan alam yang
cukup melimpah, salah satunya adalah susu sapi dan kerbau. Susu sapi dan kerbau
tersebut banyak dimanfaatkan oleh masyarakat sebagai bahan dasar untuk membuat
produk olahan permen susu. Seiring pemasaran permen susu yang semakin luas, maka
permintaan atas permen susu juga semakin meningkat. Dampaknya, para pengusaha
permen susu dituntut agar dapat meningkatkan volume produksinya untuk memenuhi
permintaan pasar sehingga kebutuhan terhadap faktor produksi semakin meningkat,
salah satunya adalah tenaga kerja. 460 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jou Penyerapan tenaga kerja pada UMKM permen susu di Desa Penyaring memiliki
dua faktor yang paling berpengaruh, yaitu tingkat penjualan dan tingkat upah. Tingkat
penjualan permen susu di Desa Penyaring mengalami peningkatan sejak beberapa waktu
yang lalu, hal ini dapat dilihat dari permintaan permen susu yang sudah menjangkau
hingga keluar kota Sumbawa. Tingginya permintaan permen susu ini menyebabkan para
pedagang menambah jumlah produksinya, sehingga secara otomatis kebutuhan akan
tenaga kerja produksi juga bertambah. Begitu juga dengan tingkat upah tenaga kerja
yang meningkat akan membawa dampak yang signifikan pada penyerapan tenaga kerja. Dengan adanya tingkat upah yang bertambah akan memicu motivasi kerja yang tinggi
sehingga dapat meningkatkan partisipasi kerja. Peran usaha mikro, kecil dan menengah (UMKM) memiliki arti yang begitu
penting bagi suatu daerah terutama sebagai salah satu penggerak pertumbuhan ekonomi
daerah dan penyedia lapangan kerjas sehingga keberadaan UMKM dipandang sangat
penting guna meningkatkan kesempatan kerja sebagai upaya untuk mengurangi angka
pengangguran dan kemiskinan di daerah Kabupaten Sumbawa. PENDAHULUAN Oleh karena itu, peneliti
tertarik untuk melakukan analisis lebih mendalam menggunakan faktor tingkat
penjualan dan tingkat upah sehingga nantinya dapat diketahui apakah variabel tersebut
berpengaruh atau tidak terhadap penyerapan tenaga kerja pada sektor UMKM di
Kabupaten Sumbawa. METODE PENELITIAN
Desain Penelitian Penelitian ini adalah penelitian asosiatif. Penelitian asosiatif menurut Darmanah
(2019) merupakan penelitian yang bertujuan untuk mengetahui hubungan antara dua
variabel atau lebih. Pada penelitian ini, jenis penelitian asosiatif dilakukan untuk
menganalisis penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. Adapun faktor-faktor yang diduga mempengaruhi penyerapan tenaga kerja pada sektor
UMKM di Kabupaten Sumbawa adalah tingkat penjualan dan tingkat upah. Berdasarkan tujuan tersebut, maka kerangka pemikiran penelitian ini dapat digambarkan
sebagai berikut. Gambar 1. Alur Penelitian. Tingkat Penjualan (X1)
Tingkat Upah (X2)
Penyerapan Tenaga Kerja (Y) Gambar 1. Alur Penelitian. http://e-journallppmunsa.ac.id/index.php/jeb Teknik Analisis Data Penelitian ini dilakukan dengan tujuan untuk menganalisis faktor-faktor yang
mempengaruhi penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa
yang terdiri atas tingkat penjualan dan tingkat upah. Seluruh data yang telah
dikumpulkan akan diolah dengan menggunakan bantuan program SPSS untuk dikaji
menggunakan teknik analisis regresi linier berganda, uji hipotesis parsial (uji t), uji
hipotesis simultan (uji F), dan uji koefisien determinan (R2) (Ghozali, 2021). Populasi dan Sampel p
p
Populasi merupakan keseluruhan anggota, kejadian, atau objek yang memiliki
karakteristik tertentu yang telah ditetapkan sebagai subjek penelitian. Menurut Arikunto
(2019), populasi adalah keseluruhan subjek penelitian. Berdasarkan definisi tersebut,
maka populasi yang menjadi subjek pada penelitian ini adalah seluruh UMKM permen
susu yang berada di Desa Penyaring Kabupaten Sumbawa yang berjumlah 153 unit. Sedangkan sampel adalah bagian kecil dari anggota populasi yang diambil
menurut prosedur tertentu sehingga dapat mewakili populasinya. Arikunto (2019)
menyatakan bahwa sampel adalah sebagian atau wakil dari populasi yang
diteliti. Apabila peneliti ingin meneliti semua elemennya yang ada dalam wilayah
penelitian maka penelitiannya merupakan penelitian populasi. Sesuai dengan definisi
tersebut, maka seluruh anggota populasi akan dijadikan sebagai sampel sehingga
penelitiannya merupakan penelitian populasi. Penentuan sampel pada penelitian ini
menggunakan teknik sensus sampling (sampel jenuh), yaitu teknik penentuan sampel
bila semua anggota populasi digunakan sebagai sampel. Dengan demikian, maka sampel
pada penelitian ini adalah seluruh UMKM permen susu yang berada di Desa Penyaring
Kabupaten Sumbawa yang berjumlah 153 unit. Teknik Pengumpulan Data Dalam penelitian, peneliti menggunakan teknik dokumentasi untuk pengumpulan
data sekunder. Menurut Nawawi (2019), teknik dokumentasi adalah cara
mengumpulkan data yang dilakukan dengan kategorisasi dan klasifikasi bahan-bahan
tertulis yang berhubungan dengan masalah penelitian, baik sumber dari dokumen
maupun buku-buku, koran, majalah dan lain-lain. Berdasarkan pengertian tersebut,
maka dapat dikatakan bahwa teknik dokumentasi merupakan teknik pengumpulan data
yang membutuhkan dokumen-dokumen yang berkaitan dengan objek penelitian untuk
dianalisis. Adapun dokumen-dokumen yang dikumpulkan pada penelitian ini
merupakan data penjualan, upah dan jumlah tenaga kerja yang diperoleh dari dokumen
atau arsip pencatatan laporan keuangan UMKM di Kabupaten Sumbawa. HASIL DAN PEMBAHASAN 1. Analisis Regresi Linear Berganda Jenis dan Sumber Data Jenis data yang digunakan dalam penelitian ini adalah data kuantitatif. Menurut
Siregar (2017), data kuantitatif adalah adalah data yang berupa angka. Sesuai dengan
bentuknya, data kuantitatif dapat diolah atau dianalisa dengan menggunakan teknik
perhitungan stastik. Adapun data kuantitatif yang digunakan pada penelitian ini adalah
data penjualan, upah dan jumlah tenaga kerja. Data yang digunakan dalam penelitian ini diperoleh dari sumber sekunder, yaitu
sumber yang tidak langsung memberikan data kepada pengumpulan data. Data sekunder
didapatkan dari sumber yang sudah ada, antara lain dari dokumentasi dan literatur
(Sugiyono, 2021). Dalam penelitian ini, data sekunder yang digunakan adalah data
penjualan, upah dan jumlah tenaga kerja yang diperoleh dari dokumen atau arsip
pencatatan laporan keuangan UMKM di Kabupaten Sumbawa. 461 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jour 1. Analisis Regresi Linear Berganda Menurut (Sujarweni, 2020) menyebutkan bahwa analisis regresi linear
berganda adalah regresi yang memiliki satu variabel dependen dan lebih dari satu
variabel independent. Analisis regresi linear berganda digunakan untuk melihat
pengaruh signifikan variabel independen terhadap variabel dependen dengan cara
membuat persamaan garis regresi linear berganda. Pada penelitian ini, analisis
regresi linear berganda digunakan untuk mengkaji pengaruh variabel independent,
yaitu tingkat penjualan (X1) dan tingkat upah (X2) terhadap variabel dependen adalah
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa (Y). 462 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jou Berdasarkan hasil pengujian yang telah dilakukan dengan bantuan aplikasi
SPSS, diperoleh nilai koefisien regresi yang disajikan pada tabel berikut. Tabel 1. Hasil Pengujian Regresi Linear Berganda
Coefficientsa Tabel 1. Hasil Pengujian Regresi Linear Berganda
Coefficientsa
Model
Unstandardized
Coefficients
Standardized
Coefficients
t
Sig. B
Std. Error
Beta
1 (Constant)
1.112
.245
4.546
.000
Tingkat Penjualan
.092
.022
.900
4.182
.000
Tingkat Upah
.050
.010
.596
2.770
.006
a. Dependent Variable: Penyerapan Tenaga Kerja
Sumber: Output SPSS (data sekunder diolah), 2023. Berdasarkan tabel tersebut, maka dapat dirumuskan persamaan regresi linear
berganda sebagai berikut: Y = a + β1X1 + β2X2 + e
Y = 1.112 + 0.092 (X1) + 0.050 (X2) + e Y = a + β1X1 + β2X2 + e
Y = 1.112 + 0.092 (X1) + 0.050 (X2) + e Y = a + β1X1 + β2X2 + e
Y = 1.112 + 0.092 (X1) + 0.050 (X2) + e Keterangan: Y = Penyerapan Tenaga Kerja (Variabel Dependent) β
= Koefisien Regresi Variabel Independent β
= Koefisien Regresi Variabel Independent
X1 = Tingkat Penjualan (Variabel Independent 1) X1 = Tingkat Penjualan (Variabel Independent 1) = Tingkat Upah (Variabel Independent 2) e
= Error term (faktor pengganggu) atau residu (5%). Persamaan regresi linear berganda tersebut dapat diinterpretasikan sebagai
berikut: a. Nilai constanta (a) sebesar 1.112, hal ini menunjukan bahwa apabila nilai
variabel-variabel independent, yaitu tingkat penjualan (X1) dan tingkat upah (X2)
adalah konstan (0), maka nilai konsisten variabel dependent penyerapan tenaga
kerja pada sektor UMKM di Kabupaten Sumbawa (Y) adalah sebesar 1.112. a. Nilai constanta (a) sebesar 1.112, hal ini menunjukan bahwa apabila nilai
variabel-variabel independent, yaitu tingkat penjualan (X1) dan tingkat upah (X2)
adalah konstan (0), maka nilai konsisten variabel dependent penyerapan tenaga
kerja pada sektor UMKM di Kabupaten Sumbawa (Y) adalah sebesar 1.112. j p
p
( )
b. 1. Analisis Regresi Linear Berganda β1 nilai koefisien regresi variabel tingkat penjualan (X1) adalah sebesar 0.092 dan
bernilai positif. Nilai positif menunjukkan hubungan yang searah atau selaras
yang berarti bahwa apabila nilai variabel tingkat penjualan (X1) mengalami
kenaikan sebesar satu satuan, maka nilai variabel penyerapan tenaga kerja pada
sektor UMKM di Kabupaten Sumbawa (Y) juga akan mengalami peningkatan
sebesar 0.092. Demikian pula sebaliknya, dengan asumsi variabel independent
lainnya, yaitu tingkat upah (X2) bernilai konstan (0). c. β2 nilai koefisien regresi variabel tingkat upah (X2) adalah sebesar 0.050 dan
bernilai positif. Nilai positif menunjukkan hubungan yang searah atau selaras
yang berarti bahwa apabila nilai variabel tingkat upah (X2) mengalami kenaikan
sebesar satu satuan, maka nilai variabel penyerapan tenaga kerja pada sektor
UMKM di Kabupaten Sumbawa (Y) juga akan mengalami peningkatan sebesar
0.050. Demikian pula sebaliknya, dengan asumsi variabel independent lainnya,
yaitu tingkat penjualan (X1) bernilai konstan (0). 463 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jou http://e-journallppmunsa.ac.id/index.php/jeb 2. Uji Hipotesis Parsial (Uji-t) Menurut Sujarweni (2020), uji parsial atau uji-t adalah pengujian yang
dilakukan untuk mengetahui hubungan variabel bebas terhadap variabel terikat
secara parsial. Uji-t dapat dilakukan dengan membandingkan nilai t hasil perhitungan
atau thitung dengan nilai ttabel pada taraf signifikan 5%. Variabel bebas dikatakan
memiliki pengaruh terhadap variabel terikat secara parsial, jika nilai thitung lebih besar
dari pada nilai ttabel dan nilai probabilitas yang dihasilkan lebih kecil dari 0.05. Uji-t pada penelitian ini digunakan untuk melihat signifikan pengaruh masing-
masing variabel independent, yaitu tingkat penjualan (X1) dan tingkat upah (X2)
terhadap variabel dependen penyerapan tenaga kerja pada sektor UMKM di
Kabupaten Sumbawa (Y). Berdasarkan pengujian hipotesis yang telah dilakukan,
diperoleh hasil yang disajikan pada tabel berikut. Tabel 2. Hasil Pengujian Hipotesis Parsial (Uji-t)
Coefficientsa
Model
Unstandardized
Coefficients
Standardized
Coefficients
t
Sig. B
Std. Error
Beta
1 (Constant)
1.112
.245
4.546
.000
Tingkat Penjualan
.092
.022
.900
4.182
.000
Tingkat Upah
.050
.010
.596
2.770
.006
a. Dependent Variable: Penyerapan Tenaga Kerja
Sumber: Output SPSS (data sekunder diolah), 2023. Tabel 2. Hasil Pengujian Hipotesis Parsial (Uji-t)
Coefficientsa Berdasarkan hasil pengujian hipotesis parsial (uji-t) yang disajikan pada tabel
di atas, maka dapat ditarik kesimpulan sebagai berikut: a. Pengaruh Tingkat Penjualan Terhadap Penyerapan Tenaga Kerja Berdasarkan hasil pengujian pengaruh tingkat penjualan terhadap
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa, diperoleh
nilai thitung sebesar 4.182 dan nilai ttabel pada derajat kebebasan (df=n-k=153-
3=150) dan α = 5% (0,05) adalah sebesar 1.976, sehingga nilai thitung lebih besar
dari pada nilai ttabel (4.182>1.976) dan nilai signifikansi yang dihasilkan adalah
sebesar 0.000 lebih kecil dari 0.05 (0.000<0.05). Hal ini berarti bahwa tingkat
penjualan secara parsial berpengaruh positif dan signifikan terhadap penyerapan
tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. b. Pengaruh Tingkat Upah Terhadap Penyerapan Tenaga Kerja
Berdasarkan hasil pengujian pengaruh tingkat upah terhadap penyerapan
tenaga kerja pada sektor UMKM di Kabupaten Sumbawa, diperoleh nilai thitung
sebesar 2.770 dan nilai ttabel pada derajat kebebasan (df=n-k=153-3=150) dan α =
5% (0.05) adalah sebesar 1.976, sehingga nilai thitung lebih besar dari pada nilai
ttabel (2.770>1.976) dan nilai signifikansi yang dihasilkan adalah sebesar 0.006
lebih kecil dari 0.05 (0.006<0.05). Hal ini berarti bahwa tingkat upah secara
parsial berpengaruh positif dan signifikan terhadap penyerapan tenaga kerja pada
sektor UMKM di Kabupaten Sumbawa. 3. Uji Hipotesis Simultan (Uji F) 3. Uji Hipotesis Simultan (Uji F)
Uji simultan atau uji F dalam analisis regresi linear berganda adalah pengujian
signifikansi persamaan yang digunakan untuk mengetahui seberapa besar pengaruh
variabel-variabel bebas secara bersama-sama terhadap variabel terikat. Uji F dapat 3. Uji Hipotesis Simultan (Uji F)
Uji simultan atau uji F dalam analisis regresi linear berganda adalah pengujian
signifikansi persamaan yang digunakan untuk mengetahui seberapa besar pengaruh
variabel-variabel bebas secara bersama-sama terhadap variabel terikat. Uji F dapat 464 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469
dilakukan dengan membandingkan nilai F hasil perhitungan atau Fhitung dengan nilai
Ftabel pada taraf signifikan 5%. Variabel-variabel bebas dikatakan memiliki pengaruh
secara bersama-sama terhadap variabel terikat, jika nilai Fhitung lebih besar dari pada
nilai Ftabel dan nilai probabilitas yang dihasilkan lebih kecil dari 0.05 (Sujarweni,
2020). http://e-jou dilakukan dengan membandingkan nilai F hasil perhitungan atau Fhitung dengan nilai
Ftabel pada taraf signifikan 5%. Variabel-variabel bebas dikatakan memiliki pengaruh
secara bersama-sama terhadap variabel terikat, jika nilai Fhitung lebih besar dari pada
nilai Ftabel dan nilai probabilitas yang dihasilkan lebih kecil dari 0.05 (Sujarweni,
2020). )
Uji-F pada penelitian ini bertujuan untuk menguji signifikansi pengaruh secara
simultan variabel-variabel independent, yaitu tingkat penjualan (X1) dan tingkat upah
(X2) terhadap variabel dependen penyerapan tenaga kerja pada sektor UMKM di
Kabupaten Sumbawa (Y). Berdasarkan pengujian yang telah dilakukan, diperoleh
hasil yang disajikan pada tabel berikut. y
g
j
p
Tabel 3. Hasil Pengujian Hipotesis Simultan (Uji-F) y
g
j
p
Tabel 3. Hasil Pengujian Hipotesis Simultan (Uji-F) Tabel 3. Hasil Pengujian Hipotesis Simultan (Uji-F)
ANOVAb
Model
Sum of
Squares
Df
Mean
Square
F
Sig. 1 Regression
1.627
2
.814
14.223
.000a
Residual
8.582
150
.057
Total
10.209
152
a. Predictors: (Constant), Tingkat Upah, Tingkat Penjualan
b. Dependent Variable: Penyerapan Tenaga Kerja
Sumber: Output SPSS (data sekunder diolah), 2023. Berdasarkan hasil pengujian hipotesis simultan (uji F) yang disajikan pada
tabel di atas, diperoleh nilai Fhitung sebesar 14.223 dan nilai Ftabel pada derajat
kebebasan (df1=k-1=3-1=2) dan (df2=n-k=153-3=150) sebesar 3.06, sehingga nilai
Fhitung lebih besar dari pada nilai Ftabel (14.223˃3.06) dan nilai signifikansi yang
dihasilkan 0.000 lebih kecil dari 0.05 (0.000˂0.05). Dengan demikian, maka dapat
dinyatakan bahwa tingkat penjualan dan tingkat upah secara simultan berpengaruh
signifikan terhadap penyerapan tenaga kerja pada sektor UMKM di Kabupaten
Sumbawa. 4. Uji Koefisien Determinasi (R2)
2 j
Koefisien determinasi (R2) digunakan untuk mengetahui persentase perubahan
variabel tidak bebas atau terikat (Y) yang disebabkan oleh variabel bebas (X). Nilai
koefisien determinasi (R2) ditentukan dengan nilai Adjusted R Square. Jika nilai R2
semakin besar, maka persentase perubahan variabel tidak bebas (Y) yang disebabkan
oleh variabel bebas (X) semakin tinggi. Tetapi jika nilai R2 semakin kecil, maka
persentase perubahan variabel tidak bebas (Y) yang disebabkan oleh variabel bebas
(X) semakin rendah (Sujarweni, 2020). 2 j
Uji koefisien determinasi (R2) dilakukan dilakukan pada penelitian ini untuk
melihat seberapa besar kemampuan variabel-variabel independent, yaitu tingkat
penjualan (X1) dan tingkat upah (X2) dalam mempengaruhi perubahan variabel
dependen penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa (Y). Berdasarkan pengujian yang telah dilakukan, diperoleh hasil yang disajikan pada
tabel berikut. 465 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469
Tabel 4. Hasil Pengujian Koefisien Determinasi (R2)
Model Summaryb
Model
R
R Square
Adjusted R
Square
Std. Error of the
Estimate
1
.854a
.744
.741
.12401
a. Predictors: (Constant), Tingkat Upah, Tingkat Penjualan
b. Dependent Variable: Penyerapan Tenaga Kerja
Sumber: Output SPSS 16.0 (data sekunder diolah), 2023. ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469
Tabel 4. Hasil Pengujian Koefisien Determinasi (R2)
Model Summaryb
Model
R
R Square
Adjusted R
Square
Std. Error of the
Estimate
1
.854a
.744
.741
.12401
a. Predictors: (Constant), Tingkat Upah, Tingkat Penjualan
b. Dependent Variable: Penyerapan Tenaga Kerja
Sumber: Output SPSS 16.0 (data sekunder diolah), 2023. ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jour Tabel 4. Hasil Pengujian Koefisien Determinasi (R2)
Model Summaryb
Model
R
R Square
Adjusted R
Square
Std. Error of the
Estimate
1
.854a
.744
.741
.12401
a. Predictors: (Constant), Tingkat Upah, Tingkat Penjualan
b. Dependent Variable: Penyerapan Tenaga Kerja
Sumber: Output SPSS 16.0 (data sekunder diolah), 2023. Tabel 4. Hasil Pengujian Koefisien Determinasi (R2)
Model Summaryb Berdasarkan hasil pengujian koefisien determinasi (R2) yang disajikan pada
tabel di atas, diketahui nilai Adjusted R Square pengaruh tingkat penjualan (X1) dan
tingkat upah (X2) terhadap penyerapan tenaga kerja pada sektor UMKM di
Kabupaten Sumbawa (Y) adalah sebesar 0.741. Hal ini berarti bahwa kemampuan
variabel tingkat penjualan dan tingkat upah dalam mempengaruhi perubahan variabel
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa adalah sebesar
74,1%, sedangkan sisanya sebesar 25,1% dipengaruhi oleh variabel lain yang tidak
diteliti, seperti modal, tingkat produktifitas dan tingkat pendidikan tenaga kerja
(Putri, et al., 2022). Pembahasan Dalam penelitian ini, diduga determinan tingkat pengangguran terdidik di
Kabupaten Sumbawa Barat Tahun 2012-2021 adalah jumlah penduduk dan Upah
Minimum. Berikut diuraikan hasil penelitian yang telah dilakukan. 1. Pengaruh Tingkat Penjualan Terhadap Penyerapan Tenaga Kerja Pengujian ini dilakukan dengan tujuan untuk mengetahui pengaruh tingkat
penjualan terhadap penyerapan tenaga kerja pada sektor UMKM di Kabupaten
Sumbawa. Berdasarkan hasil analisis data yang telah dilakukan, dapat diketahui
bahwa tingkat penjualan secara parsial berpengaruh positif dan signifikan terhadap
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. Hasil ini
mengandung arti bahwa semakin tinggi tingkat penjualan yang diperoleh UMKM,
maka penyerapan tenaga kerja akan semakin meningkat. Demikian pula sebaliknya,
semakin rendah tingkat penjualan yang diperoleh UMKM, maka penyerapan tenaga
kerja akan semakin menurun. Tingkat penjualan berpengaruh terhadap penyerapan tenaga kerja, karena jika
tingkat penjualan meningkat, maka perusahaan membutuhkan tenaga kerja lebih
banyak lagi agar dapat menghasilkan produk untuk memenuhi permintaan pasar
konsumen. Hal ini sesuai yang dijelaskan oleh Sumarsono (dalam Nugrahaeni dan
Handayani, 2020), apabila permintaan akan barang hasil produksi perusahaan
meningkat, maka produsen cenderung untuk menambah kapasitas produksinya. Untuk maksud tersebut, produsen akan menambah penggunaan tenaga kerjanya. Hasil penelitian ini sesuai dengan penelitian sebelumnya yang dilakukan oleh
Pakpahan dan Lubis (2020). Hasil temuan penelitian ini menunjukkan bahwa tingkat
penjualan berpengaruh positif terhadap penyerapan tenaga kerja pada usaha restoran
di Kota Medan. Jumlah penjualan menjadi foktor penting dalam penyerapan tenaga
kerja. Hal itu dikarenakan untuk meningkatkan jumlah penjualan atau penerimaan,
maka upaya yang harus dilakukan perusahaan restoran di Kota Medan adalah dengan
meningkatkan produksinya sehingga perusahaan restoran membutuhkan tenaga kerja
yang lebih besar. 466 ||Volume||11||Nomor||3||Desember||2023||
e-ISSN: 2580-7285
p-ISSN: 2089-1210
http://e-journallppmunsa.ac.id/index.php/jeb
Pp. 458 - 469 http://e-jou http://e-journallppmunsa.ac.id/index.php/jeb 2. Pengaruh Tingkat Upah Terhadap Penyerapan Tenaga Kerja Pengujian ini dilakukan dengan tujuan untuk mengetahui pengaruh tingkat
upah terhadap penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. Berdasarkan hasil analisis data yang telah dilakukan, dapat diketahui bahwa tingkat
upah secara parsial berpengaruh positif dan signifikan terhadap penyerapan tenaga
kerja pada sektor UMKM di Kabupaten Sumbawa. Hasil ini mengandung arti bahwa
semakin tinggi tingkat upah yang diberikan oleh UMKM, maka penyerapan tenaga
kerja akan semakin meningkat. Demikian pula sebaliknya, semakin rendah tingkat
upah yang diperoleh UMKM, maka penyerapan tenaga kerja akan semakin menurun. p
y
g
p
,
p
y
p
g
j
Tingkat upah berpengaruh positif terhadap penyerapan tenaga kerja, karena
pemberian upah tinggi akan memicu motivasi kerja yang tinggi. Pembahasan Upah yang tinggi
dapat memberikan jaminan terpenuhinya kebutuhan hidup pekerja. Jika nilai upah
yang ditawarkan oleh suatu perusahaan dinilai tidak mencukupi untuk memenuhi
kebutuhan hidup pekerja, maka pekerja tersebut akan menolak pekerjaan yang
ditawarkan. Hal ini sesuai dengan pandangan Sukwiaty (dalam Jiuhardi dan Rahayu, 2023)
yang menyatakan bahwa upah merupakan faktor yang sangat berpengaruh dalam
masalah ketenagakerjaan. Menurut ekonomi klasik, upah adalah harga untuk faktor
produksi tenaga kerja. Harga tersebut haruslah bisa memenuhi kebutuhan hidup dan
menjamin kehidupan yang layak. Hal ini karena keinginan orang bekerja adalah
untuk mendapatkan upah yang layak guna memenuhi kebutuhan hidup. Bila tingkat
upah yang ditawarkan oleh pengusaha dinilai tidak mencukupi oleh pekerja, maka
pekerja tersebut tidak akan menerima pekerjaan yang ditawarkan. Hasil penelitian ini sesuai dengan penelitian sebelumnya yang dilakukan oleh
Lastiko (2019). Hasil penelitian menunjukkan bahwa tingkat upah memiliki
pengaruh positif dan signifikan terhadap penyerapan tenaga kerja pada industri kecil
di Kabupaten Sidoarjo. Upah berpengaruh positif dapat dijelaskan bahwa apabila
upah tinggi, menggambarkan bahwa perusahaan dalam kondisi laba yang tinggi
dimana ketika perusahaan berada dalam kondisi laba yang tinggi maka akan diikuti
dengan peningkatan kapasitas produksi-nya yaitu dengan meningkatan proporsi
jumlah tenaga kerjanya demi mencukupi permintaan barang yang di produksi,
sehingga mampu membayar upah dengan jumlah akumulasi yang tinggi. Laba yang
tinggi menggambarkan bahwa perusahaan dalam kondisi keuangan yang baik
sehingga memiliki kemampuan untuk menyerap tenaga lebih banyak. KESIMPULAN Berdasarkan hasil penelitian dan pembahasan yang telah dikemukakan
sebelumnya, maka dapat dikesimpulkan sebagai berikut: 1. Tingkat penjualan secara parsial berpengaruh positif dan signifikan terhadap
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. 1. Tingkat penjualan secara parsial berpengaruh positif dan signifikan terhadap
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. 2. Tingkat upah secara parsial berpengaruh positif dan signifikan terhadap penyerapan
tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. 2. Tingkat upah secara parsial berpengaruh positif dan signifikan terhadap penyerapan
tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. 3. Tingkat penjualan dan tingkat upah secara simultan berpengaruh signifikan terhadap
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. 3. Tingkat penjualan dan tingkat upah secara simultan berpengaruh signifikan terhadap
penyerapan tenaga kerja pada sektor UMKM di Kabupaten Sumbawa. 4. Kemampuan variabel tingkat penjualan dan tingkat upah dalam mempengaruhi
perubahan variabel penyerapan tenaga kerja pada sektor UMKM di Kabupaten
Sumbawa adalah sebesar 74,1%, sedangkan sisanya sebesar 25,1% dipengaruhi oleh
variabel lain yang tidak diteliti, seperti modal, tingkat produktifitas dan tingkat
pendidikan tenaga kerja. 467 http://e-jou http://e-jou http://e-journallppmunsa.ac.id/index.php/jeb 1. Bagi Pemerintah 1. Bagi Pemerintah
Perlu adanya perhatian dari pemerintah seperti sosialisasi, pemantauan dan
pelatihan terhadap para pelaku UMKM misalnya dengan mengadakan sosialisai dan
pelatihan peningkatan penjualan,pemasaran produk, agar pelaku UMKM ini paham
dengan adanya perubahan teknik pemasaran konvensional menjadi pemasaran online,
sehingga materi yang diberikan untuk meningkatkan penjualan dan pemasaran secara
digital dapat memudahkan pelaku dalam meningkatkan penjualannya. g
Perlu adanya perhatian dari pemerintah seperti sosialisasi, pemantauan dan
pelatihan terhadap para pelaku UMKM misalnya dengan mengadakan sosialisai dan
pelatihan peningkatan penjualan,pemasaran produk, agar pelaku UMKM ini paham
dengan adanya perubahan teknik pemasaran konvensional menjadi pemasaran online,
sehingga materi yang diberikan untuk meningkatkan penjualan dan pemasaran secara
digital dapat memudahkan pelaku dalam meningkatkan penjualannya. g
p
p
g
p
j
y
2. Bagi UMKM
Dalam upaya meningkatkan penjualan, hendaknya pemilik UMKM permen
susu lebih mendalami lagi strategi untuk meningkatkan produksi penjualannya, hal
ini supaya tingkat penjualan permen susu terus meningkat dan kebutuhan akan
tenaga kerja akan terus meningkat. Selain ituuntuk meningkatkan potensi UMKM
harus mempunyai strategi yang baik, seperti strategi peningkatan penjualan,
pemasaran, maupun promosi yang lebih luas g
p
p
g
p
j
y
2. Bagi UMKM
Dalam upaya meningkatkan penjualan, hendaknya pemilik UMKM permen
susu lebih mendalami lagi strategi untuk meningkatkan produksi penjualannya, hal
ini supaya tingkat penjualan permen susu terus meningkat dan kebutuhan akan
tenaga kerja akan terus meningkat. Selain ituuntuk meningkatkan potensi UMKM
harus mempunyai strategi yang baik, seperti strategi peningkatan penjualan,
pemasaran, maupun promosi yang lebih luas SARAN Bertitik tolak dari uraian yang telah dikemukakan sebelumnya dari hasil penelitian
serta kesimpulan yang diperoleh dari hasil analisis, maka penulis memberikan beberapa
saran sebagai berikut. Swastha, B. (2020). Manajemen Penjualan, Ed. Ketiga. Yogyakarta: BPFE. DAFTAR PUSTAKA Aliyah, A.H. (2022). Peran Usaha Mikro Kecil dan Menengah (UMKM) Untuk
Meningkatkan Kesejahteraan Masyarakat. Welfare: Jurnal Ilmu Ekonomi,
Vol. 3(1): 64-72. Al-Farisi, S., Fasa, M.I., & Suharto. (2022). Peran UMKM (Usaha Mikro Kecil
Menengah) Dalam Meningkatkan Kesejahteraan Masyarakat. Jurnal
Dinamika Ekonomi Syariah, Vol. 9(1): 73-84. Arikunto, S. (2019). Prosedur Penelitian Suatu Pendekatan Praktik. Jakarta: Rineka
Cipta. Darmanah, G. (2019). Metodologi Penelitian. Lampung: CV. Hira Tech. Ghozali, I. (2021). Aplikasi Analisis Multivariate Dengan Program IBM SPSS 26 (Edisi
10). Semarang: Badan Penerbit Universitas Diponegoro. Halim, A. (2020). Pengaruh Pertumbuhan Usaha Mikro, Kecil Dan Menengah Terhadap
Pertumbuhan Ekonomi Kabupaten Mamuju. GROWTH: Jurnal Ilmiah
Ekonomi Pembangunan, Vol. 1(2): 157-172. Jiuhardi, & Rahayu, I.S. (2023). Pengaruh Investasi Dan Upah Minimum Terhadap
Kesempatan Kerja. KINERJA: Jurnal Ekonomi dan Manajemen, Vol. 20(1):
107-114. Junrillah, T., Junaidi, & Nurhayani. (2021). Pengaruh produk domestik regional bruto
sektor pertanian, upah minimum provinsi dan investasi terhadap penyerapan
tenaga kerja pada sektor pertanian Kabupaten Batanghari. e-Jurnal Perspektif
Ekonomi dan Pembangunan Daerah, Vol. 10(3): 169-176. Kawet, J.A., Masinambow, V.A.J., & Kawung, G.M.V. (2019). Pengaruh Jumlah
Penduduk, Pendidikan Dan Tingkat Upah Terhadap Penyerapan Tenaga Kerja
Di Kota Manado. Jurnal Pembangunan Ekonomi Dan Keuangan Daerah,
Vol. 20(2): 62-79. 468 http://e-jou http://e-jou http://e-journallppmunsa.ac.id/index.php/jeb Kotler, P., & Armstrong, G. (2019). Prinsip-Prinsip Pemasaran. Edisi 12. Jakarta:
Erlangga. Lastiko, R.Y. (2019). Pengaruh Tingkat Upah, Volume Penjualan, Lama Usaha,
Pendidikan, Dan Modal Terhadap Penyerapan Tenaga Kerja Industri Kecil
(Studi Kasus Sentra Industri Kulit Tanggulangin Kabupaten Sidoarjo). Jurnal
Ilmiah Mahasiswa FEB Universitas Brawijaya, Vol. 7(2): 1-12. Nawawi, H. (2019). Metode Penelitian Bidang Sosial (Cetakan Kelima Belas). Yogyakata: Gajah Mada University Press. Novitasari, A.T. (2022). Kontribusi UMKM Terhadap Pertumbuhan Ekonomi Era
Digitalisasi Melalui Peran Pemerintah. Journal of Applied Business and
Economic (JABE), Vol. 9(2): 184-204. Nugrahaeni, D.W., & Handayani, H.R. (2020). Analisis Pengaruh Upah, Modal, dan
Nilai Produksi Terhadap Penyerapan Tenaga Kerja di Industri Tahu Serasi
Kecamatan Bandungan. Diponegoro Journal of Economics, Vol. 9(2): 56-65. Pakpahan, E., & Lubis, T.H. (2020). Pengaruh Upah Dan Hasil Penjualan Terhadap
Penyerapan Tenaga Kerja Pada Usaha Restoran Di Kota Medan. Journal
Economic and Strategy (JES), Vol. 1(1): 11-21. Prasetyo, A., & Huda, M. (2019). Analisis Peranan Usaha Kecil Dan Menengah
Terhadap Penyerapan Tenaga Kerja Di Kabupaten Kebumen. Fokus Bisnis :
Media Pengkajian Manajemen Dan Akuntansi, Vol. 18(1): 26-35. Putri, M.A., Nefri, J., & Setiawan, R. (2022). Faktor-Faktor Yang Mempengaruhi
Penyerapan
Tenaga
Kerja
Pada
UMKM
Industri
Roti
Di
Kota
Payakumbuh. Jurnal Cahaya Mandalika, Vol. 3(1): 16-26. Siregar, S. (2017). Metode Penelitian Kuantitatif Dilengkapi dengan Perbandingan
Perhitungan Manual & SPSS. Jakarta: Kencana Prenadamedia Group. Sugiyono. (2021). Metode Penelitian Kuantitatif Kualitatif dan R & D. Bandung:
Alfabeta. Sujarweni, V.W. (2020). Metodologi Penelitian Bisnis & Ekonomi. Yogjakarta: Pustaka
Baru. Sukirno, S. (2017). Pengantar Bisnis. Jakarta: Prenada Media. Surianto, F., Razak, A.R., & Djam’an, F. (2021). Analisis Pengaruh Upah Minimum,
Investasi, dan Nilai Produksi Terhadap Penyerapan Tenaga Kerja Industri
Kecil dan Menengah di Kota Parepare. Jurnal Ekonomika dan Dinamika
Sosial, Vol. 2(1): 56-76. Swastha, B. (2020). Manajemen Penjualan, Ed. Ketiga. Yogyakarta: BPFE. 469
|
https://openalex.org/W2897527177
|
https://www.intechopen.com/citation-pdf-url/61635
|
English
| null |
Cyber Security Body of Knowledge and Curricula Development
|
InTech eBooks
| 2,018
|
cc-by
| 11,061
|
Selection of our books indexed in the Book Citation Index
in Web of Science™ Core Collection (BKCI)
Interested in publishing with us?
Contact book.department@intechopen.com
Numbers displayed above are based on latest data collected.
For more information visit www.intechopen.com
Open access books available
Countries delivered to
Contributors from top 500 universities
International authors and editors
Our authors are among the
most cited scientists
Downloads
We are IntechOpen,
the world’s leading publisher of
Open Access books
Built by scientists, for scientists
14%
191,000
210M
TOP 1%
154
7,200 Chapter 4 Abstract The cyber world is an ever-changing world and cyber security is most important and
touches the lives of everyone on the cyber world including researchers, students, busi-
nesses, academia, and novice user. The chapter suggests a body of knowledge that incor-
porates the view of academia as well as practitioners. This research attempts to put basic
step and a framework for cyber security body of knowledge and to allow practitioners
and academicians to face the problem of lack of standardization. Furthermore, the chap-
ter attempts to bridge the gap between the different audiences. The gap is so broad that
the term of cyber security is not agreed upon even in spelling. The suggested body of
knowledge may not be perfect, yet it is a step forward. Keywords: body of knowledge, cyber security, ciphering, compression, database,
operating systems, computer network Additional information is available at the end of the chapter
Additional information is available at the end of the chapter http://dx.doi.org/10.5772/intechopen.77975 Evon M Abu-Taieh, Auhood Abd. Al Faries,
Shaha T. Alotaibi and Ghadah Aldehim
Evon M Abu-Taieh, Auhood Abd. Al Faries,
Shaha T. Alotaibi and Ghadah Aldehim Additional information is available at the end of the chapter
Additional information is available at the end of the chapter © 2016 The Author(s). Licensee InTech. This chapter is distributed under the terms of the Creative Commons
ttribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use,
stribution, and reproduction in any medium, provided the original work is properly cited.
© 2018 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,
di t ib ti
d
d
ti
i
di
id d th
i i
l
k i
l
it d Cyber Security Body of Knowledge and Curricula
Development Evon M Abu-Taieh, Auhood Abd. Al Faries,
Shaha T. Alotaibi and Ghadah Aldehim
Evon M Abu-Taieh, Auhood Abd. Al Faries,
Shaha T. Alotaibi and Ghadah Aldehim 2016 The Author(s). Licensee InTech. This chapter is distributed under the terms of the Creative Commons
ttribution License (http://creativecommons.org/licenses/by/3.0), which permits unrestricted use,
stribution, and reproduction in any medium, provided the original work is properly cited.
© 2018 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. 1. Introduction Cyber security is a newly developed concept, proving to be of significance in the cyber world. The concept of cyber security admitted by many is not clear hence not standardized. This
chapter aims to suggest a body of knowledge (BOK) based on two aspects: practitioners and
academia. The chapter studied previous work of ACM, NICE, NICCS, and major academia
institutes that offer master programs in cyber security. Furthermore, the chapter attempts
to bridge the gap between the different audiences. The gap is so broad that the term cyber
security is not agreed upon even in spelling. Then, the chapter presents the suggested body
of knowledge. © 2016 The Author(s). Licensee InTech. 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. © 2018 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. 32 Reimagining New Approaches in Teacher Professional Development The research first discusses the notation of body of knowledge: discussing the definition, incen-
tive, and mechanism. The accreditation process is the application of the body of knowledge;
hence accreditation and accreditation incentive are discussed and the ACM & IEEE develop-
ment of body of knowledge to different disciplines in the Information Technology Arena. The research first discusses the notation of body of knowledge: discussing the definition, incen-
tive, and mechanism. The accreditation process is the application of the body of knowledge;
hence accreditation and accreditation incentive are discussed and the ACM & IEEE develop-
ment of body of knowledge to different disciplines in the Information Technology Arena. The research then addresses duality of spelling of the term cyber security versus cybersecu-
rity, both are used interchangeably. This discrepancy in spelling the term serves as the base
gap among the cybersecurity community. While such a gap must be bridged commencing
with reaching an agreement on one spelling, however, in the scope section, a framework of
elements is suggested to at least limit the intrusions of some unrelated terms. Then, the research gives a presentation about cyber security in the academic arena. 1. Introduction The show-
case of academic perspective of cyber security included 61 master programs and 17 different
countries namely Australia, Cyprus, Czech Republic, Estonia, Finland, France, Germany,
India, Italy, Lithuania, Malaysia, Malta, Netherlands, New Zealand, Spain, UK, USA. The
showcase presented the many irregularities and anomalies of cyber security master programs. Next, the chapter sheds the light on cyber security from Practitioner Perspective, citing the
work NICE to standardize the body of knowledge of cyber security. The research concludes
with a suggested body of knowledge for cyber security. Based on a comprehensive defini-
tion of cyber security, the chapter also suggested two matrices that represent the interaction
among the different elements of computer system with physical and non-physical threats,
and a matrix that shows the interaction of physical/ non-physical threats with conductor
of the threat internal and external. Furthermore, the final section presents and explains the
core elements of the cyber security. This research is an expansion from a paper titled Cyber
Security discussed in SC2 IEEE conference [1]. Then, the research gives a presentation about cyber security in the academic arena. The show-
case of academic perspective of cyber security included 61 master programs and 17 different
countries namely Australia, Cyprus, Czech Republic, Estonia, Finland, France, Germany,
India, Italy, Lithuania, Malaysia, Malta, Netherlands, New Zealand, Spain, UK, USA. The
showcase presented the many irregularities and anomalies of cyber security master programs. 2. Body of knowledge This section covers four topics to be discussed: first, the definition of body of knowledge
and what incites the development of body of knowledge, further, giving examples about the
body of knowledge in the different disciplines. The next two sections discuss the accreditation
bodies and the incentive of accreditations. The last section discusses ACM & IEEE efforts in
developing body of knowledge to different disciplines in the Information Technology arena. 2.1. Body of knowledge: definitions, incentives, and examples Body of knowledge (BOK) is best stated by [2] “(1) structured knowledge that is used by
members of a discipline to guide their practice or work.” (2) “The prescribed aggregation of
knowledge in a particular area an individual is expected to have mastered to be considered or
certified as a practitioner.” Another definition of BOK is by [3] “A BOK is a term used to rep-
resent the complete set of concepts, terms, and activities that make up a professional Domain. It encompasses the core teachings, skills, and research in a field or industry.” Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975 33 There are many incentives to build a BOK in different disciplines cited by many researchers:
[4] said that “BOK describes relevant knowledge for a discipline and will need show the con-
sensus in the Knowledge Areas (KA), and related disciplines”; in addition, the same source
states that BOK is useful for curricula design for innovation while industry context present. [5] said that BOK is a practice to support education, research, professional development, and
practice. Furthermore, [6] listed that BOK will allow to meet the challenge of rapidly chang-
ing landscape and the challenge of accommodating the diversity of emerging technologies. Again, the same source recites that BOK is used in curricula development, and BOK is the
basis of evaluating the knowledge and skills of the discipline graduates, hence providing a
roadmap to follow. In different disciplines, there are many BOK, for example: Systems engineering (G2SEBoK),
Information systems engineering (ISEBOK), Software engineering (SWEBOK) [5–7], Infor-
mation Technology (ITBOK), Project management (PMBOK-1, PMBOK-2), Body of Quality
Knowledge (BOQK), New Product Development Body of Knowledge (NPDBOK), Software
Requirements Traceability Body of Knowledge [8], Canadian IT Body of Knowledge, Civil
Engineering Body of Knowledge, Geographic Information Science and Technology Body of
Knowledge, Project Management Body of Knowledge, Business Analysis Body of Knowledge,
The requirements engineering body of knowledge (rebok) [3]. 2.2. Accreditation bodies The ultimate goal of accreditation bodies of higher education is to first standardize education
and maintain the quality of education in the different educational institutes. The second is
to enhance the credit transferability among different educational institutes and furthermore
different countries. Next, we present some international and national quality assurance and
accreditation organizations from Germany, Spain, Hong Kong, Pakistan, Canada, Swiss,
Austria, and USA. In addition, there are two important information technology-based organi-
zations: ABET which is IEEE-based organization and ACM. Internationally, there are two organizations: The International Network for Quality Assurance
Agencies in Higher Education (INQAAHE) which has 280 members [9]. The second is
US-based organization; Council for Higher Education Accreditation has 467 quality assur-
ance bodies, accreditation bodies, and ministries of Education from 175 countries, and has
3000 member institutions [10]. CHEA is a member in INQAAHE. CHEA replaced Council on
Postsecondary Accreditation (COPA) and Federation of Regional Accrediting Commissions
of Higher Education (FRACHE). In Europe, there is European Association for Quality
Assurance in Higher Education (ENQA) which has 51 organizations and 28 countries. ENQA
[11] established The European Quality Assurance Register for Higher Education (EQAR),
the European Students’ Union (ESI), the European University Association (EUA), and the
European Association of Institutions in Higher Education (EURASHE), and ENIC-NARIC
(National Academic Recognition Information Centre) comprises all countries of Europe as
well as Australia, Canada, Israel, the United States of America, and New Zealand. Reimagining New Approaches in Teacher Professional Development 34 In Germany, Kultusministerkonferenz (KMK) [12] was founded in 1948, and then in 1957,
German Council of Science and Humanities (Wissenschaftsrat) was founded. KMK established
Accreditation Council (Akkreditierungsrat). Associated with the Accreditation Council, 10
agencies are as follows: Swiss Agency for Accreditation and Quality Assurance(AAQ),
Accreditation, Certification and Quality Assurance Institute (ACQUIN), Accreditation
Agency for Study Programmes in Health and Social Sciences (AHPGS), Agency for Quality
Assurance and Accreditation of Canonical Study Programmes (AKAST), Agency for Quality
Assurance and Accreditation Austria(AQ Austria), Agency for Quality Assurance by
Accreditation of Study Programmes (AQAS), Accreditation Agency for Degree Programmes in
Engineering, Informatics/Computer Science, the Natural Sciences and Mathematics (ASIIN),
evaluation agency Baden-Württemberg(evalag), Foundation for International Business
Administration Accreditation (FIBAA), and Central Evaluation and Accreditation Agency
Hannover (ZEvA). In Spain, the Agencia Nacional de la Evaluación de la Calidad y Acreditación (National Agency for
Quality Assessment and Accreditation), which is dubbed (ANECA), was founded in 2002 [13]. 2.2. Accreditation bodies There are six national accreditors (nation-
wide not international): Accrediting Bureau of Health Education Schools (ABHES) (recognized
by USDE), Accrediting Commission of Career Schools and Colleges (ACCSC) (recognized by
USDE), Accrediting Council for Continuing Education and Training (ACCET) (recognized by
USDE), Council on Occupational Education (COE) (recognized by USDE), Distance Education
Accrediting Commission (DEAC) (recognized by USDE and CHEA), and Accrediting Council
for Independent Colleges and Schools (ACICS) [21]. The specialized or programmatic accredi-
tors are generally under CHEA or Department of Education US (USDE), and there are 76
agencies. In the USA, the Higher education accreditation in the United States is categorized: regional,
national, programmatic, and faith-based accreditors. There are six regional accreditors namely
Middle States Commission on Higher Education, New England Association of Schools and
Colleges, Northwest Commission on Colleges and Universities (NWCCU), Higher Learning
Commission (HLC) (formerly, North Central Association of Colleges and Schools (NCA)),
Southern Association of Colleges and Schools (SACS) Commission on Colleges, and Western
Association of Schools and Colleges (WASC-ACCJC). There are six national accreditors (nation-
wide not international): Accrediting Bureau of Health Education Schools (ABHES) (recognized
by USDE), Accrediting Commission of Career Schools and Colleges (ACCSC) (recognized by
USDE), Accrediting Council for Continuing Education and Training (ACCET) (recognized by
USDE), Council on Occupational Education (COE) (recognized by USDE), Distance Education
Accrediting Commission (DEAC) (recognized by USDE and CHEA), and Accrediting Council
for Independent Colleges and Schools (ACICS) [21]. The specialized or programmatic accredi-
tors are generally under CHEA or Department of Education US (USDE), and there are 76
agencies. ABET is programmatic Accreditation established in 1932 and has 3369 programs [10]. ABET
accredited 3852 programs at 776 colleges and universities in 31 countries according to [22]. ABET covers disciplines of applied and natural science, computing, engineering, and engi-
neering technology at the associate, bachelor, and master degree levels. ABET has four accred-
itation commissions: Applied and Natural Science Accreditation Commission (ANSAC),
Computing Accreditation Commission (CAC), Engineering Accreditation Commission
(EAC), and Engineering Technology Accreditation Commission (ETAC). ABET is a federation
of 35 societies and organizations [22]; furthermore, ABET stemmed from seven engineering
societies. The first computer engineering program accredited by ABET was in 1971 at Case
Western Reserve University [25]. Another report was published for the body of knowledge for
Information Technology; the report is 161 pages long. The Association for Computing Machinery (ACM) established in 1947 has 100,000 members. 2.2. Accreditation bodies ACM
is an organization for academic and scholarly interest in computer science. ACM has 171 local
chapters, 37 special interest groups, and more than 50 scholarly peer-reviewed journals [23]. 2.2. Accreditation bodies ANECA is a full member of European Association for Quality Assurance in Higher Education
(ENQA), International Network for Quality Assurance Agencies in Higher Education
(INQAAHE), and European Quality Assurance Register for Higher Education (EQAR). In the United Kingdom, there is Quality Assurance Agency (QAA) which is a member of
INQAAHE and ENQA [14]. In Hong Kong, the Hong Kong Council for Accreditation of
Academic and Vocational Qualifications (HKCAAVQ) replaced the Hong Kong Council for
Academic Accreditation [15]. In India, there are 12 professional councils: All India Council for Technical Education (AICTE),
Distance Education Council (DEC), Indian Council for Agriculture Research (ICAR), Bar
Council of India (BCI), National Council for Teacher Education (NCTE), Rehabilitation
Council of India (RCI), Medical Council of India (MCI), Pharmacy Council of India (PCI),
Indian Nursing Council (INC), Dentist Council of India (DCI), Central Council of Homeopathy
(CCH), and Central Council of Indian Medicine (CCIM) [16]. In Pakistan, under Quality Assurance Agency of Higher Education Commission of Pakistan,
there are National Accreditation Council for Teachers Education (NACTE), National
Agricultural Education Accreditation Council (NAEAC), National Business Education
Accreditation Council (NBEAC), and National Computing Education Accreditation Council
(NCEAC) [17–20]. In Canada, the Canada’s Association of I.T. Professional (CIPS) is a Full Member of the
Association of Accrediting Agencies of Canada (AAAC). CIPS has established the Computer
Science Accreditation Council (CSAC), the Information Systems and Technology Accreditation
Council (ISTAC) and the Business Technology Management Accreditation Council (BTMAC) as
autonomous bodies. CIPS was established with this name in 1968. CIPS accredits the University,
college/applied degree programs. The programs include Computer Science Degree Programs,
Software Engineering Degree Programs, Interdisciplinary Programs, Management Information
Systems Degree Programs, Business Management Technology Programs, Computer Systems
Technology type Diploma Programs, and Applied Information Technology Degree Programs. Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
3 35 In the USA, the Higher education accreditation in the United States is categorized: regional,
national, programmatic, and faith-based accreditors. There are six regional accreditors namely
Middle States Commission on Higher Education, New England Association of Schools and
Colleges, Northwest Commission on Colleges and Universities (NWCCU), Higher Learning
Commission (HLC) (formerly, North Central Association of Colleges and Schools (NCA)),
Southern Association of Colleges and Schools (SACS) Commission on Colleges, and Western
Association of Schools and Colleges (WASC-ACCJC). 2.4. ACM and IEEE efforts in body of knowledge ACM and IEEE developed a body of knowledge, explained in a report published in 15/
Dec/2016 as shown in [25]. The report was developed by two delegations, both represented
ACM and IEEE computer society delegates came from USA, China, and Scotland from 10
universities and IBM. The delegates came from 10 universities namely Hofstra University
(USA), Milwaukee School of Engineering (USA), Clarkson University (USA), University of
Florida (USA), Georgia Institute of Technology (USA), Mississippi State University (USA),
Tsinghua University (China), Peking University (China), University of Strathclyde (Scotland),
and Auburn University (USA). The delegates were four from IEEE and seven from ACM. The report describes in five specialties pertaining to computers and leaves the sixth for future
model. The report lists 14 underlying principles that guide the committee through the descrip-
tion of the body of knowledge as seen in pages 14 and 15 of the report [25]. In Chapter 3 of the
document, the body of knowledge of Computing engineering was described in detail. In 2013,
a report was published for the computer science curricula [26], and the body of knowledge of
computer science was discussed in Chapter 4 of the 518-page document. In 2016, C.C. Walrad said “the IEEE Computer Society’s (CS’s) Educational Activities Board
merged with the Professional Activities Board to form the Professional and Educational
Activities Board (PEAB) in 2015. This merger facilitated the development of the Guide to the
Software Engineering Body of Knowledge (SWEBOK) and training in the SWEBOK knowledge
areas, as well as coordination of IT curriculum development activities and the creation of a
Guide to the Enterprise IT Body of Knowledge (EITBOK), which will be available in wiki form
later this year. Moreover, the merger serves to strengthen the CS’s joint work with ACM” [27]. In 2017, a report was published for Information Technology curricula [28]. The body of knowl-
edge was discussed in Chapter 6. Chapter 6 discussed four topics: structure of IT curricula
framework, distilling the IT curricular framework, IT domain clusters, and contemporary
illustration of IT. 2.3. Why accredit A body of knowledge “can be very useful to provide a comprehensive and integrative view
of the discipline, for assessment of professionals and organizations, for self-assessment as
well as for curriculum development for academic or professional development courses and
degree programs” [2]. Accreditation in accordance to body of knowledge affects students,
institutions, public, and professionals. In fact, accreditation is the process and implementa-
tion phase of the body of knowledge. The ultimate goal of both the idea (body of knowledge)
and the process (accreditation) is to create a better-educated computer professional. Such
computer professional shall practice with an ethical manner to the well-being of the ordinary
user, organization, establishment, and the public. Such professional is required in industry
and government, and hence, all parties need to cooperate to create the proper environment
for such professional to spring to life. Industry standards must be met by the Institutes in the
supply–demand manners. Furthermore, properly accredited institute can provide computer Reimagining New Approaches in Teacher Professional Development 36 students with proper education that will prepare them to further advance their higher edu-
cation. Also, institutes can self-evaluate, analyze, and bridge the gap between industry and
education. The accreditation process must be fair, unswerving, confidential with clear process, trans-
parent, and objective. The accreditation agency must be independent and autonomous from
educational institute. The accreditation process must be carried out by qualified reviewers. Resources must be available to carry process effectively. Accreditation process, goals, steps,
and time must be clear and set, and such guidelines are set by [24]. 3. Cyber security scope the scope section, a framework of elements is suggested to at least limit the intrusions of some
unrelated terms; as such, in this section, the chapter presents the different discussions about
the definition of the term “cyber security.” Moreover, the section illustrates the elements of
the cyber security framework, as shown in Figure 1. Most importantly is to define cyber security, which entails cyber security as “The ability to
protect or defend the use of cyberspace from cyber-attacks” [29], using the term as one word. However, in 2014, [30] conducted a whole research to clarify the ambiguity of the term. In
this context, the authors of the chapter found nine different definitions and came up with the
10th definition, denoted as “Craigen’s definition” as follows: “Cyber security is the organiza-
tion and collection of resources, processes, and structures used to protect cyberspace and
cyberspace-enabled systems from occurrences that misalign de jure from de facto property
rights.” Cyber security entails protecting what from who and means of protection; [31, 32]. The three parts of the definition drive each other; the what part of the definition includes
hardware, software, network, and data, the means of protection are practices, technology, and
process, while the from who part of the definitions includes internal and external/hostile or
naïve threats and attacks. In this token, the different attacks rely on the technology and its
development, and so the means of protection relies on the technology and how attacks are
dealt with, thereby creating a vicious cycle. 4. Cyber security in academia
This section discusses the flounder of the academic arena regarding cyber security. The study
reviewed a total of 61 master programs in 61 institute, 19 of them were studied with details
of courses offered. Geographically, the study covered 17 different countries that are con-
sidered well developed, with respect to Information Technology namely Australia, Cyprus,
Czech Republic, Estonia, Finland, France, Germany, India, Italy, Lithuania, Malaysia, Malta,
Netherlands, New Zealand, Spain, UK, and USA. 3. Cyber security scope The term cyber security has a duality: some write the term as one word, while others write
the term as two words; accordingly, this is the key gap within all players in the cyber security
community, which could be overcome by reaching a unanimous decision on one spelling. In Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
37 the scope section, a framework of elements is suggested to at least limit the intrusions of some
unrelated terms; as such, in this section, the chapter presents the different discussions about
the definition of the term “cyber security.” Moreover, the section illustrates the elements of
the cyber security framework, as shown in Figure 1. Most importantly is to define cyber security, which entails cyber security as “The ability to
protect or defend the use of cyberspace from cyber-attacks” [29], using the term as one word. However, in 2014, [30] conducted a whole research to clarify the ambiguity of the term. In
this context, the authors of the chapter found nine different definitions and came up with the
10th definition, denoted as “Craigen’s definition” as follows: “Cyber security is the organiza-
tion and collection of resources, processes, and structures used to protect cyberspace and
cyberspace-enabled systems from occurrences that misalign de jure from de facto property
i ht ” C b
it
t il
t
ti
h t f
h
d
f
t
ti
[31 32]
Figure 1. Cyber security elements. Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
37 the scope section, a framework of elements is suggested to at least limit the intrusions of some
unrelated terms; as such, in this section, the chapter presents the different discussions about
the definition of the term “cyber security.” Moreover, the section illustrates the elements of
the cyber security framework, as shown in Figure 1. Figure 1. Cyber security elements. Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
37 Figure 1. Cyber security elements. Figure 1. Cyber security elements. the scope section, a framework of elements is suggested to at least limit the intrusions of some
unrelated terms; as such, in this section, the chapter presents the different discussions about
the definition of the term “cyber security.” Moreover, the section illustrates the elements of
the cyber security framework, as shown in Figure 1. 4. Cyber security in academia This section discusses the flounder of the academic arena regarding cyber security. The study
reviewed a total of 61 master programs in 61 institute, 19 of them were studied with details
of courses offered. Geographically, the study covered 17 different countries that are con-
sidered well developed, with respect to Information Technology namely Australia, Cyprus,
Czech Republic, Estonia, Finland, France, Germany, India, Italy, Lithuania, Malaysia, Malta,
Netherlands, New Zealand, Spain, UK, and USA. Table 1 illustrates the number of master programs distributed geographically, which high-
lights that UK and USA have the most master programs pertaining to cyber security, where
USA has 25 master programs, followed by UK with 16 master programs, whereas Spain,
Estonia, Finland, France, and Netherlands follow with two programs, and the remaining 10
countries with only one program each. Reimagining New Approaches in Teacher Professional Development
38 38 Country
Number of programs
Australia
1
Cyprus
1
Czech Republic
1
Estonia
2
Finland
2
France
2
Germany
1
India
1
Italy
1
Lithuania
1
Malaysia
1
Malta
1
Netherlands
2
New Zealand
1
Spain
2
UK
16
USA
25
Total
61
Table 1. Master programs in different countries. Number of programs Table 1. Master programs in different countries. In light of the abovementioned, it is worth noting that a report, by professor Andrew
McGettrick, the Chair of Education Board in ACM, titled “Toward Curricular Guidelines for
Cyber security“ within “Report of a Workshop on Cyber security Education and Training
“clearly stated that “Cyber security is currently an immature and ill-defined subject and not a
true discipline since it lacks some of the criteria normally applied to disciplines” [33]. 4.1. Cyber security trending in academia Academia is supposed to lead the world in standardization and setting the rules. Yet, in this
case, academia is at loss for the following reasons: first, there is a discrepancy in the wording
of the term cyber security; some use “Cyber Security,” others use “Cybersecurity,” and others
use the term “security.” Second, the offering of cyber security master program is under the
umbrella of Master of Science, Master of Arts, engineering, criminal justice. Third, the faculty
conducting the program is computer science, engineering, business, management, Arts and
Social Sciences. Fourth, the master program is offered online, traditional, and distance learn-
ing. Fifth, in research, the only paper tackled the subject was [34], which discussed the need
from JOB POSTING perspective. In the next section, each of reasons will be presented along Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975 39 with 61 different master programs offered worldwide with each program the university, fac-
ulty, and country, shown in Appendix A. In respect to the term cyber security, being used as two separate words “Cyber Security,” 17
universities used it, namely KL University, North Umbria University London Campus, The
University of Waikato, University of Westminster, University of Greenwich, Tallinn University
of Technology, The University of Warwick, Harbour Space, Saint Peter’s University, Estonian
Information Technology College, University of Southern California, The University of San Diego,
Wright State University, University of York, University of south Australia, Temple University,
George Mason University. On the other hand, 16 institutes used the term “Cybersecurity,” as
one word, namely The George Washington University, St. Mary’s University, University of
Central Missouri, Webster University Leiden, University of Maryland, University of Dallas
College of Business, Sacred Heart University, Johns Hopkins, University of Maryland, NYU
Tandon School of Engineering, University Of South Florida, Fordham University, University
of Dallas, Villanova University, Embry-Riddle Aeronautical University, John Jay College of
Criminal Justice. However, other terms referring to the term “Cybersecurity” like “Information
Security” and “Digital Security” were used in the naming of the master program namely
University of Turku, University of Kent, Eurecom, Asia Pacific University of Technology &
Innovation (Apu), Cardiff University, Ferris State University, Vilnius Gediminas Technical
University. 4.1. Cyber security trending in academia Moreover, the term “security” was used in nine program names to show that the program is
related to the issue, namely: The University of Findlay, Eit Digital Master School, Cranfield
University, Edinburgh Napier University, University of Amsterdam, Brunel University,
Leeds Beckett University, Aalto University, and Esiea Graduate Engineering School. The programs were offered as Master of Science (MSC) in the faculty of computer science
like University of Maryland, University of York or engineering like Villanova University,
University of Southern California; still, others offered their program as a Master of Arts (MA)
or under the faculty of Business like Brunel University and Temple University or faculty
of management like University of San Francisco or faculty of criminal justice like John Jay
College of Criminal Justice. On a different note, while Brunel University program is a distance learning type, some institu-
tions offer “Cyber security” programs online such as University of Liverpool, University of
The Cumberlands, Norwich University, NYU Tandon, whereas others require a traditional
way of teaching. According to numerous academic programs, “Cyber security” is referred to as digital secu-
rity. In fact, there are 19 different names that pertain to cyber security according to different
academic programs, inter alia: Digital Forensics, Network Security, Applied Security and
Analytics, Security and Privacy, Information Security and Cryptography, Forensics, Electronic
Warfare, Counter Terrorism and Organized Crime, Information Security and Biometrics,
Security and Management, Information Technologies Security, Intelligence and Security
Studies, Information Security & Privacy, Information Assurance, in Network Security and
Pen Testing, Cyber Security Engineering, Network & Information Security, Operations and
Leadership, IT Auditing and Cyber Security. Reimagining New Approaches in Teacher Professional Development 40 The chapter reviewed the 61 master programs listed in Appendix A, of which 19 disclosed
their detailed classes offered within their respective programs. 4.1. Cyber security trending in academia In turn, the researcher studied
110 different classes offered within the 19 programs and found the following: (1) six programs
listed a course pertaining to programming and algorithms; (2) five programs listed a course
pertaining to assurance using titles like Computer Systems Assurance Units, Development
of high assurance systems, Information Assurance, Information Assurance and Security; (3)
one master program offered a course about auditing entitled “Software Security Assessment”;
(4) seven programs offered a course about cryptography under different titles like Applied
Cryptography, Mathematics for Cryptography; (5) one program covered database courses; (6)
seven programs offered Forensics under different titles like Cyber-crime and Computer Forensics,
Digital Forensics, e-Crime, e-Discovery and Forensic Readiness, Forensic Computing, Network
and Internet Forensics; (7) four programs offered Identity with titles like Identity and Access
Management, and Identity Management for Federal IT; (8) four programs offered courses per-
taining to Law and Ethics, such as Information Security and Ethics, Cyber Security Operational
Policy, Human Aspects of Cyber security: Law, Ethics and Privacy as well as Introduction to Ethical
Hacking; (9) 13 programs offered curses on Networks, ranking the topic as the highest to be
offered under different titles: Advanced Network and Data Communication, Computer networking,
Cryptography & Network Security, Cyber Network Security, Network and Internet Forensics, Net-
work Essentials Intensive, Network Security, Network Visualization and Vulnerability Detection,
Networks and Protocols, and Security applications in networking and distributed systems; (10)
five programs covered the topic Operating systems (OS) under related titles: Operating
Systems Security, Practical Unix, and Secure Operating Systems; (11) eight programs offered
Windows Administration; (12) eight programs offered Software engineering under differ-
ent titles: Information System Infrastructure Lifecycle Management, Complex Systems Engineering
Management, Secure Software Design and Development, Software Engineering & Design, Software
engineering, Software Security Lifecycle, Trusted System Design, Analysis and Development Units;
(13) four programs covered Digital logic and microprocessors design under different descrip-
tions: Computer Architecture, Secure Systems Architecture, Securing Digital Infrastructure, and
Computer systems; (14) more significantly is that 14 master programs used the term security
vaguely in a number of courses, utilizing it as follows: Information Security, Application Security,
Best Practices Managing Security and Privacy for Cloud Computing, Computer Security
and Privacy, Computer Security Fundamentals, Computer Security, Critical Infrastructure and
Control System Security, Cyber Network Security, Cyber security Essentials, Foundations of Cyber
Security, Hardware Security, Host Computer Security, Information, Security and Privacy, as well as
Management and Cyber Security. 4.1. Cyber security trending in academia In all the 19 master programs, there are 18 courses that are of special interest to cyber security: In all the 19 master programs, there are 18 courses that are of special interest to cyber s 1. Intrusion Detection 2. Advanced Penetration Testing 3. Cyber Fraud and Theft 4. Cyber Incident Handling and Response Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
41 5. Cyber Incident Response and Computer Network Forensics
6. Cyber Intelligence
7. Cyber Intelligence & Counterintelligence
8. Cyber Security: Emerging Threats and Countermeasures
9. Cyber Terrorism
10. Cyber Security: Threats and Defense
11. Electronic Evidence Analysis and Presentation
12. Imaging for Security Applications Watermarking & Biometrics
13. Incident Detections & Responses
14. Intrusion Analysis and Response
15. Malware and Intrusion Detection
16. Security Attacks and Defenses
17. Security Tools for Information Security
18. System Exploitation and Penetration Testing 18. System Exploitation and Penetration Testing 5. Cyber security from practitioner perspective In this section, the chapter discusses the body of knowledge represented from a practitioner
approach. Accordingly, the chapter researched the perspective of National Initiative for Cyber
Security Education (NICE) and National Initiative for Cyber Security Careers and Studies
(NICCS). Managed by the Cyber Security Education and Awareness Branch (CE&A) within the
Department of Homeland Security’s (DHS) Office of Cyber security and Communications
(CS&C), NICCS is an online resource for cyber security training that connects government
employees, students, educators, and industry with cyber security training providers through-
out the nation to ensure that the government workforce has the appropriate training and
education in the cyber security field. Likewise, NICE is an initiative led by National Institute
of Standards and Technology in the USA department of Commerce with partnership between
government and academia focusing on cyber security training and education and workforce
development; the NICE Program Office operates under the Applied Cyber security Division,
positioning the program to support the ability of USA to address current and future cyber
security challenges through standards and best practices [35], with the strategic intent to
entice a nationwide dialogue, thereby leading an action on how to address the critical short-
age of a skilled cyber security workforce. Reimagining New Approaches in Teacher Professional Development 42 Moreover, the NICE Cyber security Workforce Framework (NIST Special Publication 800–181)
serves as a fundamental reference resource to improve the communication needed to identify,
recruit, and develop cyber security talent. To reverse engineer and attempt to define the core
body of knowledge, NICE limited The Cyber Security Work Categories to the following seven
categories of common cyber security functions: 1. Operate and maintain
2. Securely provision
3. Protect and defend
4. Oversee and govern 1. Operate and maintain 2. Securely provision 4. Oversee and govern 5. Analyze 6. Investigate 7. Collect and operate. In addition, NICE had in mind the following audience for the framework: employer, employee,
training, education, and technology providers. Within this context, NICCS developed 17 focus
areas of education used as guidelines to education institutions [36]: 1. Cyber Investigations: focuses on analyses of computer incidents and intrusions to determine
attacker/source, infiltration path, mechanism, system modifications and effects, damages,
exfiltration path, data exfiltrated, and residual effects. 2. Data Management Systems Security: concentrates on secure configuration, operation, and
maintenance of databases and database management systems housing sensitive data. 3. 5. Cyber security from practitioner perspective 16. Systems Security Administration: focuses on secure configuration, operation, and mainte-
nance of a computer system (host or workstation). 16. Systems Security Administration: focuses on secure configuration, operation, and mainte-
nance of a computer system (host or workstation). 17. Systems Security Engineering: involves using system development life cycle while embed-
ding and taking into account security issue. 17. Systems Security Engineering: involves using system development life cycle while embed-
ding and taking into account security issue. 5. Cyber security from practitioner perspective Data Security Analysis: the analysis of data (e.g., system logs, network traffic) aims to iden-
tify suspected malicious activities. 4. Digital Forensics: the analysis of computer systems (hosts, servers, network components)
aims to determine the effects that malware has had on the system. 5. Health-Care Security: focuses on design, development, operation, and maintenance of com-
puter systems used in health-care applications. 6. Industrial Control Systems—SCADA Security: concentrates on design, development, opera-
tion, and maintenance of industrial control systems used in real-time infrastructures. 6. Industrial Control Systems—SCADA Security: concentrates on design, development, opera-
tion, and maintenance of industrial control systems used in real-time infrastructures. 7. Network Security Administration: focuses on secure configuration, operation, and operation
of an enterprise computer network. 7. Network Security Administration: focuses on secure configuration, operation, and operation
of an enterprise computer network. 8. Network Security Engineering: concentrates on the design of secure network infrastructures
and security analysis of network traffic. 8. Network Security Engineering: concentrates on the design of secure network infrastructures
and security analysis of network traffic. 9. Secure Cloud Computing: targets design, development, operation, and maintenance of
secure cloud architectures. 9. Secure Cloud Computing: targets design, development, operation, and maintenance of
secure cloud architectures. Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
43 43 10. Secure Embedded Systems: concentrates on design, development, utilization, and manage-
ment of secured embedded systems technologies. 11. Secure Mobile Technology: focuses on design, development, utilization, and management of
secure mobile technologies, devices, and services. 11. Secure Mobile Technology: focuses on design, development, utilization, and management of
secure mobile technologies, devices, and services. 12. Secure Software Development: revolves around the development of secure software 13. Secure Telecommunications: involves design, development, and secure use of secure tel-
ecommunications systems whether the system is digital and analog. 13. Secure Telecommunications: involves design, development, and secure use of secure tel-
ecommunications systems whether the system is digital and analog. 14. Security Incident Analysis and Response: examines system vulnerability analysis and devel-
oping the right future response. 14. Security Incident Analysis and Response: examines system vulnerability analysis and devel-
oping the right future response. 15. Security Policy Development and Compliance: revolves around the IT policy of an organiza-
tion and the monitoring and evaluation tools related to such policy. 15. Security Policy Development and Compliance: revolves around the IT policy of an organiza-
tion and the monitoring and evaluation tools related to such policy. 6. Suggested cyber security body of knowledge Cyber security encompasses physical and non-physical security of data, software, and hard-
ware, from harm by both authorized and non-authorized access, whether access is internal or
external. Cyber security is conducted via technology through predetermined processes. Since
technology is advancing expeditiously, it is not only challenging but it is also imperative to
predetermine the process of security; as such, several best practices and lessons learned are
traded among practitioners. The physical security of data software and hardware from authorized and non-authorized
access includes but not limited to, protecting the server room, its location, the switches, the
cable, data and data storage devices from fire, and excessive heat intruders. As such, server
rooms are typically equipped with fire distinguisher, air conditioned, insulated from fire, and
its floor is raised to docket the cables. In addition, the switches are usually installed in hidden
high places to limit the reachability, and cables are docketed in walls or under a raised floor. The location of the server room is another issue that is part of physical security. The major
issues that pertain to this subject are summarized in the subsequent matrix. For authorized personnel, another layer of protection to access the IT systems should be in
place, varying from setting up password-protected access or magnetic card to retina scan
to lock and key, as illustrated in Figure 2. However, oftentimes, physical security and non-
physical security are not confined to external threats and attackers and could be consid-
ered internally, in which case, if the assessed damage is considered either intentional or
non-intentional. For intentional damage, a rigorous policy should be established to ensure
employee compliance and discipline like cameras and employee follow-up; yet, non-inten-
tional damage is alleviated by proper training and teaching. Reimagining New Approaches in Teacher Professional Development
44 44 Figure 3. Matrix that shows the interaction of physical/non-physical threats with conductor of the threat internal and
external. Figure 2. Matrix of interaction computer system with physical and non-physical threats. Figure 2. Matrix of interaction computer system with physical and non-physical threats. Figure 3. Matrix that shows the interaction of physical/non-physical threats with conductor of the threat internal and
external. Figure 3. Matrix that shows the interaction of physical/non-physical threats with conductor of the threat internal and
external. 6. Suggested cyber security body of knowledge The non-physical damage is not only more sensitive but it is immensely difficult to follow,
in view that the more significant threat comes from unlawful use and access to the system. Viruses are a major threat in this case, hence, limiting the access to the system by using strict
policy and good antivirus may halt the effect. The external threat of damage like hacking and viruses poses as the most challenging, albeit,
software tools like firewall and antivirus may protect the system, as illustrated in Figure 3;
however, external physical threat, such as attacking and looting ATM machines or physical
attacks on server room, switches, cables, and data, can be overcome by setting up tangible
measures. These methods can include, but not limited to, setting up servers in protected
rooms, ensuring that switches and cables are not visible to external entities, and storing data
in secure locations with copy and the use of enormous storage. 1. Cyber Security Assurance 2. Cyber Security Assessment 6.1. Core element in cyber security The core elements in cyber security are the following 12 elements; these are the pillars or the
base to any cyber security program: 1. Cyber Security Assurance 2. Cyber Security Assessment Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
45 Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
45 Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
45 3. Ciphering
4. Algorithms
5. Networks
6. Digital Logic and Microprocessors Design
7. Operating Systems
8. Database
9. Cyber Law & Ethics
10. Viruses & Hacking
11. Software Tools & Techniques
12. Software Auditing & Software Engineering. 12. Software Auditing & Software Engineering. The following will further explain the 12 pillars (see Figure 4) and core elements in the cyber
security body of knowledge. 6.1.1. Cyber security assurance Cyber security assurance is best defined by Lipner [37] and he also explained how to
achieve security assurance. To define assurance, Lipner stated that “assurance: making
systems that can resist attack.” And he added “Assurance is achieved by integrating security
into the process of designing, building, and testing systems” [37]. In a research conducted
by [38] to develop Software Assurance Curriculum for master level and again in [39] to
develop for Software Assurance Curriculum for master’s level, the authors proposed a
comprehensive curriculum specialized for software assurance. Cyber security special
must learn method like Mission Risk Diagnostic (MRD) described by [40] used to assess
risk in systems across the life cycle and supply chain. In addition, specialist must learn
SQUARE. Security Quality Requirements Engineering (SQUARE) is a nine-step process that
helps organizations build security, including privacy, into the early stages of the production
lifecycle [41–43]. 6.1.2. Cyber security assessment Cyber security assessment is a process to assess an organization’s level of risk and prepared-
ness. The process is repeatable and measurable. The process has two parts: Inherent Risk
Profile & Cyber security Maturity [44]. The assessments are conducted in domains accord-
ing to five levels of maturity according to FFIEC [44] suggested model. According to [45],
an assessment framework was developed and was adopted by 30% of US organizations. The framework provides a risk-based approach for cyber security through five core func-
tions: identify, protect, detect, and respond and recovery. Furthermore, the cyber security Reimagining New Approaches in Teacher Professional Development
46 professional should be able to create and conduct a cyber security assessment by understand-
ing the various methodologies across all industries on how to conduct and manage a cyber
security assessment, risk analysis, and how to mitigate various cyber security threats by
conducting the following: first, understand and write reports on cyber threat attack analysis
Second, understand and write cyber security policy based on assessments. Third, detect and
analyze incidents of action of attacks and threats. Fourth, establish cyber security controls
based on established models and frameworks. Fifth, manage attack countermeasures. Sixth
mitigate risks of threats and attacks. Seventh, cycling of reports and evidence procedures for
prosecution after such assessments have been produced. Figure 4. Pillars of cyber security. Figure 4. Pillars of cyber security. Figure 4. Pillars of cyber security. Figure 4. Pillars of cyber security. professional should be able to create and conduct a cyber security assessment by understand-
ing the various methodologies across all industries on how to conduct and manage a cyber
security assessment, risk analysis, and how to mitigate various cyber security threats by
conducting the following: first, understand and write reports on cyber threat attack analysis. Second, understand and write cyber security policy based on assessments. Third, detect and
analyze incidents of action of attacks and threats. Fourth, establish cyber security controls
based on established models and frameworks. Fifth, manage attack countermeasures. Sixth,
mitigate risks of threats and attacks. Seventh, cycling of reports and evidence procedures for
prosecution after such assessments have been produced. Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
47 6.1.3. Ciphering Ciphering is an essential part of security that allows the data to be transferred from point to
point safely and without allowing anyone to look at the data being transferred. 6.1.2. Cyber security assessment Ciphering is
an old technique yet still needed for security. There are many types of ciphering that entails
hardware and software, tools and techniques in addition to ciphering algorithms. Ciphering
algorithms can be classified according to key as symmetrical and a symmetrical, according to
type of operations conducted: substitution, transposition, bit manipulation, and to the cipher
process block or stream cipher. Hence, public key ciphering RSA, and block cipher algorithms
like IDEA, RC2, RC5, CAST, ElGamel, DSA, and Skipjack are important for the cyber secu-
rity specialist. Topics like cryptanalysis, hash functions, digital signatures, and web security
should be covered in detail. 6.1.4. Algorithms Algorithms are the backbone of software. To develop any software, one must understand the
logic behind the building blocks of the software. Algorithms deal with data taking into account
speed, space storage, and time complexity. Search, sort, compression, and data structure are all
based on algorithms. Algorithm is the language that a programmer, analyst, designer speaks
with the computer to materialize their idea into working software. Hence, developing the log-
ical sense to security specialist is a must trait. Typical course must include the following in the
syllabus: sort & search algorithms, graph algorithms (Graph traversal (DFS, BFS) and applica-
tions, Connectivity, strong connectivity, bi-connectivity, Minimum spanning tree, Shortest
path, Matchings, Network flow), and hard problems (Traveling salesman problem, Longest
path, Hamilton cycle, Boolean circuit satisfiability, Clique, Vertex cover). Algorithm design:
Divide-and-conquer, Graph traversal, Greedy, Dynamic Programming, Reductions, Use of
advanced data structures. Algorithm correctness: Proofs and proof techniques (assumptions,
basic logic inference and induction), Tree and graph properties. Algorithm analysis: Time and
space complexity, Asymptotic analysis: Big Oh, Little oh, Theta, Worst case and average case
analysis, Lower bounds. Tractable and intractable problems: Polynomial time algorithms, NP
algorithms, NP hardness and NP completeness, NP Reductions. 6.1.7. Operating systems Operating system (OS) is the layer of software that lay between hardware and applications. Through OS, a person can speak to the computer hardware using a programming language. The essentials under this topic are processes and threads, mutual exclusion, CPU scheduling,
deadlock, memory management, and file systems, distributed systems. 6.1.5. Networks Networks are a backbone of the data transfer; it is the roads to cars. The types and standards
of networks are essential to anyone working in the cyber security. Networks are not only
hardware they are standards, and routing algorithm, in addition to hubs, switches, cables,
and jacks. Furthermore, the security models of computer networks along with ISO standard
of these models, that is, Open Systems Interconnection (OSI), and transmission control pro-
tocol and Internet protocol (TCP/IP). Typically, a network course covers the following topics:
Fundamentals, Link Layer, Media Access, Internetworking, Routing, Transport Layer, and
Application Layer. The Fundamentals & Link Layer which includes Building a network,
Layering and protocols—Internet Architecture, Network software, Performance; Link layer
Services: Framing, Error Detection, Flow control. The Media Access & Internetworking which Reimagining New Approaches in Teacher Professional Development 48 includes Media access control—Ethernet (802.3), Wireless LANs 802.11, Bluetooth, Switching
and Bridging, Basic Internetworking (IP, CIDR, ARP, DHCP, and ICMP). The routing topic
which includes Routing (RIP, OSPF, metrics), Switch basics—Global Internet (Areas, BGP,
IPv6), Multicast addresses, multicast routing (DVMRP, PIM). The Transport Layer topic
which includes Overview of Transport layer, UDP, Reliable byte stream (TCP), Connection
management, Flow control, Retransmission, TCP Congestion control, Congestion avoid-
ance (DECbit, RED), QoS, Application requirements. The Application Layer which includes
Traditional applications: Electronic Mail (SMTP, POP3, IMAP, MIME), HTTP, Web Services,
DNS, and SNMP. 6.1.9. Cyber law and ethics 6.1.9. Cyber law and ethics Knowing the difference between cyber laws and regulations to cyber security is like knowing
the laws and regulations to policeman. It is essential to know cyber laws and regulation since
borders do not exist in the cyber world. There also many ethical issues that pertain to the topic
not to mention the power that comes with such territory. 6.1.6. Digital logic and microprocessors design Digital logic and microprocessors design are basic and fundamental for cyber security. Under this topic, things like the principles of programmable logic devices, combinational and
sequential circuits, and the principles of hardware design, the structure and electronic design
of modern processors. In addition, logical gates, flip-flop, and binary world are included. 6.1.7. Operating systems 6.1.8. Database Database is where data are stored in a computer system, topics under database are (but not lim-
ited to) data models like Entity Relations (ER), relational; query languages including relational
algebra, Structure Query Language (SQL); implementation techniques of database manage-
ment systems including index structures, concurrency control, recovery, and query process-
ing; management of semi-structured and complex data; distributed and NoSQL databases. 6.1.10. Viruses, warms, and hacking Cyber security specialist must be aware of the methods and tools and techniques used to
counter affect viruses, warms, hacking the malware software in general. For a policeman
to be good at his job, he must be aware of the criminal acts and how they are conducted. Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975 49 Cyber security must know the different types of viruses, warms, and hacking methods in
order to deal with such problems. Malware ranges from annoying malicious software
to cyber-weapon that attacks and destroys. Furthermore, detection, analysis, control,
and eradication of such software are essential part of cyber security education. Tools like
Dependency Walker, Fakenet, FileAlyzer 2.0, HxD, IDA Free, ImpREC, LordPE, Malcode
Analyst Pack, OllyDbg, PEiD, PEview, Regshot, Resource Hacker, Sysinternals Suite, UPX,
Visual Studio, Windbg, Wireshark, System Monitor, Process Explorer, CaptureBAT, Regshot,
VMware, BinText, LordPE, QuickUnpack, Firebug, PELister, PEiD, IDA Pro, OllyDbg and
plug-ins such as OllyDump, HideOD, Rhino, Malzilla, SpiderMonkey, Jsunpack-n. Internet
Explorer Developer Toolbar, cscript Honeyd, NetCat, Wireshark, curl, wget, xorsearch
OfficeMalScanner, OffVis, Radare, FileInsight, malfind2, apihooks, SWFTools, Flare, and
shellcode2exe are essential for cyber security expert. 6.1.11. Software tools and techniques There are tremendous amount of software tools and techniques that is especially developed
for cyber security. The simplest is antivirus software, database management software, operat-
ing systems management software, network management software, and so on. Hence, cyber
security specialist must be familiar with these tools and techniques. 6.1.12. Software auditing and software engineering 6.1.12. Software auditing and software engineering Software auditing and software engineering is the 12th pillar that is of core importance to
Cyber security. Most attacks on cyber systems are viruses or hacks coming from internal or
external source, thereby misusing a vulnerability of software. For example, a programmer
forgot to take into account certain case or a port. Software engineering should take the right
measure so that such case does not occur. Regular auditing to software and data and build-
ing self-tests within the software will catch such problem beforehand. Hence, cyber security
specialist must be aware of the tools, techniques, and methods of software engineering and
auditing. Furthermore, security specialist must have the knowledge of Software Assurance
Framework (SAF) explained in [46]. Software Assurance Framework (SAF) is a collection of
cyber security practices that programs can apply across the acquisition lifecycle and sup-
ply chain. Hence, cyber security specialist must be aware of software security framework
such as IMAF. IMAF is a framework suggested by [47] that aligns drivers with software
security codes of practices. There are many codes of practices listed by [47]: Building Security
in Maturity Model (BSIMM), Open Web Application Security Project (OWASP), Software
Assurance Maturity Model (SAMM), Department of Homeland Security Measurement work
and Assurance for CMMI Process Reference Model, and CERT Resilience Management
Model. None-core competencies and elements are important but since technology keeps changing,
further courses can be developed through course training or self-training or both. Such ele-
ments include but not limited to Intrusion Detection (Analysis and Response), penetration
testing, Intelligence & counterintelligence, and Electronic Evidence Analysis. 50 Reimagining New Approaches in Teacher Professional Development 7. Conclusion MSc in Applied Security and Analytics
The University of Findlay
USA
Master in Security and Privacy (S&P)
Eit Digital Master School
Ger
Master’s Degree Programme in Information
Security and Cryptography
University of Turku
Fin
Computer Engineering
International University
Alliance
USA
MSc Cyber Security and Forensics
University of Westminster
UK
Science and Technology
Electronic Warfare, Information and Cyber
Degrees
Cranfield University
UK
International Security Degrees
Cranfield University
UK
Resilience, Counter Terrorism and
Organized Crime Degrees
Cranfield University
UK
MSc Computer Forensics & Cyber Security
University of Greenwich
UK
MSc Advanced Security and Digital
Forensics
Edinburgh Napier
University
UK
MSc in Cyber Security
Tallinn University of
Technology
Estonia
MSc Information Security and Biometrics
University of Kent
UK
Master in Cyber Security and Management
(CSM)
The University of Warwick
UK
Warwick Manufacturing
Group Wmg
Master in Information Security
Harbour.Space
Spain
Master of Information and Information
Technologies Security
Vilnius Gediminas Technical
University
LT
1. MSc System and Network Engineering:
Security
University of Amsterdam
NL
MSc in Digital Security and Forensics
Asia Pacific University of
Technology & Innovation
(APU)
Mal
MA Intelligence and Security Studies
(Distance Learning)
Brunel University
UK
College of Business, Arts
and Social Sciences
Master in Cybersecurity
St. Mary’s University
USA
Master in Cybersecurity
University of Central
Missouri
USA
MS Cybersecurity
Webster University Leiden
NL
MSc Cyber Security Engineering (CSE)
The University of Warwick
UK
Warwick Manufacturing
Group Wmg
MSc in Information Security & Privacy
Cardiff University
UK
Master in Embedded Systems
Masaryk University
Czech R. MSc Digital Forensics and Security
Leeds Beckett University
U K Name
Institute
Country
Faculty
Master of Cyber Security
The University of Waikato
New Z. 7. Conclusion This research first discussed the body of knowledge notion and scope of cyber security defini-
tion and then gave a presentation about cyber security in the academic arena. The showcase
of academic perspective of cyber security included the 61 master programs from 17 differ-
ent countries namely Australia, Cyprus, Czech Republic, Estonia, Finland, France, Germany,
India, Italy, Lithuania, Malaysia, Malta, Netherlands, New Zealand, Spain, UK, and USA. The
showcase presented the many irregularities and anomalies of cyber security master programs. Next, the chapter presented cyber security from practitioner perspective citing the work NICE
to standardize the body of knowledge of cyber security from practitioner perspective. The
last part of the chapter presents a suggested body of knowledge for cyber security. Based on
a comprehensive definition of cyber security, the chapter also suggested two matrices that
represent the interaction among the different elements of computer system with physical and
non-physical threats, and a matrix that shows the interaction of physical/non-physical threats
with conductor of the threat internal and external. Furthermore, the section presents and
explains the core elements of the cyber security. A. Master programs, their affiliation, country, and faculty
Name
Institute
Country
Faculty
MSc in Computer Science
University of Nicosia
Cyp
MSc in cyber security in CS
The George Washington
University
USA
Engineering & Applied
Science
Master in Digital Security
Eurecom
Fr
Master of Engineering in Cybersecurity
University of Maryland
USA
School of Engineering
MSc in Computer, Communication and
Information Sciences - Security and Mobile
Computing
Aalto University
Fin
Mastère Spécialisé SIS: Sécurité de
l’Information et des Systèmes
Esiea Graduate Engineering
School
F
Master of Information Systems
University Of San Francisco
USA
School of Management
Masters of Science in Engineering in
Artificial Intelligence and Robotics
Sapienza University of Rome
It
Digital Forensics and Cybersecurity
programs
John Jay College of Criminal
Justice
USA
Master of Technology in Cyber Security and
Digital Forensics
K L University
Ind
Network Security and Pen Testing MSc
Middlesex University
London
UK
MSc Cyber Security
Northumbria University
London Campus
UK A. Master programs, their affiliation, country, and faculty Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
51 Name
Institute
Country
Faculty
Master of Cyber Security
The University of Waikato
New Z. 7. Conclusion MSc in Applied Security and Analytics
The University of Findlay
USA
Master in Security and Privacy (S&P)
Eit Digital Master School
Ger
Master’s Degree Programme in Information
Security and Cryptography
University of Turku
Fin
Computer Engineering
International University
Alliance
USA
MSc Cyber Security and Forensics
University of Westminster
UK
Science and Technology
Electronic Warfare, Information and Cyber
Degrees
Cranfield University
UK
International Security Degrees
Cranfield University
UK
Resilience, Counter Terrorism and
Organized Crime Degrees
Cranfield University
UK
MSc Computer Forensics & Cyber Security
University of Greenwich
UK
MSc Advanced Security and Digital
Forensics
Edinburgh Napier
University
UK
MSc in Cyber Security
Tallinn University of
Technology
Estonia
MSc Information Security and Biometrics
University of Kent
UK
Master in Cyber Security and Management
(CSM)
The University of Warwick
UK
Warwick Manufacturing
Group Wmg
Master in Information Security
Harbour.Space
Spain
Master of Information and Information
Technologies Security
Vilnius Gediminas Technical
University
LT
1. MSc System and Network Engineering:
Security
University of Amsterdam
NL
MSc in Digital Security and Forensics
Asia Pacific University of
Technology & Innovation
(APU)
Mal
MA Intelligence and Security Studies
(Distance Learning)
Brunel University
UK
College of Business, Arts
and Social Sciences
Master in Cybersecurity
St. Mary’s University
USA
Master in Cybersecurity
University of Central
Missouri
USA
MS Cybersecurity
Webster University Leiden
NL
MSc Cyber Security Engineering (CSE)
The University of Warwick
UK
Warwick Manufacturing
Group Wmg
MSc in Information Security & Privacy
Cardiff University
UK
Master in Embedded Systems
Masaryk University
Czech R. 7. Conclusion MSc Digital Forensics and Security
Leeds Beckett University
U K Reimagining New Approaches in Teacher Professional Development
52 52 Name
Institute
Country
Faculty
Master of Science in Cyber Security
Saint Peter’s University
USA
MSc in Cybersecurity (Information
Assurance)
University of Dallas
USA
College of Business
MSc in Network Security and Pen Testing
Middlesex University Malta
Malta
MSc in Information Security and
Intelligence
Ferris State University
USA
Masters in Cyber Security Engineering
Estonia
Information Technology
College
MSc Network & Information Security
Kingston University London
UK
Máster en Ciberseguridad UCAV-
DELOITTE *
Universidad Católica De
Ávila
Spain
Master of Science: Cybersecurity
Sacred Heart University
USA
MSc in Cybersecurity
Johns Hopkins
USA
Johns Hopkins Engineering
Master of Engineering in Cybersecurity
University of Maryland
USA
Computer Science
Master of Science Cyber Security
Engineering
University of Southern
California
USA
Viterbi School of
Engineering
Cybersecurity Online
NYU Tandon School of
Engineering
USA
Cybersecurity Master’s Degree
University of South Florida
USA
MSc in Cybersecurity
Fordham University
USA
Master of Science in Cyber Security
Operations and Leadership
The University of San Diego
USA
MSc in Cybersecurity
University of Dallas
USA
College of Business
MSc in Cyber Security
Wright State University
USA
The College of Engr & C S
MSc in Cybersecurity
Villanova University
USA
College of Engineering
MSc in Cyber Security
University of York
UK
Department of Comp. Sci. MSc (Cyber Security and Forensic
Computing)
University of South Australia
Aus
IT Auditing and Cyber Security
Temple University
USA
Fox School of Business
Applied Information Technology, Cyber
Security Concentration (MS)
George Mason University
USA
School of Engineering
MSc in Cybersecurity Engineering
Embry-Riddle Aeronautical
University
USA
College of Engineering Author details Evon M Abu-Taieh1*, Auhood Abd. Al Faries2,3, Shaha T. Alotaibi2 and Ghadah Aldehim2
*Address all correspondence to: abutaieh@gmail.com
1 The University of Jordan, Aqaba, Jordan
2 Princess Nourah Bin Abdulrahman University, Saudi Arabia
3 King Saud University, Saudi Arabia Evon M Abu-Taieh1*, Auhood Abd. Al Faries2,3, Shaha T. Alotaibi2 and Ghadah Aldehim2
*Address all correspondence to: abutaieh@gmail.com
1 The University of Jordan, Aqaba, Jordan
2 Princess Nourah Bin Abdulrahman University, Saudi Arabia
3 King Saud University, Saudi Arabia Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
53 Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
53 Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975
53 References [1] Abu-Taieh E. Cyber Security Body of Knowledge. In: SC2 IEEE Conference; Japan. 2017 [2] Oren TI. Toward the body of knowledge of modeling and simulation. In: Interservice/
Industry Training, Simulation, and Education Conference (I/ITSEC) 2005; Orlando, FL. 2005 [3] Penzenstadler B, Fernandez M, Richardson D, Callele D, Wnuk K. The requirements
engineering body of knowledge (rebok). In: 2013 21st IEEE International Requirements
Engineering Conference (RE); Rio de Janeiro, Brasil. 2013 [4] Quezada-Sarmiento PA, Enciso-Quispe LE, Garbajosa J, Washizaki H. Curricular design
based in bodies of knowledge: Engineering education for the innovation and the indus-
try. In: SAI Computing Conference (SAI), 2016; London. 2016 [5] Adcock R, Hutchison N, Nielsen C. Defining an architecture for the systems engineer-
ing body of knowledge. In: 2016 Annual IEEE Systems Conference (SysCon); Orlando,
FL. 2016 [6] Kajko-Mattsson M, Sjögren A, Lindbäck L. Everything is possible to structure—Even the
software engineering body of knowledge. In: 2017 IEEE/ACM 1st International Workshop
on Software Engineering Curricula for Millennials (SECM); Buenos Aires. 2017 [7] Bourque P, Fairley R. Guide to the Software Engineering Body of Knowledge (Swebok(R)):
Version 3.0, 3ed ed. Los Alamitos, CA: IEEE Computer Society Press; 2014 [8] Duarte A, Duarte D, Thiry M. aceBoK: Toward a software requirements traceability body
of knowledge. In: 2016 IEEE 24th International Requirements Engineering Conference
(RE); Beijing. 2016 [9] INQAAHE. INQAAHE. 12 6 2017. [Online]. Available: http://www.inqaahe.org/presen-
tation [10] chea. 9 6 2017. [Online]. Available: http://www.chea.org/ [11] ENQA. 6 12 2017. [Online]. Available: Enqa.eu [11] ENQA. 6 12 2017. [Online]. Available: Enqa.eu [12] KMK. KMK. 12 6 2017. [Online]. Available: http://www.akkreditierungsrat.de/ [13] ANECA. 12 12 2017. [Online]. Available: www.aneca.es/ [13] ANECA. 12 12 2017. [Online]. Available: www.aneca.es/ [14] PSRB. 5 5 2016. [Online]. Available: www.hesa.ac.uk [15] hkcaavq. 12 12 2017. [Online]. Available: https://www.hkcaavq.edu.hk/en/ [16] HE_India. HE_India. Ministry of Human Resource Development Department of Higher
Education. 12 12 2017. [Online]. Available: www.education.nic.in/higedu.asp [17] NACTE. 12 12 2017. [Online]. Available: http://www.nacte.org.pk [18] NAEAC. 12 12 2017. [Online]. Available: http://www.naeac.org.pk/ [19] NBEAC. 12 12 2017. [Online]. Available: www.pbeac.org.pk/ Reimagining New Approaches in Teacher Professional Development 54 [20] NCEAC. 12 12 2017. [Online]. Available: http://www.nceac.org [20] NCEAC. 12 12 2017. [Online]. Available: http://www.nceac.org [21] U.S. Department of Education. 9 8 2017. [Online]. Available: https://www2.ed.gov/
admins/finaid/accred/accreditation_pg6.html [22] ABET. ABET. 11 5 2017. [Online]. Available: http://www.abet.org/about-abet/ [23] ACM. About. 5 9 2017. [Online]. Available: www.acm.org [24] CIPS. Accredited Programs. 11 5 2017. [Online]. References Available: http://www.cips.ca/ [25] ACM, IEEE. Curriculum Guidelines for Undergraduate Degree Programs in Computer
Engineering. New York: ACM IEEE; 2016 [26] ACM & IEEE. Curriculum Guidelines for Undergraduate Degree Programs in Computer
Science. New York: ACM IEEE; 2013 [27] Walrad CC. The IEEE computer society and ACM's collaboration on computing educa-
tion. Computer. 2016;49(3):88-91 [28] ACM & IEEE. Information Technology Curricula 2017. New York: Association for
Computing Machinery (ACM) IEEE Computer Society (IEEE-CS); 2017 [29] Kissel R. Glossary of Key Information Security Terms. 5 2013. [Online]. Available: http://
nvlpubs.nist.gov/nistpubs/ir/2013/NIST.IR.7298r2.pdf. [Accessed: 12.12.2017] [30] Craigen D, Diakun-Thibault N, Purse R. Defining cybersecurity. Technology Innovation
Management Review. 2014;4(10):13-21 [31] Davis Z. Definition of computer security. PCMag. 2017 [31] Davis Z. Definition of computer security. PCMag. 2017 [32] Gasser M. Building a Secure Computer System. 1st ed. USA: Van Nostrand Reinhold;
1988. p. 236. ISBN 0-442-23022-2 [33] McGettrick A. Toward Curricular Guidelines for Cybersecurity—Report of a Workshop
on Cybersecurity Education and Training. ACM; 2013 [34] Benslimane Y, Yang Z, Bahli B. Information security between standards, certifications
and technologies: An empirical study. In: 2016 International Conference on Information
Science and Security (ICISS); Pattaya, Thailand. 2016 [35] NICE. National Initiative for Cybersecurity Education (NICE). 2 2013. [Online]. Available:
https://www.nist.gov/itl/applied-Cybersecurity/nice/resources/nice-Cybersecurity-
workforce-framework [36] NICCS. 12 12 2017. [Online]. Available: https://niccs.us-cert.gov/sites/default/files/docu-
ments/pdf/cae_ia-cd_focusareas.pdf?trackDocs=cae_ia-cd_focusareas.pdf [37] Lipner S. Security assurance. Communications of the ACM. 2015;58(11):24-26 [38] Mead N, Hilburn T, Linger R. Software Assurance Curriculum Project Volume II: Under-
graduate Course Outlines(CMU/SEI-2010-TR-019). Pittsburgh, PA: Software Engineering
Institute; 2010 Cyber Security Body of Knowledge and Curricula Development
http://dx.doi.org/10.5772/intechopen.77975 55 [39] Mead N, Allen J, Ardis M, Hilburn T, Kornecki A, Linger R, McDonald J. Software
Assurance Curriculum Project Volume I: Master of Software Assurance Reference
Curriculum (CMU/SEI-2010-TR-005). Carnegie Mellon University; 2010 [40] Alberts C, Dorofee A. Mission Risk Diagnostic (MRD) Method Description (CMU/SEI-
2012-TN-005). Pittsburgh, PA: Software Engineering Institute; 2012 [41] Chen P, Dean M, Ojoko-Adams D, Osman H, Lopez L, Xie N. Systems Quality Require-
ments Engineering (SQUARE) Methodology: Case Study on Asset Management System
(CMU/SEI-2004-SR-015). Pittsburgh, PA: Software Engineering Institute; 2004 [42] Mouratidis H, Giorgini P. Integrating Security and Software Engineering: Advances and
Future Visions. Hershey, PA: Idea Group Publishing; 2007 [43] Bijwe A, Mead N. Adapting the SQUARE Process for Privacy Requirements Engineering
(CMU/SEI-2010-TN-022). Pittsburgh, PA: Software Engineering Institute; 2010 [44] FFIEC Cybersecurity Assessment Tool. USA: Federal Financial Institutions Examination
Council; 2015 [45] Chabrow E. References IST Unveils a Cybersecurity Self-Assessment Tool: Gauging the Effectiveness
of Risk Management Initiatives. Princeton, NJ: Information Security Media Group Corp.;
2016 [46] Alberts C, Woody C. Prototype Software Assurance Framework (SAF):Introduction and
Overview (CMU/SEI-2017-TN-001). Pittsburgh, PA: Software Engineering Institute; 2017 [47] Alberts C, Allen J, Stoddard R. Integrated Measurement and Analysis Framework
for Software Security(CMU/SEI-2010-TN-025). Pittsburgh, PA: Software Engineering
Institute; 2010
|
https://openalex.org/W2150640296
|
https://aacr.figshare.com/articles/journal_contribution/Supplementary_Figure_2_from_Dual_Blockade_of_PD-1_and_CTLA-4_Combined_with_Tumor_Vaccine_Effectively_Restores_T-Cell_Rejection_Function_in_Tumors/22395077/1/files/39840698.pdf
|
French
| null |
Dual Blockade of PD-1 and CTLA-4 Combined with Tumor Vaccine Effectively Restores T-Cell Rejection Function in Tumors
|
Cancer research
| 2,013
|
cc-by
| 48
|
Supplemental Figure 2 Supplemental Figure 2 PD-L1
PD-L2
B7.1
CT26 EpCAM+
Tumor cells
CD45+ Tumor
leucocytes
PD-L1
PD-L2
B7.1
ID8-VEGF EpCAM+
Tumor cells
ID8-VEGF CD45+
Tumor leucocytes
A
B A CT26 EpCAM+
Tumor cells CD45+ Tumor
leucocytes B B ID8-VEGF EpCAM+
Tumor cells ID8-VEGF CD45+
Tumor leucocytes B7.1
|
https://openalex.org/W2006566646
|
https://bmccomplementmedtherapies.biomedcentral.com/counter/pdf/10.1186/s12906-015-0604-9
|
English
| null |
Intervention development for integration of conventional tobacco cessation interventions into routine CAM practice
|
BMC complementary and alternative medicine
| 2,015
|
cc-by
| 12,802
|
* Correspondence: myram@email.arizona.edu
1Department of Family and Community Medicine, University of Arizona
College of Medicine, P.O. Box 245052, Tucson, AZ 85724, USA
Full list of author information is available at the end of the article © 2015 Muramoto 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. Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96
DOI 10.1186/s12906-015-0604-9 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96
DOI 10.1186/s12906-015-0604-9 Open Access Intervention development for integration of
conventional tobacco cessation interventions into
routine CAM practice Myra L Muramoto1*, Eva Matthews1, Cheryl K Ritenbaugh1 and Mark A Nichter2 Abstract Background: Practitioners of complementary and alternative medicine (CAM) therapies are an important and
growing presence in health care systems worldwide. A central question is whether evidence-based behavior change
interventions routinely employed in conventional health care could also be integrated into CAM practice to address
public health priorities. Essential for successful integration are intervention approaches deemed acceptable and
consistent with practice patterns and treatment approaches of different types of CAM practitioners – that is, they
have context validity. Intervention development to ensure context validity was integral to Project CAM Reach (CAMR), a
project examining the public health potential of tobacco cessation training for chiropractors, acupuncturists and
massage therapists (CAM practitioners). This paper describes formative research conducted to achieve this goal. Methods: Intervention development, undertaken in three CAM disciplines (chiropractic, acupuncture, massage
therapy), consisted of six iterative steps: 1) exploratory key informant interviews; 2) local CAM practitioner community
survey; 3) existing tobacco cessation curriculum demonstration with CAM practitioners; 4) adapting/tailoring of existing
curriculum; 5) external review of adaptations; 6) delivery of tailored curriculum to CAM practitioners with follow-up
curriculum evaluation. Results: CAM practitioners identified barriers and facilitators to addressing tobacco use with patients/clients and saw
the relevance and acceptability of the intervention content. The intervention development process was attentive to
their real world intervention concerns. Extensive intervention tailoring to the context of each CAM discipline was found
unnecessary. Participants and advisors from all CAM disciplines embraced training content, deeming it to have broad
relevance and application across the three CAM disciplines. All findings informed the final intervention. Conclusions: The participatory and iterative formative research process yielded an intervention with context validity in
real-world CAM practices as it: 1) is patient/client-centered, emphasizing the practitioner’s role in a healing relationship;
2) is responsive to the different contexts of CAM practitioners’ work and patient/client relationships; 3) integrates
relevant best practices from US Public Health Service Clinical Practice Guidelines on treating tobacco dependence;
and 4) is suited to the range of healing philosophies, scopes of practice and practice patterns found in participating
CAM practitioners. The full CAMR study to evaluate the impact of the CAMR intervention on CAM practitioners’ clinical
behavior is underway. Keywords: Context validity, Intervention protocol, Curriculum development, Training, Interprofessional education,
Tobacco cessation, Chiropractic, Acupuncture, Massage therapist, Community based participatory research Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 2 of 14 Background integration to be effective, interventions would at once
need to be tailored into real world CAM practices; yet
maintain their conceptual integrity and be subject to
established evaluation criteria. Complementary and alternative medicine (CAM) ther-
apy use is an increasingly important factor in the health
care landscape [1]. A number of national surveys indi-
cate substantial [2-6] and in some cases growing use [7]
of CAM therapies. In the United States (U.S.), between
the 2002 and 2007 National Health Interview Survey
(NHIS), the proportion of adults reporting use of at least
one form of CAM increased from 25.7% to 29.4% - a rela-
tive increase of 14.2%. Provider-based CAM (pbCAM, in-
cluding all those services which require the presence of a
practitioner as contrasted with CAM treatments that
can be self-administered, such as herbal medicines) use
saw a relative increase of 29.6%. The most significant
increases in pbCAM use were seen in chiropractic care,
acupuncture, massage therapy, and folk medicine [7]. Harris and colleagues [6] note in their international re-
view of CAM use studies that more population-based
assessment (i.e. through government sponsored health
surveys) of CAM use is necessary to provide a more
accurate picture of trends in prevalence of CAM use
over time. Project CAM Reach Context validity of the research intervention is a key as-
pect of Project CAM Reach (CAMR), a National Cancer
Institute (NCI) sponsored study examining the public
health potential of tobacco cessation training for chiro-
practors, acupuncturists and massage therapists (CAM
practitioners). The CAMR study has two main aims. First, develop an intervention protocol, a tobacco cessa-
tion brief intervention training and practice-system
intervention that includes appropriate tobacco cessation
best practices from the U.S. Public Health Service
Guideline on Treatment of Tobacco Dependence (PHS
Guideline) [19] and is tailored for the needs of CAM
practitioners. Second, in the real world of CAM prac-
tices, evaluate the impact of the CAMR intervention on
CAM practitioners’ knowledge, attitudes and practice
behaviors with respect to integration of tobacco cessa-
tion practices recommended by the PHS guideline [19]. Context validity of interventions in CAM practices The inspiration for CAMR is three-fold. First, the
growing burden of chronic disease is at the heart of the
US health care crisis. Chronic disease accounts for more
than 75% of health care costs in the US and the steady
escalation of the nation’s health care bill is driven in
large part by the increasing costs of caring for chronic
disease [20-22]. Globally, chronic diseases are the largest
cause of death. The leading chronic diseases share com-
mon life-style related major risk factors of tobacco use,
unhealthy diet, physical inactivity, and alcohol use
[23,24]. Second, CAM practitioners have characteristics
and practice patterns that make them well suited to ad-
dressing lifestyle-related chronic disease risk factors. Third,
local
CAM
practitioners
participating
in
a
tobacco-cessation training project for lay community
members (described below) requested that tobacco ces-
sation training be made more available to their disci-
plines [25]. Context validity of interventions in CAM practices
Growth in CAM use has inspired innovative attempts to
offer patients holistic care through integrating CAM into
conventional medical practice [8-10]. By contrast, there
has been much less exploration of how interventions
widely used in conventional medicine and behavioral
health might be effectively incorporated into pbCAM
practice as a means of advancing the preventive and pro-
motive health goals of both CAM and conventional
medicine [11]. CAM practitioners and practices differ
markedly from conventional medicine practitioners and
practices with respect to professional training, practice
patterns, business models, treatment and healing para-
digms, philosophical orientation to the patient/client –
practitioner relationship and perceptions of treatment
effectiveness [11-18]. A central question that arises is
whether evidence-based health care and/or behavior
change interventions widely employed in conventional
medical and behavioral health care could be integrated
into the CAM practice context in ways that ensure val-
idity within the specific context of a CAM practice while
maintaining the conceptual integrity of the evidence-
based intervention. In this paper we refer to this concept
as “context validity”. Intervention development to ensure
context validity requires addressing such questions as:
Will these interventions be acceptable to practitioners in
different CAM disciplines? Do the interventions “fit” or
make sense within the training and healing traditions,
scope of practice, and practice patterns relevant to prac-
titioners of the specific CAM disciplines who would be
asked to implement the intervention? In order for Tobacco cessation and CAM practitioners These CAM practitioners rec-
ognized the value of such training for their own practices,
and at the end of the study approached the research team
with the recommendation and request that cessation
training, tailored to the needs of CAM practitioners, be
offered to their disciplines. The purpose of this paper is to
describe the iterative CBPR process we used to develop
the CAMR intervention protocol and the resulting inter-
vention that included both a patient/client centered
tobacco cessation BI training and a practice system
intervention tailored for CAM practitioners. We note
that the CAM disciplines participating in the CAMR
study customarily use different terms to refer to per-
sons seeking their care. Chiropractors and acupunc-
turists usually refer to “patients”, whereas massage
therapists usually say “clients”. For simplicity, we will
use “patients” throughout this paper. CAM practitioners have characteristics and practice
patterns that may make them better suited to health and
wellness
promotion
than
conventional
practitioners. Compared to conventional biomedical practitioners,
visits with CAM practitioners are often longer and
more frequent [13,34,35], providing more time to ad-
dress complex lifestyle issues. They often see patients
for regular health maintenance/wellness care, allowing
for repeated follow-ups and reassessment of behavioral
changes [13]. g
Analysis of 2002 and 2007 data from the National
Health Interview Survey in the U.S. found that CAM
practitioners provide care for significant numbers of
smokers [36]. A population-based survey of CAM use in
an eastern region of Germany also found that a signifi-
cant proportion of CAM users were current smokers
(28.6%)
[37]
Published
English-language
reports
of
population-based surveys of CAM use in non-U.S. popu-
lation are sparse. Most published reports focus on spe-
cific clinical populations, e.g. outpatients to a health
center, cancer survivors. Some clinical population stud-
ies have reported significant rates of tobacco use among
CAM users. A Swedish health centre-based survey of
1442 patients found that among users of manual ma-
nipulative CAM therapies, 14.7% were current smokers,
and 18.8% were current snuff takers. Of those using ma-
nipulative CAM therapies and herbs, 25.6% were current
smokers, and 37.5% were current snuff takers [38]. In
the U.S., as in some other countries, some populations
with higher rates of CAM use are also at higher risk for
tobacco use. Tobacco cessation and CAM practitioners Tobacco cessation and CAM practitioners
Even after decades of public health tobacco control ef-
forts, tobacco remains the single largest preventable
cause of death globally [26]. In the U.S., where the
current work was conducted, tobacco cessation brief in-
terventions (BIs) based on the 5A’s framework (Ask,
Advise, Assess, Assist, Arrange) [27], and that also in-
clude intra-treatment social support, continue to form
the backbone of practice-based conventional healthcare
intervention. More recently, BIs are being evaluated in
developing nations [28,29]. That said, despite clear evi-
dence from the U.S. that BIs by health care providers Page 3 of 14 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 3 of 14 result in increased tobacco cessation rates [19], and that
such BIs are the most cost-effective preventive health
services [30], implementation of BIs by biomedical phy-
sicians fall far short of the ideal [31]. For nearly 3 de-
cades, cessation training in the US has focused on
conventional biomedical health practitioners, primarily
physicians. Only more recently has cessation training in-
cluded non-physicians, e.g. nurses, respiratory therapists,
dentists, and dental hygienists [27,32]. But with rare ex-
ceptions [33], the focus remains on training biomedical
health professionals. from conventional biomedical practitioners, existing
tobacco cessation training programs designed for con-
ventional practitioners may not be well-suited for
CAM practitioners. To ensure that the CAMR intervention had context
validity for the three CAM disciplines engaged in this
study, we used an iterative and community based partici-
patory research (CBPR) approach to develop an interven-
tion protocol integrating conventional tobacco cessation
interventions recommended by the PHS Guideline into
real world CAM practice. The CAMR intervention builds
on an existing program of research [25,50-53] that devel-
oped the Helpers Program (“Helpers”), the foundational
curriculum for the CAMR intervention. Helpers is a
community-based brief intervention (BI) training program
that teaches lay community members how to offer a struc-
tured, four-step “helping conversation” to tobacco users. The helping conversation uses active listening skills and
motivational communication strategies to encourage quit-
ting tobacco (i.e. permanently stopping/giving up tobacco)
without confrontation, or “nagging” [53]. One of the inspi-
rations for CAMR came from local CAM practitioners
(chiropractor, acupuncturist, and massage therapist) who
had participated in a prior NCI-sponsored study of
community-based tobacco cessation BI training for the lay
public (Project Reach) [25]. Tobacco cessation and CAM practitioners These populations include: the uninsured/
underinsured [4,7,39]; some low-income and rural popu-
lations [40-42]; some ethnic/racial minority and new
immigrant groups and persons living with specific condi-
tions such as HIV/AIDS [43,44], mental illness [45,46]
and cancer [47-49]. Step 1 – Exploratory interviews with key informants
Methods The purpose of the key informant interviews was two-
fold: to gain a better understanding of potential barriers
and facilitators that practitioners may have to conduct-
ing helping conversations so that these factors could be
directly addressed within the intervention, and to inform
development of the community survey of local CAM
practitioners for Step 2. Initial key informants (chiro-
practic, acupuncture and massage therapy) were identi-
fied through project investigators’ existing relationships
with CAM practitioners in the local Tucson community. These informants referred investigators to additional
practitioners for invitation to participate in individual,
semi-structured interviews. A total of eleven practi-
tioners participated (3 chiropractors, 3 acupuncturists,
and 5 massage therapists). The three chiropractors were
in private solo practice. One chiropractor was primarily
providing locum tenens coverage for other chiropractors
in the community. One chiropractor was also a licensed
acupuncturist. He used acupuncture and nutrition ad-
vice within his practice, but self-identified as a chiro-
practor. One chiropractor had originally trained and
practiced as a massage therapist before going to chiro-
practic school, but self-identified as a chiropractor. He
predominately used
chiropractic
manipulation treat-
ments and rarely used massage therapy in his practice. All three acupuncturists were trained in acupuncture
and Traditional Chinese Medicine (TCM). Two were in
private solo practice; one was also part-time faculty at a
local acupuncture/TCM school. The third acupuncturist
was president and faculty of an acupuncture/TCM
School. He had an active practice within the school and
was also faculty for the University of Arizona College of
Medicine’s Program in Integrative Medicine. The five
massage therapists represented a range of practice con-
texts and used a range of massage/bodywork treatments
(Swedish, deep tissue, shiatsu, ergonomic evaluation). Three massage therapists were working in relatively
large group practices (>5 practitioners); one was a prac-
tice owner/practitioner, one as an independent contrac-
tor and one as an employee (who also had a mobile
private solo practice, delivering treatments in patients’
homes). The other two massage therapists were in pri-
vate solo practice; one also had a mobile practice. Three Investigators conducted open-ended, semi-structured
interviews with key informants, usually at the practi-
tioner’s office. The interview guide addressed the follow-
ing domains: practitioners’ attitudes, knowledge, prior
training, experience and practice behaviors regarding
tobacco dependence and cessation. Methods The CAMR intervention development was designed as
an iterative process in which the outcomes from each
step were used to inform and shape the next step. The
six steps for each type of CAM practitioner were: 1) ex-
ploratory interviews with key informants; 2) survey of
local CAM practitioner community members; 3) test
demonstration of existing curriculum with CAM practi-
tioners; 4) adapting and tailoring existing curriculum; 5)
external review of adaptations; 6) delivery of tailored
curriculum
to
CAM
practitioners
with
follow-up Despite their increasingly important role in healthcare,
and potential to promote tobacco cessation, CAM
practitioners have largely been overlooked in the pub-
lic health tobacco control agenda. Further, because of
the different professional background and training,
clinical practice models, scope of practice and practice
patterns that clearly distinguish CAM practitioners Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 4 of 14 massage therapists were current or former faculty at
local massage therapy schools. curriculum evaluation by trainees. Methods and process
outcomes for each developmental step are presented
below. The resulting curriculum and intervention then
moved into the main research study protocol, described
elsewhere. The University of Arizona Human Subjects
Protection Program approved the study (Protocol No. 0900000349R002). Informed consent was obtained from
each participant involved in the study. These practitioners were chosen because they were: 1)
experienced practitioners in their CAM discipline; 2) in
active clinical practice at least half-time; 3) known and
respected by their professional peers in the local com-
munity; and 4) had experience with either CAM pro-
fessional education, clinical research, and/or elected
leadership in one of their discipline’s professional orga-
nizations. Only one practitioner (chiropractor) had
prior special interest in tobacco control and had
sought out conventional tobacco cessation training. Three practitioners identified members of their office
staff as having key roles in practice flow or patient
education; these staff members were also interviewed
(n = 4). Office staff roles were receptionist (n = 2) and
treatment assistant/patient educator (n = 2). Several of
the key informant practitioners continued their en-
gagement with the project by becoming members of
CAMR’s Local Advisory Panel. This panel provided
on-going local practitioner input and pilot testing of
the subsequent project intervention and evaluation. The panel consisted of 2–4 practitioners from each of
the three CAM disciplines involved in the study. Step 2 – Survey of local CAM practitioner community
Methods empathy toward tobacco users struggling to quit; com-
munication skills (e.g. active listening) that specifically
guide Helpers away from confrontation or nagging; as-
sessment of readiness to quit (to reduce the inclination
to push tobacco users with low readiness to quit); and
referral skills to connect tobacco users with established
cessation services (e.g. telephone-based tobacco cessa-
tion counseling services, or “quit lines”) along with
basic
information
regarding
cessation
aids
recom-
mended in the PHS Guideline [19]. The survey of local CAM practitioners was designed to
query respondents on domains that might impact ac-
ceptability of the CAM Reach intervention and that were
found to be salient in the key informant interviews in
Step 1. Findings of this step were intended to inform
questions that would be asked of participants in the
demonstration training in Step 3 so that curriculum con-
tent could be tailored for each CAM discipline. The sur-
vey was pilot tested with key informants from Step 1,
augmented by approximately eight additional local prac-
titioners recruited through Step 1 key informants and
research team’ personal contacts. A letter introducing
the practitioner survey was mailed to all practitioners
with an address in the Tucson, Arizona metro area. Address lists were obtained from the Arizona state
licensing boards for chiropractors, acupuncturists and
massage therapists (N = 1560; chiropractors (N = 187),
acupuncturists (N = 126), massage therapists (N = 1247). An introductory email was also sent out through an
alumni email list for two local massage therapy schools. The one-page practitioner survey was mailed out two
weeks after the introductory communications. The sur-
vey queried: years in practice, which CAM disciplines
are practiced, prior tobacco cessation training, screening
for tobacco use, cessation advice, interest in receiving
cessation training, and interest in research participation. No incentives were offered for survey completion. Sur-
vey non-responders received one follow-up telephone
call, asking practitioners to complete the survey. Helpers incorporates key components of the PHS
Guideline recommended 5As [19], but transforms the
traditional application of the 5As into a less proscriptive
approach that is more tobacco-user centered, and fo-
cuses on encouraging tobacco user behavior change that
is aligned with the tobacco user’s current willingness/
readiness to take action toward giving up tobacco. This
is because the 5As’ proscriptive approach to tobacco
cessation was originally developed to guide allopathic
physicians in helping patients quit tobacco. Step 2 – Survey of local CAM practitioner community
Methods The 5As
presumes a provider-patient relationship context and
places much emphasis on advising a tobacco user to
quit, regardless of their readiness to do so. In contrast,
the helping conversation is a 4-step approach that does
not presume a particular health care context, is motiv-
ational and more tobacco-user centered, and focuses on
encouraging behavior change that is in the direction of
quitting, yet aligned with the tobacco user’s current
willingness/readiness to take action toward quitting. To garner feedback about Helpers training for CAM
practitioners, the research team held a one-day Helpers
training demonstration and debrief/critique session with
seven local CAM practitioners (two chiropractors, three
acupuncturists, and two massage therapists) followed by
a focus group-type feedback/debriefing session. Practi-
tioners were recruited from key informants, key inform-
ant referral and our research team’s personal contacts
with local CAM practitioners. The number of practi-
tioners recruited was based on practical considerations
of having representation of each of the CAM disciplines
in the study, and a range of practice styles to likely
achieve saturation of feedback themes. Practice styles of
participants were very similar to those of key informants
Step
1. Participants
were
asked
to
participate
as
practitioners-trainees, but also to take notes on feedback
forms for the afternoon debrief/critique session. Forms
were structured to help elicit specific and detailed feed-
back on each section of the training. One CAM practice
staff member (receptionist) also participated. After the
training demonstration, participants were also shown
materials from a 5A’s tobacco cessation training devel-
oped for chiropractors (patient handouts, practitioner
guides, and display posters) [33]. Participants gave feed-
back about the utility of these materials in their practices We described the survey data using means and stand-
ard deviations, tabulating for sub-populations using
Stata 11 [54]. Step 1 – Exploratory interviews with key informants
Methods Also queried were:
attitudes, practices and experience with counseling pa-
tients/clients on other lifestyle-related issues; patient
and practice characteristics; and practice flow and lo-
gistical issues important to the intervention model. We probed particular specific areas of possible practi-
tioner concern: e.g. how they felt about talking to pa-
tients about tobacco when they come in with a specific
presenting problem; whether in their experience patients
see questions about tobacco as odd or intrusive, or as a
routine part of a holistic practitioner’s intake evaluation;
whether practitioners were concerned about losing pa-
tients if practitioners became more proactive in tobacco
cessation counseling, and if practitioners saw their dis-
cipline as having a role in public health in general and
tobacco control specifically. Interviews were audiotaped and transcribed for later
thematic analysis. All transcribed interviews were coded
manually for a basic set of themes identified from an ini-
tial reading of all interviews. Themes reflected both key
investigator interest areas as well as issues that emerged
from unprompted discourse. Attention was paid to the
multi-vocality of informants who expressed divergent
opinions at different points of the same interview indi-
cating shifts in context. Page 5 of 14 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Step 3 – Demonstration of existing tobacco cessation
curriculum to CAM practitioners
Methods In order to evaluate the extent to which an existing
training might be useful as a foundational curriculum
for CAM Reach and to identify key areas for tailoring,
we demonstrated the Helpers Program (Helpers) an
existing tobacco cessation training developed in our
prior research [53], for a group of local CAM practi-
tioners in Step 3, including some of the key informants
from Step 1. The aims of Step 3 were to assess overall
acceptability of tobacco cessation training content based
on the PHS Guideline, and gather practitioner feedback
on the type and extent of revisions needed to tailor the
training for each CAM discipline. Helpers is a multi-
media, interactive training that emphasizes a tobacco-
user centered, non-confrontational and motivational
approach to tobacco cessation [53]. More specifically,
this curriculum addresses: tobacco addiction (to build Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 6 of 14 and agreed to pilot test the CAM Reach system inter-
vention components in their practices (display materials,
chart reminders, practitioner guides, patient handouts). Investigators analyzed their notes from the demonstra-
tion session (direct observations and practitioner verbal
comments) and practitioners’ written feedback for over-
arching and convergent themes of (e.g. acceptability of
training content) as well as specific critiques and sugges-
tions for revision. Approximately 1–2 weeks after the
demonstration training, project staff went to each practi-
tioner’s office to conduct observations of the practice
flow and practice environment. At this visit staff also
pilot tested the feasibility and acceptability of employing
an in-office “practice patient” (standardized patient) as a
final learning activity/readiness assessment to conclude
the CAMR training. Feasibility was assessed by conduct-
ing the practice patient role-play in each practitioner’s
practice location with research staff noting the ease (or
difficulty) of completing the practice patient role-play. Immediately after concluding the role-play activity, staff
solicited practitioner acceptability feedback about the
practice patient experience, e.g. practitioner comfort/
discomfort with activity, perceived value as a learning
experience, recommendations for inclusion/exclusion
as a learning activity in the final CAMR intervention, and
suggestions for improvement. Approximately 2 months
later, practitioners participated in a follow-up focus group
discussion and feedback about experiences using the new
tobacco intervention skills and practice support /system
intervention materials. Findings from this step were used
in the adaptation and revision of the existing curriculum
in Step 4. Step 3 – Demonstration of existing tobacco cessation
curriculum to CAM practitioners
Methods panel members were selected for their nationally/
internationally recognized subject matter expertise in:
education and/or research in one of the three CAM
disciplines included in the study (two chiropractors,
two acupuncture/Oriental medicine practitioners, and
two massage therapists); two integrative medicine (two
practitioners); and tobacco cessation research and policy
(two experts). Advisors provided structured feedback on:
1) adequacy and appropriateness of desired learner com-
petencies, 2) overall instructional approach; 3) learning
goals, objectives and instructional activities; and 4) com-
pleteness of content. All advisors were sent a curriculum review package
containing: 1) reviewer instructions, 2) draft of core
competencies for learners’ training goals, 3) detailed out-
line of the adapted training curriculum and descriptions
of learning activities, 4) reviewer feedback forms which
queried: the CAMR intervention’s validity/suitability for
the CAM practice context; training content appropriate-
ness and completeness; instructional design, length and
format acceptability; and opinions regarding dissemin-
ation potential. The curriculum development team
compiled and analyzed national advisor feedback for
over-arching and recurrent themes as well as conver-
gence
of
specific
critiques
and
recommendations. National advisors then participated in a follow-up con-
ference call to discuss, clarify and expound upon the
panel’s collective feedback. The findings of this stage
were integrated into the curriculum in preparation for
final pilot testing in Step 6. Step 6 – Pilot test of revised curriculum
Methods The new CAM Reach (CAMR) training (1-day training
workshop and the follow-up in-office standardized pa-
tient exercise) was tested in a pilot of the full training with
a second (new) group of CAM practitioners (N = 8), along
with investigators (N = 2), and project staff (N = 4) to con-
firm integration of results from prior development steps
and fine-tune presentation timing and use of multimedia. Practitioners were recruited through key informants, key
informant referrals, and the research teams’ personal con-
tacts with local practitioners. The number of practitioners
recruited was based on practical considerations of having
representation of each of the CAM disciplines in the
study, and a range of practice styles thought to likely
achieve saturation of feedback themes. Practice styles of
participants were similar to those of key informants
Step 1. The workshop also distributed a number of
practice support printed materials described in more
detail below (e.g. display posters, informational bro-
chures, stickers flag charts of tobacco users). CAM
practitioner attendees at this pilot training had not par-
ticipated in the demonstration training described above Step 4 – Adaptation and revision of existing curriculum
Methods The aim of Step 4 was to adapt the existing Helpers cur-
riculum for context validity in each of the three types of
CAM practices included in this study, in preparation for
external subject matter expert review in Step 5. Practi-
tioner feedback from Step 4 was analyzed for consistent
themes and convergent recommendations for change. The Helpers training curriculum was deconstructed into
major and minor topical areas to facilitate adaptations of
existing content areas, addition of new content, and re-
arranging the order of topic presentation. The basic
organization of the training modules corresponded to each
of the four steps of the helping conversation (Awareness,
Understanding Helping, Relating) was retained. Step 5 – External subject matter expert review
Methods A ten member national advisory panel reviewed the
adapted curriculum with the purpose of providing feed-
back and advice for further necessary revisions. Advisory Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 7 of 14 Page 7 of 14 Page 7 of 14 chiropractors to be seen as doing more of a public
service. [RS, chiropractor] chiropractors to be seen as doing more of a public
service. [RS, chiropractor] nor had prior exposure to the training content. The data
collection process was the same as in Step 3. Practitioners
were asked to participate as trainees/reviewers, while tak-
ing written notes on forms specific to each section of the
training to provide feedback in the debriefing/critique ses-
sion held immediately after completion of the 1-day work-
shop. The debriefing session was audio-recorded to
provide back up for investigator and project staff notes
taken during the session. Research team notes and practi-
tioners’ written feedback were analyzed for consistent
themes, convergent critiques and recommendations, which
informed the revisions leading to the final CAMR training
workshop component of the CAMR intervention protocol. Two frequently cited barriers to addressing tobacco
use with patients/clients were similar to those encoun-
tered among conventional practitioners, i.e. time con-
straints [55] and lack of training. “Some [chiropractors] are high volume and won’t take
much time, but others will.” [KS, chiropractor, talking
about barriers to talking to patients about tobacco
cessation] “I hadn’t really thought about why is it I’m not seeing
smoking cessation and like I said, I never felt that
successful at it, initially, and then, so people have
called me and I’ve started to deflect; ‘Why don’t you
see someone else who specializes in this?’” [LM,
acupuncturist, talking about why she does not
routinely address tobacco use in her practice] Step 1 results– Exploratory interviews with key
informants Step 1 aimed to better understand CAM practitioners’
potential barriers and facilitators to conducting helping
conversations. Major themes from the interviews are
summarized in Table 1. “I bet there’s a lot of new information that I’m not
aware of, the whole neuro-transmitter thing, I bet
there’s a lot of great stuff that I should know. And it
would probably prompt me to think about how I
use acupuncture and how I might go, OK, if I can
understand it in this neurological way, this modern
way, how would I bring my acupuncture ideas to bear
on that, that would interest me a lot. ‘Cause I think
that that piece about any addictive substance is so
interesting.” [LM, acupuncturist, talking about her
interest in receiving cessation training] Practitioners uniformly felt that tobacco use was detri-
mental to patient’s health and that cessation training was
relevant to their practices. Three practitioners also
viewed engaging in tobacco cessation as a public service
or public health role for their CAM discipline. “And I think there’s a lot of chiropractors there, and
they see a lot of patients, and this [tobacco cessation]
would be one way—chiropractic is supposed to be
about creating a healthier body, and therefore, I think
chiropractors are perfect for this [promoting tobacco
cessation]. Step 1 results– Exploratory interviews with key
informants And I think the profession as a whole, if
some chiropractors got involved, the American
Chiropractic Association, would throw their full
support to chiropractors doing something like this,
because I would think it would only help “ I probably do not bring it up, um, and I let the client
bring it up first, then maybe would go into, the physical
effects of that and how its affecting the condition that
maybe they’re complaining about, but I think I would Table 1 Major themes from key informant interviews
Interest in CAMR Study
Thought tobacco cessation was relevant and important to practice; CAMR and participation in tobacco cessation
viewed as a public health service
Experience w/ Tobacco use (TU)
Conversations
TU conversations not typically initiated by practitioners unless requested by client/patient; TU not uniformly
assessed among new clients/patients; practitioners felt most comfortable with initiating conversations about TU
with established clients/patients
Barriers to TU Conversations
Patient might perceive TU conversations as intrusive - potential client alienation or confrontation; being perceived as
giving a “sales pitch”; time constraints; cost effectiveness of TU conversations; scope of practice concerns (massage
therapists); potential for patient to be dissatisfied and leave the practice
Training Content Desired
Tobacco use effects on health and the healing process, link between tobacco use and common presenting
problems; TU conversation starters; biomedical and psychological perspectives of tobacco addiction; TU cessation
referral resources
Tone Desired
Encouraging, supportive, focused on listening and referral
Environmental/System Change
Intake appointments typically long, allow for lifestyle conversations; return client flow allows for follow up conversations;
intake forms could be modified to include TU questions; posters and handouts welcomed in practice
Research/Training logistics
No-cost training and CEUs extremely desirable; practice patient protocol acceptable and positively regarded Table 1 Major themes from key informant interviews Barriers that differed from those commonly cited by
conventional practitioners were: perceived intrusiveness
or potential patient/client social discomfort or alienation–
i.e. social risk [34] and concerns over whether addressing
tobacco use fit within their scope of practice. “… one woman I’ve seen off and on for many years, I
tried to help her quit smoking with acupuncture and it
didn’t work. Now she’s finally quitting. She’s tried and
tried and tried. Finally, she’s quitting with that drug
Chantix.” [LM, Acupuncturist, talking about difficulty
of sustained behavior change] “… when [they are] on the massage table, because
they’re naked, and there's a sheet over and they're
laying down and I’m standing up and I'm clothed,
I've tried to avoid anything that would increase that
power differential or increase, maybe, a shame level.”
[GA, Massage Therapist] “But what I felt like was, some of the people I worked
with who were smoking cigarettes, they were really
hoping it [acupuncture] would be magic, and that they
wouldn’t have to do any of the emotional work of
really looking at the addiction.” [LM, Acupuncturist]
“But I do have cases where people are not ready. I
think people believe that this [acupuncture] can make
them quit. I said, nothing under the sun can make you
quit, when you are ready to quit, then you can come to
me, and I’ll help you quit. But don’t think that these
cigarettes can erased your memory; that you’ve never
been smoking before, that you never knew what
smoking is all about.” [SL, Acupuncturist] “… so we really have to be extremely careful when
we’re making suggestions. There is a away that you
can make suggestions based on your own personal
experience, or somebody else’s experience that sounds
similar to theirs…just passing on that information, you
are not prescribing or diagnosing and so we do that
sometimes, but we really have to be careful with that.”
[CR, massage therapist, talking about discussing
tobacco use with client and scope of practice] Informants were also asked whether they thought that
a learning/assessment activity that featured an in-office
“practice patient” (standardized patient) as a way to
evaluate and clinical skills and receive feedback would
be useful and acceptable. Participants thought this an in-
teresting idea, likely to be clinically useful and well ac-
cepted. Table 1 Major themes from key informant interviews Thought tobacco cessation was relevant and important to practice; CAMR and participation in tobacco cessation
viewed as a public health service TU conversations not typically initiated by practitioners unless requested by client/patient; TU not uniformly
assessed among new clients/patients; practitioners felt most comfortable with initiating conversations about TU
with established clients/patients Patient might perceive TU conversations as intrusive - potential client alienation or confrontation; being perceived as
giving a “sales pitch”; time constraints; cost effectiveness of TU conversations; scope of practice concerns (massage
therapists); potential for patient to be dissatisfied and leave the practice Tobacco use effects on health and the healing process, link between tobacco use and common presenting
problems; TU conversation starters; biomedical and psychological perspectives of tobacco addiction; TU cessation
referral resources Tobacco use effects on health and the healing process, link between tobacco use and common presenting
problems; TU conversation starters; biomedical and psychological perspectives of tobacco addiction; TU cessation
referral resources Encouraging, supportive, focused on listening and referral Intake appointments typically long, allow for lifestyle conversations; return client flow allows for follow up conversations;
intake forms could be modified to include TU questions; posters and handouts welcomed in practice Intake appointments typically long, allow for lifestyle conversations; return client flow allows for follow up conversations;
intake forms could be modified to include TU questions; posters and handouts welcomed in practice No-cost training and CEUs extremely desirable; practice patient protocol acceptable and positively regarded No-cost training and CEUs extremely desirable; practice patient protocol acceptable and positively regarded Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 8 of 14 also need more information about that too, I don’t
think—My study at massage school, I actually did
research on using massage with alcoholism, but not with
tobacco.” [CR, Massage therapist, talking about barriers
to talking about tobacco use with clients] also need more information about that too, I don’t
think—My study at massage school, I actually did
research on using massage with alcoholism, but not with
tobacco.” [CR, Massage therapist, talking about barriers
to talking about tobacco use with clients] Practitioners conveyed frustration with the difficulty of
motivating patient behavior change related to lifestyle is-
sues,
the
associated
paucity
of
sustained
behavior
change, and patients’ frequent expectations of a “quick
and easy” fix – echoing sentiments often expressed by
conventional medical practitioners. Table 1 Major themes from key informant interviews Practitioners reported two factors that would
encourage their participation in tobacco cessation train-
ing: being free of charge and practitioners would receipt
continuing education credits for training participation. Practitioners expressed more hesitancy to bring up
tobacco use with new patients, preferring to defer ad-
dressing tobacco use until later in the relationship. Two
practitioners were concerned that raising the issue of to-
bacco could potentially to be perceived by patient as a
“sales pitch” for additional CAM services. “I think it’s easier done [bringing up smoking] when
you have a patient relationship, which is built over the
years, it’s much easier to deal with it. You know, if you
bring it up to a new patient on a second visit, then it’s
sort of you don’t have the trust bond that you do with
your older patients.” [RS, chiropractor] Data from Step 1 led us to develop a sensitive and
context-driven approach to how and when to approach
different patients about tobacco use. It also led us to
document that participating practitioners found their pa-
tients to be receptive to tobacco conversations. “I could see myself doing it in the clinic maybe after a
session, if the conversation had come up, if we were
talking about—if they were asking me questions about
it, then definitely. Or if I had to approach it with
them, I would do it very carefully, in a roundabout
way most likely, and then try to have them bring
themselves into it. …. I’d want to make sure that they
obviously are interested in quitting because it really
needs to be them. That’s why I usually let them come
to me.” [DD, Massage therapist, talking about
speaking to clients about quitting tobacco] Step 3 results - Demonstration of existing tobacco cessa-
tion curriculum This step aimed was to evaluate an existing training
(Helpers) as a foundational curriculum for CAM Reach
and to identify key areas for tailoring. Practitioners
reacted positively to the Helpers overall training content
and
instructional
approach,
including
the
patient-
centered, motivational focus of the structured helping
conversation. They demonstrated keen interest in the
pathophysiology of tobacco’s health effects as well as the
conventional/PHS guideline-based therapies, particularly
cessation medications, wanting to know more so that
they would feel comfortable responding to patients’
questions. In the training debriefing, practitioners asked
numerous questions and recommended expansion of
these two content areas of the training. Despite prompt-
ing by investigators, practitioners showed much less
interest in hearing more about CAM therapies for cessa-
tion. Practitioners wanted inclusion of new and different
training tools and patient handouts (e.g. handouts ad-
dressing the link between tobacco use and common pre-
senting problems of patients; a detailed handout about
medications that could be provided to interested pa-
tients; and a quick reference of benefits of quitting) and
recommended additional skill-building activities in the
instructional design. They also made suggestions for
types of video role-plays (e.g. depicting practitioner in-
teractions with patients who were more resistant to talk-
ing about their tobacco use, as well as receptive patients) Specific content was added to address second-hand
smoke, and third-hand smoke exposure, and to provide
minor expansion of CAM therapies content to address
current research about CAM therapies for cessation. Content was added on screening for second-hand smoke
exposure in non-tobacco users. A referral resource for
patients who were interested in helping the sources of
their second-hand smoke exposure – usually a friend or
family member - to give up tobacco was also added. This
resource is the Helpers Program on-line training, de-
scribed above [53]. Finally, learning activities were ex-
panded and arranged so that participants would have
progressive practice with helping conversation skills over
the course of the training, with a summative skills prac-
tice role-play at the end of the training. A standardized
“practice patient” experience was added as a summative
learning activity/skills evaluation to be administered in
the practitioner’s office approximately two weeks after
the training workshop. The workshop content was
reconfigured into an introduction and four modules
(Table 3). The total training length was expanded to
eight contact hours (7 hour workshop plus 1 hour in-
office standardized patient). Step 2 results - Survey of local CAM practitioner
community Step 2 aimed to gather information from the local CAM
practitioner community on domains potentially effecting
acceptability of the CAM Reach intervention (based on
results of Step 1). Overall survey response rate was 23%
(n = 356), with differences in response rate by discipline:
chiropractors, 30% (n = 56); acupuncturists 50% (n = 63);
massage therapists, 19% (n = 237). Overall, nearly two
thirds (64.6%) of those responding reported no previous Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 9 of 14 Table 2 Prior tobacco cessation training, interest in training
by practitioner type
Overall
Acs
DCs
MTs
(n = 356)
(n = 63)
(n = 56)
(n = 237)
%
%
%
%
Prior Cessation Training
None
64.6
8.5
66.1
78.9
In professional school
19.9
72.9
17.9
6.6
Cont. Education
11.1
35.6
16.1
3.5
Learned on own
17.3
37.3
12.5
13.2
Interest in Cessation Training
Yes
66.4
62.3
66.7
67.3
No
10.3
13.2
4.4
10.8
Unsure
23.5
24.5
28.9
22.0
Acs = acupuncturists; DCs = doctors of chiropractic; MTs = massage therapists. Table 2 Prior tobacco cessation training, interest in training
by practitioner type and practitioner interview clips for the multi-media as-
pects of the training. Despite the differences in profes-
sional backgrounds and scope of practice among the
three CAM disciplines, there were no recommendations
for discipline-specific tailoring other than inclusion of
interview clips from the same CAM discipline as the
practitioner audience. Practitioners also saw value in
keeping the interview clips from different CAM disci-
plines and did not recommend limiting clips to practi-
tioners
from the same discipline as the audience. Practitioners uniformly viewed the in-office “practice pa-
tient” (standardized patient) learning activity as a posi-
tive, informative experience and supported its inclusion
in the final study intervention protocol. Step 4 results – Adaptation and revision of existing
curriculum This step aimed to adapt the existing Helpers curri-
culum for context validity for each of the three CAM
disciplines included in this study. A key conceptual
adaptation of the curriculum was to emphasize the role
of the relationship between practitioners and patients/
clients. The CAM Reach training was framed as based
on three fundamental principles: 1) tobacco cessation is
a process, not an event; 2) practitioners can offer helping
conversations to a tobacco user at any stage in the
process of quitting; 3) helping conversations are part of
a supportive, healing relationship. cessation training. Prior cessation training was most
common
among
acupuncturists
and
least
common
among massage therapists. Practitioners reported infre-
quently advising patients/clients to quit tobacco. Ap-
proximately two-thirds of practitioners responding were
interested in receiving cessation training. See Table 2. Step 3 results - Demonstration of existing tobacco cessa-
tion curriculum Scope of the tobacco problem, tobacco’s effects on health and healing, importance of linking effects of tobacco use to
patient’s health concerns, practice systems to identify tobacco use, harm from second hand and third hand smoke
exposure, the CAM practitioner’s role in helping, context of helping, getting the helping conversation started, skills
practice role play Tobacco products and their harmful constituents, aspects of tobacco addiction (biological, psychological, social), active
listening and communication skills (open-ended questions, reframing, body language), motivators and barriers to quitting
(i.e. giving up tobacco), assessing readiness to quit, skills practice role play PHS guideline, types of cessation behavioral support services, cessation medications, referral skills, CAM approaches for
tobacco cessation, motivational strategies (i.e. motivating and clarifying questions, eliciting ‘change talk’, ‘rolling with
resistance’, emphasizing benefits of quitting, negotiating action), importance of continuing to offer helping conversations –
even with patients not ready to quit, components of a simple quit plan, skills practice role play Finishing the helping conversation on a positive note, setting the stage/leaving door open to have future helping
conversations, tips and strategies for following up, two final skills practice role play Distribution of printed practice support materials, discussion of how to use/implement printed materials to engage
patients and promote practitioner’s willingness to help tobacco users quit, explanation of practice patient (standardized
patient) office visit activity that was felt to be overly technical and not help-
ful to explain or reinforce content. In particular, CAM
practitioners in attendance were very positive about the
new content on pathophysiology of tobacco health ef-
fects and cessation medications. Practitioners commen-
ted that although they felt any recommendation to use
medications was outside of their scope of practice, they
noted that patients frequently ask them about medica-
tions (both over-the-counter and prescription). Practi-
tioners found the medication information interesting
and useful in that they were now more comfortable with
offering the CAMR patient handouts about medications
and/or directing their patients to physicians, pharmacists
or “quit lines” (free telephone-based stop smoking coun-
seling services that are widely available in all U.S. states)
for more information and assistance with cessation med-
ications. Practitioners liked that the CAMR training
resulted in new knowledge and skills that were immedi-
ately applicable in their practices. Other feedback in-
cluded
recommendations
for
minor
re-ordering
of
slides, video role-plays, and practitioner testimonials for
better instructional flow. Step 3 results - Demonstration of existing tobacco cessa-
tion curriculum The final workshop was
accepted for eight hours of continuing education units
by the Arizona licensing boards for chiropractic, acu-
puncture and massage therapy. Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 10 of 14 Table 3 CAM reach training curriculum modules
Training module
Content
Introduction
Overall knowledge and skills goals for the training, three guiding principles of Reach training, four steps of a Helping
conversation, video example of helping conversation between practitioner and patient. Module 1 - Awareness
Scope of the tobacco problem, tobacco’s effects on health and healing, importance of linking effects of tobacco use to
patient’s health concerns, practice systems to identify tobacco use, harm from second hand and third hand smoke
exposure, the CAM practitioner’s role in helping, context of helping, getting the helping conversation started, skills
practice role play
Module 2 - Understanding
Tobacco products and their harmful constituents, aspects of tobacco addiction (biological, psychological, social), active
listening and communication skills (open-ended questions, reframing, body language), motivators and barriers to quitting
(i.e. giving up tobacco), assessing readiness to quit, skills practice role play
Module 3 - Helping
PHS guideline, types of cessation behavioral support services, cessation medications, referral skills, CAM approaches for
tobacco cessation, motivational strategies (i.e. motivating and clarifying questions, eliciting ‘change talk’, ‘rolling with
resistance’, emphasizing benefits of quitting, negotiating action), importance of continuing to offer helping conversations –
even with patients not ready to quit, components of a simple quit plan, skills practice role play
Module 4 - Relating
Finishing the helping conversation on a positive note, setting the stage/leaving door open to have future helping
conversations, tips and strategies for following up, two final skills practice role play
Closure
Distribution of printed practice support materials, discussion of how to use/implement printed materials to engage
patients and promote practitioner’s willingness to help tobacco users quit, explanation of practice patient (standardized
patient) office visit Table 3 CAM reach training curriculum modules
Training module
Content roduction
Overall knowledge and skills goals for the training, three guiding principles of Reach training, four steps of a Helping
conversation, video example of helping conversation between practitioner and patient. Final CAMR intervention protocol Final CAMR intervention protocol
The final CAMR intervention protocol and content is
outlined in Table 4. Broadly, the protocol called for both
practitioner education and system change components
that create a welcoming and information rich environ-
ment for patients. For example, there were seven differ-
ent display posters, stickers with tobacco screening
questions for intake forms, chart stickers (to signify to-
bacco users). The display posters depicted a variety of
people with text encouraging patients/clients to ask their Step 6 results – Pilot test of revised curriculum Step 3 results - Demonstration of existing tobacco cessa-
tion curriculum As in Step 3, the in-office stan-
dardized patient exercise was uniformly viewed as a
positive and very helpful learning experience. Step 5 results - External subject matter expert review
The purpose was to gather feedback and advice for fur-
ther necessary revisions from nationally/internationally
recognized experts in the three CAM disciplines, to-
bacco cessation, and integrative medicine. Congruent
with results from Step 3, national advisors also sup-
ported the interprofessional education approach, recom-
mending only a minor amount of tailoring for each
practitioner type. There was also strong support for the
conceptual shift toward a relationship-centered interven-
tion approach with an instructional design and activities
emphasizing progressive skills building. National advi-
sors also provided substantive contextual input on spe-
cific issues including: typical content/training received in
typical CAM school curricula, professional scopes of
practice, integration of conventional therapies, and po-
tential practitioner role in discussing/providing informa-
tion on cessation medications. National advisor feedback
and contextual information informed additional tailoring
of curriculum content, patient handouts, and instruc-
tional design for the unique needs of chiropractors,
acupuncturists and massage therapists. Advisors also
commented on the dissemination potential of the pro-
posed CAMR intervention and recommended explor-
ation
of
online
training
possibilities
as
well
as
integration of CAMR tobacco cessation training into
CAM primary professional education settings. Discussion Researchers conducting CAM research have consistently
faced methodological critiques of interventions that lack
context validity within real world CAM clinical practice. The CAMR intervention protocol development process
addressed context validity from both the perspective of
CAM practitioners as well as conventional biomedicine. Incorporation of the latest thinking in tobacco cessation
from conventional research as well as formative research
with CAM practitioners was essential to the formulation
of the three guiding principles of the CAMR interven-
tion: 1) tobacco cessation is a process, 2) practitioners
can offer helping conversations to a tobacco user at any
stage in the process; 3) helping conversations are part of
a supportive, healing relationship. The iterative development process also yielded some
interesting outcomes. First, the participating practi-
tioners expressed much more interest in having more in-
formation about biomedical models of the mechanisms
of tobacco’s health effects and also cessation medica-
tions, than additional information about CAM therapies
specifically for tobacco cessation. Discussion with na-
tional advisors, indicated that practitioners were likely to
be already familiar with therapies from their own system
of treatment. Second, the development process did not identify a
need to extensively tailor the CAMR intervention for
each CAM discipline. Rather, participating practitioners’
and advisors’ comments confirmed earlier formative re-
search results about the course content (information
and skills training) as having relevance and clinical appli-
cation across different CAM disciplines (e.g. body-
system specific health consequences of tobacco use,
communication skills). Notably, practitioners spontan-
eously identified other health behaviors that might be
addressed using the same communication skill set. Prac-
titioners also pointed to the potential for interprofes-
sional education – the opportunity for practitioners
from different CAM disciplines to learn from one an-
other vis a vis such conduits as videos modeling how
practitioners from another CAM discipline approached
patients about tobacco their use. An interprofessional
approach to training is particularly relevant for those
who
practice
with
CAM
practitioners
from
other By attending to context validity, the CAMR interven-
tion was able to bridge a gap between the proscriptive 5
A’s approach the PHS Guideline recommends for con-
ventional biomedical practitioners (i.e. ask about tobacco
use at every visit and advise the user to quit) and the
relatively greater hesitancy of CAM practitioners to bring
up tobacco use with new patients. CAMR training workshop
7 hour, in-person continuing education workshop (7 CEUs) Practice patient/system
change visit
1 hour in-office visit to conduct practice patient assessment and help implement office system changes (1 CEU) Patient education materials
10 brochures: Tobacco and Your Body: Surprising things that you may not know; Secondhand and Thirdhand Smoke: Surprising things
that you need to know; Thinking of Quitting Tobacco? We Can Help; Medications that Help with Quitting Tobacco; The
Personal Quit Plan; Simple Quit Plan; Quit Line brochure; Helpers Brochure (for those wishing to help others quit
tobacco); Roadmap for Quitting Tobacco; Benefits of Quitting Timeline 7 different display posters, stickers with tobacco screening questions for intake forms, chart stickers (to signify tobacco
users). Display posters depicted a variety of people with text encouraging patients/clients to ask their practitioner about
quitting tobacco or second hand smoke, e.g. “Ask your [practitioner type] about quitting tobacco”, and “Got pain? Did
you know that quitting tobacco can help? Ask us how”. Understanding step helps the practitioner to attend to the
relationship by asking about the patient’s reasons for
wanting to quit tobacco and their readiness to quit to-
bacco before offering Helping (e.g. advice, information,
motivational strategies) that is in alignment with the pa-
tient’s acceptance and readiness to take action. Finally, Re-
lating emphasizes the practitioner’s role in attending to
the relationship by seeking permission to follow-up and
providing ongoing support for behavior change. practitioner about quitting tobacco or second hand
smoke, e.g. “Ask your [practitioner type] about quitting
tobacco”. One poster’s text addressed pain: “Did you
know that smoking can increase your pain? Ask us for
help to quit”. Step 6 results – Pilot test of revised curriculum Step 6 aimed to confirm integration of results from prior
development steps and identify last revisions needed to
produce the final CAMR training intervention. Partici-
pant feedback confirmed that national and local advisor
recommendations had been effectively incorporated and
also recommended the elimination of one learning Page 11 of 14 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Table 4 Final CAM reach intervention protocol
Intervention component
Description
CAMR training workshop
7 hour, in-person continuing education workshop (7 CEUs)
Practice patient/system
change visit
1 hour in-office visit to conduct practice patient assessment and help implement office system changes (1 CEU)
Patient education materials
10 brochures:
Tobacco and Your Body: Surprising things that you may not know; Secondhand and Thirdhand Smoke: Surprising thing
that you need to know; Thinking of Quitting Tobacco? We Can Help; Medications that Help with Quitting Tobacco; The
Personal Quit Plan; Simple Quit Plan; Quit Line brochure; Helpers Brochure (for those wishing to help others quit
tobacco); Roadmap for Quitting Tobacco; Benefits of Quitting Timeline
Practice support materials
Display posters, intake form stickers, chart stickers, brochure holders
7 different display posters, stickers with tobacco screening questions for intake forms, chart stickers (to signify tobacco
users). Display posters depicted a variety of people with text encouraging patients/clients to ask their practitioner about
quitting tobacco or second hand smoke, e.g. “Ask your [practitioner type] about quitting tobacco”, and “Got pain? Did
you know that quitting tobacco can help? Ask us how”. Discussion The final CAMR inter-
vention emphasizes a motivational, relationship-centered
approach to the helping conversation, in which the four
steps of a helping conversation (Awareness, Understand-
ing, Helping, Relating) are sequenced to help the practi-
tioner address tobacco use, while attending to the
relationship. For example, the Awareness step prompts
the practitioner to identify links between the patient’s to-
bacco use and their reasons for seeking treatment and to
offer the patient information, thus laying groundwork for
addressing tobacco use now, or at a future visit. The Page 12 of 14 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Page 12 of 14 the focus of the practice-based CAMR study and must
be answered be answered before wider adoption of the
CAMR intervention protocol. A related research ques-
tion follows: Could the same common focus on patient-
centered care and the patient –practitioner relationship
also help bring together both conventional and CAM
Practitioners in collaborative efforts to help patients give
up tobacco use? With the growing interest by conven-
tional health practitioners and the public in integrative
medicine, and CAM practitioners’ growing interest in
ways to enhance their contributions to public health
education and promotion, this question also deserves
further research. disciplines – a common scenario [56]. A third interest-
ing outcome were the similarities between the frustra-
tions expressed by CAM practitioners and conventional
practitioners over the challenges of motivating patients/
clients to make and sustain healthy behavior changes. A limitation of the study is that the participating CAM
practitioners self-selected to be in a research study on
tobacco cessation, and thus may not be fully representa-
tive of the general population of CAM practitioners. There were a limited number of CAM practitioners par-
ticipating in the development steps (other than the mail
survey). These practitioners also self-selected to partici-
pate in an intervention development process, so their re-
sults may not be generalizable. Another limitation is the
low response rate of chiropractors and massage thera-
pists in Step 2. It is possible that the high proportion of
respondents with no previous cessation training, and an
interest in receiving cessation training is over estimated. Such practitioners may have been more likely to answer
a survey about tobacco cessation training and may not
reflect the actual need or demand for cessation training
among the general population of CAM practitioners. Conclusions CAM practitioners are well suited to delivering tobacco
cessation brief interventions to their patients and clients -
they have access to tobacco users, motive to take action
(desire to promote health, healing and wellness) and op-
portunity to intervene (patient/client contact time). An in-
clusive and iterative process to develop the CAMR
training curriculum and practice intervention, with much
formative research, resulted in an intervention protocol
that has context validity for CAM practitioners in that it:
1) is patient-centered and emphasizes the practitioner’s
role in a healing relationship; 2) is practitioner-friendly in
that it is responsive to the different contexts of CAM
practitioner practices and their patient relationships; 3) in-
tegrates relevant best practices from U.S. PHS Clinical
Practice guideline on treatment of Tobacco Dependence;
and 4) is suited to the differing contexts of healing phil-
osophy, scope of practice and practice patterns found
among CAM practitioners. The CAMR practice-based
mixed-methods research study currently underway in a
larger sample of CAM Practitioners (N = 99) will evaluate
the effectiveness of this intervention protocol in changing
CAM practitioners’ clinical practice behavior. In conclusion, the CAMR intervention protocol, with
its focus on patient-centered care and the role of the
patient-practitioner relationship, has potential to serve
as a common touchstone that has context validity yet
could generalize across three vastly different CAM disci-
plines and their varied practice contexts – and connect
practitioners in a way conducive to interprofessional
education and practice. More importantly, can the
CAMR intervention change CAM Practitioner clinical
behavior in real-world practice settings? This question is Discussion Shared frustrations over motivating patients to make
and sustain healthy behavior change are common among
practitioners of all types, providing a departure point for
productive dialogue and exchange of experiences. A
common desire for more effective ways to promote
healthy behavior change provides an opportunity for col-
laboration in what we have elsewhere described as a
community of cessation practice [57]. This desire can
serve as the basis for cessation training in a shared rep-
ertoire of behavior change strategies and tools, e.g. helping conversations, active listening skills, and motiv-
ational communication strategies that could help bring
CAM and conventional practitioners together toward a
common goal of reducing tobacco use [57]. Acupuncturists’ higher response rate to the commu-
nity CAM practitioner survey may be a reflection of
more acupuncturists reporting having had prior training
in tobacco cessation, either in their primary professional
training or as continuing education. This may indicate
greater interest and/or familiarity with the topic of to-
bacco cessation and a higher likelihood of responding to
a survey about tobacco cessation training. Of the three
CAM disciplines participating in our study, only acu-
puncturists have specific treatments within their core
practices that are for treatment of drug withdrawal. Our
national advisors indicated that there is a well-known
acupuncture protocol for treating drug withdrawal that
can be applied to nicotine withdrawal, and that this
protocol is typically taught in acupuncture school. The
present study was conducted in the U.S. Primary profes-
sional training, scope of practice, and government or
industry regulation of CAM practitioners in other coun-
tries may be different. Accordingly, care must be taken
in any transferability and generalizability of study find-
ings and the resulting CAMR intervention protocol to
CAM practitioners in other countries. Abbreviations
Acs: Acupuncturists; CAM: Complementary and alternative medicine;
CAM: Practitioners (chiropractors, acupuncturists, massage therapists); Competing interests The authors declare that they have no competing interests 16. Hibbard JH, Greene J. What the evidence shows about patient activation:
better health outcomes and care experiences; fewer data on costs. Health
Aff (Millwood). 2013;32(2):207–14. 16. Hibbard JH, Greene J. What the evidence shows about patient activation:
better health outcomes and care experiences; fewer data on costs. Health
Aff (Millwood). 2013;32(2):207–14. Authors’ contributions All authors contributed to the study conceptualization, participated in its
design and intervention development and helped to draft the manuscript. MLM, CKR and MAN carried out the qualitative interviewing of CAM
practitioners. All authors read and approved the final manuscript. 17. Linde K, Witt CM, Streng A, Weidenhammer W, Wagenpfeil S, Brinkhaus B,
et al. The impact of patient expectations on outcomes in four randomized
controlled trials of acupuncture in patients with chronic pain. Pain. 2007;128(3):264–71. 18. Berger S, Braehler E, Ernst J. The health professional-patient-relationship in
conventional versus complementary and alternative medicine. A qualitative
study comparing the perceived use of medical shared decision-making
between two different approaches of medicine. Patient Educ Couns. 2012;88(1):129–37. Received: 7 April 2014 Accepted: 10 March 2015 Received: 7 April 2014 Accepted: 10 March 2015 22. Robert Wood Johnson Foundation. Chronic care: making the case for
ongoing care. Princeton, NJ: Robert Wood Johnson Foundation; 2010. p. 16. 23. United States Department of Health and Human Services. How tobacco
smoke causes disease: the biology and behavioral basis for smoking-
attributable disease: a report of the surgeon general. Atlanta, GA: U.S. Department of Health and Human Services, Centers for Disease Control and
Prevention, National Center for Chronic Disease Prevention and Health
Promotion, Office on Smoking and Health; 2010. Abbreviations
A
A Abbreviations Page 13 of 14 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 CAMR: CAM reach project; DCs: Doctors of chiropractic; MTs: Massage
therapists; PbCAM: Provider-based complementary and alternative medicine;
NCI: National Cancer Institute. 14. Committee on the Use of C, Alternative Medicine by the American P. Complementary and alternative medicine in the United States. Washington,
D.C: The National Academies Press; 2005. 15. Schafer LM, Hsu C, Eaves ER, Ritenbaugh C, Turner J, Cherkin DC, et al. Complementary and alternative medicine (CAM) providers’ views of chronic
low back pain patients’ expectations of CAM therapies: a qualitative study. BMC Complement Altern Med. 2012;12:234. Acknowledgements This work was supported by a grant from National Cancer Institute (RO1
CA137375-01A1). The authors gratefully acknowledge the members of the
CAMR Local and National Advisory Panels for their participation and thoughtful
commentary, and Lysbeth Ford-Floden for assistance with pilot survey data
analysis. 19. Jonas WB, Lewith GT. Toward standards of evidence for CAM research and
practice. In: Lewith G, Walach H, Jonas WB, editors. Clinical research in
complementary therapies: principles, problems and solutions. Edinburgh:
Churchill Livingstone; 2011. References 1. Bodeker G, Ong CK, Grundy C, Burford G, Shein K. WHO global atlas of
traditional, complementary and alternative medicine: text volume. Kobe,
Japan: World Health Organization, Centre for Health Development; 2005. 1. Bodeker G, Ong CK, Grundy C, Burford G, Shein K. WHO global atlas of
traditional, complementary and alternative medicine: text volume. Kobe,
Japan: World Health Organization, Centre for Health Development; 2005. 2. Hanssen B, Grimsgaard S, Launsø L, Fønnebø V, Falkenberg T, Rasmussen
NK. Use of complementary and alternative medicine in the Scandinavian
countries. Scan J Prim Health. 2005;23(1):57–62. 2. Hanssen B, Grimsgaard S, Launsø L, Fønnebø V, Falkenberg T, Rasmussen
NK. Use of complementary and alternative medicine in the Scandinavian
countries. Scan J Prim Health. 2005;23(1):57–62. 24. Yach D, Hawkes C, Gould CL, Hofman KJ. The global burden of chronic
diseases: overcoming impediments to prevention and control. JAMA. 2004;291(21):2616–22. 24. Yach D, Hawkes C, Gould CL, Hofman KJ. The global burden of chronic
diseases: overcoming impediments to prevention and control. JAMA. 2004;291(21):2616–22. 3. Xue CC, Zhang AL, Lin V, Da Costa C, Story DF. Complementary and
alternative medicine use in Australia: a national population-based survey. J Altern Complement Med. 2007;13(6):643–50. 25. Muramoto ML, Hall JR, Nichter M, Nichter M, Aickin M, Connolly T, et al. Activating lay health influencers to promote tobacco cessation. Am J Health
Behav. 2014;38(3):392–403. p
4. Barnes PM, Bloom B, Nahin RL. Complementary and alternative medicine
use among adults and children: United States, 2007. Natl Health Stat Report
2008;12:1–23. 26. Raw M, Glynn T, Munzer A, Billo N, Mortara I, Bianco E. Tobacco
dependence treatment and the Framework Convention on Tobacco
Control. Addiction. 2009;104(4):507–9. 5. Hunt KJ, Coelho HF, Wider B, Perry R, Hung SK, Terry R, et al. Complementary and alternative medicine use in England: results from a
national survey. Int J Clin Pract. 2010;64(11):1496–502. 27. Fiore MC, Bailey WC, Cohen SJ, Dorfman SF, Goldstein MG, Gritz ER, et al. Smoking cessation. Rockville, MD: United States Department of Health and
Human Services (USDHHS), Public Health Service, Agency for Health Care
Policy and Research; 1996. 6. Harris PE, Cooper KL, Relton C, Thomas KJ. Prevalence of complementary
and alternative medicine (CAM) use by the general population: a systematic
review and update. Int J Clin Pract. 2012;66(10):924–39. 28. Nichter M. Introducing tobacco cessation in developing countries: an overview
of Project Quit Tobacco International. Tob Control. 2006;15 suppl 1:i12–7. 7. Su D, Li L. 35.
Rupert RL. A survey of practice patterns and the health promotion and
prevention attitudes of US chiropractors. Maintenance care: part I. J Manipul
Physiol Ther. 2000;23(1):1–9. Author details
1 1Department of Family and Community Medicine, University of Arizona
College of Medicine, P.O. Box 245052, Tucson, AZ 85724, USA. 2University of
Arizona, School of Anthropology, 1009 E. South Campus Drive, Tucson, AZ
85721, USA. 20. Fiore MC, Jaen CR, Baker TB, Bailey WC, Benowitz NL, Currey SJ, et al. Treating Tobacco Use and Dependence: 2008 Update. Rockville, MD: U.S. Department of Health and Human Services. Public Health Service; 2008. Department of Health and Human Services. Public Health Service; 2008. 21. Chronic diseases: The power to prevent, the call to control: At a glance 2009
[http://www.cdc.gov/chronicdisease/resources/publications/AAG/pdf/chronic.pdf]
22. Robert Wood Johnson Foundation. Chronic care: making the case for
ongoing care. Princeton, NJ: Robert Wood Johnson Foundation; 2010. p. 16. 21. Chronic diseases: The power to prevent, the call to control: At a glance 2009
[http://www.cdc.gov/chronicdisease/resources/publications/AAG/pdf/chronic.pdf] p
p
,
g
[http://www.cdc.gov/chronicdisease/resources/publications/AAG/pdf/chronic.pdf]
22. Robert Wood Johnson Foundation. Chronic care: making the case for
ongoing care. Princeton, NJ: Robert Wood Johnson Foundation; 2010. p. 16. References Page 14 of 14 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 36. Hamm E, Muramoto ML, Howerter A, Floden L, Govindarajan L. Use of
Provider-Based Complementary and Alternative Medicine by Adult Smokers
in the United States: Comparison From the 2002 and 2007 NHIS Survey. Am J Health Promot. Nov 2014, Vol. 29, No. 2 (November/December 2014)
pp. 127-131 37. Schwarz S, Messerschmidt H, Völzke H, Hoffmann W, Lucht M, Dören M. Use
of complementary medicinal therapies in West Pomerania: a population-
based study. Climacteric. 2008;11(2):124–34. 38. Al-Windi A. Determinants of complementary alternative medicine (CAM)
use. Complement Ther Med. 2004;12:99–111. 39. Pagan JA, Pauly MV. Access to conventional medical care and the use of
complementary and alternative medicine. Health Aff (Millwood). 2005;24(1):255–62. 40. Lundy MB, Morgan LL, Rhoads KVL, Bay RC. Hispanic and Anglo Patients’
reported Use of alternative medicine in the medical clinic context. Complement Health Pract Rev. 2001;6(3):205–17. 41. Zhang Y, Jones B, Ragain M, Spalding M, Mannschreck D, Young R. Complementary and alternative medicine use among primary care patients
in west Texas. South Med J. 2008;101(12):1232–7. 42. Wardle J, Lui CW, Adams J. Complementary and alternative medicine in
rural communities: current research and future directions. J Rural Health. 2012;28(1):101–12. 43. Cho M, Ye X, Dobs A, Cofrancesco Jr J. Prevalence of complementary and
alternative medicine use among HIV patients for perceived lipodystrophy. J Altern Complement Med. 2006;12(5):475–82. 44. Littlewood RA, Vanable PA. A global perspective on complementary and
alternative medicine use among people living with HIV/AIDS in the era of
antiretroviral treatment. Curr HIV/AIDS Rep. 2011;8(4):257–68. 45. Grzywacz JG, Suerken CK, Quandt SA, Bell RA, Lang W, Arcury TA. Older
adults’ use of complementary and alternative medicine for mental health:
findings from the 2002 National Health Interview Survey. J Altern
Complement Med. 2006;12(5):467–73. 46. Elkins G, Rajab MH, Marcus J. Complementary and alternative medicine use
by psychiatric inpatients. Psychol Rep. 2005;96(1):163–6. 47. Wootton J, Andrew S. Complementary and alternative medicine usage: a
review of general population trends and specific patient populations. Semin
Integr Med. 2003;1(1):10–24. 48. Horneber M, Bueschel G, Dennert G, Less D, Ritter E, Zwahlen M. How many
cancer patients use complementary and alternative medicine: a systematic
review and metaanalysis. Integr Cancer Ther. 2012;11(3):187–203. 49. Cassileth BR, Schraub S, Robinson E, Vickers A. Alternative medicine use
worldwide. Cancer. 2001;91(7):1390–3. 50. References Trends in the use of complementary and alternative medicine
in the United States: 2002–2007. J Health Care Poor Underserved. 2011;22(1):296–310. 29. Sarkar BK, Shahab L, Arora M, Lorencatto F, Reddy KS, West R. A cluster
randomized controlled trial of a brief tobacco cessation intervention for low-
income communities in India: study protocol. Addiction. 2014;109(3):371–8. 8. Institute of Medicine. Complementary and alternative medicine in the
United States. Washington DC: The National Academies Press; 2005. 8. Institute of Medicine. Complementary and alternative medicine in the
United States. Washington DC: The National Academies Press; 2005. 30. Solberg LI, Maciosek MV, Edwards NM, Khanchandani HS, Goodman MJ. Repeated tobacco-use screening and intervention in clinical practice: health
impact and cost effectiveness. Am J Prev Med. 2006;31(1):62–71. 9. Barnett JE, Shale AJ. The integration of Complementary and Alternative
Medicine (CAM) into the practice of psychology: a vision for the future. Prof Psychol Res Pr. 2012;43(6):576. 31. Physician Behavior and Practice Patterns Related to Smoking Cessation
[https://www.aamc.org/download/55438/data/] 10. Nedrow AR, Heitkemper M, Frenkel M, Mann D, Wayne P, Hughes E. Collaborations between allopathic and complementary and alternative
medicine health professionals: four initiatives. Acad Med. 2007;82(10):962–6. 32. Fiore MC, Bailey WC, Cohen SJ, Dorfman SF, Goldstein MG, Gritz ER, et al. Treating tobacco use and dependence: clinical practice guideline. Rockville,
MD: United States Department of Health and Human Services; 2000. 11. Hawk C, Ndetan H, Evans Jr MW. Potential role of complementary and
alternative health care providers in chronic disease prevention and health
promotion: an analysis of National Health Interview Survey data. Prev Med. 2012;54(1):18–22. 33. Gordon JS, Istvan J, Haas M. Tobacco cessation via doctors of chiropractic:
results of a feasibility study. Nicotine Tob Res. 2010;12(3):305–8. 34. Steinsbekk A, Launsø L. Empowering the cancer patient or controlling the
tumor? A qualitative study of how cancer patients experience consultations
with complementary and alternative medicine practitioners and physicians,
respectively. Integr Cancer Ther. 2005;4(2):195–200. 12. Cherkin DC, Deyo RA, Sherman KJ, Hart LG, Street JH, Hrbek A, et al. Characteristics of visits to licensed acupuncturists, chiropractors,
massage therapists, and naturopathic physicians. J Am Board Fam Med. 2002;15(6):463–72. 35. Rupert RL. A survey of practice patterns and the health promotion and
prevention attitudes of US chiropractors. Maintenance care: part I. J Manipul
Physiol Ther. 2000;23(1):1–9. 13. Heiligers PJ, de Groot J, Koster D, van Dulmen S. Diagnoses and visit length
in complementary and mainstream medicine. BMC Complement Altern
Med. 2010;10:3. Muramoto et al. BMC Complementary and Alternative Medicine (2015) 15:96 References Campbell J, Mays MZ, Yuan NP, Muramoto ML. Who are health influencers? Characterizing a sample of tobacco cessation interveners. Am J Health
Behav. 2007;31(2):181–92. 51. Castañneda H, Nichter M, Muramoto M. Enabling and sustaining the
activities of lay health influencers: lessons from a community-based tobacco
cessation intervention study. Health Promot Pract. 2010;11(4):483–92. 51. Castañneda H, Nichter M, Muramoto M. Enabling and sustaining the
activities of lay health influencers: lessons from a community-based tobacco
cessation intervention study. Health Promot Pract. 2010;11(4):483–92. 52. Yuan NP, Castaneda H, Nichter M, Wind S, Carruth L, Muramoto M. Lay
health influencers: How they tailor brief tobacco cessation interventions. Health Educ Behav. 2012;39(5):544–54. First published on October 10, 2011. 52. Yuan NP, Castaneda H, Nichter M, Wind S, Carruth L, Muramoto M. Lay
health influencers: How they tailor brief tobacco cessation interventions. Health Educ Behav. 2012;39(5):544–54. First published on October 10, 2011. 53. Muramoto ML, Wassum K, Connolly T, Matthews E, Floden L. Helpers
program: a pilot test of brief tobacco intervention training in three
corporations. Am J Prev Med. 2010;38(3 Suppl):S319–26. 53. Muramoto ML, Wassum K, Connolly T, Matthews E, Floden L. Helpers
program: a pilot test of brief tobacco intervention training in three
corporations. Am J Prev Med. 2010;38(3 Suppl):S319–26. 54. StataCorp. Stata statistical software: release 11. College Station, TX:
StataCorp LP; 2009. 55. Tong EK, Strouse R, Hall J, Kovac M, Schroeder SA. National survey of U.S. health professionals’ smoking prevalence, cessation practices, and beliefs. Nicotine Tob Res. 2010;12(7):724–33. References 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
• 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
• 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: Submit your next manuscript to BioMed Central
and take full advantage of: 56. Floden L, Matthews E, Govidajaran L, Muramoto ML. Characterizing
Complementary and Alternative Medicine Practices to Identify
Opportunities for Health Promotion. Abstract 282549. In: 141st Meeting of
the American Public Health Association Annual Meeting. Boston, MA; 2013. https://apha.confex.com/apha/141am/webprogram/Paper282549.html
(accessed March 27, 2015). • Convenient online submission 57. Practitioners CAM. Public health partners for promoting healthy lifestyles. Boston, MA: 141st Meeting of the American Public Health Association; 2013. 57. Practitioners CAM. Public health partners for promoting healthy lifestyles. Boston, MA: 141st Meeting of the American Public Health Association; 2013.
|
https://openalex.org/W3204304457
|
https://discovery.ucl.ac.uk/id/eprint/10156347/1/Dodds_The%20role%20of%20new%20nuclear%20power%20in%20the%20UKs%20net-zero%20emissions%20energy%20system_VoR.pdf
|
English
| null |
The role of new nuclear power in the UK's net-zero emissions energy system
|
Energy
| 2,023
|
cc-by
| 11,044
|
The role of new nuclear power in the UK’s net-zero emissions energy system James Price a,*, Ilkka Keppo b, Paul E. Dodds a James Price a,*, Ilkka Keppo b, Paul E. Dodds
a UCL Energy Institute, University College London, London, United Kingdom
b Department of Mechanical Engineering, Aalto University, Espoo, Finland a UCL Energy Institute, University College London, London, United Kingdom
b Department of Mechanical Engineering, Aalto University, Espoo, Finland A R T I C L E I N F O Keywords:
Power system
Net-zero energy system
Nuclear power
Variable renewable energy Swift and deep decarbonisation of electricity generation is central to enabling a timely transition to net-zero
emission energy systems. While future power systems will likely be dominated by variable renewable energy
(VRE) sources, studies have identified a need for low-carbon dispatchable power such as nuclear. We use a cost-
optimising power system model to examine the technoeconomic case for investment in new nuclear capacity in
the UK’s net-zero emissions energy system and consider four sensitivity dimensions: the capital cost of new
nuclear, the availability of competing technologies, the expansion of interconnection and weather conditions. We
conclude that new nuclear capacity is only cost-effective if ambitious cost and construction times are assumed,
competing technologies are unavailable and interconnector expansion is not permitted. We find that bioenergy
with carbon capture and storage (BECCS) and long-term storage could reduce electricity system costs by 5–21%
and that synchronous condensers can provide cost-effective inertia in highly renewable systems with low
amounts of synchronous generation. We show that a nearly 100% variable renewable system with very little
fossil fuels, no new build nuclear and facilitated by long-term storage is the most cost-effective system design. This suggests that the current favourable UK Government policy towards nuclear is becoming increasingly
difficult to justify. inertia is needed to stabilise system frequency and avoid instances of a
large rate of change of frequency (RoCoF) which can lead to generator,
load and interconnector disconnections. i 1. Introduction There is significant debate in the literature [5–10] regarding the
future value of low-carbon dispatchable (LCD) power (nuclear, biomass,
hydrogen and fossil fuels with carbon capture and storage) as the share
of variable renewables increases. LCD plants can help to ensure that the
supply of electricity is adequate (i.e. supply is able to meet demand
during the normal operation of the system) and secure (i.e. to meet
demand in light of unexpected contingency events such as a generator
going offline). A number of studies have shown how LCD plants can
reduce total system costs by limiting the need for the overcapacity of
VREs and other flexibility options [11,12]. Many studies have highlighted the need for a concerted effort to
rapidly transition power systems across the world from fossil fuels to
wards low-carbon technologies and particularly renewables (e.g. Ref. [1]. This transition is considered a precursor to electrifying heat and
transport and should be largely complete by 2035–2040 in a
Paris-aligned world [2]. Wind and solar photovoltaic (PV) generation are already cost-
competitive with fossil generation [3] and their global capacities are
growing rapidly; for example, the combined wind and solar shares were
29% and 24%1 of total annual electricity generation in 2019 for Ger
many and the United Kingdom (UK), respectively. However, power
production from VRE is driven by the weather and so it can vary rapidly
in time and space. This leads to significant intermittency of supply and a
marked paradigm shift from the dispatchable power systems of the
recent past. Heuberger and Mac Dowell [4] conclude that a 100% var
iable renewable UK system would run into significant operational dif
ficulty, with periods of unmet demand and a lack of system inertia. This * Corresponding author.
E-mail address: james.price@ucl.ac.uk (J. Price).
1 https://yearbook.enerdata.net/renewables/wind-solar-share-electricity-production.html. Energy 262 (2023) 125450 Energy 262 (2023) 125450 Contents lists available at ScienceDirect Available online 15 September 2022
0360-5442/© 2022 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
* Corresponding author.
E-mail address: james.price@ucl.ac.uk (J. Price).
1 https://yearbook.enerdata.net/renewables/wind-solar-share-electricity-production.html.
https://doi.org/10.1016/j.energy.2022.125450
Received 8 October 2021; Received in revised form 9 September 2022; Accepted 11 September 2022 Available online 15 September 2022
0360-5442/© 2022 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
https://doi.org/10.1016/j.energy.2022.125450
Received 8 October 2021; Received in revised form 9 September 2022; Accepted 11 September 2022 1.1. The value of new nuclear power generation Of all LCD technologies, nuclear power generates perhaps the
greatest controversy. Although nuclear plants have been operating in
several countries for 60 years, the future of nuclear power across Europe
is unclear, with France seeking to scale it back from around 70% of Energy 262 (2023) 125450 J. Price et al. Nomenclature
Abbreviations
BECCS
Bioenergy with carbon capture and storage
BEIS
Department for Business, Energy and Industrial Strategy
CCC
Committee on Climate Change
EDF
Electricit´e de France
EIA
Energy Information Administration
ENTSO-E European Network of Transmission System Operators for
Electricity
EPR
European Pressurised Reactor
FOAK
First of a kind
GAMS
General Algebraic Modelling System
H2-CCGT Hydrogen fired combined cycle gas turbine
H2-OCGT Hydrogen fired open cycle gas turbine
highRES High spatial and temporal resolution electricity system
model
HTGRs
High temperature gas reactors
Hydro-RoR Run-of-river hydropower
IEA
International Energy Agency
IRENA
International Renewable Energy Agency
JRC
Join Research Centre
LCD
Low carbon dispatchable power
LCOE
Levelised cost of electricity
MAF
Mid-term Adequacy Forecast
MAF
Mid-term Adequacy Forecast
NGCCGT-CCS Natural gas fired combined cycle gas turbine with
carbon capture and storage
NGOCGT Natural gas fired open cycle gas turbine
NOAK
Nth of a kind
O&M
Operating and maintenance
PyPSA
Python for Power System Analysis model
RAB
Regulated Asset Base
REMIX
Renewable Energy Mix model
RoCoF
Rate of change of frequency
SC
Synchronous condenser
Solar PV Solar photovoltaic
TSO
Transmission system operator
UK
United Kingdom
VRE
Variable renewable energy
Notation
h
Hour of the year
z
Spatial zone, see Fig. 1
s
Set of storage technologies
Hlevel
Amount of energy stored in each zones aggregated
reservoir in GWh
Hinflow
Natural inflow into each zones reservoir in GWh
Hspill
Hourly power generation from reservoir hydro
Hcap
Installed power generating capacity in each zone
Havail fac Availability factor of reservoir hydropower
U
Committed units in cluster
N
Total units in cluster
UP
Num. units in cluster starting up
DOWN
Num. 1.1. The value of new nuclear power generation units in cluster shutting down
P
Power generated (GW)
OR
Operating reserve provided (GW)
FR
Frequency response provided (GW)
ORquick
Quick start OR (GW)
FRreq
Frequency response required (GW)
af
Availability factor
pmax
Maximum power (GW)
pmin
Minimum power (GW)
ormax
Maximum OR in reserve time window (GW)
frmax
Maximum FR in response time window (GW)
minup/down Minimum up/down time
gen
Generation
store
Storage
trade
Interconnection
trans
Within country transmission
capex
Capital cost
fom
Fixed operating and maintenance cost
varoom
Variable operating and maintenance cost
crent
Congestion rent
trade_cost Net of import costs – export revenues annual electricity generation today to 50% by 2035, and Germany
intending to phase out nuclear altogether. Studies on the economics of
new nuclear investments have reached differing conclusions, with little
economic rationale in Sweden [13] and Saudi Arabia [14], but with
nuclear a part of the lowest-cost future energy system in Switzerland
[15] and Finland [16]. Various studies have taken a Europe wide
perspective and found that high renewable penetration and no nuclear
power could be a cost-effective solution (see e.g. Refs. [17–19]. F¨alth
et al. [20] find that nuclear in Europe could reduce total system costs by
0–19% depending on technology cost assumptions. While others have
demonstrated that a highly renewable European system without nuclear
and carbon capture could be 30% more expensive [12] with this figure
growing further still at very high VRE penetrations [21]. It has also been
shown that flexibly operated nuclear power in power systems with high
renewable shares can lower system operating costs [22]. the timescale have escalated,2 and it is unclear whether other planned
investments at Moorside (Cumbria), Wylfa (Anglesey) and Sizewell
(Suffolk) will go ahead. The UK Government has agreed a guaranteed
fixed price (“strike price”) for electricity produced from Hinkley Point C
of £93/MWh,3 which is substantially higher than the £40/MWh strike
price agreed for offshore wind farms opening in 2023–25.4 Nevertheless,
in the Energy White Paper published in December 2020, the UK Gov
ernment has made clear its continued support for new nuclear capacity
[23], in part based on the assertion that nuclear is a “reliable” source of
electricity that is needed to help manage VRE intermittency and can
reduce system costs. 2 https://www.ft.com/content/fbc43de5-d3ae-49fd-9f5f-9e84f1db508d.
3 https://www.lowcarboncontracts.uk/cfds/hinkley-point-c.
4 https://www.gov.uk/government/publications/contracts-for-difference-c
fd-allocation-round-3-results. 4 https://www.gov.uk/government/publications/contracts-for-difference-c
fd-allocation-round-3-results. 1.1. The value of new nuclear power generation units in cluster shutting down
P
Power generated (GW)
OR
Operating reserve provided (GW)
FR
Frequency response provided (GW)
ORquick
Quick start OR (GW)
FRreq
Frequency response required (GW)
af
Availability factor
pmax
Maximum power (GW)
pmin
Minimum power (GW)
ormax
Maximum OR in reserve time window (GW)
frmax
Maximum FR in response time window (GW)
minup/down Minimum up/down time
gen
Generation
store
Storage
trade
Interconnection
trans
Within country transmission
capex
Capital cost
fom
Fixed operating and maintenance cost
varoom
Variable operating and maintenance cost
crent
Congestion rent
trade_cost Net of import costs – export revenues Nomenclature
Abbreviations
BECCS
Bioenergy with carbon capture and storage
BEIS
Department for Business, Energy and Industrial Strategy
CCC
Committee on Climate Change
EDF
Electricit´e de France
EIA
Energy Information Administration
ENTSO-E European Network of Transmission System Operators for
Electricity
EPR
European Pressurised Reactor
FOAK
First of a kind
GAMS
General Algebraic Modelling System
H2-CCGT Hydrogen fired combined cycle gas turbine
H2-OCGT Hydrogen fired open cycle gas turbine
highRES High spatial and temporal resolution electricity system
model
HTGRs
High temperature gas reactors
Hydro-RoR Run-of-river hydropower
IEA
International Energy Agency
IRENA
International Renewable Energy Agency
JRC
Join Research Centre
LCD
Low carbon dispatchable power
LCOE
Levelised cost of electricity
MAF
Mid-term Adequacy Forecast
MAF
Mid-term Adequacy Forecast
NGCCGT-CCS Natural gas fired combined cycle gas turbine with
carbon capture and storage
NGOCGT Natural gas fired open cycle gas turbine
NOAK
Nth of a kind
O&M
Operating and maintenance
PyPSA
Python for Power System Analysis model
RAB
Regulated Asset Base
REMIX
Renewable Energy Mix model
RoCoF
Rate of change of frequency
SC
Synchronous condenser
Solar PV Solar photovoltaic
TSO
Transmission system operator UK
United Kingdom
VRE
Variable renewable energy
Notation
h
Hour of the year
z
Spatial zone, see Fig. 1
s
Set of storage technologies
Hlevel
Amount of energy stored in each zones aggregated
reservoir in GWh
Hinflow
Natural inflow into each zones reservoir in GWh
Hspill
Hourly power generation from reservoir hydro
Hcap
Installed power generating capacity in each zone
Havail fac Availability factor of reservoir hydropower
U
Committed units in cluster
N
Total units in cluster
UP
Num. units in cluster starting up
DOWN
Num. 1.2. Aims and structure of this study As part of our
sensitivity analysis, we also make biomass with carbon capture and
storage (BECCS) available to the model. All generation capacity online
today is assumed to be retired by 2050 apart from Hinkley Point C and
Sizewell B, resulting in a total of 4.5 GW of existing nuclear capacity. We
note that while Sizewell B is currently due to retire in the mid-2030s, its
owner EDF are targeting an extension of its operation lifetime until
2055. 1. Important security of supply options are not considered. The ability
for options other than LCD plants to provide inertia and frequency
response services are neglected, ignoring the development of syn
chronous condensers and batteries. 2. Long-term storage with its potentially important role in providing a
multitude of services is not considered. 3. The full role and value of interconnection with Europe is not
considered. We represent two energy storage options: grid-scale Lithium-Ion
batteries with an 8-h discharge duration, and in our sensitivity analysis
we include long-term storage which uses hydrogen produced by elec
trolysis as the energy storage medium in salt caverns and H2 burning
CCGT and OCGTs for power output (H2-CCGT and H2-OCGT, respec
tively). The ratio between the energy and power components (i.e. the
discharge duration) for the latter is free for the model to optimise. The
technical energy storage potential for hydrogen storage in salt caverns
for each country where available is taken from Caglayan et al. [33]. 4. They lack the necessary spatiotemporal resolution to appropriately
model highly renewable electricity systems. There is a paucity of work conducted within academia on this
important policy question in a UK context, i.e. what is the role of new
nuclear in the country’s net-zero energy system, and the aforementioned
UK studies from the wider literature have one or more of the short
comings outlined. Set against the existing literature which has looked at
this question for other individual countries in Europe, focusing on the
UK is of interest because it has a considerably higher electricity demand
than those nations with its own particular context in terms of, for
instance, wind energy and long-term energy storage potential. Furthermore, none of the previous studies looking at new nuclear in
other countries, or across Europe as a whole, address all four of the key
issues we identify. For instance, while Kan et al. 1.2. Aims and structure of this study [13] model Sweden at
high spatiotemporal resolution and embedded within an interconnected
European system, they do not consider long-term storage or inertia re
quirements for secure system operation. For this work the model is free to expand transmission between zones
within the UK while the capacity of interconnection between the UK and
Ireland/Europe and between other European countries is a sensitivity
dimension that we explore. Cost assumptions for all technologies are
given in the Supplementary material. For run-of-river (Hydro-RoR), reservoir hydropower and pumped
hydro storage we fix power capacities (i.e. no further investment is
permitted) based on data from various sources including the ENTSO-E
Transparency Platform5 and Power Statistics,6 and national trans
mission system operators (TSO) in the first instance, with some gaps
filled based on the JRC’s hydropower database.7 Energy storage ca
pacities for reservoir and pumped storage are taken from Schlachtberger
et al. [19] and Geth et al. [34] respectively. Inflow into run-of-river and
reservoir plants is modelled following the methodology of H¨orsch et al. [35]: run-off data from the European Centre for Medium Range Weather
Forecasting ERA5 reanalysis used to set the hourly shape of the inflow
time series across the year for each country, with total annual generation
fixed to that reported by the Energy Information Administration (EIA),8
in this case for 2012. Therefore, we take the novel step of using a modelling framework,
the high spatial and temporal resolution electricity system model
(highRES), which addresses the four points raised above and captures a
range of sensitivities in terms of weather conditions, technological
availability and costs to address our research question. highRES is a
member of a class of models, which also includes such examples at
REMIX [28], PyPSA [5,6], Calliope [29] and Balmorel [30], that is
specifically designed to represent the challenges of VRE intermittency
and the solutions to overcome it. It is therefore ideally suited to examine
the case for new nuclear power capacity in a net-zero emissions UK
energy system. . One important addition we make to the technologies represented in
highRES for this study are synchronous condensers (SC). As discussed
previously, real world electricity systems need inertia to resist system
frequency changes and limit RoCoF, thereby contributing to system se
curity. Today, inertia is provided to the system by the kinetic energy in
large rotating machines within conventional synchronous generators (e. g. nuclear or gas plants) that are synchronised to the grid. 1.2. Aims and structure of this study In this paper, we explore whether new nuclear beyond Hinkley Point
C is likely to be economically-viable or necessary for an adequate and
secure UK electricity system embedded within a wider whole energy
system that achieves the country’s net-zero emissions goal by 2050. That In the UK, which recently put in place a legally-binding commitment
to achieve net-zero greenhouse gas emissions across the whole economy
by 2050, the picture for nuclear power is just as unclear. The majority of
the existing 9 GW of nuclear capacity is set to retire in the next few
decades, with only Sizewell B possibly still generating by 2050. Work
has begun on a new nuclear power plant, Hinkley Point C, but costs and 2 J. Price et al. Energy 262 (2023) 125450 as the principal focus of this study, is modelled as multiple zones, with
neighbouring countries mostly represented as individual nodes and
those further away as regional groups. highRES is a cost-minimising
model of this entire system written in the General Algebraic Modelling
System (GAMS) language. It simultaneously optimises spatially-explicit
capacity investment, based on annualised costs, and hourly dispatch in
each of the 18 zones as well as interconnection between them. In
addition, highRES also schedules hourly frequency response and oper
ating reserve, which can both be provided by thermal generators and
storage but not VREs (for details see Ref. [31]. is, does nuclear represent a cost-effective LCD option to support inter
mittent renewables? We focus on the third generation European Pres
surised Reactor (EPR) pressurised water reactor design that is being built
at Hinkley Point C and assume that any other third generation reactors
would have similar costs and performance. We do not consider fourth
generation modular reactors as these require substantial research and
development and have not been constructed commercially, so have no
credible cost or performance data. Studies focusing on the future of the UK’s electricity system in the
context of its net-zero emissions objective either envisage a sizable build
out [24–26] or at least the replacement of existing nuclear capacity [27]. However, these efforts all have some combination of the following
methodological issues: We model capacity planning and dispatch for solar PV, on and
offshore wind, nuclear, natural gas combined cycle turbines with CCS
(NGCCGT-CCS) and open cycle turbines (NGOCGT). 5 https://transparency.entsoe.eu/.
6 https://www.entsoe.eu/data/power-stats/.
7 https://github.com/energy-modelling-toolkit/hydro-power-database.
8 https://www.eia.gov/international/data/world. 1.2. Aims and structure of this study As VRE re
places such generators, new sources of inertia provision need to be
identified to maintain system stability. SC are large rotating machines
without a prime mover, i.e. a local source of initial motive power. Once
synchronised to the system frequency, their large spinning mass pro
vides inertia to the grid in a similar manner to a synchronous generator, This paper is structured as follows: in the next section we describe
the model and methodology we use here, we follow that with a
description and discussion of the results and finally we summarise the
insights emerging from this study. 9 https://www.nationalgrideso.com/news/latest-boost-stability-pathfinder-
construction-flywheel-begins. the formulation is as follows: the formulation is as follows: while drawing a small amount of power from it to overcome frictional
losses. They can be based on retrofitting generators so as to utilise
existing equipment or built from scratch (here we model the latter op
tion). In this study we model an hourly minimum inertia for the UK
system, which is driven by an assumed RoCoF limit of 1 Hz/s which
leads to a minimum inertia of 41.25 GWs given a largest loss of 1.65 GW
(one unit of Hinkley Point C), and an hourly frequency response
requirement that is linked to total system inertia (for details see
Ref. [31]. SC are well-established and used in Denmark, Italy and
Australia because of the inertia they can provide to highly VRE powered
systems with low amounts of synchronous generation. Indeed, the UK’s
TSO National Grid is currently in the process of procuring SC capacity to
support renewable integration in the country’s power system.9 while drawing a small amount of power from it to overcome frictional
losses. They can be based on retrofitting generators so as to utilise
existing equipment or built from scratch (here we model the latter op
tion). In this study we model an hourly minimum inertia for the UK
system, which is driven by an assumed RoCoF limit of 1 Hz/s which
leads to a minimum inertia of 41.25 GWs given a largest loss of 1.65 GW
(one unit of Hinkley Point C), and an hourly frequency response
requirement that is linked to total system inertia (for details see
Ref. [31]. SC are well-established and used in Denmark, Italy and
Australia because of the inertia they can provide to highly VRE powered
systems with low amounts of synchronous generation. 2.1. highRES electricity system model 2.1. highRES electricity system model The implementation of highRES we employ in this study is based on
that used previously (see Refs. [31,32] but spatially reconfigured and
extended to cover the whole of the UK, broken down into 9 zones, and a
further 27 European countries aggregated into an additional 9 zones as
shown in Fig. 1. The rationale behind this aggregation is a trade-off
between spatial detail and computational burden. Therefore, the UK, 3 J. Price et al. Energy 262 (2023) 125450 Energy 262 (2023) 125450
Fig. 1. Map showing the spatial zones used in this work. The UK is composed of 9 interconnected zones with the remaining countries in Europe in various states of
aggregation as described in the text. J. Price et al. Fig. 1. Map showing the spatial zones used in this work. The UK is composed of 9 interconnected zones with the remaining countries in Europe in various states of
aggregation as described in the text. d in this work. The UK is composed of 9 interconnected zones with the remaining countries in Europe in various states of 2.3. Sensitivities Here we consider a number of important sensitivity dimensions
which, while not exhaustive, do represent some of the key uncertainties
relevant to our research question. First, given our focus on the prospects
for nuclear power in the UK’s net-zero aligned electricity system, we
consider two capital cost levels for nuclear capacity. Both are based on
analysis conducted for the Department for Business, Energy and Indus
trial Strategy (BEIS) by Leigh Fisher and Jacobs [39] and consider a first
of a kind (FOAK) overnight capital cost of 3927 £2010/kW and a nth of a
kind (NOAK) cost of 3520 £2010/kW, or an approximate reduction of
10% for subsequent plants. This is to capture the uncertainty over
whether the build out of new nuclear units will be relatively small in
number, and hence a FOAK capital cost more appropriate, or more
substantial, and so a NOAK costing more representative. Furthermore,
we also assume a 10 and 6 year construction time for the FOAK and
NOAK cases, respectively, when calculating addition capital costs from
interest during construction. Finally, we represent the planning and operation of thermal plants
and long-term storage as clustered units following Palmintier [36]
whose integer decision variables are relaxed to be linear, which offers a
significant computational speed up with only a limited loss of accuracy. For similar reasons, and given our focus on the UK, we opt to only apply
these linearised unit commitment constraints, including the operating
reserve and frequency response equations, to the UK system. The Eu
ropean system is then modelled using the standard linear approach as in
Zeyringer et al. [32]; where technologies are represented as continuous
lumps of capacity rather than units. Second, we model the four technology availability scenarios listed in
Table 1. We begin with a BASE case of technologies that are either
available at scale today or, have been well demonstrated as for NGCCGT-
CCS. We then add two more options that are at a somewhat earlier stage
in their development: BECCS and long-term storage. BECCS is currently
being trialled in the UK by Drax at their site in North Yorkshire and has
been identified as being important for a net-zero energy system due to
the negative emissions it can provide. 2.3. Sensitivities Long-term storage is also being
seen as potentially crucial, with BEIS recently announcing a competition
with a total funding pot of £68 million to support the demonstration of
long-term storage.11 An “ALL” scenario then considers the simultaneous
availability of both BECCS and long-term storage. 10 Open Power System Data. 2020. Data Package Time series. Version 2020-10-
06. https://doi.org/10.25832/time_series/2020-10-06. the formulation is as follows: Indeed, the UK’s
TSO National Grid is currently in the process of procuring SC capacity to
support renewable integration in the country’s power system.9 Hlevel
h,z = Hlevel
h−1,z + Hinflow
h,z
−Hgen
h,z −Hspill
h,z
(1)
Hlevel
h,z
≤Hmax level
z
(2)
Hgen
h,z ≤Hcap
z
× Havail fac
(3) Hlevel
h,z = Hlevel
h−1,z + Hinflow
h,z
−Hgen
h,z −Hspill
h,z Hlevel
h,z = Hlevel
h−1,z + Hinflow
h,z
−Hgen
h,z −Hspill
h,z (1) Hlevel
h,z
≤Hmax level
z Hlevel
h,z
≤Hmax level
z (2) Hgen
h,z ≤Hcap
z
× Havail fac (3) where Hlevel is the amount of energy stored in each zones aggregated
reservoir in GWh, Hinflow is the natural inflow into each zones reservoir
in GWh, Hgen is the hourly power generation, Hspill is the water spilled by
the reservoir in each hour in GWh, Hcap is the installed power generating
capacity in each zone and Havail fac the availability factor of reservoir
hydropower. The subscripts h and z are indices for hour and spatial zone,
respectively. where Hlevel is the amount of energy stored in each zones aggregated
reservoir in GWh, Hinflow is the natural inflow into each zones reservoir
in GWh, Hgen is the hourly power generation, Hspill is the water spilled by
the reservoir in each hour in GWh, Hcap is the installed power generating
capacity in each zone and Havail fac the availability factor of reservoir
hydropower. The subscripts h and z are indices for hour and spatial zone,
respectively. The formulation of highRES has previously been described in detail
in Price et al. [31] and Zeyringer et al. [32]; so here we only describe
additional equations developed for this study. These have been added to:
i) model the operation of reservoir hydropower, and ii) model the unit
operability of CCGTs and OCGTs coupled to long-term storage … For i), For ii), the formulation is: For ii), the formulation is: Uh,z,s ≤Nz,s
(4)
Uh,z,s = Uh−1,z,s + UPh,z,s −DOWNh,z,s
(5)
Uh,z,s ⋅pmax
s
⋅≤afs ≥Ph,z,s + ORh,z,s + FRh,z,s
(6) Uh,z,s ≤Nz,s
(4)
Uh,z,s = Uh−1,z,s + UPh,z,s −DOWNh,z,s
(5)
Uh,z,s ⋅pmax
s
⋅≤afs ≥Ph,z,s + ORh,z,s + FRh,z,s
(6) (4) Uh,z,s ≤Nz,s Uh,z,s ≤Nz,s Uh,z,s = Uh−1,z,s + UPh,z,s −DOWNh,z (5) (6) 4 J. Price et al. Energy 262 (2023) 125450 Ph,z,s ≥Uh,z,s . (12) (12) FRh,z,s ≤Uh,z,s⋅frmax
s Here (4) limits the number of committed storage units to the number
actually deployed, (5) is a commitment balance between hours, (6)
limits maximum generation, (7) limits minimum generation, (8)–(9)
ensure minimum up and down times, respectively, are enforced, (10)
limits the provision of operating reserve while offline to H2-OCGT only
due to its rapid start up capability and (11)–(12) limits the provision of
operating reserve and frequency response by cluster to the maximum
ramp achievable in the relevant time window (20 min for operating
reserve, 10 s for frequency response). In these equations the subscript s
are the set of storage technologies which are represented as units, i.e. H2-
OCGT and H2-CCGT. 2.2. System boundaries To model the design of UK power systems embedded within a wider
energy system that achieves the countries net-zero emissions target by
2050, we constrain annual grid CO2 intensity to be ~2 gCO2/kWh based
on the Balanced Pathway from CCC [27]. We also extend this definition
of a net-zero compatible power system to cover Europe to ensure that the
UK is not importing high-carbon electricity. p
g
g
y
Hourly annual demand for 2050 for both the UK and the European
zones is based on metered data from Open Power System Data10 for
2012. As noted in Section 1, a substantial proportion of heat in buildings
and road transport is likely to be electrified in the future, which would
change the shape of the demand profile. Furthermore, the electrification
of the former energy service demand, combined with the likely
deployment of large amounts of VREs, will act to increase the coupling
between supply and demand under a common meteorology. To capture
both the change in total demand and the hourly shape, we take our 2012
demand profiles and develop a regression model for each country, based
on an hourly extension of the approach used by Scapin et al. [37] and
informed by the methodology of Wang and Bielicki [38]; to separate out
electricity demand into a temperature dependent and independent
portions. We then augment this set of weather-independent profiles with
an assessment of hourly electrified heat, ensuring that the weather
driving both VRE supply and heat demand are the same, and electric
vehicle demands. For further details, see the Supplementary material. Third, previous studies have highlighted the potentially critical role
that the expansion of interconnection between countries can play in
supporting the integration of high VRE shares. However, wider factors
beyond simple least-cost solutions, such as Brexit, mean there are un
certainties as to the expansion of the UK’s interconnection with Europe. We explore two situations in an attempt to capture this sensitivity. In the 11 https://www.gov.uk/government/publications/longer-duration-energy-sto
rage-demonstration. the formulation is as follows: pmin
s
(7)
Uh,z,s ≥
∑
h
h−minup
s
UPh,z,s
(8)
Nz,s −Uh,z,s ≥
∑
h
h−mindown
h
DOWNh,z,s
(9)
(
Ns −Uh,z,s
)
⋅pmax
s
⋅afs ≥ORquick
h,z,s
s = H2 −OCGT
(10)
ORh,z,s ≤Uh,z,s⋅ormax
s
(11)
FRh,z,s ≤Uh,z,s⋅frmax
s
(12)
J. Price et al. Ph,z,s ≥Uh,z,s . pmin
s
(7)
Uh,z,s ≥
∑
h
h−minup
s
UPh,z,s
(8)
Nz,s −Uh,z,s ≥
∑
h
h−mindown
h
DOWNh,z,s
(9) For the UK, this methodology leads to annual heat in buildings de
mand that ranges from 74 to 107 TWh depending on the weather year,
EV demand of 84 TWh, and total demand from 628 to 661 TWh. The
total demand figure includes an additional 155 TWh from the Climate
Change Committee’s (CCC) Balanced Pathway which stems from
manufacturing and construction, fuel supply, other demands and
hydrogen production via electrolysis (not for use in the power sector). We assume these demands have a flat profile over the year. (9) li
When BECCS is available to the model we limit the biomass potential
to ~61 TWh, as used by the CCC’s Balanced Pathway in 2050, permit
ting ~17 TWh per year of electricity generation given a technology ef
ficiency of ~28%. As shown by Fig 2.8 of CCC [27]; this is similar to
today’s use of biomass in the UK’s power sector and ensures a degree of
sustainability around this controversial technology. (
Ns −Uh,z,s
)
⋅pmax
s
⋅afs ≥ORquick
h,z,s
s = H2 −OCGT (11) ORh,z,s ≤Uh,z,s⋅ormax
s Table 1 Definition of the technology availability scenarios used in this work. 11 https://www.gov.uk/government/publications/longer-duration-energy-sto
rage-demonstration. 5 J. Price et al. Energy 262 (2023) 125450 more conservative case, we fix the capacity of interconnection between
countries to the 2027 net transfer capacities proposed by ENTSO-E’s
Mid-term Adequacy Forecast (MAF) in 2018. This means the UK has
16.5 GW of interconnection with Europe (including land-based trans
mission between Northern Ireland and Ireland) in our modelling (we
update the MAF data for links between the UK to Norway and Denmark
down from 4 GW to 2.8 GW which represents Viking Link and NSL). In
addition, we limit the UK’s maximum hourly net imports to 30% of the
country’s total hourly demand, noting that to date during 2021 this
peaked at ~23% and will very likely rise in future as new inter
connectors come online. The second, more ambitious case, allows
highRES to optimise interconnection capacity up to a limit of 50 GW per
link between countries. Here we allow hourly net imports into the UK to
peak at 50% of total hourly demand. Note that in both situations the
model can expand the transmission system within the UK to its optimal
level. i ~300 GW or more, and run-of-river and pumped hydro, whose capacity
is fixed and does not change across the cases. The dashed line represents
the total capacity of existing nuclear power expected to be online by
2050 (4.5 GW), thereby making any new investment clear. The results
for the H2 scenario are not plotted as these are the same as the ALL
technology set, as BECCS is not deployed in any cases where long-term
energy storage is also available. In an average weather year, new nuclear is only cost-effective under
the BASE technology scenario with NOAK nuclear capex and no inter
connector expansion allowed, with 4 GW of new capacity installed. Permitting interconnector expansion under NOAK costs leads to no new
nuclear capacity and the same is true under a switch to FOAK capital
costs, regardless of the interconnector dimension. Furthermore, the
remaining 8 cases plotted in the average weather year panel do not have
any new build nuclear capacity. A similar pattern is observed for the
worst weather year available in our sample of historic conditions but
with a greater build out of nuclear than under average conditions, with
the BASE-NOAK-NO case seeing an additional 13 GW of capacity. Table 1 The
best year sees no new build nuclear across all cases, which highlights the
impact that the variability of weather within different weather years can
have on VREs and, as a result, the wider power system design. Never
theless, these panels clearly show that new nuclear power only features
when the sensitivity dimensions are most in its favour, i.e. NOAK capex,
no interconnection expansion and BECCS and long-term storage being
unavailable. If any of these change then new nuclear is not seen to be
cost-effective. Our fourth and final sensitivity dimension is the choice of weather
year used to drive the production of wind and solar power and the de
mand for heat in our model. Past studies have demonstrated that
different weather years lead to different optimal system designs [32] and
it may be the case that a relatively “poor” weather year, in which low
wind/solar output coincides with cold temperatures and hence higher
heating demands, would result in a more prominent role for nuclear
power. However, running all of the 25 weather years (1993–2017) that
highRES currently includes in conjunction with the other sensitivity
dimensions discussed above would be computationally expensive. While
there are many options for identifying the “worst”, “average” and “best”
years, here we take the route of running all the available weather years,
one at a time, with the BASE technology options, FOAK nuclear costs and
fixed interconnection capacity. From this we obtain a distribution of 25
total system levelised cost of electricity (system LCOE; that is total sys
tem cost divided by demand for the combined UK and European system). We assume the “worst” weather year (2010) for the modelled system has
the highest LCOE, as it requires the highest combined expenditure for
infrastructure planning (i.e. generators, storage, transmission and
interconnection) and operational costs (fuel costs). The “average”
(1995) and “best” (2014) years are then the median and lowest system
LCOE, respectively. i Fig. 2 also shows a number of other insights. First, when intercon
nection expansion is permitted, the model consistently opts to sub
stantially increase its capacity while reducing the role for batteries and,
where available, long-term storage. This indicates the cost-effective
nature of this form of flexibility for VRE integration. Table 1 That said, this
does lead to an import dependence for the UK under the BASE and
BECCS scenarios of up to ~6% and ~14% of annual demand, respec
tively, in the case of average weather conditions. While cost-effective, it
is a political decision as to whether this amount of annual net imports is
acceptable from a domestic energy security standpoint. Second, across all the weather conditions studied here, the addition
of BECCS to the system drives a pronounced reduction in the deploy
ment of NGCCGT-CCS in favour of NGOCGT and an increase in gener
ation from the latter (see Fig. 3). This shows that when the annual CO2
emissions budget can be extended by the negative emissions afforded by
BECCS, open-cycle turbines represent a cheaper option to manage VRE
intermittency and meet system adequacy/security requirements. Furthermore, our results indicate that at most 2.2 GW of BECCS is
needed to drive this switch and to make new build nuclear cost
ineffective. Exploring all permutations of the sensitivity dimensions defined
above results in 48 model runs (4 technology scenarios x 2 nuclear capex
levels x 2 interconnection states x 3 weather years) which are executed
using GAMS 27.2 and CPLEX 12.9 on a cluster computing environment. 2.4. UK system cost As discussed by Kan et al. [13]; while the total cost of the combined
system is a foundational output of optimisation models, here we wish to
focus on the implications of our sensitivity dimensions for a specific
country, the UK. To do that we draw from that work and make use of
their definition of a total nodal system cost (equation (3) from that
paper) and nodal LCOE (equation (4) from that paper). This approach
captures all investments and operational costs incurred within the UK
power system, considers the cost impact of the net electricity trade
balance over the year and includes the share of congestion rent earned
by the UK. Third, 1.5–6.3 GW of SC capacity is deployed in the BASE cases
where new nuclear is not built and under every combination of the ALL
technology scenario. This is because it provides inertia to support secure
high VRE penetration and is seen to be more cost effective than nuclear
power or BECCS to provide this service when long-term storage is
available, despite consuming a small amount of electricity when online. This underscores the potentially important role this technology can have
in future highly renewable systems which are inherently low on con
ventional synchronous generation. Finally, when available, long-term storage displaces all or nearly all
fossil generation in all weather conditions. The small amounts of
NGOCGT deployed are in line with the assumption used here that a grid
emissions intensity of ~2 gCO2/kWh is compatible with a net-zero
emissions energy system. Here H2-OCGT is generally seen to dominate
over H2-CCGT in capacity terms, indicating that the system benefits
from the greater flexibility and lower capital costs provided by the
former, while still seeing a role for both. Furthermore, Fig. 3 shows that
long-term storage also acts to reduce the import dependence, even to the
extent of making the UK a small net exporter annually for average
weather conditions. As this system design is chosen when all technology 3.1. Net-zero compatible system designs 3.1. Net-zero compatible system designs First, we examine the cost-optimal role of nuclear and other LCD
power plants for each of our 48 scenarios. Each scenario represents an
adequate and secure electricity system for the weather year. Fig. 2 shows
the installed capacity of all generator, storage and interconnection op
tions by sensitivity case. We do not include wind and solar PV, which act
to make the plots difficult to interpret owing to their total capacity of 6 Energy 262 (2023) 125450
Fig. 2. UK installed capacity by sensitivity with the three panels representing weather conditions. VREs are excluded to improve the readability of the figure due to
their large installed capacities. Hydropower is also excluded as this does not change across the cases. The black dashed line shows the existing nuclear capacity in
2050 and allows the easy identification of new capacity being installed. J. Price et al. J. Price et al. Energy 262 (2023) 125450 Fig. 2. UK installed capacity by sensitivity with the three panels representing weather conditions. VREs are excluded to improve the readability of the figure due to
their large installed capacities. Hydropower is also excluded as this does not change across the cases. The black dashed line shows the existing nuclear capacity in
2050 and allows the easy identification of new capacity being installed. options are available, this also highlights that a close to fossil free, highly
renewable system, enabled by long-term storage, is seen to be the most
cost-effective scenario explored here. This implies the added flexibility coming from BECCS (i.e. extending the
annual carbon budget resulting in a greater role for NGOCGT) provides
relatively greater cost benefits, and is more valuable in poorer weather
conditions and when interconnector capacity is fixed. i
The availability of long-term storage drives even greater cost re
ductions of 9–21%, again depending on the level of each sensitivity. Once more, the smallest reductions are seen for the best weather year
with the average and worst conditions leading to large system LCOE
decreases of 16–21%. More substantial reductions are found when
further interconnection expansion is not allowed, again demonstrating
that additional forms of system flexibility are most valuable when other
options are unavailable. i 3.2. UK system LCOE Again, VREs are not shown for readability. sensitivity with the three panels representing the weather condition dimension. The country’s net import position is also sho
adability. Fig. 3. UK annual generation by sensitivity with the three panels representing the weather condition dimension. The co
Again, VREs are not shown for readability. pronounced drop in costs associated with electricity trade, as the UK
reduces its import dependence. Cost increases from the BASE scenario
are largely related to the BECCS cases having greater generator variable
O&M costs, driven by fuel costs for BECCS and natural gas, while the
ALL cases see a rise in capex and fixed O&M costs associated with
storage. Overall, as discussed above, both the BECCS and, even more so,
ALL scenarios provide sizable annual cost savings compared to BASE. pronounced drop in costs associated with electricity trade, as the UK
reduces its import dependence. Cost increases from the BASE scenario
are largely related to the BECCS cases having greater generator variable
O&M costs, driven by fuel costs for BECCS and natural gas, while the
ALL cases see a rise in capex and fixed O&M costs associated with
storage. Overall, as discussed above, both the BECCS and, even more so,
ALL scenarios provide sizable annual cost savings compared to BASE. a small (~2%) drop in VRE share for the worst weather year while the
average and best conditions modelled here see a small increase (~1%). This occurs because when interconnectors expand to leverage the
geographic diversity of weather conditions across Europe the share of
UK domestic VRE generation drops more than total UK domestic gen
eration under the worst weather conditions. Nevertheless, these runs
highlight how BECCS could support a UK power system that generates
80% or more of its electricity from VRE annually. The scenarios where long-term storage is available to the model see
some of the highest VRE shares across the sensitivities at 94–95%, a
finding that is essentially independent of annual weather conditions. This consistency shows that cost effective systems based on nearly 100%
VRE generation, with no new build nuclear, can be robust to a variety of
weather conditions when supported by long-term storage. Again, there
is a small effect from further interconnector deployment resulting in a
drop in VRE share, though at <1% this is very minor. 3.3. UK VRE share in annual generation Fig. 6 shows the share of VRE generation in total annual UK domestic
generation by sensitivity and for each weather year. For the BASE
technology scenario, VRE shares vary from 87% to over 95% depending
on sensitivity, with the former being associated with, as might be ex
pected, more pessimistic conditions for VREs, i.e. lower nuclear costs,
worse weather and interconnection expansion not being permitted. Combining the results shown in Figs. 2 and 6 indicates that the spread in
VRE penetration for the BASE-NOAK-NO case is likely driven by new
nuclear capacity being deployed in the worst weather year. 3.2. UK system LCOE These results
highlight that long-term storage enables the integration of some of the
highest amounts of domestic VRE generation in this study. 3.2. UK system LCOE Fig. 4 shows the UK system levelised cost of electricity (LCOE), which
is the total UK nodal system cost divided by the total annual electricity
demand, for all 4 of the sensitivity dimensions. We use a nodal system
cost approach that accounts for capital, operational and trade costs
associated with the node or collection of nodes of interest. The highest
system costs are found for the BASE technology scenario and range from
52 to 70 £/MWh for the best to worst weather year, respectively. Permitting the model to expand interconnection leads to an average cost
reduction of 6.9% for BASE cases. The overall result of the system LCOE reductions identified above,
that is greater cost reductions for the average and worst weather cases, is
to compress the difference between the weather years. To understand
what is driving this, in Fig. 5 we plot the average change in absolute
costs when moving from the BASE to BECCS (upper panel) or ALL (lower
panel) scenarios by weather year broken down into the cost components
that make up the UK nodal system cost. Both panels show a reduction in
annual generation capital and fixed operating and maintenance (O&M)
expenditure, which is larger in the average and worst weather years
compared to the best year. The ALL technology scenario also shows a The introduction of BECCS leads to a 5–15% cost reduction across the
sensitivity cases. The smallest reductions occur for the best weather
conditions which are found to be essentially independent of nuclear cost
or interconnector expansion. Reductions of 10–15% are seen for the
average and worst weather conditions with the cases where intercon
nection expansion is not permitted consistently showing greater re
ductions compared to their equivalent scenario with expansion allowed. 7 J. Price et al. Energy 262 (2023) 125450 Energy 262 (2023) 125450
Fig. 3. UK annual generation by sensitivity with the three panels representing the weather condition dimension. The country’s net import position is also shown. Again, VREs are not shown for readability. J. Price et al. Energy 262 (2023) 125
. 3. UK annual generation by sensitivity with the three panels representing the weather condition dimension. The country’s net import position is also sho
ain, VREs are not shown for readability. rice et al. Fig. 3. UK annual generation by sensitivity with the three panels representing the weather condition dimension. The country’s net import position is also shown. 12 https://www.gov.uk/government/news/government-progresses-demonst
ration-of-next-generation-nuclear-reactor. 4. Discussion For the BECCS cases, while there are differences between the
different weather conditions, the share of generation from VREs is
relatively consistent across the sensitivity options for a given weather
year. Allowing the construction of new interconnector capacity leads to Previous UK studies have envisaged a sizable build out [24–26] or at
least the replacement of existing nuclear capacity [27]. These strategies 8 J. Price et al. Energy 262 (2023) 125450 Fig. 4. UK system LCOE by sensitivity. The weather dimension is shown using marker style and colour such as Best is red, Average is green and Worst is black. ty. The weather dimension is shown using marker style and colour such as Best is red, Average is green and Worst is black. Fig. 4. UK system LCOE by sensitivity. The weather dimension is shown using marker style and colour such as Best is reflect comments in July 2021 from the UK Minister of State for Energy
that “while renewables like wind and solar will become an integral part
of where our electricity will come from by 2050, they will always
require a stable low-carbon baseload from nuclear.“12 We have shown
that new nuclear power generation is not necessary to provide electricity
system adequacy and security. Even with challenging weather condi
tions, VRE generation could supply over 90% of total generation
annually if coupled with technologies that provide or support system
flexibility such as long-term storage, batteries, interconnector expansion
and synchronous condensers. There are no substantial barriers to the use
of these technologies in the UK. Fig. 5. Average UK total system cost change from the BASE technology sce
nario by weather year. Average is across the nuclear and interconnection di
mensions. Cost categories are “gen” for generation including SC, “store” for
storage, “trade” for interconnection and “trans” for within country trans
mission. Cost terms are “capex” for capital cost, “fom” for fixed operating and
maintenance cost, “varom” for variable operating and maintenance cost,
“crent” for congestion rent and “trade_cost” the net of import costs – export
revenues. Net change is denoted by black marker. We have not modelled demand-side measures in this study, which
would offer another source of flexibility to the system and would help
support the integration of VREs, due to significant uncertainty around
the scale of their utilisation. We therefore consider our results a pessi
mistic case for VREs. 4.1. Cost assumptions We assume an overnight capital cost for nuclear of 3927 £2010/kW
(FOAK) and 3520 £2010/kW (NOAK). Assuming a 9% discount rate for
the private sector [40], similar to Hinkley Point C [41], these are
equivalent to LCOEs of 86 £2010/MWh and 68 £2010/MWh, respectively. These include interest during construction based on 10 and 6 year
construction times for FOAK and NOAK respectively, where the latter
should be regarded as very optimistic given construction lead times in
the recent past [42]. Fig. 5. Average UK total system cost change from the BASE technology sce
nario by weather year. Average is across the nuclear and interconnection di
mensions. Cost categories are “gen” for generation including SC, “store” for
storage, “trade” for interconnection and “trans” for within country trans
mission. Cost terms are “capex” for capital cost, “fom” for fixed operating and
maintenance cost, “varom” for variable operating and maintenance cost,
“crent” for congestion rent and “trade_cost” the net of import costs – export
revenues. Net change is denoted by black marker. However, it is not clear that NOAK costs would be lower than FOAK
costs. Negative learning-by-doing has been measured for the French and
USA nuclear programmes (i.e. capital costs increased rather than
reducing as the programme progressed). At best, costs have been
reduced only very slightly in major programmes, for example in South 9 J. Price et al. Energy 262 (2023) 125450 Fig. 6. UK annual share of domestic generation from VRE by sensitivity. The weather dimension is again expressed using marker colour and style with Best as red
circles, Average as green crosses and Worst as black dashes. Fig. 6. UK annual share of domestic generation from VRE by sensitivity. The weather dimension is again expressed using marker colour and style with Best as red
circles, Average as green crosses and Worst as black dashes. Fig. 6. UK annual share of domestic generation from VRE by sensitivity. The weather dimension is again expressed using
circles, Average as green crosses and Worst as black dashes. Korea [43]. An assessment of US LCOEs concluded that cost estimates
tend to be overly low and that historical analogues provide a better
indication of likely costs [44]; one reason is that nuclear reactors are the
most prone to cost overruns as a percentage of budget and frequency
[45]. In contrast, solar PV and wind generation technology costs have
reduced substantially over the last decade. 14 https://www.gov.uk/government/news/government-progresses-demonst
ration-of-next-generation-nuclear-reactor. 13 https://www.gov.uk/government/consultations/regulated-asset-base-ra
b-model-for-nuclear. 4.3. Role of generation IV reactors The UK Government has funded a £170 million Advanced Modular
Reactor Demonstration Programme for Fourth Generation high tem
perature gas reactors (HTGRs).14 They have identified markets including
hydrogen production and high temperature heat production to decar
bonise heavy industry. These reactors are much smaller than Third Generation reactors and
are designed to be modular in nature in order to reduce capital costs
through learning-by-doing. Existing nuclear reactor sizes have broadly
increased over time to benefit from economies of scale [47], as smaller
reactors need similar investments in safety systems as large reactors. While HTGRs are designed with inherent safety features, it is not clear
that they could be operated safely without a similar range of safety
systems. Hence while individual reactors would be smaller and cheaper
than Third Generation reactors, it is not clear that the LCOE would be
lower. As such plants have not yet been developed, there is no credible
cost data and we have not considered them in this study. There are,
however, questions about both the cost and the deliverability of these
reactors for a net-zero system. The UK Government has proposed to fund new nuclear plants using a
Regulated Asset Base (RAB)13 model that would substantially reduce the
discount rate and hence the strike price by making UK consumers liable
for cost overruns and the risk of plants not being completed [46]. Given
that this study has shown that a lower-cost low-carbon electricity system
could be built using alternative technologies, it is questionable whether
such favourable treatment can still be justified for nuclear generation,
even before considering issues such as safely storing nuclear waste and
hazards from low-probably but high-impact accidents. 4.1. Cost assumptions Offshore wind strike prices
for UK farms being built now are substantially lower (40 £/MWh) than
the costs of new nuclear generation, even before accounting for nuclear
cost overruns. system, in large part because of the necessary trade-offs between tech
nical, temporal and spatial detail and time horizon needed to maintain
computational tractability. Renewable generation capacity has increased substantially over the
last decade in Europe and there is confidence that the high penetration
in our scenarios could be deployed. In contrast, new nuclear reactors
have construction lead times of 6–12 years and a large specialised
construction industry does not exist in the UK. Through not considering
the pathway to a net-zero system, we have again most likely over
estimated the potential role of nuclear generation. We have largely neglected socio-political considerations, for
example public acceptance around nuclear, CCS and renewables. For
example, the visual impact of onshore wind and solar PV can increase
the cost of highly renewable systems (see e.g. Ref. [31]. For nuclear, we
have not included the cost of regulatory guarantees such as implicit
public liability insurance in the case of an accident. We have also not
included the cost of safely disposing spent nuclear fuel, which is also a
political issue as the UK currently does not have a permanent safe
storage facility. References [7] Clack CTM, Qvist SA, Apt J, Bazilian M, Brandt AR, Caldeira K, Davis SJ, Diakov V,
Handschy MA, Hines PDH, Jaramillo P, Kammen DM, Long JCS, Morgan MG,
Reed A, Sivaram V, Sweeney J, Tynan GR, Victor DG, Weyant JP, Whitacre JF. Evaluation of a proposal for reliable low-cost grid power with 100% wind, water,
and solar. Proc Natl Acad Sci USA 2017;114:6722–7. https://doi.org/10.1073/
pnas.1610381114. • The cost-optimal minimum share of annual generation from do
mestic VREs is found to be ~80% across all our scenarios with long-
term storage consistently enabling ~94% share even in the worst
weather year. [8] Heard BP, Brook BW, Wigley TML, Bradshaw CJA. Burden of proof: a
comprehensive review of the feasibility of 100% renewable-electricity systems. Renew Sustain Energy Rev 2017;76:1122–33. https://doi.org/10.1016/j. rser.2017.03.114. Each of these system designs account for the necessary amount of
operating reserve, frequency response and minimum system inertia to
support system adequacy and security. Taken together, these findings
show that a nearly 100% variable renewable system with very little
fossil fuels, no new nuclear and facilitated by long-term storage is the
most cost-effective design presented here. Since a lower-cost, secure
electricity system compatible with net zero could be built without new
nuclear, the current favourable policy towards nuclear from the UK
Government is becoming increasingly difficult to justify. [9] Jacobson MZ, Delucchi MA, Cameron MA, Frew BA. Low-cost solution to the grid
reliability problem with 100% penetration of intermittent wind, water, and solar
for all purposes. Proc Natl Acad Sci USA 2015;112:15060–5. https://doi.org/
10.1073/pnas.1510028112. [10] Jacobson MZ, Delucchi MA, Cameron MA, Frew BA. The United States can keep the
grid stable at low cost with 100% clean, renewable energy in all sectors despite
inaccurate claims. Proc Natl Acad Sci USA 2017;114:E5021–3. https://doi.org/
10.1073/pnas.1708069114. i [11] Sepulveda NA, Jenkins JD, de Sisternes FJ, Lester RK. The role of firm low-carbon
electricity resources in deep decarbonization of power generation. Joule 2018;2:
2403–20. https://doi.org/10.1016/j.joule.2018.08.006. [12] Zappa W, Junginger M, van den Broek M. Is a 100% renewable European power
system feasible by 2050? Appl. Energy 233– 2019;234:1027–50. https://doi.org/
10.1016/j.apenergy.2018.08.109. i
Finally, we note that the insights from this study, i.e. that new nu
clear is not a cost-effective option for net-zero in the majority of cases we
have examined, may be generalisable to other countries. References [1] IPCC. Mitigation pathways compatible with 1.5◦C in the context of sustainable
development. In: Global warming of 1.5◦C. An IPCC Special Report on the impacts
of global warming of 1.5◦C above pre-industrial levels and related global
greenhouse gas emission pathways, in the context of strengthening the global
response to the threat of climate change, sustainable development, and efforts to
eradicate poverty; 2018. [1] IPCC. Mitigation pathways compatible with 1.5◦C in the context of sustainable
development. In: Global warming of 1.5◦C. An IPCC Special Report on the impacts
of global warming of 1.5◦C above pre-industrial levels and related global
greenhouse gas emission pathways, in the context of strengthening the global
response to the threat of climate change, sustainable development, and efforts to
eradicate poverty; 2018. • BECCS reduces UK system LCOE by 5–15%, with greater savings seen
for more challenging conditions (i.e. worse weather years; no inter
connector expansion), as negative emissions facilitate the deploy
ment of cheaper flexible assets. l
• Long-term storage, modelled here as hydrogen generated from
electrolysis and stored in underground salt caverns, can support
9–21% cheaper UK systems, with again more pessimistic assump
tions for VREs leading to greater value from the flexibility it pro
vides. When both long-term storage and BECCS are available to the
model, storage dominates and no BECCS is deployed. [2] IEA. Net zero by 2050 - a roadmap for the global energy sector. 2021. [3] IRENA. Renewable power generation costs in 2020. 2020. [4] Heuberger CF, Mac Dowell N. Real-world challenges with a rapid transition to
100% renewable power systems. Joule 2018;2:367–70. https://doi.org/10.1016/j. joule.2018.02.002. [5] Brown T, Bischof-Niemz T, Blok K, Breyer C, Lund H, Mathiesen BV. Response to
‘Burden of proof: a comprehensive review of the feasibility of 100% renewable-
electricity systems. Renew Sustain Energy Rev 2018;92:834–47. https://doi.org/
10.1016/j.rser.2018.04.113. • Synchronous condensers could have an important role in providing
cost-effective inertia to support secure highly renewable systems in
cases where synchronous generation is low. This includes BASE cases
where no new nuclear is deployed and in all of the systems with long-
term storage. [6] Brown Thomas, H¨orsch J, Schlachtberger D. PyPSA: Python for power system
Analysis. J Open Res Software 2018;6:4. https://doi.org/10.5334/jors.188. [6] Brown Thomas, H¨orsch J, Schlachtberger D. PyPSA: Python for power system
Analysis. J Open Res Software 2018;6:4. https://doi.org/10.5334/jors.188. 4.2. Pathway to a net-zero energy system Our approach to understanding the role of new nuclear in a net-zero
emission energy system has been to design systems for a snapshot year
with boundary conditions, in terms of emissions and demand, consistent
with a net-zero energy system. We do not assess pathways to reach this 10 Energy 262 (2023) 125450 J. Price et al. References However, we
caution that given our focus on the UK context, which has its own
particular specificities, future research will be needed to understand just
how generalisable our findings are to other countries and regions. [13] Kan X, Hedenus F, Reichenberg L. The cost of a future low-carbon electricity
system without nuclear power – the case of Sweden. Energy 2020;195. https://doi. org/10.1016/j.energy.2020.117015. 117015. [14] Ahmad A, Ramana MV. Too costly to matter: economics of nuclear power for Saudi
Arabia. Energy 2014;69:682–94. https://doi.org/10.1016/j.energy.2014.03.064. [15] Pattupara R, Kannan R. Alternative low-carbon electricity pathways in Switzerland
and it’s neighbouring countries under a nuclear phase-out scenario. Appl Energy
2016;172:152–68. https://doi.org/10.1016/j.apenergy.2016.03.084. Author contribution [16] Koivunen T, Syri S, Millar RJ. The role of nuclear power in a modeled carbon-free
Finnish power system. In: 2020 17th international conference on the European
energy market (EEM); 2020. p. 1–6. https://doi.org/10.1109/
EEM49802.2020.9221896. Presented at the 2020 17th International Conference on
the European Energy Market (EEM). Conceptualization and Methodology: JP and IK, Software and
Investigation: JP, Writing – original draft: JP, Writing – review & edit
ing: JP, IK and PD, Funding acquisition: JP, IK and PD. [17] Child M, Kemfert C, Bogdanov D, Breyer C. Flexible electricity generation, grid
exchange and storage for the transition to a 100% renewable energy system in
Europe. Renew Energy 2019;139:80–101. https://doi.org/10.1016/j. renene.2019.02.077. Appendix A. Supplementary data Supplementary data to this article can be found online at https://doi. org/10.1016/j.energy.2022.125450. • New nuclear capacity is found to be only cost-effective in the absence
of BECCS, long-term storage and interconnector expansion and
assuming NOAK nuclear capex with very ambitious construction
times. Acknowledgements This work was supported by the INNOPATHS project, which received
funding from the European Union’s Horizon 2020 research and inno
vation programme under grant agreement No 730403, and by the EPSRC
SUPERGEN Energy Storage Hub project (EP/L019469/1). 5. Conclusions Data will be made available on request. We have sought to understand the role of new nuclear capacity in the
UK’s net-zero emissions energy system. Our sensitivity analysis on
future UK power system designs has four key dimensions: nuclear capital
costs; technology availability; interconnector expansion; and weather
conditions. These dimensions were examined using a cost-optimising
power system model of the UK and Europe with boundary conditions
(electricity demand and CO2 emissions) consistent with a net-zero en
ergy system. The model was specifically configured to give high spatial
and technical detail to the UK while still capturing the details of inter
connection with low-carbon power systems across Europe. This analysis
has generated a number of key insights: Declaration of competing interest [18] Pietzcker RC, Osorio S, Rodrigues R. Tightening EU ETS targets in line with the
European Green Deal: impacts on the decarbonization of the EU power sector. Appl
Energy 2021;293:116914. https://doi.org/10.1016/j.apenergy.2021.116914. The authors declare that they have no known competing financial
interests or personal relationships that could have appeared to influence
the work reported in this paper. 11 J. Price et al. Energy 262 (2023) 125450 [19] Schlachtberger DP, Brown T, Schramm S, Greiner M. The benefits of cooperation in
a highly renewable European electricity network. Energy 2017;134:469–81. [33] Caglayan DG, Weber N, Heinrichs HU, Linßen J, Robinius M, Kukla PA, Stolten D. Technical potential of salt caverns for hydrogen storage in Europe. Int J Hydrogen
Energy 2020;45:6793–805. https://doi.org/10.1016/j.ijhydene.2019.12.161. p
g
j
gy
[20] F¨alth HE, Atsmon D, Reichenberg L, Verendel V. MENA compared to Europe: the
influence of land use, nuclear power, and transmission expansion on renewable
electricity system costs. Energy Strategy Rev 2021;33:100590. https://doi.org/
10.1016/j.esr.2020.100590. gy
p
g
j j y
[34] Geth F, Brijs T, Kathan J, Driesen J, Belmans R. An overview of large-scale
stationary electricity storage plants in Europe: current status and new
developments. Renew Sustain Energy Rev 2015;52:1212–27. https://doi.org/
10.1016/j.rser.2015.07.145. j
[21] Reichenberg L, Hedenus F, Odenberger M, Johnsson F. The marginal system LCOE
of variable renewables – evaluating high penetration levels of wind and solar in
Europe. Energy 2018;152:914–24. https://doi.org/10.1016/j.energy.2018.02.061. [35] H¨orsch J, Hofmann F, Schlachtberger D, Brown T. PyPSA-Eur: an open
optimisation model of the European transmission system. Energy Strategy Rev
2018;22:207–15. https://doi.org/10.1016/j.esr.2018.08.012. [22] Jenkins JD, Zhou Z, Ponciroli R, Vilim RB, Ganda F, de Sisternes F, Botterud A. The
benefits of nuclear flexibility in power system operations with renewable energy. Appl Energy 2018;222:872–84. https://doi.org/10.1016/j.apenergy.2018.03.002. [36] Palmintier B. Flexibility in generation planning: identifying key operating
constraints. In: 2014 power systems computation conference. Presented at the
2014 power systems computation conference; 2014. p. 1–7. https://doi.org/
10.1109/PSCC.2014.7038323. i [23] BEIS. Energy white paper: powering our net zero future. 2020. [37] Scapin S, Apadula F, Brunetti M, Maugeri M. High-resolution temperature fields to
evaluate the response of Italian electricity demand to meteorological variables: an
example of climate service for the energy sector. Theor Appl Climatol 2016;125:
729–42. https://doi.org/10.1007/s00704-015-1536-5. [24] BEIS. Modelling 2050: electricity system analysis. 2020. [25] Daggash HA, Mac Dowell N. Structural evolution of the UK electricity system in a
below 2◦C world. Joule 2019;3:1239–51. https://doi.org/10.1016/j. joule.2019.03.009. [26] Energy Systems Catapult. Declaration of competing interest Nuclear for net zero - a UK whole energy system
Appraisal. 2020. [38] Wang Y, Bielicki JM. Acclimation and the response of hourly electricity loads to
meteorological variables. Energy 2018;142:473–85. https://doi.org/10.1016/j. energy.2017.10.037. [27] CCC. The sixth carbon budget - the UK’s path to net zero. 2020. [39] Fisher Leigh, Jacobs. Leigh Fisher and Jacobs’. Electricity Generation Cost Update;
2016. 2016. [28] Gils HC, Scholz Y, Pregger T, Luca de Tena D, Heide D. Integrated modelling of
variable renewable energy-based power supply in Europe. Energy 2017;123:
173–88. https://doi.org/10.1016/j.energy.2017.01.115. [40] BEIS. Electricity generation costs 2020. 2020. i g
j
gy
[29] Pfenninger S, Pickering B. Calliope: a multi-scale energy systems modelling
framework. J. Open Source Softw. 2018;3:825. https://doi.org/10.21105/
joss.00825. [41] NAO. Hinkley point C - national audit office (NAO) report. 20 [42] World Nuclear Association. World nuclear performance report 2021. 2021. [43] Lovering JR, Yip A, Nordhaus T. Historical construction costs of global nuclear
power reactors. Energy Pol 2016;91:371–82. https://doi.org/10.1016/j. enpol.2016.01.011. [30] Wiese F, Bramstoft R, Koduvere H, Pizarro Alonso A, Balyk O, Kirkerud JG,
Tveten ÅG, Bolkesjø TF, Münster M, Ravn H. Balmorel open source energy system
model. Energy Strategy Rev 2018;20:26–34. https://doi.org/10.1016/j. esr.2018.01.003. [44] Koomey J, Hultman NE. A reactor-level analysis of busbar costs for US nuclear
plants. Energy Pol 2007;35:5630–42. https://doi.org/10.1016/j. enpol.2007.06.005. 1970–2005. [31] Price J, Mainzer K, Petrovi´c S, Zeyringer M, McKenna R. The implications of
landscape visual impact on future highly renewable power systems: a case study for
Great Britain. IEEE Trans Power Syst 2020. https://doi.org/10.1109/
TPWRS.2020.2992061. 1–1. [45] Sovacool BK. Diversity: energy studies need social science. Nature 2014;511:
529–30. https://doi.org/10.1038/511529a. [46] Newberry D, Pollitt M, Reiner D, Taylor S. Financing low-carbon generation in the
UK: the hybrid RAB model. Cambridge Working Papers in Economics; 2019. [32] Zeyringer M, Price J, Fais B, Li P-H, Sharp E. Designing low-carbon power systems
for Great Britain in 2050 that are robust to the spatiotemporal and inter-annual
variability of weather. Nat Energy 2018;3:395–403. https://doi.org/10.1038/
s41560-018-0128-x. [47] Grubler A. The costs of the French nuclear scale-up: a case of negative learning by
doing. Energy Policy, Special Section on Carbon Emissions and Carbon
Management in Cities with Regular Papers 2010;38:5174–88. https://doi.org/
10.1016/j.enpol.2010.05.003. 12
|
https://openalex.org/W3037588010
|
https://www.nature.com/articles/s41598-019-57337-3.pdf
|
English
| null |
Cavity-enhanced metallic metalens with improved Efficiency
|
Scientific reports
| 2,020
|
cc-by
| 5,170
|
Cavity-enhanced metallic metalens
with improved Efficiency
OPEN Hanmeng Li, Bin Fang, Chen Chen, Shining Zhu & Tao Li* Metasurfaces are made of subwavelength nanoantennas with a flat, ultrathin architecture, and strong
capability in manipulating the propagation of light by flexible modulations on its phase, amplitude,
and polarization. Conventional metallic metalenses always suffer from its low efficiencies due to
large intrinsic loss. Here, we demonstrate a cavity enhanced bilayer metalens composed of aluminum
nanobars and its complementary structures. The focusing and imaging experiments definitely show
an improved efficiency of such kind of bilayer metalens compared with its single layer counterpart. Detailed theoretical analyses based on full-wave simulations are carried out with respect to different
cavity lengthes and working wavelengths, which reveals that the improvement rightly attributes to
enhanced cavity mode. Our design will not only improve the working efficiency for metalens with
simplified manufacturing procedure, but also indicates more possibilities by employing the metal as
electrodes. Metasurface is a kind of two-dimensional (2D) arrayed ultrathin structure with subwavelength unit cells1, which
is of strong capability to manipulate the phase, amplitude, polarization of light within a ultrathin film and thus
arrested remarkable attentions in recent years2–16. Plenty of functionalities based on metasurfaces have been
demonstrated, such as optical vortex plates2,7, holograms16–22, color filters23, and so on. By utilizing a conical
phase profile, metasurface can work as a lens (i.e., metalens), which is capable of focusing incident light within
a very compact dimension. Metallic metalens has shown its strong capability in beam focusing with a very thin
layer5,13. However, the high intrinsic losses of metal in optical wavelengths (especially in the visible range) greatly
limit the metalens working efficiency and prevented its real applications. Although this challenge can be circum-
vented by using reflective-type metasurfaces18, transmission-type devices have a much wider range of applica-
tions. More recently, people have developed all-dielectric metasurfaces to obtain high efficiency in transmission
scheme, and important progresses have been achieved in metalens imaging24, efficient holography25, achromatic
design26–31, and so on. Nevertheless, there are still challenges in nanofabrication for large scale devices according
to requirement of high-aspect-ratio nanostructures, which are essential in dielectric metasurface designs. In addi-
tion, all-dielectric design somewhat restricts applying external electric field, which is a common means in tun-
able devices with electro-optical effect. Therefore, it would be applausive to develop metallic metasurfaces with
improved transmission efficiency, where the metallic layer would possibly work as electrodes as well. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Cavity-enhanced metallic metalens
with improved Efficiency
OPEN However,
there are only few studies on improving the efficiency of metallic metasurfaces and most of them are limited in
reflection-type devices18,19,32. l
yp
In this letter, we propose a transmission-type metallic metalens with a cavity inside to improve the working
efficiency significantly both in simulation and experiments. It is clearly observed in the improvement of diffrac-
tive efficiency with strong focusing intensity and enhanced imaging contrast despite of the decrease in total trans-
mission. The cavity plays an important role with local field enhancement that gives rise to the ultimate improved
efficiency. Moreover, this bilayer metalens can further reduce the processing in nanofabrications compared with
the conventional lift-off approach, and hold the advantage for massive production. Results and Discussions To function like a focusing lens, the
phase profile ϕ (x, y) of the metalens is designed as φ
π
λ
=
−
+
+
. x y
f
x
y
f
( ,
)
2 (
)
(1)
0
2
2
2 (1) Here, λ0 is the design wavelength and in this work we choose the 632.8 nm, x and y are the coordinates of each
nanobar, and f is the focal length. This phase profile is imparted via rotation of each nanobar at a given coordinate
(x, y) by an angle θ (x, y). In the case of right-handed circularly polarized incident light, these rotations yield a
phase shift as ϕ (x, y) = 2θ (x, y), accompanied by polarization conversion to left-handed circularly polarized
light. Thus, each nanobar at (x, y) is rotated by an angle Here, λ0 is the design wavelength and in this work we choose the 632.8 nm, x and y are the coordinates of each
nanobar, and f is the focal length. This phase profile is imparted via rotation of each nanobar at a given coordinate
(x, y) by an angle θ (x, y). In the case of right-handed circularly polarized incident light, these rotations yield a
phase shift as ϕ (x, y) = 2θ (x, y), accompanied by polarization conversion to left-handed circularly polarized
light. Thus, each nanobar at (x, y) is rotated by an angle θ
π
λ
=
−
+
+
. x y
f
x
y
f
( ,
)
(
)
(2)
0
2
2
2 (2) Both metalenses with the same diameter of 80 μm and focal length of 120 μm (NA = 0.32) were fabricated by
electron-beam lithography (EBL), where the PB phase designed metalens patterns of the PMMA were spin-coated
on an ITO coated quartz substrate. The thickness of the PMMA layer is 100 nm (as t1 in Fig. 1(c)), and electron
beam evaporation is subsequently used to deposit aluminum onto the developed resist to form the aluminum
nanobars. The thickness of aluminum is 30 nm (referred as t2), and so does the nanobar thickness. The width W,
and length L of the nanobar here we choose are 120 nm and 300 nm respectively with the periodically arranged
unit cell dimensions (S = 400 nm). Aluminum is chosen for its relatively low loss in the visible region. Results and Discussions Figure 1(a) schematically shows the bilayer metalens (BLM) with a circular polarized illumination, where a polym-
ethyl methacrylate (PMMA) spacer is designed with nanohole array on a silica substrate, and aluminum rectan-
gular nanobars is filled inside nanoholes and their complementary structure on the top surface. These Al nanobars
are rotationally arranged according to the geometric phase (i.e., Pancharatnam–Berry (PB) phase) design2. To
more clearly show the structural parameters, the side section of the unit cell is shown in Fig. 1(c). Compared with
the conventional metallic metalens (Fig. 1(b)) only with metal nanobar/nanodisc on a dielectric substrate, the National Laboratory of Solid State Microstructures, Key Laboratory of Intelligent Optical Sensing and Integration,
Jiangsu Key Laboratory of Artificial Functional Materials, College of Engineering and Applied Sciences, Nanjing
University, Nanjing, 210093, China. *email: taoli@nju.edu.cn Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3 www.nature.com/scientificreports/ Figure 1. (a) Schematics of part of the bilayer metalens (BLM) under circular polarized illumination with
cross-polarization analysis after transmission. (b) Side section view of the unit cell of the (b) BLM and (c)
conventional metalens only composed of aluminum. (d,e) SEM micrographs of the two kinds of metalens
corresponding to (b,c), respectively (scale bars = 300 nm). Figure 1. (a) Schematics of part of the bilayer metalens (BLM) under circular polarized illumination with
cross-polarization analysis after transmission. (b) Side section view of the unit cell of the (b) BLM and (c)
conventional metalens only composed of aluminum. (d,e) SEM micrographs of the two kinds of metalens
corresponding to (b,c), respectively (scale bars = 300 nm). proposed BML can be regarded as a staggered cavity. The corresponding scanning electron microscope (SEM)
images of two samples are shown in the Fig. 1(d,e), which are fabricated by e-beam lithography (ZEISS ULTRA
55). In fact, this bilayer sample (Fig. 1(c,e)) can be regarded as partially prepared product compared with the con-
ventional metasurfaces (Fig. 1(b,d)), since it lacks the final lift-off procedure. To function like a focusing lens, the
phase profile ϕ (x, y) of the metalens is designed as proposed BML can be regarded as a staggered cavity. The corresponding scanning electron microscope (SEM)
images of two samples are shown in the Fig. 1(d,e), which are fabricated by e-beam lithography (ZEISS ULTRA
55). In fact, this bilayer sample (Fig. 1(c,e)) can be regarded as partially prepared product compared with the con-
ventional metasurfaces (Fig. 1(b,d)), since it lacks the final lift-off procedure. Results and Discussions The two inserts are the corresponding images of focal spot captured by CCD. (c,d) Images of 1951
USAF resolution test chart taken from the conventional metalens and the BLM with white light illumination
(scale bar = 7 μm). The two inserts are the corresponding results of monochromatic images after 630 nm-
wavelength filter, respectively. BLM keeps clear observation, as shown in the inset figures in Fig. 2(c,d). The details in optical setups and meas-
urements are provided in Methods. To quantitively analyze the performance we defined a diffractive efficiency as LM keeps clear observation, as shown in the inset figures in Fig. 2(c,d). The details in optical setups and meas-
rements are provided in Methods.iffi p
To quantitively analyze the performance, we defined a diffractive efficiency as p
To quantitively analyze the performance, we defined a diffractive efficiency as η =
+
σ
σ
σ
−
+
−
I
I
I
,
(3)
d η =
+
σ
σ
σ
−
+
−
I
I
I
,
d (3) where Iσ + and Iσ − represent the intensity of the detected beam with the same and cross circularly polarization
states, respectively. Then, we obtain the total focusing efficiency as where Iσ + and Iσ − represent the intensity of the detected beam with the same and cross circularly polarization
states, respectively. Then, we obtain the total focusing efficiency as η
η
=
⋅T,
(4)
t
d η
η
=
⋅T,
t
d (4) where T is the total transmittance of the metalens. Obviously, the total focusing efficiency of our new designed
structure is much higher than the conventional one. In the BLM structure, there are several parameters affect the
focusing efficiency. Among them, the separation thickness between the two metal layers is considered as a major
contribution to the cavity effect that strongly affect the diffractive efficiency and the transmittance. To figure out
the cavity effect on the efficiency of the BLM, we employed a commercial software (Lumerical FDTD Solutions)
for the full-wave simulations. In simulations, we choose the same parameter as obtained in experiments, say, the
thicknesses of the two aluminum layers (t2) are both 30 nm, the period of the unit cell (S) is 400 nm and each
nanobar dimension of W = 120 nm and L = 300 nm. Results and Discussions For the
conventional metallic metalens, a lift-off step is needed to strip the PMMA surroundings with the Al nanobars
left only. But in the BLM design, we do not need to conduct the lift-off, which means the deposition of metal is the
last step of our fabrication to obtain the bilayer structure. By cutting off the lift-off step, we can not only save much
time in fabrication but also avoid the structural fluctuations induced in the last process. ( b) h
h
f h f
l
h
b
d f
h
l
l
d l
Figure 2(a,b) show the cross-sections of the focal spots that are obtained for the conventional metalens and
BLM at the design wavelength (λ0 = 632.8 nm) in our experiments, from which we obtained the full-widths at
half-maximum (FWHM) of focal spots are 1.1 μm and 1.05 μm, respectively. The corresponding focal spots
images through two metalenses are shown in the insert figures of Fig. 2(a,b). Besides smaller and more sym-
metric focal spot, the BLM sample gives rise to a much stronger intensity (~2.63 times enhancement) than the
conventional one at the same exposure time of the camera with the same illumination. Moreover, the 1951 United
State Air Force (USAF) resolution test chart was used as the imaging target, and was illuminated by a halogen
white-light source. Figure 2(c,d) show the results from the conventional metalens and BLM. It is clearly shown
that image contrast and signal-to-noise ratio (SNR) via BLM is much better than the conventional one, thought it
has higher total transmittance. It is further confirmed by the monochromatic image quality as filtered at 630 nm
wavelength. The image via conventional metalens even disappear according to its low efficiency, while that of Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3 www.nature.com/scientificreports
www.nature.com/scientificreports/ www.nature.com/scientificreports/ www.nature.com/scientificreports
tificreports/
Figure 2. (a,b) Measured cross-sections of the focal spots of the conventional metalens and the BLM,
respectively. The two inserts are the corresponding images of focal spot captured by CCD. (c,d) Images of 1951
USAF resolution test chart taken from the conventional metalens and the BLM with white light illumination
(scale bar = 7 μm). The two inserts are the corresponding results of monochromatic images after 630 nm-
wavelength filter, respectively. Figure 2. (a,b) Measured cross-sections of the focal spots of the conventional metalens and the BLM,
respectively. Results and Discussions We calculated the diffractive efficiency ηd, transmittance T,
and the total efficiency ηt with respect to different thicknesses of PMMA (t1), as the results shown in Fig. 3. It is
seen that though the transmittance is considerable low (<18%), the diffractive efficiency is relatively high (>45%)
in the whole range. As the thickness of PMMA increases from 50 nm to 200 nm in our simulation, both the trans-
mittance T and the total efficiency ηt exhibit a maximum when the t1 ≈ 140 nm. While the ηd undergoes a nearly
inverse trend, which changes very little when t1 < 140 nm.ffi g
y
Compared with the conventional metalens whose diffractive efficiency ηd is only at the level of 5% in our simu-
lation (not shown in Fig. 3), BLM has a much higher diffractive efficiency ηd (the lowest one is 46%). Although the
structure of BLM may decrease the transmittance T, the improvement of the diffractive efficiency ηd can make up
for it and exceed. The red horizontal dotted line represents the value of the total efficiency ηt of the conventional Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3 www.nature.com/scientificreports/ Figure 3. Diffractive efficiency, transmittance (left label), and total efficiency (right label) of the BLM with
respect to different thickness of PMMA (related to the cavity length). Here, the small symbols with connection
lines are the simulation results, and the larger symbols with error bars are the experimental data. The red dashed
horizontal line represents the simulated total efficiency of the conventional single layer metalens. Figure 3. Diffractive efficiency, transmittance (left label), and total efficiency (right label) of the BLM with
respect to different thickness of PMMA (related to the cavity length). Here, the small symbols with connection
lines are the simulation results, and the larger symbols with error bars are the experimental data. The red dashed
horizontal line represents the simulated total efficiency of the conventional single layer metalens. Figure 4. (a,b) Simulated E-field distribution in the BLM with a period of 400 nm and a separation thickness
of 140 nm (optimal) in x-z and y-z planes, respectively, as excited by a circular polarized illumination at
λ0 = 632.8 nm. (c,d) The corresponding simulated results of the un-optimized cavity (t1 = 80 nm), where the
E-field is much weaker than that in optimized case. All the electrical field are normalized in same scale. Figure 4. Results and Discussions (a,b) Simulated E-field distribution in the BLM with a period of 400 nm and a separation thickness
of 140 nm (optimal) in x-z and y-z planes, respectively, as excited by a circular polarized illumination at
λ0 = 632.8 nm. (c,d) The corresponding simulated results of the un-optimized cavity (t1 = 80 nm), where the
E-field is much weaker than that in optimized case. All the electrical field are normalized in same scale. metalens (ηt = 3.2%) while that of BLM is higher when the thickness of PMMA ranges from 70 nm to 190 nm. The maximum efficiency at t1 ≈ 140 nm (ηt = 8.8%) is about 2.75 times improvement. Our experimental data is
also consistent with calculation, as the symbols of red solid circles shown in Fig. 3, where the total efficiency is
not as high as the simulation but still reaches an improved level (~6%). According to our experiments with same
condition, the conventional single-layer metalens only has 2.31% in total efficiency. Thus, this cavity-enhanced
double-layer metalens definitely has a considerable improvement in the focusing efficiency. ifi
To understand the cavity enhancement mechanism of the BLM, we choose the optimized parameter (t1 ≈
140 nm) case with another un-optimized one (t1 ≈ 80 nm) for detailed investigations. Figure 4 displays their field dis-
tributions in x-z and y-z planes, revealing the characteristics of cavity mode. It is clearly shown that optimized struc-
ture exhibits a much stronger field excited at the long-edges of the upper aluminum hole (see Fig. 4(a)) compared Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3 www.nature.com/scientificreports/ www.nature.com/scientificreport
tificreports/
Figure 5. The optimized cavity lengths (with maximum efficiency) in BLM with respect to the working
wavelengths. Here, the black line is theoretical prediction by cavity mode and the red square symbols are
the simulation results. Two inset figures display the field distributions of optimized cavity at λ = 532 nm and
582 nm. Figure 5. The optimized cavity lengths (with maximum efficiency) in BLM with respect to the working
wavelengths. Here, the black line is theoretical prediction by cavity mode and the red square symbols are
the simulation results. Two inset figures display the field distributions of optimized cavity at λ = 532 nm and
582 nm. to the un-optimized one (see Fig. 4(c)), which gives rise to the improved diffractive efficiency. Results and Discussions Indeed, the proper
separation thickness (t1 ≈ 140 nm) should account for a complete cavity mode inside the hole between two metal
layers. Figure 4(b) clearly show the cavity mode property in x-z dimension, where we can find a “standing-wave”
appearance centered at the upper aluminum layer that should accommodate a resonant mode with wavelength
of fourfold the cavity length. In our simulation and experiments, the light wavelength is 632.8 nm, which would
correspond to the cavity length of 158.2 nm. Considering our structure, the cavity length of the optimized case is
t1 + t2/2 = 155 nm, agreeing extremely well with the prediction of cavity model.if To further confirm this model, we performed more simulations with respect to different wavelengths search-
ing for the optimized cavity length. The obtained simulation data together with the theoretical prediction are
plotted in Fig. 5, which shows quite good agreement with each other. As examples, the field distributions of two
optimized cavity modes at λ = 532 nm and 582 nm are displayed as inset figures in Fig. 5, which show good con-
sistent with the cavity theory as well as the previous λ = 632.8 nm case (see Fig. 4). Thus, we have confidence that
the existence of the cavity in the BLM rightly contribute to the improvement of the working efficiencies. It should
be mentioned that in a recently published work33, a similar type of bilayer plasmonic metasurface was proposed
and show a greatly improved efficiency. However, it is recognized from the viewpoint of interference scattering of
multipolar meta-atom without any discussion on the cavity effect. We do believe that multipolar scattering would
also make contribution in the similar system. However, our work provides a new perspective to understand the
enhancement mechanism with a cavity mode, which was well validated by convincing experimental and simu-
lation data. Conclusions In summary, we have demonstrated a bilayer metallic metalens with improved efficiency both in simulation and
experiments. The focusing efficiencies can be improved considerably (~2.6 times) compared with conventional
single-layer metallic metalens, in which the cavity length can be optimized to reach a maximum improvement in
efficiency. Our approach also can simplify the nanofabrication procedure, which is helpful in massive and efficient
production. The cavity design enriches the mechanism for designing metasurfaces and is promising for possible
dynamic tuning with the external electric field applied on electro-responses inclusions inside the cavity as the
double metallic layers can work as the electrodes properly. References GaN Metalens for Pixel-Level Full-Color Routing at Visible Light. Nano Lett. 17, 6345–6352, https://doi. org/10.1021/acs.nanolett.7b03135 (2017). g
3. Ellenbogen, T., Seo, K. & Crozier, K. B. Chromatic Plasmonic Polarizers for Active Visible Color Filtering and Polarimetry. Nano
Lett. 12, 1026–1031, https://doi.org/10.1021/nl204257g (2012).f 24. Khorasaninejad, M. et al. Metalenses at visible wavelengths: Diffraction-limited focusing and subwavelength resolution imaging. Science 352, 1190 (2016). 25. Wang, L. et al. Grayscale transparent metasurface holograms. Optica 3, 1504–1505, https://doi.org/10.1364/OPTICA.3.001504
(2016). 26. Avayu, O., Almeida, E., Prior, Y. & Ellenbogen, T. Composite functional metasurfaces for multispectral achromatic optics. Commun. 8, 14992, https://doi.org/10.1038/ncomms14992 (2017). g
27. Hu, J., Liu, C.-H., Ren, X., Lauhon, L. J. & Odom, T. W. Plasmonic Lattice Lenses for Mul
Nano 10, 10275–10282, https://doi.org/10.1021/acsnano.6b05855 (2016). 27. Hu, J., Liu, C.-H., Ren, X., Lauhon, L. J. & Odom, T. W. Plasmonic Lattice Lenses for Multiwavelength Achromatic Focusing. ACS
Nano 10, 10275–10282, https://doi.org/10.1021/acsnano.6b05855 (2016). p
g
28. Khorasaninejad, M. et al. Achromatic Metalens over 60 nm Bandwidth in the Visible and Metalens with Reverse Chromatic
Dispersion. Nano Lett. 17, 1819–1824, https://doi.org/10.1021/acs.nanolett.6b05137 (2017).f 9. Arbabi, E., Arbabi, A., Kamali, S. M., Horie, Y. & Faraon, A. Controlling the sign of chromatic dispersion in diffractive optics with
dielectric metasurfaces. Optica 4, 625–632, https://doi.org/10.1364/OPTICA.4.000625 (2017). 29. Arbabi, E., Arbabi, A., Kamali, S. M., Horie, Y. & Faraon, A. Controlling the sign of chromatic di
dielectric metasurfaces. Optica 4, 625–632, https://doi.org/10.1364/OPTICA.4.000625 (2017). 9. Arbabi, E., Arbabi, A., Kamali, S. M., Horie, Y. & Faraon, A. Controlling the sign of chromatic dispersion in diffractive optics with
dielectric metasurfaces. Optica 4, 625–632, https://doi.org/10.1364/OPTICA.4.000625 (2017). l
db
d
h
l
f
d
h
d 0. Wang, S. et al. Broadband achromatic optical metasurface devices. Nat. Commun. 8, 187, https://doi.org/10.1038/s41467-017-00166-7
(2017). 30. Wang, S. et al. Broadband achromatic optical metasurface devices. Nat. Commun. 8, 187, https://d
(2017). 31. Wang, S. et al. A broadband achromatic metalens in the visible. Nat. Nanotechnol. 13, 227–232, https://doi.org/10.1038/s41565-017-
0052-4 (2018). 2. Pors, A., Nielsen, M. G., Eriksen, R. L. & Bozhevolnyi, S. I. Broadband Focusing Flat Mirrors Based on Plasmonic Gradien
Metasurfaces. Nano Lett. 13, 829–834, https://doi.org/10.1021/nl304761m (2013).fi p
g
33. Zhang, J. et al. Plasmonic metasurfaces with 42.3% transmission efficiency in the visible. Light: Science & Applications 8, 53 (2019). Methods Optical measurement setups. In experiments, the focal spots profiles and efficiencies of light focused
by metalenses are measured via our home-made optical setup. A He-Ne laser (λ = 632.8 nm) beam is collimated
by an objective (10× magnification) with a beam size much larger than the metalens. The collimated beam then
passes through a polarizer and a quarter-waveplate to generate circularly polarized light. An objective (50× mag-
nification) is used to image the light focused by metalens for measuring the size of the focal spot and a lens
(f = 200 mm) is used to project the image on a CCD camera. Another group of a polarizer and a quarter-wave-
plate is arranged between the lens and the camera for circular polarization check. In the imaging experiment,
the He-Ne laser is replaced by a halogen white-light source and the 1951 United State Air Force (USAF) resolu-
tion test chart is used as the imaging target. The beam is focused by the objective onto the target object and the
metalens is placed a focal length away from the object and paired with an objective and a lens to form an image
on a CCD camera. When measuring the monochromatic image quality, a filter at 630 nm wavelength is inserted
before the camera. inite-difference time-domain numerical simulations. Finite-difference time-domain (FDTD) simu-
ations (Lumerical FDTD) are performed to analysis the cavity enhancement mechanism of the BLM. In modeling Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3 www.nature.com/scientificreports/ the unit cells, periodic boundary conditions are defined at the x and y boundaries and perfectly matched layers
(PML) at the z boundaries. The refractive indices of Al, SiO2 and PMMA are taken from the software and the unit
cells are illuminated by a normalized-incident plane wave source with circular polarization in full 3D simulations. The electric-field distributions are obtained via the surface-detectors. the unit cells, periodic boundary conditions are defined at the x and y boundaries and perfectly matched layers
(PML) at the z boundaries. The refractive indices of Al, SiO2 and PMMA are taken from the software and the unit
cells are illuminated by a normalized-incident plane wave source with circular polarization in full 3D simulations. The electric-field distributions are obtained via the surface-detectors. Received: 6 November 2019; Accepted: 28 December 2019;
Published: xx xx xxxx Received: 6 November 2019; Accepted: 28 December 2019;
Published: xx xx xxxx References Express 26, 1351–1360, https://doi.org/10.1364/OE.26.001351 (2018 g
p
p
p
g
8. Ratni, B., de Lustrac, A., Piau, G.-P. & Burokur, S. N. Reconfigurable meta-mirror for wavefronts co
antennas. Opt. Express 26, 2613–2624, https://doi.org/10.1364/OE.26.002613 (2018). 8. Ratni, B., de Lustrac, A., Piau, G.-P. & Burokur, S. N. Reconfigurable meta-mirror for wavefronts control: applications to microwave
antennas. Opt. Express 26, 2613–2624, https://doi.org/10.1364/OE.26.002613 (2018). p
p
g
9. Feng, R. et al. Electronically-engineered metasurface for directional beaming of electromagnetic waves through a subwavelength
aperture. Opt. Express 27, 35774–35783, https://doi.org/10.1364/OE.27.035774 (2019). 9. Feng, R. et al. Electronically-engineered metasurface for directional beaming of electrom
aperture. Opt. Express 27, 35774–35783, https://doi.org/10.1364/OE.27.035774 (2019). p
p
p
p
g
10. Karimi, E. et al. Generating optical orbital angular momentum at visible wavelengths using a plasmonic metasurface. Light: Sci. 3, e167, https://doi.org/10.1038/lsa.2014.48 (2014). g
11. Montelongo, Y. et al. Plasmonic nanoparticle scattering for color holograms. Proceedings of the National Academy of Sciences
12679 (2014).fi 12679 (2014). 12. Chen, W. T. et al. High-Efficiency Broadband Meta-Hologram with Polarization-Controlled Dual Images. Nano Lett. 14, 225–230, 12. Chen, W. T. et al. High-Efficiency Broadband Meta-Hologram with Polarization-Controlled Dual Images. Nano Lett. 14, 225–
https://doi.org/10.1021/nl403811d (2014). p
g
(
)
13. Chen, X. et al. Dual-polarity plasmonic metalens for visible light. Nat. Commun. 3, 1198, https://doi.org/10.1038/ncomms2207
(2012). 14. Arbabi, A., Horie, Y., Bagheri, M. & Faraon, A. Dielectric metasurfaces for complete control of phase and polarization with
subwavelength spatial resolution and high transmission. Nat. Nanotechnol. 10, 937, https://doi.org/10.1038/nnano.2015.186 (2015). 15. Ye, W. et al. Spin and wavelength multiplexed nonlinear metasurface holography. Nat. Commun. 7, 11930, https://doi.org/10.1038/
ncomms11930 (2016). 6. Ni, X., Kildishev, A. V. & Shalaev, V. M. Metasurface holograms for visible light. Nat. Commun. 4, 2807, https://doi.org/10.1038
ncomms3807 (2013). 7. Huang, L. et al. Three-dimensional optical holography using a plasmonic metasurface. Nat. Commun. 4, 2808, https://doi
org/10.1038/ncomms3808 (2013).fi 18. Zheng, G. et al. Metasurface holograms reaching 80% efficiency. Nat. Nanotechnol. 10, 308, https://doi.org/10.1038/nnano.2015.2
(2015). (
)
19. Wen, D. et al. Helicity multiplexed broadband metasurface holograms. Nat. Commun. 6, 8241, https://doi.org/10.1038/ncomms9241
(2015). (
)
0. Malek, S. C., Ee, H.-S. & Agarwal, R. Strain Multiplexed Metasurface Holograms on a Stretchable Substrate. Nano Lett. 17
3641–3645, https://doi.org/10.1021/acs.nanolett.7b00807 (2017).i p
g
21. Sherrott, M. C. et al. Experimental Demonstration of >230° Phase Modulation in Gate-Tunable Graphene–Gold Reconfigurable
Mid-Infrared Metasurfaces. Nano Lett. 17, 3027–3034, https://doi.org/10.1021/acs.nanolett.7b00359 (2017). 22. Chen, B. H. et al. References 1. Yu, N. et al. Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction. Science 334, 333 (2011). 2. Huang, L. et al. Dispersionless Phase Discontinuities for Controlling Light Propagation. Nano Lett. 12, 5750–5755, https://doi. org/10.1021/nl303031j (2012). 1. Yu, N. et al. Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction. Science 334, 333 (2011). 2. Huang, L. et al. Dispersionless Phase Discontinuities for Controlling Light Propagation. Nano Lett. 12, 5750–5755, https://doi. 1. Yu, N. et al. Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction. Science 334, 333 (2011). 2 H
L
t l Di
i
l
Ph
Di
ti
iti
f
C
t
lli
Li ht P
ti
N
L tt 12 5750 5755 htt
//d i g
j
3. Sun, S. et al. Gradient-index meta-surfaces as a bridge linking propagating waves and surface waves. Nat. Mater. 11, 426, https://doi
org/10.1038/nmat3292 (2012). g
j
3. Sun, S. et al. Gradient-index meta-surfaces as a bridge linking propagating waves and surface waves. Nat. Mater. 11, 426, https://doi. org/10.1038/nmat3292 (2012). A
F
l O
f Pl
R fl
d R f
f L
h b A
O
l A
M
f
h Ph 4. Aieta, F. et al. Out-of-Plane Reflection and Refraction of Light by Anisotropic Optical Antenna Metasurfaces with Phase
Discontinuities Nano Lett 12 1702 1706 https://doi org/10 1021/nl300204s (2012) 4. Aieta, F. et al. Out-of-Plane Reflection and Refraction of Light by Anisotropic Optical Antenna Metasurfaces with Phase
Discontinuities. Nano Lett. 12, 1702–1706, https://doi.org/10.1021/nl300204s (2012). g
5. Kildishev, A. V., Boltasseva, A. & Shalaev, V. M. Planar Photonics with Metasurfaces. Science 339 (2013).f 6. Yin, X., Ye, Z., Rho, J., Wang, Y. & Zhang, X. Photonic Spin Hall Effect at Metasurfaces. Science 339, 1405 (2013).f J
g
g
pf
(
)
7. Zhang, K. et al. Phase-engineered metalenses to generate converging and non-diffractive vortex beam carrying orbital a
momentum in microwave region. Opt. Express 26, 1351–1360, https://doi.org/10.1364/OE.26.001351 (2018). d
A
G
k
S
fi
bl
f
f
l
l f
7. Zhang, K. et al. Phase-engineered metalenses to generate converging and non-diffractive vortex beam carrying orbital angular
momentum in microwave region Opt Express 26 1351–1360 https://doi org/10 1364/OE 26 001351 (2018) f
se-engineered metalenses to generate converging and non-diffra 7. Zhang, K. et al. Phase-engineered metalenses to generate converging and non-diffractive vortex beam ca
momentum in microwave region. Opt. Acknowledgements g
This work was jointly supported by the National Key R&D Program of China (2016YFA0202103,
2017YFA0303701); National Natural Science Foundation of China (Nos. 91850204, 11674167, 11621091). Tao Li
is thankful for the support from Dengfeng Project B of Nanjing University. Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3 www.nature.com/scientificreports/ Author contributions T.L. supervised the study. T.L. and H.L. proposed the idea and design. H.L. performed the numerical simulations. H.L. fabricated the sample and performed the optical analyses with the assistance from B.F. and C.C, T.L. and
H.L. analyzed the results and wrote the paper. S.Z. and T.L. directed the project. All authors contributed to the
discussions. Competing interestsh p
g
The authors declare no competing interests. Additional information Correspondence and requests for materials should be addressed to T.L. 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
institutional affiliations. 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 Cre-
ative 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 per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2020 Scientific Reports | (2020) 10:417 | https://doi.org/10.1038/s41598-019-57337-3
|
https://openalex.org/W2083210872
|
https://www.scielo.br/j/gmb/a/vz3VmnjCDSmWG5SmrWw4Brq/?lang=en&format=pdf
|
English
| null |
Comparison of base substitutions in response to nitrogen ion implantation and 60Co-gamma ray irradiation in Escherichia coli
|
Genetics and Molecular Biology
| 2,004
|
cc-by
| 4,975
|
Introduction small deletions are based upon Lac+ reversion of a specific
mutation located within the lacZ gene in the F’ plasmid. A
number of lacZ constructs and strains were developed in
this experimental system (Cupples et al., 1990; Cupples
and Miller 1989; Ohta et al., 1999). In particular, the lacZ
system has been widely used in mutation spectrum evi-
dence for specific mutations from defined constructs. Yang
et al. (1997) reported some in vitro mutational spectra of
low-energy nitrogen ion beam implantation by using the
lacZ constructs. However, it should be noted that the DNA
molecules interact in vivo with many molecules and chemi-
cals such as proteins and lipids, indicating that the structure
of DNA molecules is more complex than naked DNA. The
interaction between an ion beam and DNA is different in vi-
tro and in vivo. Therefore, it is necessary to establish an ex-
perimental system to study how the low-energy nitrogen
ion beam induces a mutation in vivo. The mutational spectrum induced by ionizing radia-
tion has been an issue of long-standing interest in radiation
biology (Grosowsky et al., 1988). Southern blotting analy-
sis permits the partitioning of ionizing radiation-induced
mutagenesis into detectable deletions and major genomic
rearrangements and into point mutations (Grosowsky et al.,
1988; (Grosowski et al., 1986). Methods based on specific
locus PCR were established to determine the mutational
spectrum of fairly large fragments (Hei et al., 1997; Wu et
al., 1999). The molecular nature of the point mutations,
however, has been left unresolved (Grosowsky et al.,
1988). Point mutations comprise base substitutions (transi-
tions and transversions), frameshifts, small deletions and
insertions. Among them, base substitutions represent ap-
proximately 2/3 of the point mutations analyzed induced by
ionizing radiation (Grosowsky et al., 1988). The mecha-
nism by which ionizing radiation produces mutagenicity is
not entirely understood at present, which is partially due to
little evidence from the mutational spectrum. Assays for
transitions, transversions, frameshifts at specific sites and Rifampicin is an antibiotic that inhibits the function
of RNA polymerase in eubacteria. Mutations affecting the
beta subunit of RNA polymerase, which is encoded by the
rpoB gene, can confer resistance to rifampicin (Jin et al.,
1988; Jin and Gross 1988). Increased mutagenesis to
rifampicin resistance reveals that base substitutions in rpoB
confer E. coli cells this capacity (Jin et al., 1988; Matic et
al., 1997). Send correspondence to Zeng-Liang Yu. Key Laboratory of Ion
Beam Bioengineering, Chinese Academy of Sciences, Institute of
Plasma
Physics,
Hefei
P.O.Box
1126,
Anhui,
Chin.
Email:
cxxie@ipp.ac.cn. Genetics and Molecular Biology, 27, 2, 284-290 (2004)
Copyright by the Brazilian Society of Genetics. Printed in Brazil
www.sbg.org.br Research Article Abstract To identify the specificity of base substitutions, a novel experimental system was established based on rifampicin-
resistant (Rif
r) mutant screening and sequencing of the defined region of the rpoB gene in E. coli. We focused on
comparing mutational spectra of base substitutions induced by either low energy nitrogen ion beam implantation or
60Co-gamma rays. The most significant difference in the frequency of specific kinds of mutations induced by low en-
ergy nitrogen ion beam was that CG →TA transitions were significantly increased from 32 to 46, AT →
TA
transversions were doubled from 7 to 15 in 50 mutants, respectively. The preferential base substitutions induced by
nitrogen ion beam implantation were CG →TA transitions, AT →GC transitions, AT →TA transversions, which ac-
count for 92.13% (82/89) of the total. The mutations induced by
60Co-gamma rays were preferentially GC →AT and
AT →GC transitions, which totaled 84.31% (43/51). Key words: base substitution, low-energy nitrogen ion beam implantation, 60Co-gamma rays, Escherichia coli. Received: July 25, 2003; Accepted: November 14, 2003. Key words: base substitution, low-energy nitrogen ion beam implantation, 60Co-gamma rays, Escherichia coli. Chuan-Xiao Xie1, An Xu1, Li-Jun Wu1, Jian-Min Yao1, Jian-Bo Yang2, Zeng-Liang Yu1* Chuan-Xiao Xie1, An Xu1, Li-Jun Wu1, Jian-Min Yao1, Jian-Bo Yang2, Zeng-Liang Yu1*
1Key Laboratory of Ion Beam Bioengineering Chinese Academy of Sciences, Institute of Plasma Physics,
Anhui, China. Chuan-Xiao Xie1, An Xu1, Li-Jun Wu1, Jian-Min Yao1, Jian-Bo Yang2, Zeng-Liang Yu1*
1Key Laboratory of Ion Beam Bioengineering Chinese Academy of Sciences, Institute of Plasma Physics,
Anhui, China. 1Key Laboratory of Ion Beam Bioengineering Chinese Academy of Sciences, Institute of Plasma Physics,
Anhui, China. nstitute of Atomic Energy, Anhui Academy of Agricultural Science, Hefei, Anhui Province, China Primer design, oligomer synthesis, PCR
amplification and sequencing were PCR-amplified and sequenced for analyzing the base
substitutions. We compared the base substitution mutations
induced by nitrogen ion beam implantation with those in-
duced by gamma radiation, in order to analyze the
mutagenicity of this procedure. The primer pairs for amplification of the regions were
designed by the program WEBPRIMER (Stanford Univer-
sity) and reevaluated by the program PRIMER DESIGN. All primers were synthesized in the ExpediteTM Nucleic
Acid Synthesis System (workstation) in TaKaRa (Dalian
Corporation). Media and strain After confirmation by streak culture on LB-rif plates,
the mutant clones were toothpicked from the plates and sus-
pended in 200 µL of 1Pfu PCR buffer, boiled for 10 min in
the PCR apparatus (Perkin-Elmer 9600) for lysing the bac-
teria. Then, the content of each tube was divided into two
tubes for two different rpoB region amplifications. The
PCR mixture was then completed, and 40 cycles (30 s at
94 °C, 30 s at 58 °C, and 45 s at 72 °C) were performed. The
final composition of the PCR mixture was 1Pfu PCR buffer
with Mg2+, 75 pmol of both primers, 200 µM each dNTP
(TakaRa, Dalian), and 3 U of cloned Pfu polymerase (Ta-
kaRa, Dalian). The PCR products were purified with a
DNA purification Kit (Wizard® SV Gel and PCR Clean-
Up System, Promega) with low-melting agarose gel and
sent to sequencing (TaKaRa, Dalian). DNA sequencings
were all performed in both directions, using a Perkin-Elmer
Applied Biosystems Model 377 DNA Sequencer in TaKa-
Ra (Dalian) Corporation. Culture media LB (1% tryptone, 0.5% yeast extract,
1% NaCl) or MM (minimal medium: 0.05% L-asparagine,
0.02% MgSO4, 0.001% FeSO4, 1% glucose) were used, so-
lidified when required with 1.5% agar, and supplemented
with rifampicin (150 µg/mL) and streptomycin (30µg/mL),
respectively, as appropriate when needed. The E. coli K-12
strain AB1157 was kindly provided by M.G. Marinus from
the University of Massachusetts Medical School. Its geno-
type is F- thr-1 ara-14 leuB6 (gpt-proA)62 lacY1 tsx-33
supE44(AS)
galK2(Oc)
hisG4(Oc)
rfbD1
mgl-51
rpoS396(Am) rpsL31(StrR) kdgK51 xylA5 mtl-1 argE3(Oc)
thi-1. Survival fraction and mutant frequency
determination Figure 1 shows the surviving fraction and mutant fre-
quencies of E. coli cells irradiated by either nitrogen ion
beam with various dosages or 60Co-gamma rays. As com-
pared to 60Co-gamma rays (Figure 1 B), the 10 keV low-
energy nitrogen ion beam induced a different pattern of
cytoxicity (Figure 1 A). The moderate decreased pattern of
the survival curve showed that low-energy nitrogen ion
beam implantation may have a moderate cytotoxic effect
on E. coli cells. At the dosage of 50% cell killing, the mu-
tant frequency of nitrogen ion beam implantation (Figure 1
C: 6.5×1014 ions/cm2) reached 9.5×10-7, which is ~10-fold
higher than that of 60Co-gamma rays (Figure 1 D: 10 Gy
mutant frequency = 9.3×10-8). This suggests that low-
energy nitrogen ion beam implantation might generate Determination of base substitutions The base substitutions were determined by a run of
blastn (blast 2 sequences) between the sense strand se-
quence of the wild type and mutants on line on the website
(http://www.ncbi.nih.gov/blast/). The subject sequence is
the sequence of the same region as in E. coli K-12 strain
MG1655 (GenBank ACCESSION: U00096). Nitrogen ion beam implantation,
60Co-gamma ray
irradiation Overnight cultures were diluted ~100-fold and grown
in LB medium until early log phase (optical density at
600 nm [OD600] = ~0.3). Aliquots of 10 mL were pelleted
and resuspended in 10 mL of MM salt solution with 10%
glycerol for nitrogen ion treament. The liquid was spread
onto the surface of plates. The ion implanted was nitrogen,
with an energy of 10 keV, and the dosages (fluence) used
were 1.3×1014, 2.6×1014, 3.9×1014, 5.2×1014, 6.5×1014,
7.8×1014, 9.1×1014, 10.4×1014, 11.7×1014 ions/cm2. During
implantation, the pressure of the target chamber was ~10-3
Pa, and the temperature of the implantation environment
was estimated to be approximately 0 °C. The cell-
containing liquid was irradiated with 60Co-gamma rays at
doses of 0.5 Gy, 1 Gy, 2 Gy, 5 Gy, 10 Gy, 20 Gy, 50 Gy, 80
Gy, 100 Gy, and 120 Gy, respectively. Introduction Here, we designed two pairs of primers for spe-
cific regions of the rpoB gene. The corresponding regions Xie et al. 285 Primer design, oligomer synthesis, PCR
amplification and sequencing Optimization of PCR amplification higher frequency of mutagenicity, specially base substitu-
tions, as they were identified by Rifr mutant screening. Since there is no single set of working conditions ful-
filling the requirements of all PCR amplifications, the fac-
tors
related
to
these
reactions,
including
reaction
component concentrations and procedures (time, tempera-
ture parameters and cycles), need to be adjusted within the-
oretically suggested ranges for efficient amplification of
specific targets. In the present study, the bacterial lysate
was used directly as PCR template. Briefly, mutant
bacteriolysis was achieved in 1pfu PCR buffer at 95 °C for
10 min in the PCR apparatus. The content of each tube was
divided into two tubes for two different rpoB region ampli-
fications in the same mutant. 50 Rifr mutant clones induced
by the 10 keV nitrogen ion beam (three of them shown in Mutant screening, mutant frequency, and
determination of survivors The treated and control cells were washed down with
10 mL MM salt solution, and centrifuged for 1 min at
9,000 rpm. The precipitates were resuspended with 5 mL
LB medium and incubated at 37 °C for 30 min at 220 rpm. After resuspension in MM salt solution, 50 µL of appropri-
ate dilutions (104 ~ 106 fold) were spread onto MM plates to
determine the total count, and 100 µL of them, with an ap-
propriate cell density, were spread onto LB-rif plates to
screen the mutant. The mutant frequencies were calculated
by dividing the mean number of mutants by the average
number of total cells. 60Co-gamma ray irradiation in Escherichia coli 286 rpoB region A is a sensitive region for determination
of base substitutions After amplification and purification, the PCR prod-
ucts were sequenced in both directions. The sequences
were compared with the corresponding wild-type sequence
by the blastn program (blast the two sequences http://www. nibi.nlm.nih.gov/BLAST.html) to find the mutations. Each
mutation site was also verified by comparing the sense
strand with its complementary sequence. The distribution
and types of mutations are summarized in Table 2. Ninety-
seven out of a hundred of the mutants had at least one base
substitution mutation in region A. Ninety-nine percent of
the mutants had no base changes in region B. This finding
suggests that most of the mutations (99%) are derived from
the selection of rifampicin resistance, and that region A of
the rpoB gene is the sensitive region for determining the
specificity of base substitutions. The treatment was done with double-stranded DNA,
and, thus, it was impossible to discriminate from which
strand the position of the damage was derived. The types of
base substitutions were grouped as CG →TA transitions,
AT →
GC transitions, AT →
TA transversions, and
GC →CG transversions. For instance, a CG →TA transi-
tion can also be derived from a GC →AT transition on the
complementary strand. The specificity of base substitutions
derived from low-energy nitrogen ion beam implantation
and 60Co-gamma ray-irradiated cells is also summarized in
Table 2. The most significant difference in the frequency of
specific kinds of mutations induced by low-energy nitrogen
ion beam was that CG →TA transitions were significantly
increased from 32 to 46, and AT →TA transversions were
doubled from 7 to 15, as compared to the frequencies of
gamma ray-induced mutations. In summary, the frequen-
cies of nitrogen ion beam implantation-induced mutations In addition, our observation is consistent with the se-
quence studies of a number of other laboratories. Severinov
et al. (1993) analyzed mutations in rpoB leading to Rifr. They found that most of the base substitutions responsible
for the Rifr phenotype lied in two clusters. Even though the
full length of this gene is 4029 bp, the Rifr responsible re-
gion was only 177 bp. Previous studies (Jin and Gross
1988; Miller et al., 2002; Phanchaisri et al., 2002) identi-
fied 47 single-base substitutions at 29 sites and distributed
among 21 coding positions. Primers To analyze the Rifr selection mutation and non-
selective mutation spectrum, we here chose two regions for
determination of the mutation (Figure 2). Region A (492 bp
in size) is the highly conserved region, which confers the E. coli cell the capacity of Rifr, when an appropriate base sub-
stitution is induced. Region B (530 bp in size) covers a
non-conserved region of the rpoB coding sequence (419 bp,
from 3611 to 4029), 77 bp of non-coding sequence between
rpoB and rpoC genes, 34 bp coding sequence of rpoC (from
1 to 34). The primer sequences are listed in Table 1. 1 to 34). The primer sequences are listed in Table 1. by the 10 keV nitrogen ion beam (three of them shown in
Figure 1 - Cytotoxicity (A, B) and mutagenicity (C, D) induced by low-energy nitrogen ion beam implantation and 60Co-gamma rays. Figure 2 - Sketch map showing the high-fidelity PCR amplification regions. Figure 1 - Cytotoxicity (A, B) and mutagenicity (C, D) induced by low-energy nitrogen ion beam implantation and 60Co-gamma rays. Figure 2 - Sketch map showing the high-fidelity PCR amplification regions. Figure 2 - Sketch map showing the high-fidelity PCR amplification regions. 287 Xie et al. Table 1 - Primer pairs for amplification of the rpoB gene. Forward primer
Reverse primer
5’-AGGGACGCACCGACGGATACCA-3’
5’-AGAGTTCTTCGGTTCCAGCCAG-3’
5’-TGCCGACTTCCGGTCAGAT-3’
5’-GTCTGCGCTTTCAGAAACTT-3’ Comparison of the specificity of base substitutions Figure 3 A) and by 10 Gy 60Co-gamma rays (three of them
shown in Figure 3 B) were picked respectively to amplify
the two defined regions. The optimized PCR components
and procedures are described in Materials and Methods. To compare the mutagenicity of the two mutagens, a
total of 100 independent mutants (50 each) in rpoB genes
were sequenced. The frequency of total detected nitrogen
ion-induced mutation reaches 89, while the 60Co-gamma
ray-induced mutation frequency is only 51 (Table 2). The
transitions prominently account for 75.28% and 84.31% of
base substitutions induced by nitrogen ion beam and 60Co-
gamma rays, respectively. On the other hand, the types of
base substitutions are different between the two mutagens. Two types of base substitutions (GC →CG transversions,
AT →GC transitions) were induced by low-energy nitro-
gen ion beam, but were not found in cells treated with
60Co-gamma rays, whereas AT →CG transversions were
not found in low-energy nitrogen ion beam implantation,
but were found in cells treated with 60Co-gamma rays (Ta-
ble 2). rpoB region A is a sensitive region for determination
of base substitutions rpoB region A is a sensitive region for determination
of base substitutions Most of them (46/47) lie in the
region A defined in this research, whereas the mutations of
the base substitution type leading to Rifr in rpoB covered all
kinds of transitions and transversions. Figure 3 - High-fidelity PCR amplification of two regions of rpoB of Rifr mutants induced by either 10 keV nitrogen ion beam (A) or 60Co-gamma ray
(B). M: marker (GeneRulerTM 100bp DNA ladder plus, MBI). Mutant numbers (Mut. no.) are shown above the electrophoresis bands (A) (B) 1,3,5: region
A of the corresponding mutant (492 bp in size); (A) (B) 2,4,6: region B of the corresponding mutant (530 bp in size). Figure 3 - High-fidelity PCR amplification of two regions of rpoB of Rifr mutants induced by either 10 keV nitrogen ion beam (A) or 60Co-gamma ray
(B). M: marker (GeneRulerTM 100bp DNA ladder plus, MBI). Mutant numbers (Mut. no.) are shown above the electrophoresis bands (A) (B) 1,3,5: region
A of the corresponding mutant (492 bp in size); (A) (B) 2,4,6: region B of the corresponding mutant (530 bp in size). 60Co-gamma ray irradiation in Escherichia coli 288 Table 2 - Distribution of specific types of base substitutions and relative information. Table 2 - Distribution of specific types of base substitutions and relative information. Type of base substitution
Position
Target sequence (5’ →3’)
Amino acid change
Occurrence
Total
I. 10 keV N+
89
CG →TA transitions
1592
GTATCTCCGCACT
Ser531 Phe
12
1576
ATTACGCACAAAC
His526 Tyr
8
1565
CGCTGTCTGAGAT
Ser522 Phe
5
1692*
AAACCCCTGAAGG
Pro564 Leu
2
3921***
TAAAAACATCGTG
No change
1
1546
TTTATGGACCAGA
Asp516 Asn
10
1600
GCACTCGGCCCAG
Gly534 Ser
7
1586
AACGTCGTATCTC
Arg529 His
1
AT →GC transitions
1552
GACCAGAACAACC
Asn518 Asp
9
1547
TTATGGACCAGAA
Asp516 Gly
7
1598
CCGCACTCGGCCC
Leu533 Pro
2
1598
CCGCACTCGGCCC
Leu533 Pro
3
AT →TA transversions
1547
TTATGGACCAGAA
Asp516 Val
8
1577
TTACGCACAAACG
His526 Leu
5
1714
GGTCTGATCAACT
Ile572 Phe
1
1598
CCGCACTCGGCCC
Leu533 His
1
GC →CG Transversions
1551**
GGACCAGAACAAC
Gln517 His
6
One T insertion
1983_1984
GTGGTA+TCCGTC
1
II. 60Co-γ ray
51
GC →AT transitions
1546
TTTATGGACCAGA
Asp516 Asn
8
1600
GCACTCGGCCCAG
Gly534 Ser
6
1586
AACGTCGTATCTC
Arg529 His
3
1576
ATTACGCACAAAC
His526 Tyr
7
1565
CGCTGTCTGAGAT
Ser522 Phe
5
1692*
AAACCCCTGAAGG
Pro564 Leu
3
AT →GC transitions
1547
TTATGGACCAGAA
Asp516 Gly
5
1552
GACCAGAACAACC
Asn518 Asp
3
1598
CCGCACTCGGCCC
Leu533 Pro
2
1538
TGTCTCAGTTTAT
Gln513 Arg
1
AT →TA transversions
1577
TTACGCACAAACG
His526 Leu
3
1598
CCGCACTCGGCCC
Leu533 His
3
1714
GGTCTGATCAACT
Ile572 Phe
1
AT →CG transversions
1714
GGTCTGATCAACT
Ile572 Leu
1 showed that the preference of base substitutions induced by
nitrogen ion beam were GC →AT transitions, AT →GC
transitions, and AT →TA transversions which account for
92.13% (82/89) of the total, while the mutations induced by
60Co-gamma ray were mainly GC →AT transitions, and
AT →GC transitions, 84.31% (43/51). and the temperature was as low as 0 °C in the target cham-
ber. The working conditions of the ion implantation were
not suitable for living cells. Even though they were pro-
tected with 10% glycerol, 15% of them died during treat-
ment, as compared to a complete control (data not shown). Phanchaisri et al. (2002) reported a similar cell-killing ef-
fect on E. coli cells, when treated with Ar+ at a working
condition of 10-4 Pa and approximately 0 °C. We may esti-
mate that the E. coli cell has a side surface of about 0.5 to
1 µm2. Therefore, around 105 ~ 106 ions per cell were bom-
barded on the cell surface when the cells were spread flat. Yu et al. (2002) had found evidence that most of Ar+ with
energy of 30 keV can only penetrate the cell wall into ~100 Experimental system It has been deduced that mismatch DNA damages
were the most important source of mutations induced by ni-
trogen ion beam implantation in naked DNA (see review by
Yu, 2000). We here constructed a novel experimental sys-
tem through which the specificity of base substitutions in
living cells can be detected and analyzed. The E. coli chro-
mosome rpoB gene region A contains the two clusters re-
sponsible for Rifr. Previous studies (Jin and Gross 1988;
Miller et al., 2002; Severinov et al., 1993) have identified
47 single-base substitutions which cover all kinds of transi-
tions and transversions in region A. Our experiment was
time and cost-saving because it was based on a single E. coli strain and did not require preparation of chromosome
or plasmid DNA. Moreover, it was sensitive and efficient
for determining the specificity of base substitutions. We
also sequenced the region B of the rpoB gene, in order to
obtain the nonselective mutation. However, only one T in-
sertion mutation induced by low energy nitrogen ion beam
implantation was identified through this screening system,
suggesting that it is very hard to identify nonselective muta-
tions based on this system. Since mutational spectra convey only the end point of
a complex cascade of events, which includes formation of
multiple adducts, repair processing, and polymerase errors,
it is difficult to assess the mutational specificity of muta-
gens directly from them. Exposure to ionizing radiation can
damage DNA directly, but the predominant pathway arises
from radiolysis of H2O, which results in the formation of re-
active species such as OH.. There is evidence indicating
that ROS can react with DNA (Wang et al., 1998). The
gamma radiation-induced mutations were derived from
these direct and/or indirect DNA damages. 8-OH-dG and
5-OH-dC might offer some explanations for the preference
of GC →AT transition, according to the summary of poten-
tial correlation between mutations observed in oxidant-
induced mutational spectra (Hirano et al., 2001; Wang et
al., 1998). The greater number of types and higher frequen-
cies of nitrogen ion beam-induced mutations suggest that
the mechanisms of nitrogen ion mutagenesis are more com-
plicated than those of gamma-ray radiation. This complex-
ity might result from the complex interactions between
nitrogen ions and the target molecules. Experimental system Low-energy nitro-
gen ion beams could not only generate ionizing radiation
effects similar to gamma-ray radiation, but also the ions
themselves could play a role in the formation of adducts. Some in vitro studies performed in our laboratory seem to
support this point. New amino acids were synthesized in
component solutions, and the nitrogen ion itself might also
provide a nitrogen group in this reaction (Shi et al., 2001b). As for nucleotides, nitrogen ion implantation might pro-
duce an effect of damage and form some adducts (Shi et al.,
2001a). As a heavy ion, the high LET irradiation effect
(Hendry 1999) might be considered, even though the mu-
tant screening system was aimed at determining base sub-
stitution. The cascade effects of high LET irradiation might
also play a role in forming the base substitution mutations. We also compared the results with our former naked DNA
irradiation studies, in which the transitions were mainly
from CG to TA and from AT to GC, and the transversions
were mainly from CG to AT and from CG to GC (Yang et
al., 1997). This simple mutational spectrum indicated that
the interaction between naked DNA in vitro and nitrogen
ions was also likely to be simple. Therefore, more types and
species of reactive adducts could be generated in the pro-
cess of implantation than in that of gamma ray irradiation
and naked DNAs. Apparently, a reactive accelerated nitro- Generally, E. coli strains have an average mutation
rate to rifampicin resistance of about 1×10-8, also called
spontaneous mutation rate. Some strains have a spontane-
ous mutation rate of about 2.0×10-9(Matic et al., 1997). We
here found a lower spontaneous mutation rate of about
1×10-9 (Figure 1 C and Figure 1 D, dosage = 0). The differ-
ence might be due to our protocols, since the cell concentra-
tion for mutant screening was around ~109 fold higher than
the survival-determining one. A different loss in the pro-
cess of manipulation might lead to this fairly lower sponta-
neous mutation rate. Theoretically, after irradiated or
implanted, the mutant cells have a physiological delay to
stabilize the mutant phenotype of up to 4 ~ 5 generations. Routinely, the treated cells are grown overnight (Cupples et
al., 1990; Cupples and Miller 1989). Here, the treated cells
were grown in an enriched culture medium for only 30 min,
and a little longer to wait for spreading. Nitrogen ion beam implantation and mutation
specificity During the treatment of E. coli cells with 10 keV ni-
trogen ion beam implantation, the air pressure was 10-3 Pa Xie et al. 289 to 200 nm, at a fluence of 1.5×1015 ions/cm2. Accidentally,
rare ions could reach a depth of 10 µm in the plant cell wall
(Yu et al., 2002). In the present study, 10 keV nitrogen ions
at the fluence rank of 1014 to 1015 were used to implant the
E. coli cells. We presumed that the cytoplasmic effect
might play the most important role in the induction of the
mutation, as in the study of Hei et al. (1997) in a mamma-
lian system, using exact numbers of alpha particles for the
irradiation of cytoplasm. gen ion group and its series products could act as compo-
nent of adducts. Studies about the roles of heavy ions in the
formation of the reactive DNA adducts are underway, to
explain the detailed mechanisms of the specificity of base
substitutions. New sites leading to Rif
r Jin DJ, Cashel M, Friedman DI, Nakamura Y, Walter WA and
Gross CA (1988) Effects of rifampicin resistant rpoB muta-
tions on antitermination and interaction with nusA in Esche-
richia coli. J Mol Biol 204:247-261. Previous studies (Jin and Gross 1988; Miller et al.,
2002; Severinov et al., 1993) have identified 47 single-base
substitutions at 29 sites and distributed among 21 coding
positions leading to Rifr in E. coli. Here, we identified two
new Rifr-determining sites (Table 2). The complete new
site determined in this study is located at nucleotide site
1551 and amino acid site 517. GC →CG transversion at
1551 caused a histidine substitute, Gln517, and led to a
fairly high Rifr capacity. The other new site determined is
located at 1692. When dC1692 was replaced by a dT, it re-
sulted in a change of Pro564 into leucine. The synonymous
mutation of the second site had been reported previously
(Miller et al., 2002)[11], but the nucleotide substitution,
dC1692 →dT1692, had not yet been identified. This find-
ing might supplement the Rifr analysis in E. coli and some
other pathogenic bacteria. Jin DJ and Gross CA (1988) Mapping and sequencing of muta-
tions in the Escherichia coli rpoB gene that lead to
rifampicin resistance. J Mol Biol 202:45-58. Matic I, Radman M, Taddei F, Picard B, Doit C, Bingen E,
Denamur E and Elion J (1997) Highly variable mutation
rates in commensal and pathogenic Escherichia coli. Sci-
ence 277:1833-1834. Miller JH, Funchain P, Clendenin W, Huang T, Nguyen A, Wolff
E, Yeung A, Chiang JH, Garibyan L, Slupska MM and Yang
HJ (2002) Escherichia coli strains (ndk) lacking nucleoside
diphosphate kinase are powerful mutators for base substitu-
tions and frameshifts in mismatch-repair-deficient strains. Genetics 162:5-13. Ohta T, Watanabe-Akanuma M, Tokishita S and Yamagata H
(1999) Mutation spectra of chemical mutagens determined
by Lac+ reversion assay with Escherichia coli WP3101P-
WP3106P tester strains. Mutat Res 440(1):59-74 Acknowledgements Phanchaisri B, Yu LD, Anuntalabhochai S, Chandej R, Apavatjrut
P, Vilaithong T and Brown IG (2002) Characteristics of
heavy ion beam-bombarded bacteria E. coli and induced di-
rect DNA transfer. Surface and Coatings Technology 158-
159:624-629. This work was partly supported by grants from the
National Natural Science Foundation of China (General
Program n. 10375066 & n. 30170234). We thank research
assistants Yu, L.X. and Liu, X.H. for their help in nitrogen
ion beam implantation. Severinov K, Soushko M, Goldfarb A and Nikiforov V (1993)
Rifampicin region revisited. New rifampicin-resistant and
streptolydigin-resistant mutants in the beta subunit of Esche-
richia coli RNA polymerase. J Biol Chem 268:14820-
14825. Experimental system This time period al-
lowed the cells to replicate and divide just one round. Though the mutant phenotype was not quite stable, the ho-
mologous mutants could be avoided in cultures, due to cell
division. The short culture time might also result in lower
mutant frequencies determined in mutagens, because it
may have been too short for some mutants to express their
mutant phenotype. It would be necessary to have informa-
tion about how long and how well the culture time was after
treatment with mutagens. This work is in progress. 60Co-gamma ray irradiation in Escherichia coli 290 References Shi HB, Shao CL and Yu ZL (2001a) Dose effect of keV ions irra-
diation on adenine and cytosine. Acta Biophysica Sinica
17:731-735. Cupples CG, Cabrera M, Cruz C and Miller JH (1990) A set of
lacZ mutations in Escherichia coli that allow for rapid detec-
tion of specific frameshif mutations. Genetics125:275-280. Shi HB, Shao CL and Yu ZL (2001b) Preliminary study on the
way of formation of amino acids on primitive earth under
non-reducing conditions. Radiation Physics and Chemistry
62:393-397. Cupples CG and Miller JH (1989) A set of lacZ mutations in Esch-
erichia coli that allow for rapid detection of each of the six
base substitutions. Proc Natl Acad Sci USA 86:5345-5349. Grosovsky AJ, de Boer JG, de Jong PJ, Drobetsky EA and
Glickman BW (1988) Base substitutions, frameshifts, and
small deletions constitute ionizing radiation-induced point
mutations in mammalian cells. Proc Natl Acad Sci USA
85(1):185-188. Wang D, Kreutzer DA and Essigmann JM (1998) Mutagenecity
and repair of oxidative DNA damage: Insight from studies
using defined lesions. Mutation Res 400:99-115. Wu LJ, Randers-Pehrson G, Xu A, Waldren CA, Yu ZL and Hei
TK (1999) Targeted cytoplasmic irradiation with alpha par-
ticles induces mutations in mammalian cells. Proc Natl Acad
Sci USA 96:4959-4964. Grosovsky AJ, Drobetsky EA, deJong PJ and Glickman BW
(1986) Southern analysis of genomic alterations in gamma-
ray-induced aprt- hamster cell mutants. Genetics 113:405-
15. Yang JB, Wu LJ, Li L, Yu ZL and Xu ZH (1997) Sequence analy-
sis of lacZ—mutations induced by ion beam irradiation in
double-stranded M13mp18DNA. Science in China (series
C) 40:107-112. Hei TK, Wu LJ, Liu SX, Diane V, Waldren CA and Randers-
Pehrson G (1997) Mutagenic effects of a single and an exact
number of alpha particles in mammalian cells. Proc Natl
Acad Sci USA 94:3765-3770. Yu LD, Phanchaisri B, Apavatjrut P, Anuntalabhochai S,
Vilaithong T and Brown IG (2002). Some investigation of
ion bombardment effects on plant cell wall surfaces. Surface
and Coatings Technology 158-159:146-150. Hendry JH (1999) Repair of cellular damage after high LET irra-
diation. J Radiat Res 40, Suppl:60-65. Yu ZL (2000) Ion beam application in genetic modification. IEEE
Transaction on Plasma Science 28:128-132. Hirano T, Hirano H, Yamaguchi R, Asami S, Tsurudome Y and
Kasai H (2001) Sequence specificity of the 8-hydroxygua-
nine repair activity in rat organs. J Radiat Res 42:247-254. EditorAssociado: Carlos F.M. Menck
|
https://openalex.org/W1979765051
|
https://www.frontiersin.org/articles/10.3389/fimmu.2012.00055/pdf
|
English
| null |
The Complement System at the Embryo Implantation Site: Friend or Foe?
|
Frontiers in immunology
| 2,012
|
cc-by
| 9,146
|
INTRODUCTION cells. Unlike villous trophoblasts, EVTs express MHC molecules,
but these are restricted to class I classical HLA-C and non-classical
HLA-E, HLA-F, and HLA-G proteins that are not usually used to
stimulate T cells. During the early phase of pregnancy the endometrium of the
uterus undergoes profound changes and transforms into decidua,
anewlyformedtissuethatplaysacriticalroleforsuccessfulembryo
implantation and regular fetal growth. The decidua provides a
physical anchorage for the implanted embryo tightly attached to
the maternal tissue by means of anchoring villi surrounded by
an outer layer of trophoblasts that form cell columns. Some of
these cells leave the villi and invade the decidua as extravillous
trophoblasts (EVTs) reaching the inner third of the myometrium
where they form multinucleated giant cells (Plaisier, 2011). A dis-
tinct group of EVTs penetrates the uterine spiral arteries and
migrates upward against the blood flow partially replacing the
endothelial cells (ECs) to form mosaic vessels (Bulla et al., 2005;
Figure 1). The mother adopts a different strategy to protect the fetus
organizing a protective environment at site of embryo implan-
tation with the aim to neutralize harmful attack of the fetus by
the maternal immune response. Maternal tolerance of the fetus is
maintained primarily by CD4+ CD25+ regulatory T cells (Aluvi-
hare et al., 2004) with the contribution of CD8+ T cells (Tilburgs
et al., 2010) and NK cells (Hanna et al., 2006), which have recently
been shown to induce formation of T regulatory cells as a result of
physical interaction with decidual myelomonocytic CD14+ (Vacca
et al., 2010). Embryo implantation is associated with an inflammatory
process that develops in decidua in response to trophoblast cells
that make their way through the stroma by means of the pro-
teases of the matrix metalloproteinase and plasminogen activa-
tor/plasmin systems (Salamonsen, 1999; Pepper, 2001) to invade
the maternal tissue. Trophoblast invasion of decidua results in
recruitment and activation of leukocytes and precursors of ECs
and in the release of various cytokines, chemokines, growth fac-
tors that promote tissue remodeling (Plaisier, 2011). Hormonal
changes contribute to the development of inflammation in mater-
nal decidua in the early pregnancy as suggested by the observation
that a similar process, though less intense, occurs in non-pregnant Being of fetal origin, villous trophoblasts exposed to mater-
nal blood circulating in the intervillous space and EVTs present
in human decidua represent a real challenge for the maternal
immune system. Keywords: complement, C1q, C7, inflammation, placenta, pregnancy disorders R. Bulla*, F. Bossi and F.Tedesco An inflammatory-like process and vascular remodeling represent the main changes that
occur in decidua in the early phase of pregnancy. These changes are partly induced by
trophoblast cells that colonize the decidua and are also contributed by the complement
system, which can easily be activated as a result of tissue remodeling. Local control by
several complement regulators including surface-bound and soluble molecules is critical
to prevent complement-mediated tissue damage in normal pregnancy. C7 expressed on
the endothelial cells (ECs) surface has been recognized as a novel complement regulator
involved in the control of the proinflammatory effect of the terminal complement complex. The protective role of placental complement regulators in pregnancy is underscored by the
recent finding of an association of preeclampsia with mutations in the genes encoding
for some of these proteins. Complement components produced at feto-maternal inter-
face serve an important function in placental development. C1q synthesized by decidual
ECs and expressed on the cell surface is particularly important in this regard because
it acts as a molecular bridge between endovascular trophoblast and ECs. C1q is also
produced by extravillous trophoblast and is used to favor trophoblast migration through
the decidua. Defective expression of C1q by trophoblast is associated with impaired tro-
phoblast invasion of decidua and may have important implications in pregnancy disorders
such as preeclampsia characterized by reduced vascular remodeling. Edited by:
Berhane Ghebrehiwet, Stonybrook
University, USA
Reviewed by:
Berhane Ghebrehiwet, Stonybrook
University, USA
Min Wu, University of North Dakota,
USA
*Correspondence:
R. Bulla, Department of Life
Sciences, University of Trieste, Via
Valerio 28, 34127 Trieste, Italy. e-mail: rbulla@units.it *Correspondence: *Correspondence:
R. Bulla, Department of Life
Sciences, University of Trieste, Via
Valerio 28, 34127 Trieste, Italy. e-mail: rbulla@units.it REVIEW ARTICLE
published: 19 March 2012
doi: 10.3389/fimmu.2012.00055 REVIEW ARTICLE
published: 19 March 2012
doi: 10.3389/fimmu.2012.00055 Edited by: Edited by:
Berhane Ghebrehiwet, Stonybrook
University, USA Reviewed by:
Berhane Ghebrehiwet, Stonybrook
University, USA Reviewed by:
Berhane Ghebrehiwet, Stonybrook
University, USA
Min Wu, University of North Dakota,
USA University, USA
Min Wu, University of North Dakota,
USA INTRODUCTION As a result, a vigorous response may be mounted
against paternal antigens expressed on trophoblasts leading to
potential deleterious effects on fetal survival. To avoid these unde-
sired consequences,different strategies are developed to prevent an
immunologic attack of the mother against the fetus while keeping
intact the protective function against harmful pathogens. Failure
to express classical polymorphic MHC class I and class II mol-
ecules is used by villous trophoblasts to evade recognition by T March 2012 | Volume 3 | Article 55 | 1 www.frontiersin.org www.frontiersin.org The complement system in pregnancy Bulla et al. These cells are stimulated by trophoblasts to remove apoptotic cells
in order to prevent the release of harmful proinflammatory and
pro-immunogenic intracellular contents (Abrahams et al., 2004)
and are also educated to secrete cytokines and chemokines that
support trophoblast growth and survival (Fest et al., 2007). FIGURE 1 | Interstitial and endovascular invasion of trophoblast cells. (A) Histological section of first trimester placenta stained for cytokeratin 7,
showing an anchoring villi (AV). (B)Transmission electron microscope image
of a remodeled vessel in which a trophoblast cell (TC) lines the vascular wall
together with endothelial cells (ECs). Vascular changes represent an important feature of the decid-
ual tissue in the early phase of pregnancy and are characterized
by active angiogenesis and vascular remodeling involving the spi-
ral arteries. These changes ensure a regular supply of maternal
blood to the developing placenta at an optimal flow rate and are
made possible by the transformation of the spiral arteries into low-
resistance dilated thin-walled vessels as a result of loss of vascular
smooth muscle cells and partial replacement of ECs by endovas-
cular trophoblasts (Lyall et al., 2001; Pijnenborg et al., 2006). Data
collected both in mice (Guimond et al., 1998; Greenwood et al.,
2000), and humans (Smith et al., 2009) suggest that decidual NK
cells clustered around spiral arteries in early pregnancy play a
role in vessel remodeling. Perivascular trophoblasts have also been
shown to contribute to this process inducing degradation of the
internal elastic lamina and medial elastin fibers of the vessel wall
through the action of metalloproteinases MMP-12 (Harris et al.,
2010). The
original
idea
that
pregnancy
represents
an
anti-
inflammatory state is no longer tenable in the light of evidence
supporting the concept that a proinflammatory environment is
required for embryo implantation and trophoblast invasion (Mor
et al., 2011). INTRODUCTION The data so far available indicate that the inflamma-
tory state is sustained by cytokines and chemokines released by the
cells that accumulate in the decidua. Less attention has been paid
to the contribution of the complement (C) system to the success
of embryo implantation and also to the regular development of
the fetus. In this review we shall examine the double role that C
plays in the pathophysiology of pregnancy focusing in particular
on the local effect of C components and C activation products in
placenta. FIGURE 1 | Interstitial and endovascular invasion of trophoblast cells. (A) Histological section of first trimester placenta stained for cytokeratin 7,
showing an anchoring villi (AV). (B)Transmission electron microscope image
of a remodeled vessel in which a trophoblast cell (TC) lines the vascular wall
together with endothelial cells (ECs). uterusduringthemid-lutealphaseof themenstrualcycle.Itshould
be pointed out, however, that this process rather than having dele-
terious effects helps to promote fetal survival and somehow resem-
bles the inflammation developing within the tumor microenviron-
ment that stimulates tumor progression, tissue remodeling and
angiogenesis, and down-modulates adaptive immune response
(Sica and Bronte, 2007; Le Bitoux and Stamenkovic, 2008). Frontiers in Immunology | Molecular Innate Immunity NON-CANONICAL ROLE OF THE C SYSTEM IN HUMAN PLACENTA
l
h
b
d
ff
h For a long time C has been viewed as an effector system that, once
recognized the target to neutralize, acts by promoting the inflam-
matory process or by inducing cell cytotoxicity. Data accumulated
over the last few years indicate that C components and C acti-
vation products may exhibit alternative functions. The increased
expression of C1q and C4 mRNA in some areas of the rat brain
during the embryonic life is suggestive of a novel role of C in
brain development (Johnson et al., 1994). C3 and C5 have been
implicated in lens regeneration (Kimura et al., 2003), while C3a
and C5a were shown to promote liver regeneration through the
intermediate action of IL-6 and TNFα (Strey et al., 2003). SeveralCcomponentsof bothclassicalandalternativepathways
and C regulators are secreted by chorionic tissue and chorion-
derived cells and their synthesis is differently regulated by various
cytokines (Goldberg et al., 2007). The ability of some of these
cytokines to up-regulate local production of C components and
regulators in normal pregnancy is critical to neutralize invading
pathogens and also to protect the fetus from attack by the maternal
immune system. The decidua is another tissue where C has been found to con-
tribute to tissue remodeling and vascular changes (Bulla et al.,
2008). The recognition that the C system serves non-canonical
functions in human placenta stems from studies showing that
C1q is involved in placental development (Bulla et al., 2008). More specifically, C1q was found to play an important role in
the replacement of DECs by endovascular trophoblasts migrating
along the decidual spiral arteries and in trophoblast invasion of
maternal decidua. The original observation that prompted these
studies was the detection of C1q on the surface of DECs in normal
pregnancy in the absence of immunoglobulins and C4. This find-
ing was surprising because deposits of C1q are usually observed
in pathologic conditions associated with C activation. Interest-
ingly, C1q was found to be localized at the contact site between
endovascular trophoblasts and DECs suggesting its implication in
the physical interaction between the two cell types. In vitro exper-
iments of adhesion assay confirmed this hypothesis showing that
the adhesion of purified trophoblasts to a confluent monolayer of y
Trophoblasts constitute a major component of decidual cells
and contribute to local synthesis of C components in maternal
decidua representing the primary source of C3 and C4 at feto-
maternal interface (Bulla et al., 2009). PRODUCTION OF C COMPONENTS AND REGULATORS AT THE
FETO-MATERNAL INTERFACE Although the liver represents the major source of circulating C
components (Morris et al., 1982), evidence collected over the last
three decades indicates that they can also be synthesized at extra-
hepatic sites in various tissues and organs (Morgan and Gasque,
1997). Several cell types have been found to produce C com-
ponents including macrophages (Johnson and Hetland, 1988),
fibroblasts (Garred et al., 1990), ECs (Langeggen et al., 2000) as
well as tissue specific cells (Brooimans et al., 1991; Dovezenski
et al., 1992; Khirwadkar et al., 1993; Gulati et al., 1994; Andoh
et al., 1998; Griffiths et al., 2009; Pattrick et al., 2009). As a result
of the contribution of different cell types to local synthesis of C
components, an entire C system can be organized at tissue sites
that can be readily available for local needs. The C proteins are
secreted locally in limited amount under physiologic conditions,
but their level is expected to meet the special requirements elicited
by pathologic situations that regulate their biosynthesis through
the action of cytokines and other stimuli (Colten and Garnier,
1998). The cell infiltrate present in decidua during normal pregnancy
includes leukocytes that constitute 30% of stromal cells and com-
prise approximately 70% NK cells, 20–25% macrophages, and
1.7% dendritic cells, while T lymphocytes represent about 3–10%
of the decidual immune cells (Vacca et al., 2010). These cells com-
municate with each other and talk to EVTs contributing in this
way to the important changes that occur in decidua. Thus, decid-
ual NK cells have been found to regulate trophoblast invasion
(Hanna et al., 2006) while EVTs recruit decidual NK through the
release of CXCL12 (Hanna et al., 2003; Wu et al., 2005). A cross-talk is also established between EVTs and other cells
of both innate and adaptive immunity leading to the differenti-
ation of immune cells into a trophoblast-supporting phenotype
through the action of HLA-G expressed by invading trophoblasts
(Shakhawat et al., 2010; Mor et al., 2011). A special interac-
tion occurs between trophoblasts and macrophages that represent
approximately 20–25% of the leukocyte population in decidua. Frontiers in Immunology | Molecular Innate Immunity March 2012 | Volume 3 | Article 55 | 2 The complement system in pregnancy Bulla et al. PRODUCTION OF C COMPONENTS AND REGULATORS AT THE
FETO-MATERNAL INTERFACE Although locally synthesized C components may contribute
to tissue damage, as is the case of C3 produced by renal tubular
epithelium involved in the development of inflammation leading
to transplant rejection (Pratt et al., 2002), they play a critical role
in host defense at tissue and organ level (Morgan and Gasque,
1997; Laufer et al., 2001). The protective function of the C system
is particularly important in the female reproductive tract during
pregnancy since the implanted embryo is vulnerable to attack by
pathogens that colonize the cervico-vaginal cavity. It is therefore
not surprising that a local protection is needed to prevent the
access of infectious agents to the feto-placental unit. The recogni-
tion molecules of the C system MBL, C1q, and C3 are present in
the cervico-vaginal cavity where they provide a first line of defense
against infectious agents (Pellis et al.,2005). Interestingly,the vagi-
nal epithelium is the main local source of MBL which is secreted
under hormonal control reaching the highest value in the post-
ovulatory phase of the menstrual cycle in close correlation with
the increased level of progesterone. also detected on the membrane of DECs (Figure 2; Bossi et al.,
2009). However, the expression of C7 on the cell surface, unlike
that of C1q, is not restricted to DECs but it is observed also on
the vessel endothelium of several tissues including endometrium
of non-pregnant uterus, skin, kidney, and brain. The expression
level of membrane bound C7 is up-regulated by the proinflamma-
tory cytokines I-1α, TNF-α, and IFN-γ. In contrast with bound
C1q, surface expressed C7 cannot be removed by treatment with
heparinases and is associated with vimentin. REGULATORY FUNCTIONS OF THE C SYSTEM AT THE
FETO-MATERNAL INTERFACE Extensive remodeling of decidua favors C activation that may lead
to tissue damage and adverse pregnancy outcome. C-dependent
damage of trophoblasts may promote cell destruction or more
likely increased permeability of the barrier, opening the way to
bacteria, virus, and other toxic molecules that compromise fetal
survival. No wonder if decidual cells have developed strategies
to prevent C-mediated damage consisting in the expression of C
regulatory proteins (CRPs) DAF or CD55, MCP or CD46, and
CD59. Syncytiotrophoblasts that form the outer layer of villous tro-
phoblasts require a particular protection against C activation
products because they are directly exposed to maternal blood
and are therefore at special risk of being attacked by activated C. These cells express all three regulatory proteins (Holmes et al.,
1990, 1992) and are further protected by the binding of vit-
ronectin or S protein, a soluble inhibitor of the assembling mem-
brane attack complex (MAC) of the C system acquired from the
maternal blood (Tedesco et al., 1990). Villous cytotrophoblasts
form a continuous layer of cells adhering to the basal mem-
brane of the villi below the syncytiotrophoblasts and express MCP
and CD59, while controversy exists on the expression of DAF
(Holmes et al., 1990, 1992; Hsi et al., 1991). EVTs also express
CRPs on their surface, in particular CD59, while DAF and MCP
are mainly detected on decidual giant cells (Hsi et al., 1991;
Bulla et al., 2003). Endovascular trophoblast cells that colonize
decidual spiral arteries are similarly exposed to maternal blood
and are a potential C target. Damage may also involve ECs and
other cells of maternal origin in decidua, since locally released
C effector molecules do not distinguish between foreign agents
and self components and cause tissue alterations through the
destructive effect of MAC or via promotion of the inflammatory
process. The importance of C regulation at the embryo implantation
site is emphasized by the data obtained in murine models of preg-
nancy failure. Xu et al. (2000) made the original observation that
Crry deficiency in utero leads to progressive embryonic lethality
and Crry−/−embryos are surrounded by activated C3 fragments
and PMN. Crry is expressed on fetal trophoblast cells and mater-
nal decidua, where it controls deposition of C3 and C4 on the cell
surface, preventing formation of the cytolytic MAC (Weigle et al.,
1983; Molina et al., 1992; Kim et al., 1995). NON-CANONICAL ROLE OF THE C SYSTEM IN HUMAN PLACENTA
l
h
b
d
ff
h This cell bound C com-
ponent acts as a bridge between endovascular trophoblasts and
decidual endothelium by virtue of its interaction with a receptor
for the globular head of C1q (gC1qR) expressed on trophoblasts. Binding of trophoblasts to DECs is a rather complex process pro-
moted by several molecules including C1q andVE-cadherin (Bulla
et al., 2005) and is followed by transendothelial migration of tro-
phoblasts that eventually reach the basal membrane and partially
replace ECs. Evidencefortheprotectivefunctionof theregulatorymolecules
expressed on the surface of syncytiotrophoblasts was obtained in
studies analyzing the susceptibility of these cells to C-dependent
killing induced by antibodies directed against steroid producing
cell that recognize syncytiotrophoblasts (Tedesco et al., 1993). Antibody-mediated neutralization of CD46 and CD59 expressed
on syncytiotrophoblasts led to a substantial increase in cell killing
emphasizing the important role of the two C regulators in tro-
phoblast protection while CD55 seems to be less critical being
expressed in only 30% of these cells (Tedesco et al., 1993). DECs is prevented by antibodies to C1q. This cell bound C com-
ponent acts as a bridge between endovascular trophoblasts and
decidual endothelium by virtue of its interaction with a receptor
for the globular head of C1q (gC1qR) expressed on trophoblasts. Binding of trophoblasts to DECs is a rather complex process pro-
moted by several molecules including C1q andVE-cadherin (Bulla
et al., 2005) and is followed by transendothelial migration of tro-
phoblasts that eventually reach the basal membrane and partially
replace ECs. The finding that C1q is actively synthesized by EVTs and is
widely distributed in decidual stroma led to the recognition of an
additional function of the early C component in promoting tro-
phoblast migration through the decidua. Trophoblast cells were
found to adhere to C1q and to migrate through an insert of a
transwell coated with C1q that recognizes cell-expressed gC1qR,
as well as a4 and β1 integrins and triggers activation of the MAP
kinases pathway. The in vivo relevance of these findings is sup-
ported by the observation of impaired labyrinth development and
decreased remodeling of decidual vessel associated with increased
fetal resorption rate, reduced fetal weight, and smaller litter size
observedinC1qKOmiceascomparedwithWTanimals(Agostinis
et al., 2010). p
y
(
,
)
Endothelial cells are another potential target of C attack in
decidua and are protected by several CRPs expressed on the cell
surface or acquired from the fluid phase (Fischetti and Tedesco,
2006). NON-CANONICAL ROLE OF THE C SYSTEM IN HUMAN PLACENTA
l
h
b
d
ff
h Evidence has been collected supporting an additional pro-
tective mechanism used by ECs to control the proinflammatory
effects of the terminal complex SC5b-9. This complex is assembled
in the fluid phase as a result of C activation and can be detected
both in plasma and in the extravascular fluids as a cytolytically
inactive complex (Bossi et al., 2009). We have previously shown
that this inactive complex, despite its failure to cause cell dam-
age, is still able to bind to ECs and stimulate the cells to express
adhesion molecules and tissue factor (TF; Tedesco et al., 1997), to
release chemokines (Dobrina et al.,2002),to induce transendothe-
lial migration of PMN (Dobrina et al., 2002), and to promote
vascular leakage (Bossi et al., 2004). Protection against the dam-
aging effect of the assembling terminal C complex is provided by
EC-bound C7, that acts as a trapping molecule for excess C5b6
complex released in the fluid phase under conditions of unre-
stricted C activation during acute phase response. Subsequent
binding of C8 and C9 leads to the assembly of a cytolytically inac-
tive membrane bound terminal complex (mTCC), that contains
also S protein and clusterin and is cytolytically inactive. How-
ever, unlike soluble SC5b-9, mTCC fails to activate ECs, and in
addition down-regulates cell activation induced by SC5b-9 mod-
ulating the expression of adhesion molecules, the release of IL-8,
and EC permeability (Bossi et al.,2009). ECs normally utilize GPI-
anchored molecule CD59 to neutralize the C-mediated cell lysis
caused by the assembling MAC, but this C regulator has no effect
on the damaging effect of the soluble complex SC5b-9 which can
only be controlled by mTCC. Tight control of C activation by
several regulators is particularly important at feto-placental site
where direct C-mediated damage and indirect effect associated
with excessive inflammation may impair fetal growth and possibly
lead to miscarriage (Christiansen et al., 2006). NON-CANONICAL ROLE OF THE C SYSTEM IN HUMAN PLACENTA
l
h
b
d
ff
h The expression of these
C components by trophoblast cells is not modulated by IL-1α
and TNF-α but is up-regulated by IFNγ. The latter cytokine pro-
duced at placental level mainly by decidual NK (Lash et al., 2006)
controls trophoblast activation (Gagioti et al., 2000) and inva-
sion into the decidua (Hu et al., 2006; Lash et al., 2006), and
plays a critical role in remodeling spiral arteries in the mouse
(Ashkar et al., 2000). The finding that trophoblast cells secrete C3
and C4 involved in opsonophagocytosis further supports previ-
ous observations suggesting that these cells help to promote the
innate immune response at the placental level during pregnancy
and potentially contribute to placental immune defense against
pathogens (Amarante-Paffaro et al., 2004). In addition to C3 and
C4, trophoblast cells have been found to secrete C1q (Agostinis
et al., 2010), which is relatively abundant in maternal decidua
being synthesized by other cells including macrophages, fibrob-
last, and ECs. It is important to note that the decidua is the only
tissue where ECs are able to produce C1q in physiologic condi-
tions (Bulla et al., 2008). Interestingly, the molecule synthesized by
decidual ECs (DECs) is expressed to a large extent on the cell sur-
face and only marginally secreted. The high avidity binding of C1q
to the cell membrane is not due to its interaction with the receptors
for the collagen tail or the globular head of the molecule identified
on ECs (Peerschke et al., 1996). Removal of a substantial portion
of bound C1q from the cell membrane by treatment with hepari-
nases rather suggests that surface expressed heparan sulfates offer
the binding site for the molecule (Bulla et al., 2008). C7 is another
C component synthesized by ECs (Langeggen et al., 2000) and is FIGURE 2 | C7 is synthesized and expressed by DECs. (A) Light
microscopy image of a decidual vessel from human first trimester placenta. (B) Confocal analysis of the same decidual vessel stained for C7. FIGURE 2 | C7 is synthesized and expressed by DECs. (A) Light
microscopy image of a decidual vessel from human first trimester placenta. (B) Confocal analysis of the same decidual vessel stained for C7. March 2012 | Volume 3 | Article 55 | 3 www.frontiersin.org Bulla et al. The complement system in pregnancy DECs is prevented by antibodies to C1q. Frontiers in Immunology | Molecular Innate Immunity REGULATORY FUNCTIONS OF THE C SYSTEM AT THE
FETO-MATERNAL INTERFACE The critical role played
by C activation products in causing fetal loss in Crry−/−mice is
supported by the finding that the embryos are completely rescued
from lethality and live pups are born at a normal Mendelian fre-
quency when Crry+/−parents are intercrossed with C3−/−mice Frontiers in Immunology | Molecular Innate Immunity March 2012 | Volume 3 | Article 55 | 4 The complement system in pregnancy Bulla et al. revealed the involvement of C in the onset of the two main clinical
manifestations of the syndrome represented by fetal loss and vas-
cular thrombosis (Holers et al., 2002; Fischetti et al., 2005; Girardi
et al., 2006). Pregnancy failure in the mouse model of APS has
been attributed to the release of C5a and recruitment of PMN fol-
lowed by TF-dependent promotion of coagulation as a result of C
activation induced by APL (Girardi et al., 2003; Ritis et al., 2006;
Redechaetal.,2007).Theserumproteinβ2-glycoproteinI(β2GPI)
represents the main target of these antibodies once bound to the
cell surface of trophoblasts and ECs (Pierangeli et al.,2008; Meroni
et al., 2011). Binding of β2GPI to trophoblasts and ECs in placenta
occurs spontaneously, but its interaction with the endothelium of
other tissues such as brain and gut requires priming with LPS
(Agostinis et al., 2011a). to generate C3−/−, Crry−/−embryos (Xu et al., 2000). This out-
come is a genetic proof that Crry−/−embryos die in utero due to
their inability to suppress C activation and tissue damage medi-
ated by C3. The C regulator Crry has also been shown to control
fetal resorption in a murine model of antibody-mediated anti-
phospholipid syndrome (APS; Holers et al., 2002), as suggested
by the ability of human IgG containing anti-phospholipid anti-
bodies (aPL) injected into pregnant mice to cause fetal resorption
in C sufficient animal, but not in C3 deficient mice. Protection
against fetal loss was also observed in mice that received recombi-
nant Crry-Ig to prevent C activation through the inhibition of C3
convertase. There is some indication that C regulators contribute to protect
the feto-placental unit also in human APS. Francis et al. (2006)
reported an impaired endometrial expression of DAF/CD55 in
patients with recurrent pregnancy loss associated with APS sug-
gesting that the abnormal expression of this C regulator before
conception may compromise implantation and predisposes to
C-mediated pregnancy failure. REGULATORY FUNCTIONS OF THE C SYSTEM AT THE
FETO-MATERNAL INTERFACE While the contribution of the C system to fetal loss and throm-
bosis in animal models is well established, the role played by C
in mediating tissue damage in human APS is less clear, though
this is suggested by the finding of C deposition in placental tissue
from patients with aPL (Girardi et al., 2006). Analysis of placentae
obtained from a large number of APS patients by Shamonki et al. (2007) revealed increased deposition of C4d in the cytoplasm of
villous trophoblasts correlated with the histologic alterations of
APS placentae. An essentially similar conclusion was reached by
Cohenetal.(2011),whofounddiffuseC4ddepositsonvilloussyn-
cytiotrophoblasts of placentae from patients with SLE and/or APS
suggestive of adverse pregnancy outcome. The relevance of C5b-9
deposits in APS patients is somewhat controversial since the local
level of this complex was found to be lower in APS patients com-
pared with that of the control group (Shamonki et al., 2007). In a
recent prospective study on full-term placentae from patients with
primary APS and normal control we were able to reveal marked
C5b-9 deposits that were only weak or undetectable in the con-
trol group, although the presence of the complex was not always
related to pregnancy outcome or therapy (Meroni et al., 2011). A protective role for C regulators has also been established in
animal models of PE developed in CBA/J females mated to DBA/J
males. These mice manifest many features of human PE, such as
primigravidity, albuminuria, glomerular endotheliosis, increased
sensitivity to angiotensin II and increased plasma leptin levels,
correlated with bad pregnancy outcome (Ahmed et al., 2010). Administration of Crry to pregnant DBA/2 CBA/J mice helped
to reduce the level of proteinuria, and blood urea nitrogen, fib-
rin deposition, and glomerular endotheliosis (Qing et al., 2011),
supporting the concept that local C activation is deleterious to the
developing fetus. The importance of the C regulators in patients with PE has
recently been underscored by Salmon et al. (2011),who performed
a prospective study of 250 pregnant patients with SLE and/or
APL antibodies to identify predictors of pregnancy outcome. They
sequenced the genes encoding three C control proteins, MCP,
factor H (CFH),and Factor I (CFI) and found heterozygous muta-
tions in 7 out of 40 patients who developed PE. ROLE OF C IN PATHOLOGIC PREGNANCY It is commonly believed that C contributes to tissue damage in
pathologic conditions through the destructive activity of MAC or
the proinflammatory effect of C5a and other activation products
including the non-cytolytic complex SC5b-9. Placenta is partic-
ularly susceptible to C-dependent damage because trophoblast
exposure to maternal blood and extensive tissue remodeling in
maternal decidua promote C activation during physiologic preg-
nancy. Unrestricted local activation of the system may over-
come the control of CRPs resulting in pregnancy failure or poor
pregnancy outcome. PREECLAMPSIA
Thi i
l if This is a multifactorial pathological condition of pregnancy that
affects 3%–5% of all pregnancies and is characterized by hyper-
tension and proteinuria. The C system has been implicated in
the development of PE placental alterations together with other
pathogenic factors. Activation products of both early and late C
components have been detected in the circulation of PE patients
and the split product Bb has been proposed as a marker for high
risk of PE (Lynch et al., 2008), though there is no general agree-
ment on this issue (Derzsy et al., 2010). Deposits of C components
including late components and their activation products respon-
sible for promotion of inflammation and tissue damage have been
documented in PE placenta, in particular in chorionic villi, in
inter- and peri-villus fibrin surrounding syncytiotrophoblasts,and
in maternal decidua (Sinha et al.,1984; Tedesco et al.,1990; Girardi
et al., 2006). Despite the failure to detect increased activity of the
MBL–MASP2 complex in the PE patients (Csuka et al., 2010),
two activators of the lectin pathway (LP) H-ficolin and L-ficolin
have been detected on syncytiotrophoblasts of PE placentae (Wang
et al., 2007) suggesting an association of the placental abnormali-
ties with the activation of this pathway. The involvement of LP of
C activation is further supported by the finding that MBL-A, one ROLE OF C IN PATHOLOGIC PREGNANCY REGULATORY FUNCTIONS OF THE C SYSTEM AT THE
FETO-MATERNAL INTERFACE Based on these
findings, they concluded that mutations in MCP and CFI predis-
pose to the development of PE, as already observed in patients
with atypical hemolytic uremic syndrome, and that dysregulation
of C activation represents a risk factor for PE. ACKNOWLEDGMENTS
h
k
d The contribution of the C system to host defense and tissue
damage mediated through the inflammatory process and cell
cytotoxicity is well established. More recently, alternative func-
tions on cells and tissues have been identified involving both
native components and C activation products. The C system
has been shown to contribute to tissue regeneration and brain This work was supported by the European NoE “EMBIC” within
FP6 (contract number LSHN-CT-2004-512040) and by a research
grant of the Ministry of Health (Ricerca Finalizzata RC41/08 e
RC 01/09), Italian Association of Cancer Research (AIRC), Fon-
dazione Casali – Trieste, and Italian Ministry of University and
Research (PRIN2009 MFXE7L_004). REFERENCES tissue remodeling: contribution to
trophoblast invasion, and placen-
tal development. J. Immunol. 185,
4420–4429. Bulla, R., Agostinis, C., Bossi, F., Rizzi,
L., Debeus, A., Tripodo, C., Radillo,
O., De Seta, F., Ghebrehiwet, B.,
and Tedesco, F. (2008). Decidual
endothelial cells express surface-
bound C1q as a molecular bridge
between endovascular trophoblast
and decidual endothelium. Mol. Immunol. 45, 2629–2640. contributes to initiation of uter-
ine vascular modification, decid-
ual integrity, and uterine natural
killer cell maturation during normal
murine pregnancy. J. Exp. Med. 192,
259–270. contributes to initiation of uter-
ine vascular modification, decid-
ual integrity, and uterine natural
killer cell maturation during normal
murine pregnancy. J. Exp. Med. 192,
259–270. contributes to initiation of uter-
ine vascular modification, decid-
ual integrity, and uterine natural
killer cell maturation during normal
murine pregnancy. J. Exp. Med. 192,
259–270. Abrahams,
V. M.,
Kim,
Y. M.,
Straszewski,
S. L.,
Romero,
R.,
and Mor, G. (2004). Macrophages
and apoptotic cell clearance during
pregnancy. Am. J. Reprod. Immunol. 51, 275–282. Ahmed, A., Singh, J., Khan, Y., Seshan,
S. V.,
and
Girardi,
G. (2010). A new mouse model to explore
therapies for preeclampsia. PLoS
ONE 5, e13663. doi:10.1371/jour-
nal.pone.0013663 pregnancy. Am. J. Reprod. Immunol. 51, 275–282. Bossi,
F.,
Fischetti,
F.,
Pellis,
V.,
Bulla,
R.,
Ferrero,
E.,
Mollnes,
T. E., Regoli, D., and Tedesco,
F. (2004). Platelet-activating factor
and kinin-dependent vascular leak-
age as a novel functional activ-
ity of the soluble terminal com-
plement complex. J. Immunol. 173,
6921–6927. Agostinis, C., Biffi, S., Garrovo, C.,
Durigutto, P., Lorenzon, A., Bek, A.,
Bulla, R., Grossi, C., Borghi, M. O.,
Meroni, P., and Tedesco, F. (2011a). In vivo distribution of beta2 gly-
coprotein I under various patho-
physiologic conditions. Blood 118,
4231–4238. ANTI-PHOSPHOLIPID SYNDROME Anti-phospholipid syndrome has received special attention in the
last few years with the establishment of animal models that have March 2012 | Volume 3 | Article 55 | 5 www.frontiersin.org www.frontiersin.org The complement system in pregnancy Bulla et al. development through the action of C3, C5, and their activation
fragments. C1q is emerging as one of the C components able
to exert functions independent on C activation. Several cell tar-
gets have been found to respond to C1q including cell of innate
and acquired immunity as well as other cells not directly involved
in the immune response. Most of the information available on
this issue have been obtained in in vitro studies using purified
C1q. The pitfall of these studies is that C1q detected in plasma
and in extravascular fluid is bound to C1r and C1s to form a
complex. Cells synthesizing C1q at tissue level represent a source
of free C component that may exert alternative functions. This
is the case of trophoblasts and DECs that secrete C1q at the
embryo implantation site and contribute to its widespread dis-
tribution in decidual stroma. C1q has been shown to play a
critical role in placental development favoring interaction between
trophoblasts and DECs and promoting EVT migration. The rel-
evance of these in vitro effects is underscored by the findings of
impairedlabyrinthdevelopmentanddecidualvesselremodelingin
C1q−/−pregnant mice that have important implications in preg-
nancy disorders such as PE associated with defective trophoblast
invasion. of the two murine MBL proteins, is deposited on the implantation
sites of CBA/J females mice mated with DBA/2 males, a abortion-
prone mating combination recognized as a murine model of PE
(Ahmed et al., 2010). Besides inducing tissue damage,the C system has been shown to
exert a physiologic role contributing to promote tissue remodeling
in maternal decidua. This process is defective in PE characterized
by the persistence of unremodeled spiral arteries and poor pla-
centation (Redman and Sargent, 2010). Following the observation
that C1q promotes trophoblast invasion of maternal decidua and
that C1q deficiency is associated with impaired labyrinth devel-
opment and decidual vessel remodeling in pregnant mice, Singh
et al. (2011) have recently shown that pregnant C1q−/−deficient
mice manifest the essential features of human PE including hyper-
tension, albuminuria, endotheliosis, decreased placental vascular
endothelial growth factor (VEGF), and elevated levels of soluble
VEGF receptor 1 (sFlt-1). ACKNOWLEDGMENTS
h
k
d Bulla,
R.,
Bossi,
F., Agostinis,
C.,
Radillo, O., Colombo, F., De Seta,
F., and Tedesco, F. (2009). Com-
plement production by trophoblast
cells at the feto-maternal interface. J. Reprod. Immunol. 82, 119–125. Aluvihare, V. R., Kallikourdis, M., and
Betz, A. G. (2004). Regulatory T
cells mediate maternal tolerance
to the fetus. Nat. Immunol. 5,
266–271. Bossi, F., Rizzi, L., Bulla, R., Debeus,
A., Tripodo, C., Picotti, P., Betto,
E., Macor, P., Pucillo, C., Wurzner,
R., and Tedesco, F. (2009). C7 is
expressed on endothelial cells as a
trap for the assembling terminal
complement complex and may exert
anti-inflammatory function. Blood
113, 3640–3648. Agostinis, C., Bulla, R., Tripodo, C. F. D. S.,Tonon,M.,Spessotto,P.,Botto,M. andTedesco,F.(2011b).“Preeclamp-
sia is associated with defective pro-
duction of C1q by invasive tro-
phoblast,” in XIII European Meet-
ing on Complement in Human Dis-
ease, Vol. 48, eds J. A. Villadangos
and M. R. Daha (Leiden: Elsevier),
1678–1679. Amarante-Paffaro, A., Queiroz, G. S.,
Correa, S. T., Spira, B., and Bevilac-
qua, E. (2004). Phagocytosis as a
potential mechanism for microbial
defense of mouse placental tro-
phoblast cells. Reproduction 128,
207–218. Bulla,R.,Bossi,F.,Radillo,O.,de Seta,F.,
and Tedesco,F. (2003). Placental tro-
phoblast and endothelial cells as tar-
get of maternal immune response. Autoimmunity 36, 11–18. Bulla, R., Villa, A., Bossi, F., Cas-
setti, A., Radillo, O., Spessotto, P.,
De Seta, F., Guaschino, S., and
Tedesco, F. (2005). VE-cadherin is
a critical molecule for trophoblast-
endothelial cell interaction in decid-
ual spiral arteries. Exp. Cell Res. 303,
101–113. Andoh, A., Fujiyama, Y., Sakumoto, H.,
Uchihara, H., Kimura, T., Koyama,
S., and Bamba, T. (1998). Detec-
tion of complement C3 and factor
B gene expression in normal col-
orectal mucosa, adenomas and car-
cinomas. Clin. Exp. Immunol. 111,
477–483. Brooimans, R. A., Stegmann, A. P., van
Dorp, W. T., van der Ark, A. A.,
van der Woude, F. J., van Es, L. A.,
and Daha, M. R. (1991). Interleukin
2 mediates stimulation of comple-
ment C3 biosynthesis in human
proximal tubular epithelial cells. J. Clin. Invest. 88, 379–384. Agostinis, C., Bulla, R., Tripodo, C.,
Gismondi, A., Stabile, H., Bossi,
F., Guarnotta, C., Garlanda, C., De
Seta, F., Spessotto, P., Santoni, A.,
Ghebrehiwet, B., Girardi, G., and
Tedesco, F. (2010). An alternative
role of C1q in cell migration, and Christiansen, O. B., Nielsen, H. S.,
and Kolte, A. M. (2006). Inflamma-
tion and miscarriage. Semin. Fetal
Neonatal Med. 11, 302–308. Ashkar, A. A., Di Santo, J. ANTI-PHOSPHOLIPID SYNDROME Our preliminary data showing failure of
trophoblasts surrounding unremodelled spiral arteries in human
PE decidua to synthesize and secrete C1q suggest that the obser-
vations in C1q−/−deficient mice may be relevant to human PE
(Agostinis et al., 2011b). ACKNOWLEDGMENTS
h
k
d P., and Croy,
B. A. (2000). Interferon gamma March 2012 | Volume 3 | Article 55 | 6 Frontiers in Immunology | Molecular Innate Immunity The complement system in pregnancy Bulla et al. Keshet, E., Yagel, S., and Mandel-
boim, O. (2006). Decidual
NK
cells regulate key developmental
processes
at
the
human
fetal-
maternal interface. Nat. Med. 12,
1065–1074. expression of endometrial differ-
entiation markers and complement
regulatory proteins in patients with
recurrent pregnancy loss associated
with antiphospholipid syndrome. Mol. Hum. Reprod. 12, 435–442. expression of endometrial differ-
entiation markers and complement
regulatory proteins in patients with
recurrent pregnancy loss associated
with antiphospholipid syndrome. Mol. Hum. Reprod. 12, 435–442. Keshet, E., Yagel, S., and Mandel-
boim, O. (2006). Decidual
NK
cells regulate key developmental
processes
at
the
human
fetal-
maternal interface. Nat. Med. 12,
1065–1074. potential to synthesize the com-
plete functional complement sys-
tem. Scand. J. Immunol. 27,489–493. Cohen, D., Buurma, A., Goemaere, N. N.,Girardi,G.,le Cessie,S.,Scherjon,
S., Bloemenkamp, K. W., de Heer,
E., Bruijn, J. A., and Bajema, I. M. (2011). Classical complement acti-
vation as a footprint for murine and
human antiphospholipid antibody-
induced fetal loss. J. Pathol. 225,
502–511. Johnson, S. A., Pasinetti, G. M., and
Finch, C. E. (1994). Expression of
complement C1qB and C4 mRNAs
during rat brain development. Brain
Res. Dev. Brain Res. 80, 163–174. Hanna, J.,Wald, O., Goldman-Wohl, D.,
Prus, D., Markel, G., Gazit, R., Katz,
G., Haimov-Kochman, R., Fujii, N.,
Yagel, S., Peled, A., and Mandel-
boim, O. (2003). CXCL12 expres-
sionbyinvasivetrophoblastsinduces
the specific migration of CD16-
human natural killer cells. Blood
102, 1569–1577. Gagioti, S., Scavone, C., and Bevilac-
qua, E. (2000). Participation of the
mouse implanting trophoblast in
nitric oxide production during preg-
nancy. Biol. Reprod. 62, 260–268. Khirwadkar, K., Zilow, G., Oppermann,
M., Kabelitz, D., and Rother, K. (1993). Interleukin-4 augments pro-
duction of the third complement
component by the alveolar epithe-
lial cell line A549. Int. Arch. Allergy
Immunol. 100, 35–41. Colten, H. R., and Garnier, G. (1998). “Regulation of the complement sys-
tem,” in The Human Complement
System in Health and Disease, eds
J. E. Volanakis and M. M. Frank
(New York: Marcel Dekker, INC.),
217–240. Garred, P., Hetland, G., Mollnes, T. E., and Stoervold, G. (1990). Syn-
thesis of C3, C5, C6, C7, C8, and
C9 by human fibroblasts. Scand. J. Immunol. 32, 555–560. Harris, L. K., Smith, S. D., Keogh, R. J.,
Jones, R. ACKNOWLEDGMENTS
h
k
d L., Baker, P. N., Knofler, M.,
Cartwright, J. E., Whitley, G. S., and
Aplin, J. D. (2010). Trophoblast- and
vascular smooth muscle cell-derived
MMP-12 mediates elastolysis dur-
ing uterine spiral artery remodeling. Am. J. Pathol. 177, 2103–2115. Kim, Y. U., Kinoshita, T., Molina,
H., Hourcade, D., Seya, T., Wag-
ner, L. M., and Holers, V. M. (1995). Mouse complement regula-
tory protein Crry/p65 uses the spe-
cific mechanisms of both human
decay-accelerating factor and mem-
brane cofactor protein. J. Exp. Med. 181, 151–159. Csuka, D., Molvarec, A., Derzsy, Z.,
Varga, L., Fust, G., Rigo, J. Jr., and
Prohaszka, Z. (2010). Functional
analysis of the mannose-binding
lectin
complement
pathway
in
normal pregnancy, and preeclamp-
sia. J. Reprod. Immunol. 87,
90–96. Girardi, G., Berman, J., Redecha, P.,
Spruce, L., Thurman, J. M., Kraus,
D., Hollmann, T. J., Casali, P., Car-
oll, M. C., Wetsel, R. A., Lambris, J. D., Holers, V. M., and Salmon, J. E. (2003). Complement C5a receptors
and neutrophils mediate fetal injury
in the antiphospholipid syndrome. J. Clin. Invest. 112, 1644–1654. Holers, V. M., Girardi, G., Mo, L.,
Guthridge,
J. M.,
Molina,
H.,
Pierangeli,
S. S.,
Espinola,
R.,
Xiaowei,L.E.,Mao,D.,Vialpando,C. G., and Salmon, J. E. (2002). Com-
plement C3 activation is required for
antiphospholipid antibody-induced
fetal
loss. J. Exp. Med. 195,
211–220. Kimura, Y., Madhavan, M., Call, M. K., Santiago, W., Tsonis, P. A., Lam-
bris, J. D., and Del Rio-Tsonis, K. (2003). Expression of complement 3
and complement 5 in newt limb and
lens regeneration. J. Immunol. 170,
2331–2339. Derzsy, Z., Prohaszka, Z., Rigo, J. Jr., Fust, G., and Molvarec, A. (2010). Activation of the comple-
ment system in normal pregnancy
and preeclampsia. Mol. Immunol.47,
1500–1506. Girardi, G., Bulla, R., Salmon, J. E.,
and Tedesco, F. (2006). The com-
plement system in the pathophysiol-
ogy of pregnancy. Mol. Immunol. 43,
68–77. Dobrina, A., Pausa, M., Fischetti, F.,
Bulla, R., Vecile, E., Ferrero, E.,
Mantovani, A., and
Tedesco, F. (2002). Cytolytically inactive ter-
minal complement complex causes
transendothelial migration of poly-
morphonuclear leukocytes in vitro
and in vivo. Blood 99, 185–192. Goldberg, M., Luknar-Gabor, N., Kei-
dar, R., and Katz, Y. (2007). Synthe-
sis of complement proteins in the
human chorion is differentially reg-
ulated by cytokines. Mol. Immunol. 44, 1737–1742. Langeggen, H., Pausa, M., Johnson, E.,
Casarsa, C., and Tedesco, F. (2000). ACKNOWLEDGMENTS
h
k
d The endothelium is an extrahep-
atic site of synthesis of the sev-
enth component of the complement
system. Clin. Exp. Immunol. 121,
69–76. Holmes, C. H., Simpson, K. L., Okada,
H., Okada, N., Wainwright, S. D.,
Purcell, D. F., and Houlihan, J. M. (1992). Complement regulatory
proteins at the feto-maternal inter-
face during human placental devel-
opment: distribution of CD59 by
comparison with membrane cofac-
tor
protein
(CD46)
and
decay
accelerating factor (CD55). Eur. J. Immunol. 22, 1579–1585. Greenwood, J. D., Minhas, K., di Santo,
J. P., Makita, M., Kiso, Y., and Croy,
B. A. (2000). Ultrastructural studies
of implantation sites from mice defi-
cient in uterine natural killer cells. Placenta 21, 693–702. Dovezenski, N., Billetta, R., and Gigli, I. (1992). Expression and localization
of proteins of the complement sys-
tem in human skin. J. Clin. Invest. 90, 2000–2012. Lash, G. E., Otun, H. A., Innes, B. A.,
Kirkley,M.,De Oliveira,L.,Searle,R. F., Robson, S. C., and Bulmer, J. N. (2006). Interferon-gamma inhibits
extravilloustrophoblastcellinvasion
by a mechanism that involves both
changes in apoptosis and protease
levels. FASEB J. 20, 2512–2518. Griffiths, M. R., Gasque, P., and Neal,
J. W. (2009). The multiple roles of
the innate immune system in the
regulation of apoptosis and inflam-
mation in the brain. J. Neuropathol. Exp. Neurol. 68, 217–226. Ho Fest, S., Aldo, P. B., Abrahams, V. M.,
Visintin, I., Alvero, A., Chen, R.,
Chavez, S. L., Romero, R., and Mor,
G. (2007). Trophoblast-macrophage
interactions: a regulatory network
for the protection of pregnancy. Am. J. Reprod. Immunol. 57, 55–66. Holmes, C. H., Simpson, K. L., Wain-
wright, S. D., Tate, C. G., Houli-
han, J. M., Sawyer, I. H., Rogers, I. P., Spring, F. A., Anstee, D. J., and
Tanner, M. J. (1990). Preferential
expression of the complement regu-
latory protein decay accelerating fac-
tor at the fetomaternal interface dur-
ing human pregnancy. J. Immunol. 144, 3099–3105. Laufer, J., Katz, Y., and Passwell, J. H. (2001). Extrahepatic synthesis of
complement proteins in inflamma-
tion. Mol. Immunol. 38, 221–229. Guimond, M. J., Wang, B., and Croy, B. A.(1998).Engraftmentof bonemar-
row from severe combined immun-
odeficient (SCID) mice reverses the
reproductive deficits in natural killer
cell-deficient tg epsilon 26 mice. J. Exp. Med. 187, 217–223. Fischetti, F., Durigutto, P., Pellis, V.,
Debeus,A.,Macor,P.,Bulla,R.,Bossi,
F., Ziller, F., Sblattero, D., Meroni, P.,
and Tedesco, F. (2005). ACKNOWLEDGMENTS
h
k
d Plaisier, M. (2011). Decidualisation and
angiogenesis. Best Pract. Res. Clin. Obstet. Gynaecol. 25, 259–271. Meroni, P. L., Borghi, M. O., Raschi, E.,
and Tedesco, F. (2011). Pathogen-
esis of antiphospholipid syndrome:
understanding the antibodies. Nat. Rev. Rheumatol. 7, 330–339. Singh, J., Ahmed, A., and Girardi,
G. (2011). Role of complement
component C1q in the onset of
preeclampsia in mice. Hypertension
58, 716–724. Pratt, J. R., Basheer, S. A., and Sacks, S. H. (2002). Local synthesis of com-
plement component C3 regulates
acute renal transplant rejection. Nat. Med. 8, 582–587. Wang, C. C., Yim, K. W., Poon, T. C.,
Choy, K. W., Chu, C. Y., Lui, W. T., Lau, T. K., Rogers, M. S., and
Leung, T. N. (2007). Innate immune
response by ficolin binding in apop-
totic placenta is associated with the
clinical syndrome of preeclampsia. Clin. Chem. 53, 42–52. Molina, H., Wong, W., Kinoshita, T.,
Brenner, C., Foley, S., and Holers,
V. M. (1992). Distinct receptor and
regulatory properties of recombi-
nant mouse complement receptor
1 (CR1) and Crry, the two genetic
homologues of human CR1. J. Exp. Med. 175, 121–129. Qing, X., Redecha, P. B., Burmeister, M. A., and Tomlinson, S., D’Agati,V. D., Qing, X., Redecha, P. B., Burmeister, M. A., and Tomlinson, S., D’Agati,V. D.,
Davisson, R. L. and Salmon, J. E. (2011). Targeted inhibition of com-
plement activation prevents features
of preeclampsia in mice. Kidney Int. 79, 331–339. Sinha, D., Wells, M., and Faulk, W. P. (1984). Immunological studies
of human placentae: complement
components in pre-eclamptic chori-
onic villi. Clin. Exp. Immunol. 56,
175–184. Weigle, W. O., Goodman, M. G., Mor-
gan, E. L., and Hugli, T. E. (1983). Regulation of immune response by
components of the complement cas-
cade and their activated fragments. Springer Semin. Immunopathol. 6,
173–194. Mor, G., Cardenas, I., Abrahams, V.,
and Guller, S. (2011). Inflamma-
tion and pregnancy: the role of the
immune system at the implanta-
tion site. Ann. N. Y. Acad. Sci. 1221,
80–87. Smith, S. D., Dunk, C. E., Aplin, J. D.,
Harris, L. K., and Jones, R. L. (2009). Evidence for immune cell involve-
ment in decidual spiral arteriole
remodeling in early human preg-
nancy.Am.J.Pathol.174,1959–1971. Redecha, P., Tilley, R., Tencati, M.,
Salmon,
J. E.,
Kirchhofer,
D.,
Mackman,
N.,
and
Girardi,
G. (2007). Tissue factor: a link between
C5a
and
neutrophil
activation
in
antiphospholipid
antibody
induced fetal injury. Blood 110,
2423–2431. Wu, X., Jin, L. P., Yuan, M. ACKNOWLEDGMENTS
h
k
d M., Zhu, Y.,
Wang, M. Y., and Li, D. J. (2005). Human first-trimester trophoblast
cells
recruit
CD56brightCD16-
NK
cells
into
decidua
by
way
of
expressing
and
secreting
of
CXCL12/stromal cell-derived factor
1. J. Immunol. 175, 61–68. Morgan, B. P., and Gasque, P. (1997). Extrahepatic complement biosyn-
thesis: where, when and why? Clin. Exp. Immunol. 107, 1–7. Strey, C. W., Markiewski, M., Mastel-
los, D., Tudoran, R., Spruce, L. A.,
Greenbaum, L. E., and Lambris, J. D. (2003). The proinflammatory medi-
ators C3a and C5a are essential for
liver regeneration. J. Exp. Med. 198,
913–923. Redman,C.W.,andSargent,I.L.(2010). Immunology of pre-eclampsia. Am. J. Reprod. Immunol. 63, 534–543. Morris, K. M., Aden, D. P., Knowles, B. B., and Colten, H. R. (1982). Com-
plement biosynthesis by the human
hepatoma-derived cell line HepG2. J. Clin. Invest. 70, 906–913. Ritis, K., Doumas, M., Mastellos, D.,
Micheli, A., Giaglis, S., Magotti, P.,
Rafail,S.,Kartalis,G.,Sideras,P.,and
Lambris, J. D. (2006). A novel C5a
receptor-tissue factor cross-talk in
neutrophils links innate immunity
tocoagulationpathways.J.Immunol. 177, 4794–4802. Tedesco, F., Narchi, G., Radillo, O.,
Meri, S., Ferrone, S., and Betterle,
C. (1993). Susceptibility of human
trophoblast to killing by human
complement and the role of the
complement regulatory proteins. J. Immunol. 151, 1562–1570. Xu, C., Mao, D., Holers, V. M., Palanca,
B., Cheng, A. M., and Molina, H. (2000). A critical role for murine
complement regulator crry in feto-
maternal
tolerance. Science
287,
498–501. Pattrick, M., Luckett, J., Yue, L., and
Stover, C. (2009). Dual role of
complement in adipose tissue. Mol. Immunol. 46, 755–760. Peerschke, E. I., Smyth, S. S., Teng,
E. I., Dalzell, M., and Ghebrehi-
wet, B. (1996). Human umbilical
vein endothelial cells possess bind-
ing sites for the globular domain of
C1q. J. Immunol. 157, 4154–4158. Conflict of Interest Statement: The
authors declare that the research was
conducted in the absence of any com-
mercial or financial relationships that
could be construed as a potential con-
flict of interest. Salamonsen, L. A. (1999). Role of pro-
teases in implantation. Rev. Reprod. 4, 11–22. Tedesco, F., Pausa, M., Nardon, E.,
Introna, M., Mantovani, A., and
Dobrina, A. (1997). The cytolyti-
cally inactive terminal complement
complex activates endothelial cells to
express adhesion molecules and tis-
sue factor procoagulant activity. J. Exp. Med. 185, 1619–1627. Salmon, J. E., Heuser, C., Triebwasser,
M., Liszewski, M. K., Kavanagh,
D., Roumenina, L., Branch, D. W.,
Goodship, T., Fremeaux-Bacchi, V. and Atkinson, J. P. (2011). ACKNOWLEDGMENTS
h
k
d Thrombus
formation induced by antibodies to
beta2-glycoprotein I is complement
dependent and requires a priming
factor. Blood 106, 2340–2346. Le Bitoux, M. A., and Stamenkovic,
I. (2008). Tumor-host interactions:
the role of inflammation. Histochem. Cell Biol. 130, 1079–1090. Hsi, B. L., Hunt, J. S., and Atkinson,
J. P. (1991). Differential expression
of complement regulatory proteins
on subpopulations of human tro-
phoblast cells. J. Reprod. Immunol. 19, 209–223. Lyall, F., Bulmer, J. N., Duffie, E.,
Cousins, F., Theriault, A., and Rob-
son, S. C. (2001). Human tro-
phoblast invasion and spiral artery
transformation: the role of PECAM-
1 in normal pregnancy, preeclamp-
sia, and fetal growth restriction. Am. J. Pathol. 158, 1713–1721. Gulati,P.,Guc,D.,Lemercier,C.,Lappin,
D., and Whaley, K. (1994). Expres-
sion of the components and regula-
tory proteins of the classical pathway
of complement in normal and dis-
eased synovium. Rheumatol. Int. 14,
13–19. Fischetti, F., and Tedesco, F. (2006). Cross-talk
between
the
comple-
ment system and endothelial cells
in physiologic conditions and in
vascular diseases. Autoimmunity 39,
417–428. Hu, Y., Dutz, J. P., MacCalman, C. D.,
Yong, P., Tan, R., and von Dadel-
szen, P. (2006). Decidual NK cells
alter in vitro first trimester extrav-
illous cytotrophoblast migration: a
role for IFN-gamma. J. Immunol. 177, 8522–8530. Hanna, J., Goldman-Wohl, D., Hamani,
Y., Avraham,
I.,
Greenfield,
C.,
Natanson-Yaron,
S.,
Prus,
D.,
Cohen-Daniel, L., Arnon, T. I.,
Manaster,
I.,
Gazit,
R.,
Yutkin,
V., Benharroch, D., Porgador, A., Lynch, A. M., Murphy, J. R., Byers, T.,
Gibbs, R. S., Neville, M. C., Giclas,
P. C., Salmon, J. E., and Holers, V. M. (2008). Alternative complement
pathway activation fragment Bb in
early pregnancy as a predictor of Francis, J., Rai, R., Sebire, N. J., El-
Gaddal, S., Fernandes, M. S., Jin-
dal, P., Lokugamage, A., Regan, L.,
and Brosens, J. J. (2006). Impaired Johnson, E., and Hetland, G. (1988). Mononuclear phagocytes have the March 2012 | Volume 3 | Article 55 | 7 www.frontiersin.org The complement system in pregnancy Bulla et al. preeclampsia. Am. J. Obstet. Gynecol. 198, e381–e389. preeclampsia. Am. J. Obstet. Gynecol. 198, e381–e389. C. (2010). Crosstalk between decid-
ual NK and CD14+ myelomono-
cytic
cells
results
in
induction
of Tregs and immunosuppression. Proc. Natl. Acad. Sci. U.S.A. 107,
11918–11923. facts and controversies. Placenta 27,
939–958. Sica,
A.,
and
Bronte,
V. (2007). Altered macrophage differentiation
and immune dysfunction in tumor
development. J. Clin. Invest. 117,
1155–1166. facts and controversies. Placenta 27,
939–958. ACKNOWLEDGMENTS
h
k
d Muta-
tions in complement regulatory pro-
teins predispose to preeclampsia: a
genetic analysis of the PROMISSE
cohort. PLoS Med. 8, e1001013. doi:10.1371/journal.pmed.1001013 Pellis, V., De Seta, F., Crovella, S., Bossi,
F., Bulla, R., Guaschino, S., Radillo,
O.,Garred,P.,and Tedesco,F. (2005). Mannose binding lectin and C3 act
as recognition molecules for infec-
tious agents in the vagina. Clin. Exp. Immunol. 139, 120–126. Received: 21 December 2011; paper pend-
ing published: 12 January 2012; accepted:
02 March 2012; published online: 19
March 2012. Tedesco, F., Radillo, O., Candussi, G.,
Nazzaro,A.,Mollnes,T. E.,and Peco-
rari, D. (1990). Immunohistochem-
ical detection of terminal comple-
ment complex and S protein in nor-
mal and pre-eclamptic placentae. Clin. Exp. Immunol. 80, 236–240. Pepper, M. S. (2001). Role of the matrix
metalloproteinase and plasminogen
activator-plasmin systems in angio-
genesis. Arterioscler. Thromb. Vasc. Biol. 21, 1104–1117. Citation: Bulla R, Bossi F and Tedesco
F (2012) The complement system at
the embryo implantation site: friend
or
foe? Front. Immun. 3:55. doi:
10.3389/fimmu.2012.00055 Shakhawat, A., Shaikly, V., Elzatma,
E., Mavrakos, E., Jabeen, A., and
Fernandez,
N. (2010). Interac-
tion between HLA-G and mono-
cyte/macrophages in human preg-
nancy. J. Reprod. Immunol. 85,
40–46. Tilburgs, T., Schonkeren, D., Eikmans,
M., Nagtzaam, N. M., Datema, G.,
Swings, G. M., Prins, F., van Lith, J. M., van der Mast, B. J., Roelen, D. L., Scherjon, S. A., and Claas, F. H. (2010). Human decidual tissue con-
tains differentiated CD8+ effector-
memory T cells with unique prop-
erties. J. Immunol. 185, 4470–4477. This article was submitted to Frontiers in
Molecular Innate Immunity, a specialty
of Frontiers in Immunology. Pierangeli, S. S., Chen, P. P., Raschi, E.,
Scurati, S., Grossi, C., Borghi, M. O.,
Palomo,I.,Harris,E. N.,and Meroni,
P. L. (2008). Antiphospholipid
antibodies and the antiphospho-
lipid syndrome: pathogenic mecha-
nisms. Semin. Thromb. Hemost. 34,
236–250. Copyright © 2012 Bulla, Bossi and
Tedesco. This is an open-access article
distributed under the terms of the Cre-
ative Commons Attribution Non Com-
mercial License, which permits non-
commercial use, distribution, and repro-
duction in other forums, provided the
original authors and source are credited. Shamonki, J. M., Salmon, J. E., Hyjek,
E., and Baergen, R. N. (2007). Excessive complement activation is
associated with placental injury in
patients with antiphospholipid anti-
bodies. Am. J. Obstet. Gynecol. 196,
e161–e165. Pijnenborg, R., Vercruysse, L., and
Hanssens, M. (2006). ACKNOWLEDGMENTS
h
k
d The uterine
spiral arteries in human pregnancy: Vacca, P., Cantoni, C., Vitale, M., Prato,
C., Canegallo, F., Fenoglio, D., Ragni,
N., Moretta, L., and Mingari, M. March 2012 | Volume 3 | Article 55 | 8 Frontiers in Immunology | Molecular Innate Immunity
|
https://openalex.org/W4287888479
|
https://aclanthology.org/2022.naacl-tutorials.3.pdf
|
English
| null |
New Frontiers of Information Extraction
| null | 2,022
|
cc-by
| 7,900
|
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics
Human Language Technologies: Tutorial Abstracts, pages 14 - 25
July 10-15, 2022 ©2022 Association for Computational Linguistics Abstract assists machines with narrative prediction (Zhang
et al., 2021b; Chaturvedi et al., 2017) and summa-
rization tasks (Liu et al., 2018; Chen et al., 2019b). Medical IE also benefits important but expensive
clinical tasks such as drug discovery and repurpos-
ing (Sosa et al., 2019; Munkhdalai et al., 2018). Despite the importance, frontier research in IE still
faces several key challenges. The first challenge
is that existing dominant methods using language
modeling representation cannot sufficiently capture
the essential knowledge and structures required for
IE tasks. The second challenge is on the develop-
ment of extraction models for fine-grained infor-
mation with less supervision, considering that ob-
taining structural annotation on unlabeled data has
been very costly. The third challenge is to extend
the reliability and generalizability of IE systems in
real-world scenarios, where data sources often con-
tain incorrect, invalid or unrecognizable inputs, as
well as inputs containing unseen labels and mixture
of modalities. By tackling those critical challenges,
recent literature is leading to transformative ad-
vancement in principles and methodologies of IE
system development. We believe it is necessary to
present a timely tutorial to comprehensively sum-
marize the new frontiers in IE research and point
out the emerging challenges that deserve further
investigation. This tutorial targets researchers and practition-
ers who are interested in AI and ML technolo-
gies for structural information extraction (IE)
from unstructured textual sources. In particu-
lar, this tutorial will provide audience with a
systematic introduction to recent advances in
IE, by addressing several important research
questions. These questions include (i) how
to develop a robust IE system from a small
amount of noisy training data, while ensur-
ing the reliability of its prediction? (ii) how
to foster the generalizability of IE through
enhancing the system’s cross-lingual, cross-
domain, cross-task and cross-modal transfer-
ability? (iii) how to support extracting struc-
tural information with extremely fine-grained
and diverse labels? (iv) how to further im-
prove IE by leveraging indirect supervision
from other NLP tasks, such as Natural Lan-
guage Generation (NLG), Natural Language
Inference (NLI), Question Answering (QA) or
summarization, and pre-trained language mod-
els? (v) how to acquire knowledge to guide
inference in IE systems? We will discuss sev-
eral lines of frontier research that tackle those
challenges, and will conclude the tutorial by
outlining directions for further investigation. 1
Introduction Information extraction (IE) is the process of au-
tomatically extracting structural information from
unstructured or semi-structured data. It provides
the essential support for natural language under-
standing by recognizing and resolving the concepts,
entities, events described in text, and inferring the
relations among them. In various application do-
mains, IE automates the costly acquisition process
of domain-specific knowledge representations that
have been the backbone of any knowledge-driven
AI systems. For example, automated knowledge
base construction has relied on technologies for
entity-centric IE (Carlson et al., 2010; Lehmann
et al., 2015). Extraction of events and event chains In this tutorial, we will systematically review
several lines of frontier research on developing ro-
bust, reliable and adaptive learning systems for ex-
tracting rich structured information. Beyond intro-
ducing robust learning and inference methods for
unsupervised denoising, constraint capture and nov-
elty detection, we will discuss recent approaches
for leveraging indirect supervision from natural lan-
guage inference and generation tasks to improve IE. We will also review recent minimally supervised
methods for training IE models with distant super-
vision from linguistic patterns, corpus statistics or
language modeling objectives. In addition, we will 14 Minimally Supervised IE
Indirect Supervision
Weak Supervision
Modeling Label
Semantics
QA as IE
NLI as IE
NLG as IE
Linguistic Pattern Mining
Language Model Probing
Robust IE
Noise-robustness
Faithfulness and
Fairness
Logical Consistency
Corpus Statistics
Noise-robust Training
OOD Detection
Debiased Training
Counterfactual Inference
Constraint Learning
Constrained Inference
Transferable IE
Cross-domain Transfer
Cross-lingual Transfer
Cross-type Transfer
Adversarial Domain Adaptation
Divergence-based Adaptation
Language-invariant
Representation
Data projection
Prototype Learning
Reading Definitions
Cross-modal &
Knowledge-guided IE
Vision-Language IE
Semi-structured IE
Schema-guided IE
Statistics-guided IE
Commonsense IE
IE with Less
Supervision
Robust and
Reliable IE
Portable and
Generalizable IE
New Frontiers of IE
Figure 1: A roadmap for new frontiers of information extraction and a graphical abstract of this tutorial. New Frontiers of IE Portable and
Generalizable Robust and
Reliable IE IE with Less
Supervision Cross-modal &
Knowledge-guided IE Figure 1: A roadmap for new frontiers of information extraction and a graphical abstract of this tutorial tems across domains, languages and tasks, and how
complementary information can be extracted from
data modalities other than human language. 2
Outline of Tutorial Content This half-day tutorial presents a systematic
overview of recent advancement in IE technolo-
gies. We will begin motivating this topic with a
selection of real-world applications and emerging
challenges of IE. Then, we will introduce robust
learning methods and inference methods to tackle
noisy supervision, prediction inconsistency and out-
of-distribution (OOD) inputs. We will also discuss
about indirect supervision and minimal supervision
methods that further improves IE model develop-
ment under limited learning resources. Based on
the robust IE systems developed in close-domain
settings, we will explain how transfer learning tech-
nologies can adaptively extend the utility of the sys- 2.1
Background and Motivation [20min] We will define the main research problem and mo-
tivate the topic by presenting several real-world
NLP and knowledge-driven AI applications of IE
technologies, as well as several key challenges that
are at the core of frontier research in this area. 1
Introduction More-
over, we will exemplify the use of aforementioned
technologies in various end-user NLP applications
such as misinformation detection and scientific dis-
covery, and will outline emerging research chal-
lenges that may catalyze further investigation on
developing reliable and adaptive learning systems
for IE. The detailed contents are outlined below. illustrate how a model trained on a close domain
can be reliably adapted to produce extraction from
data sources in different domains, languages and
modalities, or acquiring global knowledge (e.g.,
event schemas) to guide the extraction on a highly
diverse open label space. Participants will learn
about recent trends and emerging challenges in this
topic, representative tools and learning resources
to obtain ready-to-use models, and how related
technologies benefit end-user NLP applications. A
graphical abstract of this tutorial is provided as
Fig. 1, which serves as our roadmap for new fron-
tiers of information extraction. 2.2
Robust Learning and Inference for IE
[35min] We will introduce methodologies that enhance the
robustness of learning systems for IE in both their
learning and inference phases. Those methodolo-
gies involve self-supervised denoising techniques
for training noise-robust IE models based on co-
regularized knowledge distillation (Zhou and Chen,
2021; Liang et al., 2021), label re-weighting (Wang
et al., 2019b) and label smoothing (Lukasik et al.,
2020). Besides, we will also discuss about unsuper- 15 vised techniques for out-of-distribution (OOD) de-
tection (Zhou et al., 2021b; Hendrycks et al., 2020),
prediction with abstention (Dhamija et al., 2018;
Hendrycks et al., 2018) and novelty class detection
(Perera and Patel, 2019) that seek to help the IE
model identify invalid inputs or inputs with seman-
tic shifts during its inference phase. Specifically, to
demonstrate how models can ensure the global con-
sistency of the extraction, we will cover constraint
learning methods that automatically capture logical
constraints among relations (Wang et al., 2021a,
2022c; Pan et al., 2020), and techniques to enforce
the constraints in inference (Wang et al., 2020; Li
et al., 2019a; Han et al., 2019; Lin et al., 2020). To
assess if the systems give faithful extracts, we will
also talk about the spurious correlation problems
of current IE models and how to address them with
counterfactual analysis (Wang et al., 2022b; Qian
et al., 2021). or languages, we have to start from scratch by creat-
ing annotations and re-training the extraction mod-
els. In this part of tutorial, we will cover the re-
cent advances in improving the transferability of
IE, including (1) cross-lingual transfer by leverag-
ing adversarial training (Chen et al., 2019a; Huang
et al., 2019; Zhou et al., 2019), language-invariant
representations (Huang et al., 2018a; Subburathi-
nam et al., 2019) and resources (Tsai et al., 2016;
Pan et al., 2017), pre-trained multilingual language
models (Wu and Dredze, 2019; Conneau et al.,
2020) as well as data projection (Ni et al., 2017;
Yarmohammadi et al., 2021), (2) cross-type trans-
fer including zero-shot and few-shot IE by learning
prototypes (Huang et al., 2018b; Chan et al., 2019;
Huang and Ji, 2020), reading the definitions (Chen
et al., 2020b; Logeswaran et al., 2019; Obeidat
et al., 2019; Yu et al., 2022; Wang et al., 2022a),
answering questions (Levy et al., 2017; Liu et al.,
2020; Lyu et al., 2021), and (3) transfer across dif-
ferent benchmark datasets (Xia and Van Durme,
2021; Wang et al., 2021b). 2.2
Robust Learning and Inference for IE
[35min] Finally, we will also dis-
cuss the progress on life-long learning for IE (Wang
et al., 2019a; Cao et al., 2020; Yu et al., 2021; Liu
et al., 2022) to enable knowledge transfer across
incrementally updated models. 2.5
Cross-modal IE [20min] Cross-modal IE aims to extract structured knowl-
edge from multiple modalities, including unstruc-
tured and semi-structured text, images, videos, ta-
bles, etc. We will start from visual event and argu-
ment extraction from images (Yatskar et al., 2016;
Gkioxari et al., 2018; Pratt et al., 2020; Zareian
et al., 2020; Li et al., 2022b) and videos (Gu
et al., 2018; Sadhu et al., 2021; Chen et al., 2021a). To extract multimedia events, the key challenge
is to identify the cross-modal coreference and
linking (Deng et al., 2018; Akbari et al., 2019;
Zeng et al., 2019) and represent both text and vi-
sual knowledge in a common semantic space (Li
et al., 2020a; Chen et al., 2021b; Zhang et al.,
2021a; Li et al., 2022b). We will also introduce
the information extraction from semi-structured
data (Katti et al., 2018; Qian et al., 2019) and tabu-
lar data (Herzig et al., 2020). Cross-modal IE aims to extract structured knowl-
edge from multiple modalities, including unstruc-
tured and semi-structured text, images, videos, ta-
bles, etc. We will start from visual event and argu-
ment extraction from images (Yatskar et al., 2016;
Gkioxari et al., 2018; Pratt et al., 2020; Zareian
et al., 2020; Li et al., 2022b) and videos (Gu
et al., 2018; Sadhu et al., 2021; Chen et al., 2021a). 2.3
Minimally and Indirectly Supervised IE
[35min] We will introduce effective approaches that use al-
ternative supervision sources for IE, that is, to use
supervision signals from related tasks to make up
for the lack of quantity and comprehensiveness in
IE-specific training data. This includes indirect
supervision sources such as question answering
and reading comprehension (Wu et al., 2020; Lyu
et al., 2021; Levy et al., 2017; Li et al., 2019b;
Du and Cardie, 2020), natural language inference
(Li et al., 2022a; Yin et al., 2020) and generation
(Lu et al., 2021; Li et al., 2021b). We will also
cover the use of weak supervision sources such as
structural texts (e.g., Wikipedia) (Ji et al., 2017;
Zhou et al., 2018) and global biases (Ning et al.,
2018b). With the breakthrough of large-scale pre-
trained language models (Devlin et al., 2019; Li
et al., 2022c), methodologies have been proposed
to explore the language model objective as indi-
rect supervision for IE. To this end, we will cover
methods includes direct probing (Feldman et al.,
2019; Zhang et al., 2020c), and more recently, pre-
training with distant signals acquired from linguis-
tic patterns (Zhou et al., 2020, 2021a). 4
Tutorial Instructors The following are biographies of the speaker. Past
tutorials given by us are listed in Appx. §A.1. Muhao Chen is an Assistant Research Professor
of Computer Science at USC, where he directs
the Language Understanding and Knowledge Ac-
quisition (LUKA) Group. His research focuses
on data-driven machine learning approaches for
natural language understanding and knowledge ac-
quisition. His work has been recognized with an
NSF CRII Award, a Cisco Faculty Research Award,
an ACM SIGBio Best Student Paper Award, and
a Best Paper Nomination at CoNLL. Muhao ob-
tained his B.S. in Computer Science degree from
Fudan University in 2014, his PhD degree from
UCLA Department of Computer Science in 2019,
and was a postdoctoral researcher at UPenn prior
to joining USC. Additional information is available
at http://muhaochen.github.io. 2.7
Future Research Directions [30min] IE is a key component in supporting knowledge
acquisition and it impacts a wide spectrum of
knowledge-driven AI applications. We will con-
clude the tutorial by presenting further challenges
and potential research topics in identifying trust-
worthiness of extracted content (Zhang et al., 2019,
2020b), IE with quantitative reasoning (Elazar
et al., 2019; Zhang et al., 2020a), cross-document
IE (Caciularu et al., 2021), incorporating domain-
specific knowledge (Lai et al., 2021; Zhang et al.,
2021c), extension to knowledge reasoning and pre-
diction, modeling of label semantics (Huang et al.,
2022; Mueller et al., 2022; Ma et al., 2022; Chen
et al., 2020a), and challenges for acquiring implicit
but essential information from corpora that poten-
tially involve reporting bias (Sap et al., 2020). Lifu Huang is an Assistant Professor at the Com-
puter Science department of Virginia Tech. He
obtained a PhD in Computer Science from UIUC. He has a wide range of research interests in NLP,
including extracting structured knowledge with lim-
ited supervision, natural language understanding
and reasoning with external knowledge and com-
monsense, natural language generation, represen-
tation learning for cross-lingual and cross-domain
transfer, and multi-modality learning. He is a recip-
ient of the 2019 AI2 Fellowship and 2021 Amazon
Research Award. Additional information is avail-
able at https://wilburone.github.io/. 2.6
Knowledge-guided IE [15min] One important challenge of developing IE sys-
tems lies in the limited coverage of predefined
schemas (e.g., predefined types of entities, rela-
tions or events) and the heavy reliance on human
annotations. When moving to new types, domains Global knowledge representation induced from
large-scale corpora can guide the inference about
the complicated connections between knowledge
elements and help fix the extraction errors. We will 16 Open Access All the materials are openly avail-
able
at
https://cogcomp.seas.upenn. edu/page/tutorial.202207. introduce cross-task and cross-instance statistical
constraint knowledge (Lin et al., 2020; Van Nguyen
et al., 2021), commonsense knowledge (Ning et al.,
2018a), and global event schema knowledge (Li
et al., 2020b; Wen et al., 2021; Li et al., 2021a;
Jin et al., 2022) that help jointly extract entities,
relations, and events. Ethical Considerations Innovations in technology often face the ethical
dilemma of dual use: the same advance may of-
fer potential benefits and harms. For the IE tech-
nologies introduced in this tutorial, the distinction
between beneficial use and harmful use depends
mainly on the data. Proper use of the technology
requires that input text corpora, as well as other
modalities of inputs, are legally and ethically ob-
tained. Regulation and standards provide a legal
framework for ensuring that such data is properly
used and that any individual whose data is used has
the right to request its removal. In the absence of
such regulation, society relies on those who apply
technology to ensure that data is used in an ethical
way. Besides, training and assessment data may be
biased in ways that limit system accuracy on less
well represented populations and in new domains,
for example causing disparity of performance for
different sub-populations based on ethnic, racial,
gender, and other attributes. Furthermore, trained
systems degrade when used on new data that is
distant from their training data. Thus questions
concerning generalizability and fairness need to be
carefully considered when applying the IE tech-
nologies to specific datasets. Dan Roth is the Eduardo D. Glandt Distinguished
Professor at the Department of Computer and In-
formation Science, UPenn, the NLP Lead at AWS
AI Labs, and a Fellow of the AAAS, ACM, AAAI,
and ACL. In 2017 Roth was awarded the John Mc-
Carthy Award, the highest award the AI commu-
nity gives to mid-career AI researchers. Roth was
recognized “for major conceptual and theoretical
advances in the modeling of natural language under-
standing, machine learning, and reasoning.” Roth
has published broadly in machine learning, NLP,
KRR, and learning theory, and has given keynote
talks and tutorials in all ACL and AAAI major con-
ferences. Roth was the Editor-in-Chief of JAIR
until 2017, and was the program chair of AAAI’11,
ACL’03 and CoNLL’02; he serves regularly as an
area chair and senior program committee mem-
ber in the major conferences in his research areas. Prof. Roth received his B.A Summa cum laude
in Mathematics from the Technion, and his Ph.D. in Computer Science from Harvard University in
1995. Additional information is available at http:
//www.cis.upenn.edu/~danroth/. 3
Specification of the Tutorial The proposed tutorial is considered a cutting-edge
tutorial that introduces new frontiers in IE re-
search. The presented topic has not been covered
by ACL/EMNLP/NAACL/EACL/COLING tutori-
als in the past 4 years. One exception is the ACL
2020 tutorial “Multi-modal Information Extraction
from Text, Semi-structured, and Tabular Data on
the Web” that is partly relevant to one of our tech-
nical sections (§2.5). That particular section of our
talk will focus on IE from visual and multi-media
data in addition to semi-structured data, being dif-
ferent from the aforementioned ACL 2020 tutorial
that has mainly covered topics on semi-structured
data. Manling Li is a fourth-year Ph.D. student at the
Computer Science Department of UIUC. Manling
has won the Best Demo Paper Award at ACL’20,
the Best Demo Paper Award at NAACL’21, C.L. Manling Li is a fourth-year Ph.D. student at the
Computer Science Department of UIUC. Manling
has won the Best Demo Paper Award at ACL’20,
the Best Demo Paper Award at NAACL’21, C.L. Dave and Jane W.S. Liu Award, and has been
selected as Mavis Future Faculty Fellow. She
is a recipient of Microsoft Research PhD Fel-
lowship. She has more than 30 publications on
knowledge extraction and reasoning from multi-
media data. Additional information is available at
https://limanling.github.io. Dave and Jane W.S. Liu Award, and has been
selected as Mavis Future Faculty Fellow. She
is a recipient of Microsoft Research PhD Fel-
lowship. She has more than 30 publications on
knowledge extraction and reasoning from multi-
media data. Additional information is available at
https://limanling.github.io. Audience and Prerequisites Based on the level of
interest in this topic, we expect around 150 partic-
ipants. While no specific background knowledge
is assumed of the audience, it would be the best
for the attendees to know about basic deep learning
technologies, pre-trained word embeddings (e.g. Word2Vec) and language models (e.g. BERT). A
reading list that could help provide background
knowledge to the audience before attending this
tutorial is given in Appx. §A.2. Ben Zhou is a third-year Ph.D. student at the De-
partment of Computer and Information Science,
University of Pennsylvania. He obtained his B.S. from UIUC in 2019. Ben’s research interests 17 Acknowledgement are distant supervision extraction and experiential
knowledge reasoning, and he has more than 5 re-
cent papers on related topics. He is a recipient
of the ENIAC fellowship from the University of
Pennsylvania, and a finalist of the CRA outstanding
undergraduate researcher award. Additional infor-
mation is available at http://xuanyu.me/. are distant supervision extraction and experiential
knowledge reasoning, and he has more than 5 re-
cent papers on related topics. He is a recipient
of the ENIAC fellowship from the University of
Pennsylvania, and a finalist of the CRA outstanding
undergraduate researcher award. Additional infor-
mation is available at http://xuanyu.me/. This presenters’ research is supported in part by
U.S. DARPA KAIROS Program No. FA8750-19-2-
1004, DARPA AIDA Program No. FA8750-18-2-
0014, DARPA MCS program No. N660011924033,
and by the NSF of United States Grant IIS 2105329. The views and conclusions contained herein are
those of the authors and should not be interpreted as
necessarily representing the official policies, either
expressed or implied, of DARPA, or the U.S. Gov-
ernment. The U.S. Government is authorized to
reproduce and distribute reprints for governmental
purposes notwithstanding any copyright annotation
therein. Heng Ji is a Professor at Computer Science Depart-
ment of University of Illinois Urbana-Champaign,
and an Amazon Scholar. She received her B.A. and M. A. in Computational Linguistics from Ts-
inghua University, and her M.S. and Ph.D. in
Computer Science from New York University. Her research interests focus on NLP, especially
on Multimedia Multilingual Information Extrac-
tion, Knowledge Base Population and Knowledge-
driven Generation. She was selected as “Young Sci-
entist” and a member of the Global Future Council
on the Future of Computing by the World Eco-
nomic Forum. The awards she received include
“AI’s 10 to Watch” Award, NSF CAREER award,
Google Research Award, IBM Watson Faculty
Award, Bosch Research Award, and Amazon AWS
Award, ACL2020 Best Demo Paper Award, and
NAACL2021 Best Demo Paper Award. Additional
information is available at https://blender. cs.illinois.edu/hengji.html. References Yunmo Chen, Tongfei Chen, Seth Ebner, Aaron Steven
White, and Benjamin Van Durme. 2020b. Reading
the manual: Event extraction as definition compre-
hension. In Proceedings of the Fourth Workshop on
Structured Prediction for NLP, pages 74–83. Hassan Akbari, Svebor Karaman, Surabhi Bhargava,
Brian Chen, Carl Vondrick, and Shih-Fu Chang. 2019. Multi-level multimodal common semantic
space for image-phrase grounding. In Proceedings
of the IEEE/CVF Conference on Computer Vision
and Pattern Recognition, pages 12476–12486. Alexis Conneau, Shijie Wu, Haoran Li, Luke Zettle-
moyer, and Veselin Stoyanov. 2020. Emerging cross-
lingual structure in pretrained language models. In
Proceedings of the 58th Annual Meeting of the Asso-
ciation for Computational Linguistics, pages 6022–
6034. Avi Caciularu, Arman Cohan, Iz Beltagy, Matthew E
Peters, Arie Cattan, and Ido Dagan. 2021. Cdlm:
Cross-document language modeling. In Findings of
ACL: EMNLP. Chaorui Deng, Qi Wu, Qingyao Wu, Fuyuan Hu, Fan
Lyu, and Mingkui Tan. 2018. Visual grounding via
accumulated attention. In Proceedings of the IEEE
conference on computer vision and pattern recogni-
tion, pages 7746–7755. Pengfei Cao, Yubo Chen, Jun Zhao, and Taifeng Wang. 2020. Incremental event detection via knowledge
consolidation networks. In Proceedings of the 2020
Conference on Empirical Methods in Natural Lan-
guage Processing (EMNLP), pages 707–717. Jacob Devlin, Ming-Wei Chang, Kenton Lee, and
Kristina Toutanova. 2019. Bert: Pre-training of deep
bidirectional transformers for language understand-
ing. In NAACL. Andrew Carlson, Justin Betteridge, Bryan Kisiel, Burr
Settles, Estevam R Hruschka, and Tom M Mitchell. 2010. Toward an architecture for never-ending lan-
guage learning. In AAAI. Akshay Raj Dhamija, Manuel Günther, and Terrance E
Boult. 2018. Reducing network agnostophobia. In
NeurIPS, pages 9175–9186. Yee Seng Chan, Joshua Fasching, Haoling Qiu, and
Bonan Min. 2019. Rapid customization for event
extraction. In Proceedings of the 57th Annual Meet-
ing of the Association for Computational Linguistics:
System Demonstrations, pages 31–36. Xinya Du and Claire Cardie. 2020. Event extraction by
answering (almost) natural questions. In Proceed-
ings of the 2020 Conference on Empirical Methods
in Natural Language Processing (EMNLP), pages
671–683. Snigdha Chaturvedi, Haoruo Peng, and Dan Roth. 2017. Story comprehension for predicting what hap-
pens next. In EMNLP, pages 1603–1614. Yanai Elazar, Abhijit Mahabaly, Deepak Ramachan-
dran, Tania Bedrax-Weiss, and Dan Roth. 2019. How Large Are Lions? Inducing Distributions over
Quantitative Attributes. In Proc. of the Annual Meet-
ing of the Association for Computational Linguistics
(ACL). Ethical Considerations A general approach to ensure proper, rather
than malicious, application of dual-use technol-
ogy should: incorporate ethics considerations as
the first-order principles in every step of the system
design, maintain a high degree of transparency and
interpretability of data, algorithms, models, and
functionality throughout the system, make software
available as open source for public verification and
auditing, and explore countermeasures to protect
vulnerable groups. 18 References In International Conference on Learning
Representations. Tuan Lai, Heng Ji, ChengXiang Zhai, and Quan Hung
Tran. 2021. Joint biomedical entity and relation ex-
traction with knowledge-enhanced collective infer-
ence. In Proc. The Joint Conference of the 59th
Annual Meeting of the Association for Computa-
tional Linguistics and the 11th International Joint
Conference on Natural Language Processing (ACL-
IJCNLP 2021). Jonathan Herzig, Pawel Krzysztof Nowak, Thomas
Mueller, Francesco Piccinno, and Julian Eisensch-
los. 2020. Tapas: Weakly supervised table parsing
via pre-training. In Proceedings of the 58th Annual
Meeting of the Association for Computational Lin-
guistics, pages 4320–4333. Jens Lehmann, Robert Isele, Max Jakob, Anja Jentzsch,
Dimitris Kontokostas, Pablo N Mendes, Sebastian
Hellmann, Mohamed Morsey, Patrick Van Kleef,
Sören Auer, et al. 2015. Dbpedia–a large-scale, mul-
tilingual knowledge base extracted from wikipedia. Semantic web, 6(2):167–195. James Y. Huang, Bangzheng Li Li, Jiashu Xu, and
Muhao Chen. 2022. Unified semantic typing with
meaningful label inference. In Proceedings of the
20th Annual Conference of the North American
Chapter of the Association for Computational Lin-
guistics (NAACL). Omer Levy, Minjoon Seo, Eunsol Choi, and Luke
Zettlemoyer. 2017. Zero-shot relation extraction via
reading comprehension. In Proceedings of the 21st
Conference on Computational Natural Language
Learning (CoNLL 2017), pages 333–342. Lifu Huang, Kyunghyun Cho, Boliang Zhang, Heng Ji,
and Kevin Knight. 2018a. Multi-lingual common
semantic space construction via cluster-consistent
word embedding. In Proceedings of the 2018 Con-
ference on Empirical Methods in Natural Language
Processing, pages 250–260. Bangzheng Li, Wenpeng Yin, and Muhao Chen. 2022a. Ultra-fine entity typing with indirect supervision
from natural language inference. Transactions of the
Association for Computational Linguistics. Lifu Huang and Heng Ji. 2020. Semi-supervised
new event type induction and event detection. In
Proceedings of the 2020 Conference on Empirical
Methods in Natural Language Processing (EMNLP),
pages 718–724. Manling Li, Sha Li, Zhenhailong Wang, Lifu Huang,
Kyunghyun Cho, Heng Ji, and Jiawei Han. 2021a. The future is not one-dimensional: Complex event
schema induction via graph modeling for event pre-
diction. In Proc. The 2021 Conference on Em-
pirical Methods in Natural Language Processing
(EMNLP2021). Lifu Huang, Heng Ji, Kyunghyun Cho, Ido Dagan, Se-
bastian Riedel, and Clare Voss. 2018b. Zero-shot
transfer learning for event extraction. In Proceed-
ings of the 56th Annual Meeting of the Association
for Computational Linguistics (Volume 1: Long Pa-
pers), pages 2160–2170. References Brian Chen, Xudong Lin, Christopher Thomas, Man-
ling Li, Shoya Yoshida, Lovish Chum, Heng Ji, and
Shih-Fu Chang. 2021a. Joint multimedia event ex-
traction from video and article. In Proc. The 2021
Conference on Empirical Methods in Natural Lan-
guage Processing (EMNLP2021). Joshua Feldman, Joe Davison, and Alexander M. Rush. 2019. Commonsense knowledge mining from pre-
trained models. EMNLP. Brian Chen, Xudong Lin, Christopher Thomas, Man-
ling Li, Shoya Yoshida, Lovish Chum, Heng Ji, and
Shih-Fu Chang. 2021b. Joint multimedia event ex-
traction from video and article. EMNLP Findings. Georgia Gkioxari, Ross Girshick, Piotr Dollár, and
Kaiming He. 2018. Detecting and recognizing
human-object interactions. In Proceedings of the
IEEE Conference on Computer Vision and Pattern
Recognition, pages 8359–8367. Muhao Chen, Hongming Zhang, Haoyu Wang, and
Dan Roth. 2020a. “what are you trying to do?” se-
mantic typing of event processes. In Proceedings
of the 24th Conference on Computational Natural
Language Learning (CoNLL 2020). Association for
Computational Linguistics. Chunhui Gu, Chen Sun, David A Ross, Carl Vondrick,
Caroline Pantofaru, Yeqing Li, Sudheendra Vijaya-
narasimhan, George Toderici, Susanna Ricco, Rahul
Sukthankar, et al. 2018. Ava:
A video dataset
of spatio-temporally localized atomic visual actions. In Proceedings of the IEEE Conference on Com-
puter Vision and Pattern Recognition, pages 6047–
6056. Xilun Chen, Ahmed Hassan, Hany Hassan, Wei Wang,
and Claire Cardie. 2019a. Multi-source cross-
lingual model transfer: Learning what to share. In
Proceedings of the 57th Annual Meeting of the Asso-
ciation for Computational Linguistics, pages 3098–
3112. Rujun Han, Qiang Ning, and Nanyun Peng. 2019. Joint
event and temporal relation extraction with shared
representations and structured prediction. In Pro-
ceedings of the 2019 Conference on Empirical Meth-
ods in Natural Language Processing and the 9th In-
ternational Joint Conference on Natural Language
Processing (EMNLP-IJCNLP), pages 434–444. Xiuying Chen, Zhangming Chan, Shen Gao, Meng-
Hsuan Yu, Dongyan Zhao, and Rui Yan. 2019b. Learning towards abstractive timeline summariza-
tion. In IJCAI, pages 4939–4945. 19 Dan Hendrycks, Xiaoyuan Liu, Eric Wallace, Adam
Dziedzic, Rishabh Krishnan, and Dawn Song. 2020. Pretrained transformers improve out-of-distribution
robustness. In ACL. Anoop R Katti, Christian Reisswig, Cordula Guder, Se-
bastian Brarda, Steffen Bickel, Johannes Höhne, and
Jean Baptiste Faddoul. 2018. Chargrid: Towards un-
derstanding 2d documents. In Proceedings of the
2018 Conference on Empirical Methods in Natural
Language Processing, pages 4459–4469. Dan Hendrycks, Mantas Mazeika, and Thomas Diet-
terich. 2018. Deep anomaly detection with outlier
exposure. References A logic-driven framework for consis-
tency of neural models. In EMNLP. Aaron Mueller, Jason Krone, Salvatore Romeo, Saab
Mansour, Elman Mansimov, Yi Zhang, and Dan
Roth. 2022. Label semantic aware pre-training for
few-shot text classification. In Proceedings of the
60th Annual Meeting of the Association for Compu-
tational Linguistics (Volume 1: Long Papers), pages
8318–8334, Dublin, Ireland. Association for Com-
putational Linguistics. Xiaoya Li, Fan Yin, Zijun Sun, Xiayu Li, Arianna
Yuan, Duo Chai, Mingxin Zhou, and Jiwei Li. 2019b. Entity-relation extraction as multi-turn question an-
swering. In ACL. Xiaobo Liang, Lijun Wu, Juntao Li, Yue Wang,
Qi Meng, Tao Qin, Wei Chen, Min Zhang, and Tie-
Yan Liu. 2021. R-drop: Regularized dropout for neu-
ral networks. arXiv preprint arXiv:2106.14448. Tsendsuren Munkhdalai, Feifan Liu, Hong Yu, et al. 2018. Clinical relation extraction toward drug safety
surveillance using electronic health record narra-
tives: classical learning versus deep learning. JMIR
public health and surveillance, 4(2):e9361. Ying Lin, Heng Ji, Fei Huang, and Lingfei Wu. 2020. A joint neural model for information extraction with
global features. In Proceedings of the 58th Annual
Meeting of the Association for Computational Lin-
guistics, pages 7999–8009. Jian Ni, Georgiana Dinu, and Radu Florian. 2017. Weakly supervised cross-lingual named entity recog-
nition via effective annotation and representation
projection. In Proceedings of the 55th Annual Meet-
ing of the Association for Computational Linguistics
(Volume 1: Long Papers), pages 1470–1480. Jian Liu, Yubo Chen, Kang Liu, Wei Bi, and Xiaojiang
Liu. 2020. Event extraction as machine reading com-
prehension. In Proceedings of the 2020 Conference
on Empirical Methods in Natural Language Process-
ing (EMNLP), pages 1641–1651. Qiang Ning, Zhili Feng, Hao Wu, and Dan Roth. 2018a. Joint reasoning for temporal and causal relations. In
Proceedings of the 56th Annual Meeting of the As-
sociation for Computational Linguistics (Volume 1:
Long Papers), pages 2278–2288. Minqian Liu, Shiyu Chang, and Lifu Huang. 2022. Incremental prompting: Episodic memory prompt
for lifelong event detection. arXiv preprint
arXiv:2204.07275. Qiang Ning, Hao Wu, Haoruo Peng, and Dan Roth. 2018b. Improving temporal relation extraction with
a globally acquired statistical resource. In NAACL. Zhengzhong Liu, Chenyan Xiong, Teruko Mitamura,
and Eduard Hovy. 2018. Automatic event salience
identification. In EMNLP, pages 1226–1236. Rasha Obeidat, Xiaoli Fern, Hamed Shahbazi, and
Prasad Tadepalli. 2019. Description-based zero-shot
fine-grained entity typing. References Manling Li, Ruochen Xu, Shuohang Wang, Luowei
Zhou, Xudong Lin, Chenguang Zhu, Michael Zeng,
Heng Ji, and Shih-Fu Chang. 2022b. Clip-event:
Connecting text and images with event structures. In
Proc. Conference on Computer Vision and Pattern
Recognition (CVPR2022). Lifu Huang, Heng Ji, and Jonathan May. 2019. Cross-
lingual multi-level adversarial transfer to enhance
low-resource name tagging. In Proceedings of the
2019 Conference of the North American Chapter of
the Association for Computational Linguistics: Hu-
man Language Technologies, Volume 1 (Long and
Short Papers), pages 3823–3833. Manling Li, Alireza Zareian, Qi Zeng, Spencer White-
head, Di Lu, Heng Ji, and Shih-Fu Chang. 2020a. Cross-media structured common space for multime-
dia event extraction. In Proceedings of the 58th An-
nual Meeting of the Association for Computational
Linguistics, pages 2557–2568. Guoliang Ji, Kang Liu, Shizhu He, and Jun Zhao. 2017. Distant supervision for relation extraction
with sentence-level attention and entity descriptions. In AAAI. Manling Li, Qi Zeng, Ying Lin, Kyunghyun Cho, Heng
Ji, Jonathan May, Nathanael Chambers, and Clare
Voss. 2020b. Connecting the dots: Event graph
schema induction with path language modeling. In
Proceedings of the 2020 Conference on Empirical
Methods in Natural Language Processing (EMNLP),
pages 684–695. Xiaomeng Jin, Manling Li, and Heng Ji. 2022. Event
schema induction with double graph autoencoders. In Proc. The 2022 Conference of the North American
Chapter of the Association for Computational Lin-
guistics - Human Language Technologies (NAACL-
HLT2022). 20 Sha Li, Heng Ji, and Jiawei Han. 2021b. Document-
level event argument extraction by conditional gen-
eration. In Proceedings of the 2021 Conference of
the North American Chapter of the Association for
Computational Linguistics: Human Language Tech-
nologies, pages 894–908. Qing Lyu, Hongming Zhang, Elior Sulem, and Dan
Roth. 2021. Zero-shot event extraction via trans-
fer learning: Challenges and insights. In Proceed-
ings of the 59th Annual Meeting of the Association
for Computational Linguistics and the 11th Interna-
tional Joint Conference on Natural Language Pro-
cessing (Volume 2: Short Papers), pages 322–332. Sha Li, Liyuan Liu, Yiqing Xie, Heng Ji, and
Jiawei Han. 2022c. Piled:
An identify-and-
localize framework for few-shot event detection. In
arXiv:2202.07615. Jie Ma, Miguel Ballesteros, Srikanth Doss, Rishita
Anubhai, Sunil Mallya, Yaser Al-Onaizan, and Dan
Roth. 2022. Label semantics for few shot named en-
tity recognition. In Findings of the Association for
Computational Linguistics: ACL 2022, pages 1956–
1971. Tao Li, Vivek Gupta, Maitrey Mehta, and Vivek Sriku-
mar. 2019a. References In Proceed-
ings of the 2019 Conference of the North American
Chapter of the Association for Computational Lin-
guistics: Human Language Technologies, Volume 1
(Long and Short Papers), pages 751–761. Sijia Wang, Mo Yu, Shiyu Chang, Lichao Sun, and Lifu
Huang. 2021b. Query and extract: Refining event
extraction as type-oriented binary decoding. arXiv
preprint arXiv:2110.07476. Sijia Wang, Mo Yu, and Lifu Huang. 2022a. The art of
prompting: Event detection based on type specific
prompts. arXiv preprint arXiv:2204.07241. Arka Sadhu, Tanmay Gupta, Mark Yatskar, Ram Neva-
tia, and Aniruddha Kembhavi. 2021. Visual seman-
tic role labeling for video understanding. In Pro-
ceedings of the IEEE/CVF Conference on Computer
Vision and Pattern Recognition, pages 5589–5600. Yiwei Wang, Muhao Chen, Wenxuan Zhou, Yujun Cai,
Yuxuan Liang, Dayiheng Liu Liu, Baosong Yang,
Juncheng Liu, and Bryan Hooi. 2022b. Should we
rely on entity mentions for relation extraction? de-
biasing relation extraction with counterfactual anal-
ysis. In Proceedings of the 20th Annual Conference
of the North American Chapter of the Association
for Computational Linguistics (NAACL). Maarten Sap, Vered Shwartz, Antoine Bosselut, Yejin
Choi, and Dan Roth. 2020. Commonsense reason-
ing for natural language processing. In ACL: Tuto-
rial Abstracts, pages 27–33. Daniel N Sosa, Alexander Derry, Margaret Guo,
Eric Wei, Connor Brinton, and Russ B Altman. 2019. A literature-based knowledge graph embed-
ding method for identifying drug repurposing oppor-
tunities in rare diseases. In PSB, pages 463–474. Yiwei Wang, Muhao Chen, Wenxuan Zhou Zhou,
Yujun Cai Cai, Yuxuan Liang, and Bryan Hooi. 2022c. Graphcache: Message passing as caching
for sentence-level relation extraction. In Findings of
NAACL. Zihan Wang, Jingbo Shang, Liyuan Liu, Lihao Lu, Ji-
acheng Liu, and Jiawei Han. 2019b. CrossWeigh:
Training named entity tagger from imperfect anno-
tations. In EMNLP, pages 5154–5163, Hong Kong,
China. Ananya Subburathinam, Di Lu, Heng Ji, Jonathan
May, Shih-Fu Chang, Avirup Sil, and Clare Voss. 2019. Cross-lingual structure transfer for rela-
tion and event extraction. In Proceedings of the
2019 Conference on Empirical Methods in Natu-
ral Language Processing and the 9th International
Joint Conference on Natural Language Processing
(EMNLP-IJCNLP), pages 313–325. Haoyang Wen, Ying Lin, Tuan Lai, Xiaoman Pan, Sha
Li, Xudong Lin, Ben Zhou, Manling Li, Haoyu
Wang, Hongming Zhang, et al. 2021. Resin: A dock-
erized schema-guided cross-document cross-lingual
cross-media information extraction and event track-
ing system. References In Proceedings of the
2019 Conference of the North American Chapter of
the Association for Computational Linguistics: Hu-
man Language Technologies, Volume 1 (Long and
Short Papers), pages 807–814. Lajanugen Logeswaran, Ming-Wei Chang, Kenton Lee,
Kristina Toutanova, Jacob Devlin, and Honglak Lee. 2019. Zero-shot entity linking by reading entity de-
scriptions. In Proceedings of the 57th Annual Meet-
ing of the Association for Computational Linguistics,
pages 3449–3460. Yaojie Lu, Hongyu Lin, Jin Xu, Xianpei Han, Jialong
Tang, Annan Li, Le Sun, Meng Liao, and Shaoyi
Chen. 2021. Text2event: Controllable sequence-to-
structure generation for end-to-end event extraction. In ACL. Xiaoman Pan, Boliang Zhang, Jonathan May, Joel
Nothman, Kevin Knight, and Heng Ji. 2017. Cross-
lingual name tagging and linking for 282 languages. In Proc. the 55th Annual Meeting of the Association
for Computational Linguistics (ACL2017). Michal Lukasik, Srinadh Bhojanapalli, Aditya Menon,
and Sanjiv Kumar. 2020. Does label smoothing mit-
igate label noise? In ICML, pages 6448–6458. Xingyuan Pan, Maitrey Mehta, and Vivek Srikumar. 2020. Learning constraints for structured prediction
using rectifier networks. In ACL, pages 4843–4858. 21 Pramuditha Perera and Vishal M Patel. 2019. Deep
transfer learning for multiple class novelty detection. In CVPR, pages 11544–11552. Haoyu Wang, Muhao Chen, Hongming Zhang, and
Dan Roth. 2020. Joint constrained learning for
event-event relation extraction. In EMNLP. Sarah Pratt, Mark Yatskar, Luca Weihs, Ali Farhadi,
and Aniruddha Kembhavi. 2020. Grounded situa-
tion recognition. In European Conference on Com-
puter Vision, pages 314–332. Springer. Haoyu Wang, Hongming Zhang, Muhao Chen, and
Dan Roth. 2021a. Learning constraints and de-
scriptive segmentation for subevent detection. In
EMNLP. Chen Qian, Fuli Feng, Lijie Wen, Chunping Ma, and
Pengjun Xie. 2021. Counterfactual inference for
text classification debiasing. In Proceedings of the
59th Annual Meeting of the Association for Compu-
tational Linguistics and the 11th International Joint
Conference on Natural Language Processing (Vol-
ume 1: Long Papers), pages 5434–5445. Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao Guo,
Shiyu Chang, and William Yang Wang. 2019a. Sen-
tence embedding alignment for lifelong relation ex-
traction. In Proceedings of the 2019 Conference of
the North American Chapter of the Association for
Computational Linguistics: Human Language Tech-
nologies, Volume 1 (Long and Short Papers), pages
796–806. Yujie Qian, Enrico Santus, Zhijing Jin, Jiang Guo, and
Regina Barzilay. 2019. Graphie: A graph-based
framework for information extraction. References In Proceedings of the 2021 Conference
of the North American Chapter of the Association
for Computational Linguistics: Human Language
Technologies: Demonstrations, pages 133–143. Chen-Tse Tsai, Stephen Mayhew, and Dan Roth. 2016. Cross-lingual named entity recognition via wikifica-
tion. In Proceedings of The 20th SIGNLL Confer-
ence on Computational Natural Language Learning,
pages 219–228. Minh Van Nguyen, Viet Lai, and Thien Huu Nguyen. 2021. Cross-task instance representation interac-
tions and label dependencies for joint information
extraction with graph convolutional networks. In
Proceedings of the 2021 Conference of the North
American Chapter of the Association for Computa-
tional Linguistics: Human Language Technologies,
pages 27–38. Shijie Wu and Mark Dredze. 2019. Beto, bentz, be-
cas: The surprising cross-lingual effectiveness of
bert. In Proceedings of the 2019 Conference on
Empirical Methods in Natural Language Processing
and the 9th International Joint Conference on Natu-
ral Language Processing (EMNLP-IJCNLP), pages
833–844. 22 Xiyang Zhang, Muhao Chen, and Jonathan May. 2021b. Salience-aware event chain modeling for narrative
understanding. In EMNLP. Wei Wu, Fei Wang, Arianna Yuan, Fei Wu, and Ji-
wei Li. 2020. CorefQA: Coreference resolution as
query-based span prediction. In Proceedings of the
58th Annual Meeting of the Association for Compu-
tational Linguistics, pages 6953–6963, Online. As-
sociation for Computational Linguistics. Yi Zhang,
Zachary Ives,
and Dan Roth. 2019. Evidence-based trustworthiness. In ACL, pages
413–423. Patrick Xia and Benjamin Van Durme. 2021. Moving
on from ontonotes: Coreference resolution model
transfer. arXiv preprint arXiv:2104.08457. Yi Zhang, Zachary G. Ives, and Dan Roth. 2020b. "Who said it, and Why?" Provenance for Natural
Language Claims. In Proc. of the Annual Meet-
ing of the Association for Computational Linguistics
(ACL). Mahsa Yarmohammadi, Shijie Wu, Marc Marone, Hao-
ran Xu, Seth Ebner, Guanghui Qin, Yunmo Chen,
Jialiang Guo, Craig Harman, Kenton Murray, et al. 2021. Everything is all it takes: A multipronged
strategy for zero-shot cross-lingual information ex-
traction. arXiv preprint arXiv:2109.06798. Yunyi Zhang, Jiaming Shen, Jingbo Shang, and Jiawei
Han. 2020c. Empower entity set expansion via lan-
guage model probing. ACL. Zixuan Zhang, Nikolaus Nova Parulian, Heng Ji,
Ahmed S. Elsayed, Skatje Myers, and Martha
Palmer. 2021c. Biomedical information extraction
based on knowledge-enriched abstract meaning rep-
resentation. In Proc. The Joint Conference of the
59th Annual Meeting of the Association for Compu-
tational Linguistics and the 11th International Joint
Conference on Natural Language Processing (ACL-
IJCNLP 2021). Mark Yatskar, Luke Zettlemoyer, and Ali Farhadi. 2016. References Situation recognition: Visual semantic role
labeling for image understanding. In Proceedings of
the IEEE conference on computer vision and pattern
recognition, pages 5534–5542. Wenpeng Yin, Nazneen Fatema Rajani, Dragomir
Radev, Richard Socher, and Caiming Xiong. 2020. Universal natural language processing with limited
annotations: Try few-shot textual entailment as a
start. In EMNLP, pages 8229–8239. Ben Zhou, Daniel Khashabi, Chen-Tse Tsai, and Dan
Roth. 2018. Zero-shot open entity typing as type-
compatible grounding. In EMNLP. Pengfei Yu, Heng Ji, and Premkumar Natarajan. 2021. Lifelong event detection with knowledge transfer. In
Proc. The 2021 Conference on Empirical Methods in
Natural Language Processing (EMNLP2021). Ben Zhou, Qiang Ning, Daniel Khashabi, and Dan
Roth. 2020. Temporal common sense acquisition
with minimal supervision. ACL. Ben Zhou, Kyle Richardson, Qiang Ning, Tushar Khot,
Ashish Sabharwal, and Dan Roth. 2021a. Tempo-
ral reasoning on implicit events from distant super-
vision. NAACL. Pengfei Yu, Zixuan Zhang, Clare Voss, Jonathan May,
and Heng Ji. 2022. Event extractor with only a few
examples. In Proc. NAACL2022 workshop on Deep
Learning for Low Resource NLP. Joey Tianyi Zhou, Hao Zhang, Di Jin, Hongyuan Zhu,
Meng Fang, Rick Siow Mong Goh, and Kenneth
Kwok. 2019. Dual adversarial neural transfer for
low-resource named entity recognition. In Proceed-
ings of the 57th Annual Meeting of the Association
for Computational Linguistics, pages 3461–3471. Alireza Zareian, Svebor Karaman, and Shih-Fu Chang. 2020. Weakly supervised visual semantic pars-
ing. In Proceedings of the IEEE/CVF Conference
on Computer Vision and Pattern Recognition, pages
3736–3745. Runhao Zeng, Wenbing Huang, Mingkui Tan, Yu Rong,
Peilin Zhao, Junzhou Huang, and Chuang Gan. 2019. Graph convolutional networks for temporal action
localization. In Proceedings of the IEEE/CVF In-
ternational Conference on Computer Vision, pages
7094–7103. Wenxuan Zhou and Muhao Chen. 2021. Learning from
noisy labels for entity-centric information extraction. In EMNLP. Wenxuan Zhou, Fangyu Liu, and Muhao Chen. 2021b. Contrastive out-of-distribution detection for pre-
trained transformers. In EMNLP. Linhai Zhang, Deyu Zhou, Yulan He, and Zeng Yang. 2021a. Merl:
Multimodal event representation
learning in heterogeneous embedding spaces. In
Proceedings of the AAAI Conference on Artificial In-
telligence, volume 35, pages 14420–14427. • Muhao Chen: A.1
Past Tutorials by the Instructors The presenters of this tutorial have given the follow-
ing tutorials at leading international conferences
and venues in the past: Xikun Zhang, Deepak Ramachandran, Ian Tenney,
Yanai Elazar, and Dan Roth. 2020a. Do language
embeddings capture scales? In Proceedings of the
2020 Conference on Empirical Methods in Natural
Language Processing: Findings, pages 4889–4896. 23 – ACL’21: Event-Centric Natural Language Pro-
cessing. – ACL’14: Wikification and Beyond: The Chal-
lenges of Entity and Concept Grounding. – ACL’21: Event-Centric Natural Language Pro-
cessing. – AAAI’21: Event-Centric Natural Language Un-
derstanding. – AAAI’21: Event-Centric Natural Language Un-
derstanding. – NLPCC’14: Wikification and Beyond: The Chal-
lenges of Entity and Concept Grounding. – NLPCC’14: Wikification and Beyond: The Chal-
lenges of Entity and Concept Grounding. – KDD’21: From Tables to Knowledge: Recent
Advances in Table Understanding. – KDD’21: From Tables to Knowledge: Recent
Advances in Table Understanding. AAAI’20 R
Ad
f T
f
bl R
– COLING’12: Temporal Information Extraction
and Shallow Temporal Reasoning. – COLING’12: Temporal Information Extraction
and Shallow Temporal Reasoning. – AAAI’20: Recent Advances of Transferable Rep-
resentation Learning. • • Dan Roth: • Dan Roth: – ACL’21: Event-Centric Natural Language Pro-
cessing. • Manling Li: – ACL’21: Event-Centric Natural Language Pro-
cessing. – AAAI’21: Event-Centric Natural Language Un-
derstanding. – AAAI’21: Event-Centric Natural Language Un-
derstanding. – ACL’20: Commonsense Reasoning for Natural
Language Processing. • Heng Ji: – AAAI’20: Recent Advances of Transferable Rep-
resentation Learning. – KDD’22: The Battlefront of Combating Misinfor-
mation and Coping with Media Bias. – ACL’18: A tutorial on Multi-lingual Entity Dis-
covery and Linking. – AACL’22: The Battlefront of Combating Misin-
formation and Coping with Media Bias. – EACL’17: A tutorial on Integer Linear Program-
ming Formulations in Natural Language Process-
ing. – KDD’22: New Frontiers of Scientific Text Min-
ing: Tasks, Data, and Tools. – AAAI’16: A tutorial on Structured Prediction. – WWW’22: Modern Natural Language Process-
ing Techniques for Scientific Web Mining: Tasks,
Data, and Tools. – ACL’14: A tutorial on Wikification and Entity
Linking. – AAAI’13: Information Trustworthiness. – AAAI’22: Deep Learning on Graphs for Natural
Language Processing. – COLING’12: A Tutorial on Temporal Informa-
tion Extraction and Shallow Temporal Reasoning. – KDD’21: Deep Learning on Graphs for Natural
Language Processing. – NAACL’12: A Tutorial on Constrained Condi-
tional Models: Structured Predictions in NLP. – IJCAI’21: Deep Learning on Graphs for Natural
Language Processing. A.1
Past Tutorials by the Instructors – NAACL’10: A Tutorial on Integer Linear Pro-
gramming Methods in NLP. – NAACL’10: A Tutorial on Integer Linear Pro-
gramming Methods in NLP. – SIGIR’21: Deep Learning on Graphs for Natural
Language Processing. – EACL’09: A Tutorial on Constrained Conditional
Models. – EACL’09: A Tutorial on Constrained Conditional
Models. – EMNLP’21: Knowledge-Enriched Natural Lan-
guage Generation. – ACL’07: A Tutorial on Textual Entailment. A.2
Recommended Paper List – ACL’21: Event-Centric Natural Language Pro-
cessing. The following is a reading list that could help pro-
vide background knowledge to the audience before
attending this tutorial: – NAACL’21: Deep Learning on Graphs for Natu-
ral Language Processing. – AAAI’21: Event-Centric Natural Language Un-
derstanding. • Wenxuan Zhou, Muhao Chen. Learning from
Noisy Labels for Entity-Centric Information Ex-
traction. EMNLP, 2021. – CCL’18 and NLP-NADB’18: Multi-lingual Entity
Discovery and Linking. • Wenxuan Zhou, Fanyu Liu, Muhao Chen. Con-
trastive Out-of-Distribution Detection for Pre-
trained Transformers. EMNLP, 2021. – ACL’18: Multi-lingual Entity Discovery and Link-
ing. – SIGMOD’16: Automatic Entity Recognition and
Typing in Massive Text Data. • Xingyuan Pan, Maitrey Mehta, Vivek Srikumar. Learning Constraints for Structured Prediction Us-
ing Rectifier Networks. ACL, 2020. – ACL’15: Successful Data Mining Methods for
NLP. 24 • Hangfeng He, Mingyuan Zhang, Qiang Ning, Dan
Roth. Foreseeing the Benefits of Incidental Super-
vision. EMNLP, 2021. • Hangfeng He, Mingyuan Zhang, Qiang Ning, Dan
Roth. Foreseeing the Benefits of Incidental Super-
vision. EMNLP, 2021. • Ben Zhou, Qiang Ning, Daniel Khashabi, Dan
Roth. Temporal Common Sense Acquisition with
Minimal Supervision. ACL, 2020. • Wenpeng Yin, Nazneen Fatema Rajani, Dragomir
Radev, Richard Socher, Caiming Xiong. Universal
natural language processing with limited annota-
tions: Try few-shot textual entailment as astart. EMNLP, 2020. • Bangzheng Li, Wenpeng Yin, Muhao Chen. Ultra-
fine Entity Typing with Indirect Supervision from
Natural Language Inference. TACL, 2022. • Bangzheng Li, Wenpeng Yin, Muhao Chen. Ultra-
fine Entity Typing with Indirect Supervision from
Natural Language Inference. TACL, 2022. • Lifu Huang, Heng Ji, Kyunghyun Cho, Ido Dagan,
Sebastian Riedel, Clare Voss. Zero-shot transfer
learning for event extraction. ACL, 2018. • Ananya Subburathinam, Di Lu, Heng Ji, Jonathan
May, Shih-Fu Chang, Avirup Sil, Clare Voss. Cross-lingual structure transfer for relation and
event extraction. EMNLP, 2019. • Ananya Subburathinam, Di Lu, Heng Ji, Jonathan
May, Shih-Fu Chang, Avirup Sil, Clare Voss. Cross-lingual structure transfer for relation and
event extraction. EMNLP, 2019. • Hong Wang, Wenhan Xiong, Mo Yu, Xiaoxiao
Guo, Shiyu Chang, William Yang Wang. Sentence
Embedding Alignment for Lifelong Relation Ex-
traction. NAACL, 2019. • Hassan Akbari, Svebor Karaman, Surabhi Bhar-
gava, Brian Chen, Carl Vondrick, and Shih-Fu
Chang. Multi-level multimodal common semantic
space for image-phrase grounding. CVPR, 2019. • Manling Li, Alireza Zareian, Qi Zeng, Spencer
Whitehead, Di Lu, Heng Ji, Shih-Fu Chang. Cross-
media structured common space for multimedia
event extraction. A.2
Recommended Paper List ACL, 2020. 25
|
https://openalex.org/W2591801370
|
https://europepmc.org/articles/pmc5362264?pdf=render
|
English
| null |
Electrostatic anchoring precedes stable membrane attachment of SNAP25/SNAP23 to the plasma membrane
|
eLife
| 2,017
|
cc-by
| 11,277
|
Electrostatic anchoring precedes stable
membrane attachment of SNAP25/
SNAP23 to the plasma membrane Pascal Weber1, Helena Batoulis1, Kerstin M Rink2, Stefan Dahlhoff1,
Kerstin Pinkwart1, Thomas H So¨ llner2, Thorsten Lang1* Pascal Weber1, Helena Batoulis1, Kerstin M Rink2, Stefan Dahlhoff1,
Kerstin Pinkwart1, Thomas H So¨ llner2, Thorsten Lang1* 1Membrane Biochemistry, Life and Medical Sciences (LIMES) Institute, University of
Bonn, Bonn, Germany; 2Heidelberg University Biochemistry Center (BZH),
Heidelberg, Germany Abstract The SNAREs SNAP25 and SNAP23 are proteins that are initially cytosolic after
translation, but then become stably attached to the cell membrane through palmitoylation of
cysteine residues. For palmitoylation to occur, membrane association is a prerequisite, but it is
unclear which motif may increase the affinities of the proteins for the target membrane. In
experiments with rat neuroendocrine cells, we find that a few basic amino acids in the cysteine-rich
region of SNAP25 and SNAP23 are essential for plasma membrane targeting. Reconstitution of
membrane-protein binding in a liposome assay shows that the mechanism involves protein
electrostatics between basic amino acid residues and acidic lipids such as phosphoinositides that
play a primary role in these interactions. Hence, we identify an electrostatic anchoring mechanism
underlying initial plasma membrane contact by SNARE proteins, which subsequently become
palmitoylated at the plasma membrane. /
f RESEARCH ARTICLE Electrostatic anchoring precedes stable
membrane attachment of SNAP25/
SNAP23 to the plasma membrane Introduction For example, when a neuron is
stimulated, vesicles merge with its cell membrane and release their content into a gap between
itself and other neurons. This complicated process involves many steps and molecules, including
proteins called SNAREs. Some SNARE proteins reside at the inner side of the cell membrane and help vesicles to fuse
with this membrane. Two SNARE proteins called SNAP25 and SNAP23 are produced in the liquid
inside the cell and initially float freely. Eventually, these proteins become directly anchored to the
cell membrane, however, not much is known about what happens to these proteins in between
these stages, or how they first attach to the membrane before anchoring to it. Electrostatic forces between oppositely charged molecules are known to be important for them
to bind with each other. Here, electrostatic forces are less likely to occur because SNAP25 and
SNAP23 are both mostly negatively charged, and should therefore be repelled from the cell
membrane, which also typically has a negative charge. However, both SNAP25 and SNAP23 have a
small cluster of positively charged amino acids (the building blocks of proteins) near the attachment
site, and Weber et al. have now tested whether this charge is sufficient to overcome the predicted
repulsion. The approach involved making mutant proteins with either more or less positively charged
attachment regions. Mutant SNAP25 or SNAP23 proteins with more positive charges may stick more
tightly but not necessarily more permanently to the membrane. However, when the number of
positive charges was lowered, more of the proteins remained floating freely in the liquid inside the
cell. These results suggest that even a small number of positively charged amino acids is sufficient to
help a protein bind to a cell membrane for further processing. The findings of Weber et al. reveal an early step in the life cycle of SNAP25 and SNAP23 before
they anchor to the cell membrane. They suggest that finely tuned protein electrostatics can regulate
how long a protein spends at a specific site and thereby indirectly determine its fate. Such fine-
tuned protein electrostatics are difficult to recognize and could represent an underestimated
regulatory mechanism in all types of cells. (Gonzalo et al., 1999; Greaves et al., 2010). For DHHC interactions to occur, proximity to the
membrane is an important factor and could even be rate limiting in the attachment process. Introduction Palmitoylation is a post-translational modification of a protein which causes its stable attachment to
a cellular membrane. Examples of proteins that follow this paradigm are the homologous SNARE
(soluble
N-ethylmaleimide-sensitive
factor
attachment
receptor)
proteins
SNAP25
and
SNAP23, which after translation are initially cytosolic proteins. In order to function in vesicle fusion,
they relocate to the plasma membrane. SNAP23 is ubiquitously expressed, whereas the neuronal
SNAP25 is highly abundant in the synapse and in the plasma membrane of neuroendocrine cells
(Jahn and Fasshauer, 2012; Wilhelm et al., 2014; Knowles et al., 2010). Stable attachment to
membranes is achieved after palmitoylation of a cysteine cluster, which is most probably catalyzed
by the plasma membrane resident palmitoyl acyltransferase DHHC2. DHHC2 is characterized by the
presence
of
a
conserved
DH(H/Y)C
motif
and
can
palmitoylate
SNAP25
and
SNAP23
(Greaves et al., 2010). Competing interests: The
authors declare that no
competing interests exist. Funding: See page 16
Received: 05 July 2016
Accepted: 26 February 2017
Published: 27 February 2017 Reviewing editor: Axel T
Brunger, Stanford University
Medical Center, United States Reviewing editor: Axel T
Brunger, Stanford University
Medical Center, United States Reviewing editor: Axel T
Brunger, Stanford University
Medical Center, United States The majority of SNAP25 molecules reside in the plasma membrane, while 20% are located in a
perinuclear recycling endosome-trans-Golgi network (Aikawa et al., 2006). A two-compartment
model for SNAP25 trafficking has been proposed which speculates that the endocytic recycling
of SNAP25 might be coupled to its depalmitoylation, followed by its repalmitoylation and recycling
back to the plasma membrane (Aikawa et al., 2006). In any case, in steady-state, the large majority
of SNAP25 molecules are stably attached to the cell membrane. Copyright Weber et al. This
article is distributed under the
terms of the Creative Commons
Attribution License, which
permits unrestricted use and
redistribution provided that the
original author and source are
credited. The minimal domain necessary for SNAP25 plasma membrane targeting has been mapped to
amino acids 85–120 (Gonzalo et al., 1999), comprising the cysteine cluster at the N-terminus (for
relevant SNAP25 region see Figure 1), while the C-terminus interacts with DHHC proteins 1 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article Research article Biophysics and Structural Biology
Cell Biology eLife digest Cells often communicate with each other by releasing chemicals that normally are
stored in small membrane-bound compartments called vesicles. Introduction SNAP25 and SNAP23 are not modified in the cytosol by isoprenyl- or myristoyl groups, which
would increase their membrane affinity and facilitate initial membrane contact; neither receptors nor
membrane-targeting motifs have been identified previously and thus there has been some debate
over how this initial contact may be mediated. Polybasic amino acid patches are known to mediate non-specific interactions with anionic lipids. For instance, plasma membrane targeting of myristoylated K-Ras requires an N-terminal polybasic
domain (Cadwallader et al., 1994; Wright and Philips, 2006), which localizes G protein a subunits
to the plasma membrane, although this region is not required for subunit palmitoylation
(Pedone and Hepler, 2007; Crouthamel et al., 2008). Other examples suggest that phosphoryla-
tion of basic residues located upstream of palmitoylated cysteines regulates the palmitoylation of a
potassium channel through an electrostatic switch (Jeffries et al., 2012). In some instances, polyba-
sic patches are the main driving force for protein attachment to the negatively charged plasma
membrane (Cho and Stahelin, 2005). SNAP25 has a net negative charge: of its 206 amino acids, 21% are negatively and 14% are posi-
tively charged. Still, a modest excess of three positive charges around the cysteine cluster might be
available for non-specific interactions with anionic lipids. Nevertheless, this charge accumulation
appears very small when compared to the number of positive charges that mediate electrostatic
contacts in other cellular processes (Heo et al., 2006). Here, we set out to investigate whether the
subcellular distribution of SNAP25 and SNAP23 can be regulated through such a small accumulation
of positive charges, despite the proteins’ overall negative net charge. Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 2 of 18 Research article Research article Figure 1. SNAP25 plasma membrane targeting in live cells. (a) Diagram of the amino acid sequences from position 51 to 125 for wild type S
or several constructs in which the net charge of the cysteine rich region (CRR; box) is increased or decreased. Numbers associated with the
names refer to the net charge of the CRR. Cysteines are highlighted in yellow; negatively and positively charged amino acids are highlighted
blue, respectively. A net charge of +3 is found in all mammalian SNAP25 proteins whose encoding genes are available in the UniProtKB/Swis
Figure 1 continued on next page
Research article
Biophysics and Structural Biology
C Biophysics and Structural Biology
Cell Biology Figure 1. SNAP25 plasma membrane targeting in live cells. Analysis of SNAP25 targeting in live cells Analysis of SNAP25 targeting in live cells We wondered whether the above mentioned small charge accumulation close to the cysteine cluster
is exclusively found in rat SNAP25. Comparison of the cysteine-rich region of the SNAP25 protein
(UniProtKB/Swiss-Prot-data bank) in a variety of species revealed that this region carries a net posi-
tive charge in all species except Drosophila (Figure 1—figure supplement 1). The distribution of
charged amino acids adds up to +3 in all seven mammalian species, and also in chicken, zebrafish
and goldfish (although for zebrafish and goldfish there is also an isoform with a charge of +1). The
cysteine-rich region has four cysteines for palmitoylation in the centre, which are flanked by four
lysines on each side (Figure 1a). The sequence around the cysteines also contains five acidic amino
acids: four upstream and one downstream of the cysteines. Hence, eight basic and five acidic amino
acids yield a net charge of +3 located downstream of the cysteine cluster. If positive charges close to the cysteine cluster (Figure 1a) constitute the main driving force for
initial plasma membrane association, their elimination should diminish plasma membrane targeting. To test this hypothesis, we overexpressed GFP-tagged SNAP25 in neuroendocrine PC12 cells and
analysed how plasma membrane targeting depends on these charges. Equatorial optical sections
were imaged in live cells (Figure 1b). Linescans perpendicular to the plasma membrane reveal the
GFP-SNAP25 distribution at the cell periphery (plasma membrane + cytosol that optically cannot be
resolved) and the cytosol (Figure 1b and c). Relating these values to each other yields a ratio >1
if there is a plasma membrane-associated fraction. A variety of SNAP25 mutants with increased or decreased charge in the cysteine-rich region were
analysed. As control for non-targetable protein, cysteine palmitoylation sites were substituted by
glycines (Figure 1d). As expected, SNAP25 proteins that lacked cysteines (construct SNAP25(C-to-G))
did not locate to the plasma membrane (Figure 1d). We then reduced the charge from wt-SNAP25
(+3) to 1 by substituting four lysines with alanines (for construct details, see Figure 1a). In
SNAP25-1distal, the outer four lysines up- and downstream of the cysteine cluster are exchanged,
and in SNAP25-1proximal the four inner ones are exchanged. Both of these constructs showed
strongly diminished plasma membrane targeting (Figure 1e). Further reducing positive charges to a
net charge of 5, by substituting all eight lysines with alanines (SNAP25-5; see Figure 1a), abolishes
targeting almost completely (Figure 1e). Figure 1 continued Figure 1 continued bank (see Figure 1—figure supplement 1). (b) Confocal micrographs from live PC12 cells expressing wt-SNAP25 (+3), SNAP25–5 and SNAP25+10 as
N-terminally GFP-tagged constructs. Also shown are two more constructs, based on wt-SNAP25 (+3) and SNAP25+10, in which the four cysteines for
palmitoylation are exchanged for glycines (SNAP25(C-to-G) and SNAP25+10(C-to-G)). Red elongated boxes mark the regions of interest (ROIs) in which the
fluorescence distribution at the cell periphery was analysed by linescans. White graphs illustrate the corresponding fluorescence traces. (c) For one
experiment several traces were averaged. (d–f) Ratio between cell periphery and cytosol signal for (d) the variants lacking cysteines for palmitoylation,
(e) constructs with an altered charge around the cysteine cluster, and (f) a construct with an eliminated polybasic cluster located at the C-terminus of
SNAP25. Values are given as means ± S.E.M. (n = 3–19; t-test *p<0.05, **p<0.01, ***p<0.001, ns = not significant). For the constructs exhibiting weakest
and strongest targeting in (c), Figure 1—figure supplement 2 shows that the ratio between cell periphery and cytosol signal is independent of the
expression level. DOI: 10.7554/eLife.19394.003 e following figure supplements are available for figure 1 Figure supplement 1. Cysteine-rich regions from different species. DOI: 10.7554/eLife.19394.004 Figure supplement 1. Cysteine-rich regions from different species. DOI: 10.7554/eLife.19394.004 Figure supplement 2. No correlation between the periphery/cytosol signal ratio and the expression level. DOI: 10.7554/eLife.19394.005 Figure supplement 2. No correlation between the periphery/cytosol signal ratio and the expression level. DOI: 10.7554/eLife.19394.005 Research article Research article Biophysics and Structural Biology
Cell Biology Introduction (a) Diagram of the amino acid sequences from position 51 to 125 for wild type SNAP25 and
for several constructs in which the net charge of the cysteine rich region (CRR; box) is increased or decreased. Numbers associated with the constructs’
names refer to the net charge of the CRR. Cysteines are highlighted in yellow; negatively and positively charged amino acids are highlighted in red and
blue, respectively. A net charge of +3 is found in all mammalian SNAP25 proteins whose encoding genes are available in the UniProtKB/Swiss-Prot-data
Figure 1 continued on next page Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 3 of 18 Research article R Analysis of SNAP25 targeting in live cells We also tested a construct termed SNAP25-5hydrophob which is identical to SNAP25-5 except that
the lysines were not replaced by alanines but instead by more hydrophobic leucines (Figure 1a). The
reasoning for increasing the hydrophobicity is a previous report suggesting that the hydrophobicity
of this domain plays a role in initial membrane association (Greaves et al., 2009). Compared to
SNAP25-5, SNAP25-5hydrophob showed no increase in targeting; instead, targeting was further
reduced and hardly detectable. Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 4 of 18 Research article Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology We next tested whether more positive charges would increase targeting efficiency. Here, the find-
ing was ambiguous, as increasing the charge to +7 (SNAP25+7) or +10 (SNAP25+10; for constructs
see Figure 1a) diminishes or promotes targeting, respectively (Figure 1e). Substituting the cysteines
by
glycines
in
the
SNAP25+10
mutant
(SNAP25+10(C-to-G))
causes
a
cytosolic
distribution
(Figure
1d). Hence,
an
increase
in
positive
charges
cannot
substitute
for
attachment
by
palmitoylation. There is another small cluster of positive charges downstream of the cysteine-rich region in the
C-terminal part of the SNAP25 linker. Elimination of these charges by introducing the mutations
R191A, R198A and K201A has no effect on membrane targeting (Figure 1f). This indicates that the
mere presence of positive charges is not sufficient for membrane targeting. Rather, the position of
charged residues within the protein structure determines their effect. SNAP23 is 60% identical to SNAP25. Like SNAP25, it carries three positive charges in the cyste-
ine-rich region (Figure 2a). Reduction of the positive charges by six units in SNAP23-3 diminishes
membrane association (Figure 2). As observed for SNAP25, increase of positive charges can pro-
mote (see SNAP23+10 in Figure 2 and SNAP23+16 in Figure 2—figure supplement 1) or diminish
(see SNAP23+11a and SNAP23+11b in Figure 2—figure supplement 1) membrane targeting. Finally, exchange of cysteines for glycines (SNAP23(C-to-G)) yields a cytosolic distribution (Figure 2),
showing that palmitoylation is also required for stable attachment of SNAP23. Figure 2. SNAP23 plasma membrane targeting. (a) Amino acid sequences from positions 45 to 119 shown for SNAP23+10, wt-SNAP23 (+3) and
SNAP23-3. The box indicates the cysteine-rich region (CRR) in which mutations were introduced. Red, blue and yellow, respectively, highlight negatively
charged amino acids, positively charged amino acids and cysteines. (b, c) The periphery/cytosol signal ratio from confocal micrographs was analysed as
described in Figure 1. Research article Biophysics and Structural Biology
Cell Biology DOI: 10.7554/eLife.19394.008
h
f ll
f
l
l bl
f
f Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology In conclusion, the analysis of SNAP25/SNAP23 constructs shows that membrane targeting is
dependent on positive charges located close to the cysteine cluster. Charges > +3 can increase or
decrease targeting, suggesting that primary structure is not the only determinant for stronger
targeting and that secondary structural elements are also important. Structural features may define
whether the charges can be exposed to the membrane environment. Alternatively, they may deter-
mine the geometry of the electrostatic contact (and hence the accessibility of the cysteines) that
plays a role in the palmitoylation reaction. g
y
(
y
y
)
plays a role in the palmitoylation reaction. SNAP25-association with isolated membranes
In addition to immunofluorescence imaging, we employed an independent method to analyse the
subcellular distribution. SNAP25 constructs that showed strong effects in live cells and the constructs
without palmitoylation sites were studied by cell fractionation (Figure 3). In contrast to the imaging
analysis, the biochemical cell fractionation experiment makes it possible to relate the absolute
amounts of the membrane and cytosol fraction to each other. In line with the imaging experiments,
we observed that SNAP25-5 has a weaker and SNAP25+10 a stronger membrane association than
wt-SNAP25 (+3). In the imaging experiment, no membrane-associated fraction of SNAP25(C-to-G) or
SNAP25+10(C-to-G) was visible. This is different in the membrane fractionation assay where we
detected a small membrane-associated fraction for SNAP25+10(C-to-G) (Figure 3). This fraction might
have been overlooked by confocal microscopy, which is unable to resolve small plasma membrane-
associated pools in the presence of a strong cytosolic background. For a better microscopic analysis,
it was necessary to eliminate the cytosolic background. We therefore turned to ‘unroofed cells’
Figure 3. Subcellular distribution of SNAP25 constructs analysed by cell fractionation. PC12 cells expressing the
indicated constructs were mechanically homogenised followed by centrifugation, yielding supernatant and pellet
that contain the cytosolic and the membrane fraction, respectively. Fractions were analysed by Western blotting
using an antibody against GFP. Left: immunoblots of one representative experiment. For each construct, the
respective cytosol and membrane fractions are shown at arbitrary scaling (for the entire blot see Figure 3—figure
supplement 1; for the average expression levels see Figure 3—figure supplement 2). Right: the ratio between
membrane-associated and cytosolic protein was quantified from the band intensities. Values are given as means ±
S.E.M. (n = 4; t-test *p<0.05, **p<0.01, ***p<0.001). Research article Analysis of SNAP25 targeting in live cells Values are given as means ± S.E.M. (n = 3–8; t-test *p<0.05, **p<0.01, ***p<0.001). For more SNAP23 constructs, see Figure 2—
figure supplement 1. DOI: 10 7554/eLife 19394 006 Figure 2. SNAP23 plasma membrane targeting. (a) Amino acid sequences from positions 45 to 119 shown for SNAP23+10, wt-SNAP23 (+3) and
SNAP23-3. The box indicates the cysteine-rich region (CRR) in which mutations were introduced. Red, blue and yellow, respectively, highlight negatively
charged amino acids, positively charged amino acids and cysteines. (b, c) The periphery/cytosol signal ratio from confocal micrographs was analysed as
described in Figure 1. Values are given as means ± S.E.M. (n = 3–8; t-test *p<0.05, **p<0.01, ***p<0.001). For more SNAP23 constructs, see Figure 2—
figure supplement 1. DOI: 10.7554/eLife.19394.006
The following figure supplement is available for figure 2:
Figure supplement 1. Correlation between SNAP23 targeting and charge of the cysteine-rich region. DOI: 10 7554/eLife 19394 007 Figure 2. SNAP23 plasma membrane targeting. (a) Amino acid sequences from positions 45 to 119 shown for SNAP23+10, wt-SNAP23 (+3) and
SNAP23-3. The box indicates the cysteine-rich region (CRR) in which mutations were introduced. Red, blue and yellow, respectively, highlight negatively
charged amino acids, positively charged amino acids and cysteines. (b, c) The periphery/cytosol signal ratio from confocal micrographs was analysed as
described in Figure 1. Values are given as means ± S.E.M. (n = 3–8; t-test *p<0.05, **p<0.01, ***p<0.001). For more SNAP23 constructs, see Figure 2—
figure supplement 1. DOI: 10.7554/eLife.19394.006 5 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article Research article Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 SNAP25-association with isolated membranes In addition to immunofluorescence imaging, we employed an independent method to analyse the
subcellular distribution. SNAP25 constructs that showed strong effects in live cells and the constructs
without palmitoylation sites were studied by cell fractionation (Figure 3). In contrast to the imaging
analysis, the biochemical cell fractionation experiment makes it possible to relate the absolute
amounts of the membrane and cytosol fraction to each other. In line with the imaging experiments,
we observed that SNAP25-5 has a weaker and SNAP25+10 a stronger membrane association than
wt-SNAP25 (+3). In the imaging experiment, no membrane-associated fraction of SNAP25(C-to-G) or
SNAP25+10(C-to-G) was visible. This is different in the membrane fractionation assay where we
detected a small membrane-associated fraction for SNAP25+10(C-to-G) (Figure 3). This fraction might
have been overlooked by confocal microscopy, which is unable to resolve small plasma membrane-
associated pools in the presence of a strong cytosolic background. For a better microscopic analysis,
it was necessary to eliminate the cytosolic background. We therefore turned to ‘unroofed cells’ Figure 3. Subcellular distribution of SNAP25 constructs analysed by cell fractionation. PC12 cells expressing the
indicated constructs were mechanically homogenised followed by centrifugation, yielding supernatant and pellet
that contain the cytosolic and the membrane fraction, respectively. Fractions were analysed by Western blotting
using an antibody against GFP. Left: immunoblots of one representative experiment. For each construct, the
respective cytosol and membrane fractions are shown at arbitrary scaling (for the entire blot see Figure 3—figure
supplement 1; for the average expression levels see Figure 3—figure supplement 2). Right: the ratio between
membrane-associated and cytosolic protein was quantified from the band intensities. Values are given as means ±
S.E.M. (n = 4; t-test *p<0.05, **p<0.01, ***p<0.001). DOI 10 7554/ Lif
19394 008 Figure 3. Subcellular distribution of SNAP25 constructs analysed by cell fractionation. PC12 cells expressing the
indicated constructs were mechanically homogenised followed by centrifugation, yielding supernatant and pellet
that contain the cytosolic and the membrane fraction, respectively. Fractions were analysed by Western blotting
using an antibody against GFP. Left: immunoblots of one representative experiment. For each construct, the
respective cytosol and membrane fractions are shown at arbitrary scaling (for the entire blot see Figure 3—figure
supplement 1; for the average expression levels see Figure 3—figure supplement 2). Right: the ratio between
membrane-associated and cytosolic protein was quantified from the band intensities. Values are given as means ±
S.E.M. (n = 4; t-test *p<0.05, **p<0.01, ***p<0.001). Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology (Heuser, 2000), also called plasma membrane sheets. To achieve this, cells were exposed to a brief
ultrasound pulse that exerts a shearing force to the upper cellular parts, leaving behind the basal
plasma membranes. Then, the membrane sheets were imaged to quantify the recruited protein in
the absence of the cytosolic background. Wt-SNAP25 (+3), SNAP25-5 and SNAP25+10 were readily
detected on the membrane sheets (Figure 4) in amounts that would be expected from the confocal
microscopic subcellular distribution analysis. SNAP25(C-to-G) was not detectable, either because it is
present at undetectable amounts after membrane sheet generation (see also the hardly detectable
membrane fraction of SNAP25(C-to-G) in the cell fractionation assay in Figure 3), or because it binds
weakly and washes off during sample mounting and imaging (which takes up to » 35 min in total). By contrast, SNAP25 +10(C-to-G) was clearly present, despite the absence of palmitoylation sites, doc-
umenting a higher plasma membrane affinity when compared to SNAP25(C-to-G). (Heuser, 2000), also called plasma membrane sheets. To achieve this, cells were exposed to a brief
ultrasound pulse that exerts a shearing force to the upper cellular parts, leaving behind the basal
plasma membranes. Then, the membrane sheets were imaged to quantify the recruited protein in
the absence of the cytosolic background. Wt-SNAP25 (+3), SNAP25-5 and SNAP25+10 were readily
detected on the membrane sheets (Figure 4) in amounts that would be expected from the confocal
microscopic subcellular distribution analysis. SNAP25(C-to-G) was not detectable, either because it is
present at undetectable amounts after membrane sheet generation (see also the hardly detectable
membrane fraction of SNAP25(C-to-G) in the cell fractionation assay in Figure 3), or because it binds
weakly and washes off during sample mounting and imaging (which takes up to » 35 min in total). By contrast, SNAP25 +10(C-to-G) was clearly present, despite the absence of palmitoylation sites, doc-
umenting a higher plasma membrane affinity when compared to SNAP25(C-to-G). Assessment of palmitoylation Cell fractionation and membrane sheet experiments both show that an increase in positive charge
produces a membrane-associated fraction even in the absence of palmitoylation. This poses the
question of whether the small increase in membrane targeting of SNAP25+10 is, in part, achieved
independently from stable membrane-attachment through palmitoylation. To clarify this issue, we examined whether the extent of plasma membrane targeting correlates
with the degree of palmitoylation for wt-SNAP25 (+3), SNAP25-5 and SNAP25+10, using SNAP25(C-
to-G) as a negative control. Freshly transfected cells were incubated with a palmitate analogue carry-
ing an alkyne-group to allow click-labelling with a fluorophore. Hence, the newly synthesized
SNAP25 constructs should be palmitoylated by the clickable palmitate. Cells were lysed and the con-
structs were immunoprecipitated using their GFP-tags. A Cy5-fluorophore was covalently attached
to the alkyne group through click-chemistry and the immunoprecipitate was subjected to western
blot analysis. The membrane was immunostained for GFP, and the palmitate-Cy5 fluorescence was
related to the GFP signal. As expected, the data show that SNAP25-5 is much less palmitoylated
than wt-SNAP25 (+3), and SNAP25(C-to-G) shows no detectable traces of clickable-palmitates (Fig-
ure 5). SNAP25+10 is not significantly more palmitoylated than wt-SNAP25 (+3) (Figure 5). The outcome of this experiment is well in line with (i) the linescan analysis (Figure 1), (ii) the bio-
chemical cell fractionation assay (Figure 3) and (iii) the membrane sheet association assay (Figure 4). The four different test systems indicate that SNAP25-5 is less targeted to the plasma membrane and
less palmitoylated than wt-SNAP25 (+3). Moreover, SNAP25(C-to-G) cannot associate with the mem-
brane. Finally, SNAP25+10 shows a trend towards increased targeting. However, the data suggest
that SNAP25+10 associates with the plasma membrane not only through palmitoylation but also by
pure protein electrostatics. SNAP25-association with isolated membranes Figure supplement 1. Entire Western blot. DOI: 10.7554/eLife.19394.009 Figure supplement 2. Variation of expression levels. 6 of 18 6 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article Research article Effect of mutations on the interaction with syntaxin Initial plasma membrane association via protein electrostatics may not be the only mechanism
affected by the introduced mutations. A disturbed interaction with palmitoyl transferases is unlikely
as all of the substitutions are located distal to the QPARV motif which is important for the interaction
of SNAP25 and DHHC palmitoyl transferases (Greaves et al., 2010). However, some mutations map
to the N-terminal SNARE motif of SNAP25 that interacts with plasmalemmal syntaxin 1A. Early stud-
ies on SNAP25 plasma membrane targeting proposed syntaxin as the receptor for initial contact
establishment (Vogel et al., 2000; Washbourne et al., 2001), although a subsequent study pro-
vided compelling evidence against this hypothesis (Loranger and Linder, 2002). To test whether our mutations affect the formation of a complex with syntaxin, we employed a
fluorescence recovery after photobleaching (FRAP) assay. This assay is capable of probing interac-
tions between SNAP25 and syntaxin by measuring the mobility of SNAP25 (Halemani et al., 2010). Mobility diminishes the stronger SNAP25 binds to syntaxin and the more syntaxin is present. The
slow-down is dependent on a syntaxin–SNAP25 interaction, as it requires the N-terminal SNARE
motif of SNAP25. Moreover, a mutant carrying introduced prolines in the N-terminal SNARE-motif
of SNAP25 (prolines interfere with the alpha-helix formation, which in turn is required for SNARE-
complex formation) moves almost independently of the syntaxin concentration (Halemani et al.,
2010). We tested our constructs on membrane sheets with or without co-expressed syntaxin 1A-
RFP. Syntaxin 1A-RFP slows down the mobility of wt-SNAP25 (+3), SNAP25-5 and SNAP25+10 in a Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 7 of 18 Research article Research article Biophysics and Structural Biology
Cell Biology Figure 4. Association of wt-SNAP25 (+3), SNAP25-5, SNAP25+10 and SNAP25+10(C-to-G) with isolated plasma membranes. (a) Plasma me
were generated from cells expressing the indicated GFP-SNAP25 constructs by mechanical shearing forces, followed by direct imaging. D
imaging, the sample was screened for green fluorescence and all membranes exhibiting green fluorescence were imaged in the green ch
followed by imaging of the blue channel. We also analysed sheets from cells transfected with SNAP25(C-to-G), but in these samples, no gre
Figure 4 continued on next page
Research article
Biophysics and Structural Biolog Figure 4. Association of wt-SNAP25 (+3), SNAP25-5, SNAP25+10 and SNAP25+10(C-to-G) with isolated plasma membranes. (a) Plasma membrane sheets
were generated from cells expressing the indicated GFP-SNAP25 constructs by mechanical shearing forces, followed by direct imaging. Figure 4 continued fluorescence was visually detectable in the screening process. Top, blue fluorescent dye (TMA-DPH) visualizing the location and shape of the
membrane sheets; bottom, GFP fluorescence of the membrane sheet associated SNAP25 variants. The same images are shown at two different lookup
tables (LUT). (b) Quantification of GFP-fluorescence on membrane sheets, normalized to wt-SNAP25 (+3). Values are given as means ± S.E.M. (n = 3–7;
t-test *p<0.05, **p<0.01, ***p<0.001). DOI: 10.7554/eLife.19394.011 similar fashion, arguing against an altered capability of complex formation caused by the introduced
mutations (Figure 6). Therefore, we conclude that the differences in initial membrane association are
not due to an altered affinity of binding to syntaxin. similar fashion, arguing against an altered capability of complex formation caused by the introduced
mutations (Figure 6). Therefore, we conclude that the differences in initial membrane association are
not due to an altered affinity of binding to syntaxin. Figure 5. Assessment of the palmitoylation of GFP-SNAP25 constructs. PC12 cells were transfected with wt-
SNAP25 (+3), SNAP25-5, SNAP25+10, or SNAP25(C-to-G) and fed with alkyne-palmitate overnight. Cells were then
lysed, and the GFP-tagged constructs were immunoprecipitated. Subsequently, a click reaction with Cy5-azide was
performed to label incorporated palmitate, and the samples were subjected to SDS-PAGE and Western blotting. The amount of protein was quantified by immunolabelling (anti-GFP antibody/IRDye-labelled secondary antibody)
and used for normalization of the palmitate-Cy5 signal, yielding the palmitate/GFP ratio. The panels show the
fluorescence of the palmitate-Cy5 (top) and the GFP signal (bottom) of one representative immunoblot. The bar
chart shows palmitate/GFP ratios of n = 5 independent experiments (mean + S.E.M.; t-test *p<0.05, **p<0.01,
***p<0.001, ns = not significant). DOI: 10.7554/eLife.19394.012 Figure 5. Assessment of the palmitoylation of GFP-SNAP25 constructs. PC12 cells were transfected with wt-
SNAP25 (+3), SNAP25-5, SNAP25+10, or SNAP25(C-to-G) and fed with alkyne-palmitate overnight. Cells were then
lysed, and the GFP-tagged constructs were immunoprecipitated. Subsequently, a click reaction with Cy5-azide was
performed to label incorporated palmitate, and the samples were subjected to SDS-PAGE and Western blotting. The amount of protein was quantified by immunolabelling (anti-GFP antibody/IRDye-labelled secondary antibody)
and used for normalization of the palmitate-Cy5 signal, yielding the palmitate/GFP ratio. The panels show the
fluorescence of the palmitate-Cy5 (top) and the GFP signal (bottom) of one representative immunoblot. The bar
chart shows palmitate/GFP ratios of n = 5 independent experiments (mean + S.E.M.; t-test *p<0.05, **p<0.01,
***p<0.001, ns = not significant). Effect of mutations on the interaction with syntaxin During
imaging, the sample was screened for green fluorescence and all membranes exhibiting green fluorescence were imaged in the green channel,
followed by imaging of the blue channel. We also analysed sheets from cells transfected with SNAP25(C-to-G), but in these samples, no green
Figure 4 continued on next page Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 8 of 18 R Research article Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology Figure 4 continued DOI: 10 7554/eLife 19394 012 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 9 of 18 9 of 18 Research article Research article Biophysics and Structural Biology
Cell Biology Figure 6. Probing the interaction of SNAP25 constructs with syntaxin 1A. (a) Illustration of a fluorescence recovery after photobleaching (FRAP)
experiment that measures SNAP25 interactions with syntaxin on membrane sheets generated from PC12 cells expressing the respective constructs. Figure 6. Probing the interaction of SNAP25 constructs with syntaxin 1A. (a) Illustration of a fluorescence recovery after photobleaching (FRAP)
experiment that measures SNAP25 interactions with syntaxin on membrane sheets generated from PC12 cells expressing the respective constructs. GFP-SNAP25 mobility was analysed in the absence (top row) or presence (bottom row) of co-expressed syntaxin 1A-RFP (for RFP fluorescence see
images on the left shown at the same scaling). Right (from left to right): membrane sheets before bleaching of a square region of interest (ROI), the first
image immediately after bleaching, and 5 s and 40 s after bleaching. The ROI refills with GFP-signal faster in the absence of syntaxin 1A-RFP. (b)
Averaged fluorescence recovery traces from one experiment, in the absence (grey) or presence (red) of syntaxin 1A-RFP. Values are given as means ± S. D. (n = 7–12 membrane sheets). Hyperbola functions are fitted to the averaged traces yielding the half time of recovery. (c) Average half times of
recovery for wt-SNAP25 (+3), SNAP25-5 and SNAP25+10, in the absence and presence of overexpressed syntaxin 1A. Values are given as means ± S.E. M. (n = 3–4; t-test *p<0.05, **p<0.01, ***p<0.001, ns = not significant). Please note that, in this experiment, large pixels were used to keep bleaching
low. Therefore the spatial resolution is lower than that in the other experiments and does not allow for resolving the SNAP25 micropatterning. DOI: 10.7554/eLife.19394.013 Binding of SNAP25 constructs to liposomes Next, we tested whether membrane association of SNAP25 is directly mediated by negatively
charged lipids. We used reconstituted liposomes containing distinct lipid compositions but lacking 10 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article Research article Biophysics and Structural Biology
Cell Biology Figure 7. Binding of purified SNAP25 constructs to reconstituted liposomes. Atto647N-labeled liposomes containing either POPC or a complex lipid
mixture (POPC/DOPS/POPE/cholesterol/PI) and the indicated amounts of PI(4,5)P2 or PI(3,4,5)P3 were added to immobilized GST-wtSNAP25 (+3), GST-
SNAP25-5 and GST-SNAP25+10 and incubated 1 hr at 4˚C. After washing the beads, the amount of bound liposomes was measured by their Atto647N
fluorescence (excitation: 639 nm, emission: 669 nm). The amounts of liposomes specifically bound to the different GST-SNAP25 constructs were
determined by subtracting the values derived from the GST controls. Values are given as means ± S.E.M. (n = 3; t-test *p<0.05, **p<0.01, ***p<0.001,
ns = not significant). DOI: 10.7554/eLife.19394.014 Figure 7. Binding of purified SNAP25 constructs to reconstituted liposomes. Atto647N-labeled liposomes containing either POPC or a complex lipid
mixture (POPC/DOPS/POPE/cholesterol/PI) and the indicated amounts of PI(4,5)P2 or PI(3,4,5)P3 were added to immobilized GST-wtSNAP25 (+3), GST-
SNAP25-5 and GST-SNAP25+10 and incubated 1 hr at 4˚C. After washing the beads, the amount of bound liposomes was measured by their Atto647N
fluorescence (excitation: 639 nm, emission: 669 nm). The amounts of liposomes specifically bound to the different GST-SNAP25 constructs were
determined by subtracting the values derived from the GST controls. Values are given as means ± S.E.M. (n = 3; t-test *p<0.05, **p<0.01, ***p<0.001,
ns = not significant). O
0
/
f
939 0 DOI: 10.7554/eLife.19394.014 any proteins (thus eliminating the role of potential SNAP25 binding partners such as syntaxin 1) (Fig-
ure 7). This assay also clarifies whether the few amino acids located in the relatively small SNAP25
segment do indeed affect lipid binding. GST-tagged wt-SNAP25 (+3), SNAP25-5 and SNAP25+10
were expressed in bacteria and thus lack the palmitoylation modification. The constructs were puri-
fied, immobilized on glutathione beads and incubated with Atto647N-PE-labelled liposomes con-
taining either PC/PS or PC/PS/PE/PI/cholesterol in the absence or the presence of distinct
phosphoinositides. SNAP25-bound liposomes were quantified by their Atto647N-PE fluorescence
and the results were corrected for unspecific binding to GST-beads. All SNAP25 constructs show
only
weak
liposome
binding
in
the
absence
of
phosphoinositides,
which
excludes
phosphatidylserine (PS) as a major/sole binding partner (Figure 7). Binding of SNAP25 constructs to liposomes The presence of 4% PI(4,5)P2 significantly enhanced SNAP25 binding in the PC samples and in
the complex lipid mixture. As in the cellular assays, the reduction or addition of positive charges
reduced or increased the SNAP25 interaction, respectively. Replacing PI(4,5)P2 by PI(3,4,5)P3 pro-
foundly increased binding, but largely diminished the differences between SNAP25 constructs. This
suggests that the presence of additional negative charges creates additional binding contacts, which
are probably outside of the cysteine-rich region. In order to keep the number of negative charges
comparable to those provided by 4% PI(4,5)P2, PI(3,4,5)P3 was reduced to 2.8%. This condition Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 11 of 18 Research article Research article Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology yielded a stronger difference in binding in the range between the cell fractionation (Figure 3) and
the membrane sheet assay (Figure 4). Although the magnitudes of the effects are difficult to com-
pare because of the different assay systems (the complex composition of the plasma membrane ver-
sus the simple lipid mix in liposomes, concentrations of binding partners, and the presence of
SNAP25-palmitoylation in the cellular experiments may modulate the outcome), the observations
point to primary interactions that occur in the cysteine-rich region. yielded a stronger difference in binding in the range between the cell fractionation (Figure 3) and
the membrane sheet assay (Figure 4). Although the magnitudes of the effects are difficult to com-
pare because of the different assay systems (the complex composition of the plasma membrane ver-
sus the simple lipid mix in liposomes, concentrations of binding partners, and the presence of
SNAP25-palmitoylation in the cellular experiments may modulate the outcome), the observations
point to primary interactions that occur in the cysteine-rich region. Since PS is not capable of recruiting SNAP25, and as PI(3,4,5)P3 is much less abundant in the cel-
lular membrane than PI(4,5)P2 (Balla, 2013), these findings point to PI(4,5)P2 as the most likely intra-
cellular binding partner. However, the effect of PI(3,4,5)P3 on wt-SNAP25 (+3) binding was very
prominent. Thus, membrane microdomains that are locally enriched in PI(3,4,5)P3 at the plasma
membrane or in an endosomal compartment (Wang and Richards, 2012) could also be preferential
sites for SNAP25 targeting. The liposome binding assay thus identifies phosphoinositides as primary
membrane-targeting factors interacting with positive charges in the vicinity of the cysteine cluster. Discussion In conclusion, we suggest that after physically contacting the membrane, a SNAP25/SNAP23 protein
increases its dwell time at the plasma membrane through an electrostatic mechanism. The basic resi-
dues either directly bind to acidic lipids or produce a local positive electrostatic potential which
attracts acidic PIPs. The latter mechanism has been described for MARCKS, where 13 basic residues
laterally sequester three PIP2 molecules (Gambhir et al., 2004). The increased membrane binding
observed after introducing additional positive charges (SNAP25+10) may reflect a MARCKS-protein-
like PIP2-binding behaviour not physiologically relevant for the targeting of SNAP25/SNAP23. Once
formed, such a protein-lipid aggregate seems difficult to dissolve, as SNAP25+10(C-to-G) remains
attached to the membrane for more than 30 min (Figure 4). Palmitoylated cysteine residues are often preceded and/or followed by basic amino acids
(Bizzozero et al., 2001). It has been speculated that these positively charged residues bind to the
negatively charged acyl-coenzyme A, and thus augment the acylation rate. Our data do not argue
against this hypothesis but show that these residues have a distinct function in anchoring the protein
to the cell membrane. This is supported by the in vitro liposome binding assay, which shows the
charge-dependent binding in the absence of palmitoylation (Figure 7). Elimination of positive charges distal from the cysteine cluster has no effect on targeting
(Figure 1f; construct SNAP25(R191A, R198A, K201A)). This suggests that a random electrostatic
contact is not sufficient for targeting. Rather, electrostatic anchoring needs to position the cysteine
(s) in a way that facilitates palmitate attachment. The electrostatic contact thus needs to be estab-
lished by amino acids close to the cysteine residues. Such a mechanism would also explain why
the diminishment of positive charges is always accompanied by a loss of targeting, because fewer
positive charges will decrease the binding affinity and/or change the geometry of the established
contact. On the other side, not all mutants with an increased positive charge show increased mem-
brane targeting. Some actually exhibit a trend towards lesser binding. Perhaps the contact can also
become too tight for the attachment of palmitates. Hence, the short targeting motif seems to be
optimized to mediate electrostatic anchoring, while still allowing for access to the cysteines for
the attachment of palmitates. Previous reports on plasma membrane-localized, small GTPases showed that most of them con-
tain two or three polybasic subclusters, each spanning about four to five amino acids (Heo et al.,
2006). Binding of SNAP25 constructs to liposomes However, we cannot exclude the possibility that other sites in SNAP25 contribute to phosphoinosi-
tide-dependent binding. Research article Biophysics and Structural Biology
Cell Biology palmitoylation/depalmitoylation during SNAP25 recycling (see ’Introduction’). Indeed, the SNAP25
+10(C-to-G) construct remains attached to the plasma membrane without being palmitoylated. palmitoylation/depalmitoylation during SNAP25 recycling (see ’Introduction’). Indeed, the SNAP25
+10(C-to-G) construct remains attached to the plasma membrane without being palmitoylated. Our data also show that hydrophobic forces (Greaves et al., 2009) are less crucial than electro-
static contacts in the plasma membrane binding of SNAP25. Although the hydrophobic amino acids
in the cysteine cluster remain unchanged, the removal of charges abolishes targeting, even though
lysines are exchanged for more hydrophobic residues (alanines in the constructs SNAP25-1distal,
SNAP25-1proximal and SNAP25-5, and leucines in SNAP25-5hydrophob). y
Hence, in a cascade of interactions, a modest modulation of the local charge regulates the effi-
ciency of the cellular processes. It seems there are also other membrane contacts that could depend
on charge, for instance regulation of the docking time of lipid transfer proteins. Here, the exchange
of five lysines for glutamates in the protein loops that interact with the membrane leads to loss of
Osh4-mediated sterol transfer (Schulz et al., 2009). In conclusion, we have identified a mechanism of initial plasma membrane association of SNAP25
and SNAP23, which precedes the stable membrane attachment mediated by palmitoylation of cys-
teines. The mechanism is based on a relatively small cluster of basic amino acid residues that anchor
the protein by binding to acidic lipids, in particular to polyphosphorylated phosphoinositides, with
PI(4,5)P2 being the most likely candidate. The data suggest that even small changes in protein elec-
trostatics can have strong effects on a cellular mechanism, merely by transiently anchoring a protein
to its site of destination. Plasmids Plasmids for the expression of GFP-SNAP25 (Halemani et al., 2010) and GFP-SNAP23 are based on
the expression vector pEGFP-C1 (GenBank accession No. U55763, Clontech, Mountain View, CA),
which contains a monomeric variant of mEGFP fused N-terminally to the sequence of full-length rat
SNAP25B (NP_112253.1) or SNAP23 (NP_073180). All fusion proteins contain a linker of five amino
acids
between
mEGFP
and
the
N-terminus
of
SNAP25B
or
SNAP23. Mutations
in
the
SNAP25 or SNAP23 coding sequence were introduced via fusion PCR with purchased oligonucleoti-
des (Eurofins Genomics), followed by insertion into the above-mentioned expression vector using
the SacI and BamHI sites, or in the case of SNAP25(C-to-G), the XhoI and KpnI restriction sites. The
construct for expression of C-terminally RFP-tagged rat Syntaxin 1A is based on the expression vec-
tor pEGFP-N1 (GenBank accession No. U55762, Clontech, Mountain View, CA), into which Syntaxin-
RFP is inserted using the XhoI and the NotI restriction sites. A twelve amino acid linker connects Syn-
taxin 1A (NP_446240) to a monomeric RFP (Campbell et al., 2002) lacking the first amino acid. For expression of GST-tagged constructs, the coding sequences for wt-SNAP25 (+3), SNAP25-5
and SNAP25+10 were amplified with primers carrying restriction sites for BamHI (forward primer)
and EcoRI (reverse primer). The sequences were first subcloned into the pGEM-T easy vector system
(catalogue no. A1360, Promega) by TA cloning, and in a second step subcloned into the expression
vector pGEX-6P1 (GE Healthcare Life Sciences) via the BamHI and EcoRI restriction sites. All constructs were verified by sequencing. Discussion Removal of one subcluster abolished plasma membrane targeting, leading to the proposal
that association results from the additive binding energies of individual subclusters (Heo et al.,
2006). Similarly, the more abundant positive charges in SNAP25+10(C-to-G) allow membrane associa-
tion without palmitoylation. Why do SNAP25 and SNAP23 carry only a modest excess of positive charges instead of several
charged clusters like those of the small GTPases? It is tempting to speculate that the electrostatic
force, based on three positive charges in wt-SNAP25 (+3), has been optimized for mediating anchor-
ing that is just sufficient to increase the dwell time at the plasma membrane, but weak enough for
dissociation after depalmitoylation. Otherwise, electrostatic anchoring would interfere with SNAP25 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 12 of 18 Research article Research article Biophysics and Structural Biology
Cell Biology Research article Confocal microscopy and analysis py
y
PC12 cells were imaged at 37˚C in Ringer solution (130 mM NaCl, 4 mM KCl, 1 mM CaCl2, 1 mM
MgCl2, 48 mM D(+)aGlucose, 10 mM HEPES; pH 7.4) using a FluoView1000 confocal laser scanning
microscope (Olympus) and a UPLSAPO 60x oil objective (NA 1.35). Focussing on the glass–cell inter-
face, all green cells were imaged provided they displayed a clear cell–glass contact area. This
excludes dead or dying cells that are in the process of rounding up and detaching. In addition, we
avoided large clumps of cells because for such cells it is difficult to identify a longer section of cell
membrane required for analysis. For measuring membrane-to-cytosol ratios, PC12 cells expressing
GFP-tagged constructs were scanned in a 256 pixel x 256 pixel field (12 bit image) at a pixel size of
137 nm using for excitation 488 nm. The equatorial plane of the cell was imaged. To facilitate subse-
quent linescan analysis, the scanned field was rotated to allow for each cell placing a horizontal line-
scan (length 100 pixel; five pixel width, averaged) perpendicular to the plasma membrane that
records the averaged fluorescence intensities along the 100 pixel linescan (including background
fluorescence). Fluorescence intensities were background corrected and normalized to the peak
intensity at the plasma membrane. Traces from several cells imaged that day (ranging from 14–40
per condition) were aligned with reference to the peak intensity at the plasma membrane. The cyto-
solic fluorescence level was averaged over five pixels starting at a 10 pixel distance from the peak
intensity at the plasma membrane, and the cell periphery/cytosol ratio was calculated subsequently. y
p
,
p
p
y
y
q
y
For mobility measurements by FRAP, the laser intensities of the 488 nm laser (for GFP) and
the 543 nm (for RFP) were reduced to a minimum to prevent bleaching effects during the recording. Membrane sheets were analysed by scanning a 100 pixel x 100 pixel field with a pixel size of 0.414
mm. Recordings started with a pre-bleaching phase of three images, followed by a 500 ms bleaching
step and the recording of the recovery phase. For bleaching, a region of interest (ROI) with a size of
7 pixels x 7 pixels (2.9 mm x 2.9 mm) was bleached using a 488 nm laser in combination with a 405
nm laser (both set to their maximum intensity). Confocal microscopy and analysis After bleaching, image sequences were taken at 1.2
Hz for 113 s with the scanning speed set to 40 ms per pixel. Recovery traces were background-sub-
tracted and normalized to the average of the pre-bleach values. For one experiment, several normal-
ized recovery traces were averaged (7–15 membrane sheets per condition). A hyperbolic curve y(t) =
offset + maximal recovery x t/(t + t1/2) was fitted to the averaged recovery trace, yielding the half
time (t1/2) of recovery. Epi fluorescence microscopy To measure the association of SNAP25 constructs with the plasma membrane on plasma membrane
sheets, a Zeiss Axio Observer D1 epifluorescence microscope equipped with a Plan-Apochromat
100x/NA 1.4 oil immersion objective and a 12 bit CCD camera (1376 1040 pixel) was used, yield-
ing a pixel size of 64.5 nm x 64.5 nm. Freshly prepared membrane sheets were imaged in sonication
buffer supplemented with TMA-DPH (1-(4-tri-methyl-ammonium-phenyl) 6-phenyl-1,3,5-hexatriene-
p-toluenesulfonate; Thermo Fisher Scientific), up to » 35 min after membrane-sheet generation. TMA-DPH staining was applied for visualization of the shape and integrity of the membrane sheets. Pictures were taken using filter sets F11-000 (AHF Analysentechnik, Tu¨ bingen, Germany) for TMA-
DPH (blue channel) and F36-525 (AHF Analysentechnik, Tu¨ bingen, Germany) for GFP (green chan-
nel). From individual membrane sheets, the fluorescence intensity was measured in 30 pixel x 30
pixel ROIs and background subtracted. For each experiment and condition, the values of 21–96
membrane sheets were averaged. Cell culture and generation of membrane sheets g
PC12 cells (a gift from Rolf Heumann, Bochum, Germany; similar to clone 251 (Heumann et al.,
1983)) were cultured in DMEM with high (4.5 g/l) glucose (PAN biotech) supplemented with 10%
horse serum (Biochrom), 5% fetal calf serum (Biochrom) and 100 U/ml penicillin/100 ng/ml strepto-
mycin (PAN biotech). During the course of the project, characteristic features of the cell line — such
as morphology, expression of neuronal proteins, and their responsiveness to NGF — were regularly
confirmed. Cells were maintained at 37˚C and 5% CO2 in a sterile incubator and tested negative for
mycoplasmic infections (GATC Biotech, Konstanz, Germany). Cells were transfected with the Neon Transfection System (Thermo Fisher Scientific, Waltham,
MA, USA). The tip (100 ml) was loaded with 10 mg plasmid DNA of each construct. Cells were trans-
fected by applying a pulse at 1410 V and 30 ms pulse width. Cells were plated onto poly-L-lysine
(PLL) (Sigma, Cat. No: P-1524) coated coverslips (25 mm diameter, Menzel Gla¨ser, Braunschweig,
Germany)) and maintained for at least 48 hr before imaging. 13 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article Research article Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology For membrane sheet generation, cells were subjected to a brief ultrasound pulse in ice-cold soni-
cation buffer (120 mM KGlu, 20 mM KAc, 20 mM HEPES-KOH, 10 mM EGTA; pH 7.2). Research article Assessment of SNAP25 palmitoylation and western blot Assessment of SNAP25 palmitoylation and western blot
Ten million PC12 cells were transfected with 15 mg GFP fusion constructs of wt-SNAP25 (+3),
SNAP25-5, SNAP25+10 or SNAP25(C-to-G). After one hour, the medium was replaced with DMEM
containing 15% delipidized FCS (PAN biotech) and 100 mM palmitate-alkyne (a kind gift from the
Thiele lab, LIMES Institute, Bonn). After 15 hr of feeding, cells were harvested via trypsinization and
scraping, washed once with PBS, and resuspended in lysis buffer (1% Triton, 1x cOmplete protease
inhibitor cocktail, 150 mM NaCl, 5 mM MgCl2, 25 mM HEPES; pH 7.2). Lysis was promoted by vor-
texing and sonication. Samples were then centrifuged for 10 min at 14,000 x g, and the supernatant
was bound to a GFP-trap (Chromotek) for 2 hr at 4˚C to immunoprecipitate the GFP-SNAP25 fusion
constructs. After several washing steps, incorporated palmitate alkyne was clicked to a Cy5-labelled
azide (Sigma, cfinal = 100 mM) in 100 mM HEPES, pH 7.2, containing 500 mM tetrakis(acetonitrile)cop-
per(I)tetrafluoroborate (Sigma) for 1 hr at 37˚C. The samples were then washed to remove non-
bound Cy5, and the GFP-constructs were eluted by boiling in Laemmli buffer, and loaded onto an
SDS-PA gel. Proteins were then wet blotted to a nitrocellulose membrane. The membrane was
blocked with a 1:1 mixture of Odyssey blocking buffer (Li-Cor) and PBS, and then incubated with a
rabbit anti-GFP antibody (RRID: AB_303395; abcam, catalog no. ab-290, diluted 1:1000 in blocking
solution containing 0.1% Tween-20). After washing, the membrane was incubated with an IRDye
800CW-coupled goat-anti rabbit secondary antibody (Li-Cor, catalog no. 9263221, diluted 1:10,000
in blocking solution containing 0.1% Tween-20). The Cy5 fluorescence of the palmitate and the
IRDye 800CW fluorescence of the GFP were imaged with an Odyssey infrared imaging system (Li-
Cor) at 700 nm and 800 nm, respectively. The fluorescent bands were quantified using ImageJ’s Gel
Analyser. Membrane fractionation and western blot About 48 hr after transfection, 9 106 PC12 cells were detached from the substrate by trypsin treat-
ment for 2 min (0.05% Trypsin and 0.02% EDTA in PBS, PAN Biotech, Cat# P10-0231SP) and trypsin
was inactivated by adding medium. Cells were pelleted by centrifugation at 1000 x g at room tem-
perature for 3 min and the pellet was washed with PBS. Cell pellets were resuspended in 750 ml ice-
cold homogenization buffer (300 mM sucrose, 5 mM Tris-HCl, 0.1 mM EDTA, 1 mM PMSF freshly
added; pH 7.4). Using a Potter-Elvehjem homogenizer, cells were kept on ice and homogenized in a Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 14 of 18 Research article Research article Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology volume of 0.75 ml by applying 100 strokes. The homogenate was centrifuged for 8 min at 800 x g at
4˚C, yielding pellet P1 (containing non-homogenized cell debris) and supernatant S1. S1 was trans-
ferred into a new tube for a second centrifugation step for 120 min at 20,000 x g and 4˚C, yielding
pellet P2 (containing the enriched membrane fraction, which was resuspended in 750 ml homogeni-
zation buffer) and the supernatant S2 with the cytosolic fraction. Protein concentrations of P2/S2
were adjusted to the lowest concentration in the series, before adding respective amounts of 4x
Laemmli buffer followed by incubation at 95˚C for 10 min. Samples of 10 mg per lane were subjected
to SDS-PAGE analysis using a 12% polyacrylamide gel. Proteins were then transferred onto a Roti-
NC nitrocellulose membrane (Carl Roth, Germany) applying semi-dry blotting. Nitrocellulose mem-
branes were blocked with PBS-T (0.05% Tween20 in PBS) containing 5% milk powder for one hour,
and incubated with primary antibody against GFP diluted in blocking solution overnight at 4˚C. Membranes were washed for 20 min with PBS-T three times. For detection a second antibody
tagged with HRP (RRID:AB_631747, Cat# sc-2030, Santa Cruz Biotechnology, USA) was applied for
1 hr and, after washing three times with PBS-T, chemiluminescence was detected with Luminol
Reagent (sc-2048, Santa Cruz Biotechnology, USA) using autoradiographic films. Films were scanned
and band intensities were quantified from the digital images. volume of 0.75 ml by applying 100 strokes. The homogenate was centrifuged for 8 min at 800 x g at
4˚C, yielding pellet P1 (containing non-homogenized cell debris) and supernatant S1. Membrane fractionation and western blot S1 was trans-
ferred into a new tube for a second centrifugation step for 120 min at 20,000 x g and 4˚C, yielding
pellet P2 (containing the enriched membrane fraction, which was resuspended in 750 ml homogeni-
zation buffer) and the supernatant S2 with the cytosolic fraction. Protein concentrations of P2/S2
were adjusted to the lowest concentration in the series, before adding respective amounts of 4x
Laemmli buffer followed by incubation at 95˚C for 10 min. Samples of 10 mg per lane were subjected
to SDS-PAGE analysis using a 12% polyacrylamide gel. Proteins were then transferred onto a Roti-
NC nitrocellulose membrane (Carl Roth, Germany) applying semi-dry blotting. Nitrocellulose mem-
branes were blocked with PBS-T (0.05% Tween20 in PBS) containing 5% milk powder for one hour,
and incubated with primary antibody against GFP diluted in blocking solution overnight at 4˚C. Membranes were washed for 20 min with PBS-T three times. For detection a second antibody
tagged with HRP (RRID:AB_631747, Cat# sc-2030, Santa Cruz Biotechnology, USA) was applied for
1 hr and, after washing three times with PBS-T, chemiluminescence was detected with Luminol
Reagent (sc-2048, Santa Cruz Biotechnology, USA) using autoradiographic films. Films were scanned
and band intensities were quantified from the digital images. Research article Liposome-binding studies p
g
Wt-SNAP25 (+3), SNAP25-5 and SNAP25+10 pGEX-6P1 constructs were transformed into Escheri-
chia coli (Rosetta (DE3)pLysS) and expression of the GST fusion proteins was induced with 1 mM
IPTG. After harvesting, cells were lysed for 60 min at 4˚C in 150 mM NaCl, 50 mM Tris-HCl, pH 7.4
and 1 mM EDTA containing Roche cOmplete protease inhibitor, 1 mM DTT, 100 mg/ml lysozyme
and two units/ml DNAse I. The suspension was sonicated, centrifuged for 30 min at 20,000 x g, fro-
zen in liquid nitrogen and thawed for binding of the constructs directly to glutathione beads. To monitor SNAP25 interaction with liposomes, 42 mg GST-SNAP25 constructs or a equimolar
amount of GST (glutathione S-transferase) were bound to 20 ml glutathione (GSH) sepharose four
fast flow beads (GE Healthcare Life Sciences) prewashed 3 x with ddH2O and 3 x with fusion buffer
(25 mM HEPES/KOH pH 7.4, 135 mM KCl, 1 mM DTT, 0.1 mM EGTA, 0.5 mM MgCl2, 1 mM DDT). 160 nmol liposomes in fusion buffer were added to the beads and incubated 1 hr at 4˚C on a rota-
tion wheel. The beads were washed once with 1 ml fusion buffer and resuspended in 80 ml fusion
buffer. The bound liposomes were detected by measuring the Atto647N fluorescence. The amounts
of liposomes specifically bound to the different GST-SNAP25 constructs were calculated by subtract-
ing the values derived from the GST controls. Additional information Additional information Funding
Funder
Grant reference number
Author
Deutsche Forschungsge-
meinschaft
TRR83
Thomas H So¨ llner
Thorsten Lang
The funders had no role in study design, data collection and interpretation, or the decision to
submit the work for publication. Funding
Funder
Grant reference number
Author
Deutsche Forschungsge-
meinschaft
TRR83
Thomas H So¨ llner
Thorsten Lang
The funders had no role in study design, data collection and interpretation, or the decision to
submit the work for publication. Funding
Funder
Grant reference number
Author
Deutsche Forschungsge-
meinschaft
TRR83
Thomas H So¨ llner
Thorsten Lang
The funders had no role in study design, data collection and interpretation, or the decision to
submit the work for publication. Liposome preparation Atto647N-DPPE (Att647N-1,2-dipalmitoyl-sn-glycero-3-phosphoethanolamine) was purchased from
Atto-Tec. All other lipids were from Avanti Polar Lipids. The complex lipid mixture (5 mmol total
amount of lipid) contains 34.5 mol % 1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine (POPC), 15
mol % 1,2-dioleoyl-sn-glycero-3-phosphoserine (DOPS), 20 mol % 1-hexadecanoyl-2-octadecenoyl-
sn-glycero-3-phosphoethanolamine (POPE), 25 mol % cholesterol (from ovine wool), 5 mol % liver
L-a-phosphatidylinositol (PI, from liver) and 0.5 mol % Atto647N-DPPE. For the lipid mixes contain-
ing brain L-a-phosphatidylinositol-4,5-bisphosphate (PI(4,5)P2) or 1-stearoyl-2-arachidonoyl-sn-glyc-
ero-3-phospho-(1’-myo-inositol-3’,4’,5’-trisphosphate) (PI(3,4,5)P3) the amount of PI was reduced
accordingly. The lipids were dissolved in chloroform or chloroform/methanol (3:1 ratio, for PI(4,5)P2
and PI(3,4,5)P3), mixed and dried under a flow of nitrogen. The remaining chloroform was removed
by vacuum for 4 hr. The lipids were dissolved in 1 ml reconstitution buffer (25 mM HEPES/KOH pH
7.4, 200 mM KCl, 1% (w/v) OG (n-Octyl-b-D glucopyranoside), 1 mM DTT (1,4-dithiothreitol)) by 30
min shaking. To form liposomes, OG was diluted below the critical micelle concentration by the
addition of 2 ml buffer (25 mM HEPES/KOH; pH 7.4, 200 mM KCl, 1 mM DTT). The residual OG was Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 15 of 18 Research article Research article Biophysics and Structural Biology
Cell Biology removed by flow dialyses with 4 L 25 mM HEPES/KOH pH 7.4, 135 mM KCl, 1 mM DTT overnight. Subsequently, a Nycodenz gradient centrifugation was performed to isolate the liposomes. There-
fore, the dialyzed samples were mixed with an equal volume of 80% (w/v) Nycodenz and transferred
into two SW60-tubes (Beckman Coulter). Layers of 750 ml 35% (w/v) Nycodenz, 150 ml 11.6% (w/v)
Nycodenz and 100 ml fusion buffer were added on top of the 40% (w/v) Nycodenz/liposome solution. The gradient was spun at 55,000 rpm for 3 hr 40 min at 4˚C. The liposomes were isolated, followed
by a buffer exchange (25 mM HEPES/KOH pH 7.4, 135 mM KCl, 1 mM DTT, 0.1 mM EGTA, 0.5 mM
MgCl2, 1 mM DDT) using a PD MiniTrap G-25 (GE Healthcare Life Sciences). The amounts of lipids
were quantified by measurement of Atto647N fluorescence (excitation 639 nm, emission 669 nm) in
a Fluoroskan Ascent FL Microplate Fluorometer (Thermo Scientific). Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Acknowledgements The authors would like to thank Michael Pankratz and Nora Karnowski for comments on the manu-
script. This work was supported by a grant from the Deutsche Forschungsgemeinschaft (TRR83 to
THS and TL). Author contributions PW, Conceptualization, Formal analysis, Supervision, Investigation, Writing—original draft, Writing—
review and editing; HB, Conceptualization, Formal analysis, Supervision, Investigation, Writing—
review and editing; KMR, Conceptualization, Formal analysis, Investigation; SD, KP, Formal analysis,
Investigation; THS, Conceptualization, Supervision, Funding acquisition, Writing—review and edit-
ing; TL, Conceptualization, Supervision, Funding acquisition, Writing—original draft, Project adminis-
tration, Writing—review and editing Author ORCIDs
Thorsten Lang,
http://orcid.org/0000-0002-9128-0137 Author ORCIDs Author ORCIDs
Thorsten Lang, 16 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article R Research article Biophysics and Structural Biology
Cell Biology References Aikawa Y, Xia X, Martin TF. 2006. SNAP25, but not syntaxin 1A, recycles via an ARF6-regulated pathway in
neuroendocrine cells. Molecular Biology of the Cell 17:711–722. doi: 10.1091/mbc.E05-05-0382, PMID: 163143
94 Balla T. 2013. Phosphoinositides: tiny lipids with giant impact on cell regulation. Physiological Reviews 93:1019–
1137. doi: 10.1152/physrev.00028.2012, PMID: 23899561 y
Bizzozero OA, Bixler HA, Pastuszyn A. 2001. Structural determinants influencing the reaction of cysteine-
containing peptides with palmitoyl-coenzyme A and other thioesters. Biochimica Et Biophysica Acta (BBA) -
Protein Structure and Molecular Enzymology 1545:278–288. doi: 10.1016/S0167-4838(00)00291-0 Cadwallader KA, Paterson H, Macdonald SG, Hancock JF. 1994. N-terminally myristoylated ras proteins require
palmitoylation or a polybasic domain for plasma membrane localization. Molecular and Cellular Biology 14:
4722–4730. doi: 10.1128/MCB.14.7.4722, PMID: 8007974 ,
Campbell RE, Tour O, Palmer AE, Steinbach PA, Baird GS, Zacharias DA, Tsien RY. 2002. A monomeric red
fluorescent protein. PNAS 99:7877–7882. doi: 10.1073/pnas.082243699, PMID: 12060735 Cho W, Stahelin RV. 2005. Membrane-protein interactions in cell signaling and membrane trafficking. Annual
Review of biophysicsBiophysics and Biomolecular Structure 34:119–151. doi: 10.1146/annurev.biophys.33. 110502.133337, PMID: 15869386 Crouthamel M, Thiyagarajan MM, Evanko DS, Wedegaertner PB. 2008. N-terminal polybasic motifs are required
for plasma membrane localization of galpha(s) and galpha(q). Cellular Signalling 20:1900–1910. doi: 10.1016/j. cellsig.2008.06.019, PMID: 18647648 Gambhir A, Hangya´s-Miha´lyne´ G, Zaitseva I, Cafiso DS, Wang J, Murray D, Pentyala SN, Smith SO, McLaughlin S. 2004. Electrostatic sequestration of PIP2 on phospholipid membranes by basic/aromatic regions of proteins. Biophysical Journal 86:2188–2207. doi: 10.1016/S0006-3495(04)74278-2, PMID: 15041659 p y
(
)
,
Gonzalo S, Greentree WK, Linder ME. 1999. SNAP-25 is targeted to the plasma membrane through a novel
membrane-binding domain. Journal of Biological Chemistry 274:21313–21318. doi: 10.1074/jbc.274.30.21313,
PMID: 10409690 Greaves J, Prescott GR, Fukata Y, Fukata M, Salaun C, Chamberlain LH. 2009. The hydrophobic cysteine-rich
domain of SNAP25 couples with downstream residues to mediate membrane interactions and recognition by
DHHC palmitoyl transferases. Molecular Biology of the Cell 20:1845–1854. doi: 10.1091/mbc.E08-09-0944,
PMID: 19158383 Greaves J, Gorleku OA, Salaun C, Chamberlain LH. 2010. Palmitoylation of the SNAP25 protein family: specificity
and regulation by DHHC palmitoyl transferases. Journal of Biological Chemistry 285:24629–24638. doi: 10. 1074/jbc.M110.119289, PMID: 20519516 j
,
Halemani ND, Bethani I, Rizzoli SO, Lang T. 2010. Structure and dynamics of a two-helix SNARE complex in live
cells. Traffic 11:394–404. doi: 10.1111/j.1600-0854.2009.01020.x, PMID: 20002656 j
Heo WD, Inoue T, Park WS, Kim ML, Park BO, Wandless TJ, Meyer T. 2006. References PI(3,4,5)P3 and PI(4,5)P2 lipids target
proteins with polybasic clusters to the plasma membrane. Science 314:1458–1461. doi: 10.1126/science. 1134389, PMID: 17095657 ,
Heumann R, Kachel V, Thoenen H. 1983. Relationship between NGF-mediated volume increase and "priming
effect" in fast and slow reacting clones of PC12 pheochromocytoma cells. Role of cAMP. Experimental Cell
Research 145:179–190. doi: 10.1016/S0014-4827(83)80019-6, PMID: 6303817 Heuser J. 2000. The production of ’cell cortices’ for light and electron microscopy. Traffic 1:545–552. doi: 10. 1034/j.1600-0854.2000.010704.x, PMID: 11208142 j
Jahn R, Fasshauer D. 2012. Molecular machines governing exocytosis of synaptic vesicles. Nature 490:201–207
doi: 10.1038/nature11320, PMID: 23060190 Jeffries O, Tian L, McClafferty H, Shipston MJ. 2012. An electrostatic switch controls palmitoylation of the large
conductance voltage- and calcium-activated potassium (BK) channel. Journal of Biological Chemistry 287:1468–
1477. doi: 10.1074/jbc.M111.224840, PMID: 22084244 j
Knowles MK, Barg S, Wan L, Midorikawa M, Chen X, Almers W. 2010. Single secretory granules of live cells
recruit syntaxin-1 and synaptosomal associated protein 25 (SNAP-25) in large copy numbers. PNAS 107:20810–
20815. doi: 10.1073/pnas.1014840107, PMID: 21076040 Knowles MK, Barg S, Wan L, Midorikawa M, Chen X, Almers W. 2010. Single secretory granules of live cells
recruit syntaxin-1 and synaptosomal associated protein 25 (SNAP-25) in large copy numbers. PNAS 107:20810–
20815. doi: 10.1073/pnas.1014840107, PMID: 21076040 p
Loranger SS, Linder ME. 2002. SNAP-25 traffics to the plasma membrane by a syntaxin-independent mechanis
Journal of Biological Chemistry 277:34303–34309. doi: 10.1074/jbc.M202125200, PMID: 12114505 Loranger SS, Linder ME. 2002. SNAP-25 traffics to the plasma membrane by a syntaxin-independent mechanism. Journal of Biological Chemistry 277:34303–34309. doi: 10.1074/jbc.M202125200, PMID: 12114505
Pedone KH Hepler JR 2007 The importance of N terminal polycysteine and polybasic sequences for G14alpha Loranger SS, Linder ME. 2002. SNAP-25 traffics to the plasma membrane by a syntaxin-independent mechanism. Journal of Biological Chemistry 277:34303–34309. doi: 10.1074/jbc.M202125200, PMID: 12114505
Pedone KH, Hepler JR. 2007. The importance of N-terminal polycysteine and polybasic sequences for G14alpha
d G16 l h
l
it
l ti
l
b
l
li
ti
d i
li
f
ti
J
l
f Bi l
i
l Pedone KH, Hepler JR. 2007. The importance of N-terminal polycysteine and polybasic sequences for G14alpha
and G16alpha palmitoylation, plasma membrane localization, and signaling function. Journal of Biological
Chemistry 282:25199–25212. doi: 10.1074/jbc.M610297200, PMID: 17620339 Schulz TA, Choi MG, Raychaudhuri S, Mears JA, Ghirlando R, Hinshaw JE, Prinz WA. 2009. Lipid-regulated sterol
transfer between closely apposed membranes by oxysterol-binding protein homologues. Washbourne P, Cansino V, Mathews JR, Graham M, Burgoyne RD, Wilson MC. 2001. Cysteine residues of SNAP-
25 are required for SNARE disassembly and exocytosis, but not for membrane targeting. Biochemical Journal
357:625–634. doi: 10.1042/bj3570625, PMID: 11463334
Wilhelm BG, Mandad S, Truckenbrodt S, Kro¨ hnert K, Scha¨fer C, Rammner B, Koo SJ, Claßen GA, Krauss M,
Haucke V, Urlaub H, Rizzoli SO. 2014. Composition of isolated synaptic boutons reveals the amounts of vesicle
trafficking proteins. Science 344:1023–1028. doi: 10.1126/science.1252884, PMID: 24876496
Wright LP, Philips MR. 2006. Thematic review series: lipid posttranslational modifications. CAAX modification
and membrane targeting of ras. The Journal of Lipid Research 47:883–891. doi: 10.1194/jlr.R600004-JLR200,
PMID: 16543601
Biophysics and Structural Biology
Cell Biology g p
Wright LP, Philips MR. 2006. Thematic review series: lipid posttranslational modifications. CAAX modification
and membrane targeting of ras. The Journal of Lipid Research 47:883–891. doi: 10.1194/jlr.R600004-JLR200,
PMID: 16543601 Washbourne P, Cansino V, Mathews JR, Graham M, Burgoyne RD, Wilson MC. 2001. Cysteine residues of SNAP-
25 are required for SNARE disassembly and exocytosis, but not for membrane targeting. Biochemical Journal
357 625 634 d i 10 1042/bj3570625 PMID 11463334 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 j
Wilhelm BG, Mandad S, Truckenbrodt S, Kro¨ hnert K, Scha¨fer C, Rammner B, Koo SJ, Claßen GA, Krauss M,
Haucke V, Urlaub H, Rizzoli SO. 2014. Composition of isolated synaptic boutons reveals the amounts of vesicle
trafficking proteins. Science 344:1023–1028. doi: 10.1126/science.1252884, PMID: 24876496 q
357:625–634. Washbourne P, Cansino V, Mathews JR, Graham M, Burgoyne RD, Wilson MC. 2001. Cysteine residues of SNAP-
25 are required for SNARE disassembly and exocytosis, but not for membrane targeting. Biochemical Journal
357:625–634. doi: 10.1042/bj3570625, PMID: 11463334
Wilhelm BG, Mandad S, Truckenbrodt S, Kro¨ hnert K, Scha¨fer C, Rammner B, Koo SJ, Claßen GA, Krauss M,
Haucke V, Urlaub H, Rizzoli SO. 2014. Composition of isolated synaptic boutons reveals the amounts of vesicle
trafficking proteins. Science 344:1023–1028. doi: 10.1126/science.1252884, PMID: 24876496
Wright LP, Philips MR. 2006. Thematic review series: lipid posttranslational modifications. CAAX modification
Biophysics and Structural Biology
Cell Biology Biophysics and Structural Biology
Cell Biology References The Journal of Cell
Biology 187:889–903. doi: 10.1083/jcb.200905007, PMID: 20008566 gy
j
Vogel K, Cabaniols JP, Roche PA. 2000. Targeting of SNAP-25 to membranes is mediated by its association with
the target SNARE syntaxin. Journal of Biological Chemistry 275:2959–2965. doi: 10.1074/jbc.275.4.2959,
PMID: 10644766 g
PMID: 10644766 Wang J, Richards DA. 2012. Segregation of PIP2 and PIP3 into distinct nanoscale regions within the plasma
membrane. Biology Open 1:857–862. doi: 10.1242/bio.20122071, PMID: 23213479 Wang J, Richards DA. 2012. Segregation of PIP2 and PIP3 into distinct nanoscale regions within the plasma
membrane. Biology Open 1:857–862. doi: 10.1242/bio.20122071, PMID: 23213479 17 of 18 Weber et al. eLife 2017;6:e19394. DOI: 10.7554/eLife.19394 Research article Research article 18 of 18
|
https://openalex.org/W3042313681
|
https://hal.inrae.fr/hal-02904081/file/2020_cells_duszka.pdf
|
English
| null |
Peroxisome Proliferator-Activated Receptors and Caloric Restriction—Common Pathways Affecting Metabolism, Health, and Longevity
|
Cells
| 2,020
|
cc-by
| 49,207
|
Peroxisome Proliferator-Activated Receptors and
Caloric Restriction-Common Pathways Affecting
Metabolism, Health, and Longevity
Kalina Duszka, András Gregor, Hervé Guillou, Jürgen König, Walter Wah To cite this version: Kalina Duszka, András Gregor, Hervé Guillou, Jürgen König, Walter Wahli. Peroxisome Proliferator-
Activated Receptors and Caloric Restriction-Common Pathways Affecting Metabolism, Health, and
Longevity. Cells, 2020, 9, 10.3390/cells9071708. hal-02904081 Distributed under a Creative Commons Attribution 4.0 International License Peroxisome Proliferator-Activated Receptors and
Caloric Restriction—Common Pathways Affecting
Metabolism, Health, and Longevity Kalina Duszka 1,*, András Gregor 1, Hervé Guillou 2, Jürgen König 1 and Walter Wahli 2,3,4,* 1 Department of Nutritional Sciences, University of Vienna, 1090 Vienna, Austria;
Andras.Gregor@univie.ac.at (A.G.); juergen.koenig@univie.ac.at (J.K.)
2 Toxalim (Research Centre in Food Toxicology) INRAE ENVT INP Purpan UMR 1331 UPS Université 1 Department of Nutritional Sciences, University of Vienna, 1090 Vienna, Austria;
Andras.Gregor@univie.ac.at (A.G.); juergen.koenig@univie.ac.at (J.K.) Andras.Gregor@univie.ac.at (A.G.); juergen.koenig@univie.ac.at (J.K.)
2 Toxalim (Research Centre in Food Toxicology), INRAE, ENVT, INP-Purpan, UMR 1331, UPS, Université
de Toulouse, F-31027 Toulouse, France; herve.guillou@inrae.fr
3 Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Andras.Gregor@univie.ac.at (A.G.); juergen.koenig@univie.ac.at (J.K.)
2 Toxalim (Research Centre in Food Toxicology), INRAE, ENVT, INP-Purpan, UMR 1331, UPS, Université
de Toulouse, F-31027 Toulouse, France; herve.guillou@inrae.fr 2 Toxalim (Research Centre in Food Toxicology), INRAE, ENVT, INP-Purpan, UMR 1331, UPS, Université
de Toulouse, F-31027 Toulouse, France; herve.guillou@inrae.fr 3 Lee Kong Chian School of Medicine, Nanyang Technological University Singapore,
Singapore 308232, Singapore 4 Center for Integrative Genomics, University of Lausanne, Le Génopode, CH-1015 Lausanne, Switzerland
* Correspondence: Kalina.Duszka@univie.ac.at (K.D.); Walter.Wahli@unil.ch (W.W.) 4 Center for Integrative Genomics, University of Lausanne, Le Génopode, CH-1015 Lausanne, Switzerland
* Correspondence: Kalina.Duszka@univie.ac.at (K.D.); Walter.Wahli@unil.ch (W.W.) Received: 24 June 2020; Accepted: 14 July 2020; Published: 16 July 2020 Abstract: Caloric restriction (CR) is a traditional but scientifically verified approach to promoting
health and increasing lifespan. CR exerts its effects through multiple molecular pathways that
trigger major metabolic adaptations. It influences key nutrient and energy-sensing pathways
including mammalian target of rapamycin, Sirtuin 1, AMP-activated protein kinase, and insulin
signaling, ultimately resulting in reductions in basic metabolic rate, inflammation, and oxidative
stress, as well as increased autophagy and mitochondrial efficiency. CR shares multiple overlapping
pathways with peroxisome proliferator-activated receptors (PPARs), particularly in energy
metabolism and inflammation. Consequently, several lines of evidence suggest that PPARs might
be indispensable for beneficial outcomes related to CR. In this review, we present the available
evidence for the interconnection between CR and PPARs, highlighting their shared pathways and
analyzing their interaction. We also discuss the possible contributions of PPARs to the effects of CR
on whole organism outcomes. Keywords: nuclear receptors; PPARs; nutrition; caloric restriction HAL Id: hal-02904081
https://hal.inrae.fr/hal-02904081v1
Submitted on 21 Jul 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 Cells 2020, 9, 1708; doi:10.3390/cells9071708 www.mdpi.com/journal/cells 1. Introduction Caloric restriction (CR) is one of the primary interventions for weight loss and health
maintenance. As early as the 16th century, Luigi Cornaro (1484–1566) described the beneficial effects
of this approach in his “Discorsa della vita sobria”. Later, at the beginning of the 20th century, the
first experimental evidence emerged when Osborne et al. reported that CR slowed the growth of rats
but prolonged their lifespan [1]. In rats, a CR of 40% applied from weaning onward has been linked
to a lifespan extension of almost two-fold [2]. In fact, CR has been associated with increases in mean
and maximum lifespan, regardless of sex, in multiple species, including various rat and mouse
strains, yeasts, worms, fruit flies, fishes, hamsters, dogs, cows, and owls [3]. The effects of CR in these
organisms include reduced neurodegenerative disease incidence, diminished rates of age-specific
mortality, and a lower incidence of cancer, diabetes, atherosclerosis, and cardiovascular disease. CR
also is linked to delayed onset of age-related processes, such as immunosenescence, sarcopenia, and
atrophy of the brain gray matter [3–7]. In monkeys, CR leads to diabetes suppression and a reduced
incidence of neoplasia and cardiovascular diseases by up to 50% [6]. These effects have been Cells 2020, 9, 1708; doi:10.3390/cells9071708 www.mdpi.com/journal/cells 2 of 75 Cells 2020, 9, 1708 attributed to a reduction in major risk factors, including cholesterol, C-reactive protein, blood
pressure, and intima-media thickness of the carotid arteries [7–9]. Beneficial outcomes of CR have
been consistently reported, which supports this approach considering that distinct CR protocols are
used in different publications. CR applied in diverse studies ranges from 10% to up to 50% of daily
caloric intake. Furthermore, the length of CR varies from a few weeks to life-long treatment. Additionally, some protocols restrict all nutrients, whereas others limit macronutrients only and
supplement micronutrients in order to investigate selectively the impact of calorie reduction and
prevent malnutrition, making a distinction between “dietary restriction” and “energy restriction”
[10]. As expected, the type of CR protocol influences the magnitude of outcomes [11,12]. Moreover,
the results obtained from experimental models cannot be directly translated to humans [13]. Therefore, it is important to compile the results of multiple studies to identify common patterns of
responses regardless of the type of CR. A comparison of the responses from different species may
help to draw a more comprehensive picture of the outcomes of CR. 1. Introduction CR has been tied to a complex network of pathways implicating insulin-like growth factor 1
(IGF-1), sirtuins (SIRTs), adenosine monophosphate (AMP)-activated protein kinase (AMPK), and
target of rapamycin (TOR). The sympathetic and neuroendocrine systems, as well as thyroid
hormones, adipokines, and ghrelin, also have been associated with the beneficial outcomes of CR [4]. This ensemble of processes associated with CR affects the whole body, manifesting in reduced
inflammation, body fat mass, resting metabolic rate, and body temperature and improved insulin
sensitivity [14]. As a result of the variety of outcomes related to CR and the complexity of the
contributing pathways, the exact mechanisms underlying these health benefits are still not well
understood. However, the results of ongoing studies have filled in some parts of this puzzle. This
review focuses on one important piece: the role of peroxisome proliferator-activated receptors
(PPARs) in outcomes associated with CR. 2. PPARs In addition to ligands, PPAR transcriptional activity can
be modulated by post-translational modifications including phosphorylation, ubiquitination, O-
GlcNAcylation, and SUMOylation [29,37–43]. Figure 1. Activation and main functions of peroxisome proliferator-activated receptors (PPARs) in
different tissues. PPARs share fatty acids (FA) as common ligands, peroxisome proliferator response
elements (PPRE) as their DNA binding site, and retinoid X receptors (RXR) as their heterodimer
partner. However, each PPAR shows distinct expression and function patterns. The dominant role of
PPARα is connected to metabolic adjustment in the liver and brown adipose tissue (BAT). PPARβ/δ
is primarily associated with muscle and white adipose tissue (WAT) metabolism, as well as with
organ development. PPARγ is a master regulator of adipogenesis and WAT maintenance and plays
an important anti-inflammatory role. However, this cartoon represents a schematic and simplified
view of much more complex patterns. PPAR
PPARγ
PPARα
PPARβ/δ
PPRE
FA
Phospholipids
Eicosanoids
Prostaglandins…
Energy storage/expenditure (feeding/fasting)
Lipogenesis
FA uptake and β-oxidation
Ketogenesis
Gluconeogenesis
Inflammation reduction
Energy expenditure-FA uptake and β-oxidation
Placenta and gut development
Inflammation reduction
Energy storage-lipogenesis
Glucose metabolism
Inflammation reduction
RXR
Liver
Muscle
WAT
WAT
BAT
Macrophages PPAR
PPARγ
PPARα
PPARβ/δ
PPRE
FA
Phospholipids
Eicosanoids
Prostaglandins…
Energy storage/expenditure (feeding/fasting)
Lipogenesis
FA uptake and β-oxidation
Ketogenesis
Gluconeogenesis
Inflammation reduction
Energy expenditure-FA uptake and β-oxidation
Placenta and gut development
Inflammation reduction
Energy storage-lipogenesis
Glucose metabolism
Inflammation reduction
RXR
Liver
Muscle
WAT
WAT
BAT
Macrophages Energy storage/expenditure (feeding/fasting)
Lipogenesis
FA uptake and β-oxidation
Ketogenesis
Gluconeogenesis
Inflammation reduction PPARα RXR Energy expenditure-FA uptake and β-oxidation
Placenta and gut development
Inflammation reduction PPARβ/δ PPARγ Energy storage-lipogenesis
Glucose metabolism
Inflammation reduction Figure 1. Activation and main functions of peroxisome proliferator-activated receptors (PPARs) in
different tissues. PPARs share fatty acids (FA) as common ligands, peroxisome proliferator response
elements (PPRE) as their DNA binding site, and retinoid X receptors (RXR) as their heterodimer
partner. However, each PPAR shows distinct expression and function patterns. The dominant role of
PPARα is connected to metabolic adjustment in the liver and brown adipose tissue (BAT). PPARβ/δ
is primarily associated with muscle and white adipose tissue (WAT) metabolism, as well as with
organ development. PPARγ is a master regulator of adipogenesis and WAT maintenance and plays
an important anti-inflammatory role. However, this cartoon represents a schematic and simplified
view of much more complex patterns. 2. PPARs PPARs form a subfamily of the ligand-dependent nuclear receptor superfamily, which consists
of three isotypes, PPARα (NR1C1), PPARβ/δ (NR1C2), and PPARγ (NR1C3), each coded by a
separate gene [15–17]. PPARs play major roles in a broad spectrum of biological processes, including
cell proliferation and differentiation, fatty acid (FA) and eicosanoid signaling, bone formation, tissue
repair and remodeling, insulin sensitivity, and, in particular, glucose and lipid metabolism (Figure
1). They are transcription factors that form heterodimers with retinoid X receptors (RXRs) and bind
to specific peroxisome proliferator response elements (PPREs) in the transcription regulatory region
of their target genes. A number of coactivators and corepressors modulate PPAR activity, either
stimulating or inhibiting receptor function [18]. Two important PPAR corepressors are the nuclear
corepressor 1 (NCoR1) and the silencing mediator of retinoic acid and thyroid hormone receptor
(SMRT) [19–21], which are recruited to PPARs in the absence of ligands and limit PPAR
transcriptional activity [22,23]. Coactivators encompass various proteins, including factors with
histone acetylase activity [cAMP response element-binding (CREB) protein (CBP)/p300 and steroid
receptor coactivator 1–3 complexes], helicases [PPAR A–interacting complex (Pric)285,
Pric320/chromodomain helicase DNA binding protein 9], and an ATPase in the SWItch/sucrose non-
fermentable (SWI/SNF) complex, and non-enzymatic activators that can be found in the active PPAR
transcriptional complex [PPARγ coactivator (PGC)-1α, PGC-δ/PGC-1–related estrogen receptor
coactivator, mediator of RNA polymerase II transcription subunit/TRAP220/PPAR-binding protein,
PPAR-interacting protein/nuclear receptor coactivator 6, SWI/SNF-related, matrix-associated, actin-
dependent regulator of chromatin, subfamily D, member 1] [18]. The characteristic feature of the
PPAR ligand-binding cavity is its 3-4-fold larger size compared to other nuclear receptors. Thus,
PPARs can accommodate and bind a variety of natural and synthetic lipophilic acids [24–27]. Synthetic ligands of PPARs are widely used in clinical practice to treat glucose and lipid disorders
and in the prevention and treatment of cardiovascular and metabolic diseases [28–30]. Synthetic
ligands can be specific for each PPAR isotype or activate two (saroglitazar, elafibranor) [31,32] or all
three (bezafibrate, lanifibranor) isotypes [33,34]. Natural ligands of PPARs include various FAs, 3 of 75 Cells 2020, 9, 1708 phospholipids, prostaglandins, prostacyclins, and leukotrienes [35,36] linking the activity of PPARs
to nutrition, metabolism, and inflammation. In addition to ligands, PPAR transcriptional activity can
be modulated by post-translational modifications including phosphorylation, ubiquitination, O-
GlcNAcylation, and SUMOylation [29,37–43]. phospholipids, prostaglandins, prostacyclins, and leukotrienes [35,36] linking the activity of PPARs
to nutrition, metabolism, and inflammation. 2.1. PPARα The first cloned PPAR, now known as PPARα, was initially identified as the molecular target of
xenobiotics inducing hepatic peroxisome proliferation in rodents [44]. PPARα is particularly
abundant in organs with high demand for FA catabolism, such as liver and brown adipose tissue
(BAT) [45]. In these tissues, this transcription factor coordinates several aspects of metabolism by
modulating the expression of genes involved in peroxisomal and mitochondrial β-oxidation, FA
transport and catabolism, ketogenesis, and gluconeogenesis [35]. In line with this role of PPARα, the
L162V Pparα gene polymorphism, which results in a PPARα variant with lower transcriptional
activity, is associated with increased serum levels of triglycerides (TGs), total cholesterol, low-density
lipoprotein cholesterol, and apolipoprotein (apo) A1 and apoB [46–50], influencing the onset and
progress of type 2 diabetes (T2D) [51,52]. PPARα serves as a sensor of nutritional status. In starvation, when the organism mobilizes
stored FAs, PPARα in hepatocytes increases FA uptake and β-oxidation and stimulates hepatokine
gene expression [53–56]. Therefore, PPARα adapts the rates of FA catabolism and ketone body
synthesis to energy depletion. Furthermore, in the mouse liver, PPARα is a key factor in the metabolic
adaptation to sepsis. Deficiency in hepatic PPARα causes an impaired metabolic response, and upon
bacterial infection, PPARα-null mice have a higher mortality rate. These observations suggest that
activating PPARα may be considered a plausible metabolic intervention for improving sepsis
outcomes. In support of this hypothesis, non-surviving critically ill patients have reduced PPARα
activity in their livers [57]. The natural ligands of PPARα are FAs and their derivatives [58]. Synthetic fibrate PPARα
agonists are generally used to treat patients with primary hypercholesterolemia, mixed dyslipidemia,
and hypertriglyceridemia. Natural and synthetic PPARα agonists have been discussed extensively 4 of 75 Cells 2020, 9, 1708 [29,30,59,60], and their effect appears to be based mostly on the stimulation of cellular lipid trafficking
and β-oxidation [61,62]. However, the need persists for better drug candidates that selectively target
PPARα without the side effects of fibrates. The recent development of selective PPARα modulators
may fill this gap [63]. [29,30,59,60], and their effect appears to be based mostly on the stimulation of cellular lipid trafficking
and β-oxidation [61,62]. However, the need persists for better drug candidates that selectively target
PPARα without the side effects of fibrates. The recent development of selective PPARα modulators
may fill this gap [63]. 2.2. PPARβ/δ PPARβ/δ is ubiquitously expressed, with particularly high levels in the skin, gastrointestinal
tract, liver, kidney, and various parts of the central nervous system [64,65]. PPARβ/δ is involved in
cell proliferation, differentiation, and survival, and it plays a role in tissue repair [66–69]. It is
necessary for placental and gut development and is involved in the control of energy homeostasis
[70–74]. Metabolically, PPARβ/δ promotes FA oxidation in adipose tissue and skeletal muscle,
leading to improved lipidemia, and it stimulates overall energy expenditure, protecting against
diet-induced obesity and insulin resistance [75–78]. It is probably best known for stimulating
energy expenditure in muscles and increasing exercise capacity [79]. Under regular exercise,
PPARβ/δ induces a switch to an increased amount of type I muscle fibers, enhancing mitochondrial
function and fat oxidation and boosting endurance [80]. For this reason, this receptor also is a target
for doping substances, so much so that the World Anti-Doping Agency added the PPARβ/δ ligands
GW501516 and other related chemicals to its prohibited list in 2009. These synthetic ligands
(GW501516, GW0742, and L-165041) selectively activate PPARβ/δ at very low concentrations and are
often applied in both in vivo and in vitro research models [81], but no PPARβ/δ agonist has been used
in clinical practice. Nevertheless, PPARβ/δ remains a potential therapeutic target in metabolic
diseases. Other synthetic and natural PPARβ/δ agonists recently have been discussed elsewhere [29]. 2.4. PPARs in CR The effects of CR on PPAR expression vary among different tissues and organs. PPAR
expression either remains unchanged [PPARα, -β/δ, and -γ in the heart, PPARα in white adipose
tissue (WAT), PPARγ in the liver], decreases (PPARβ/δ in the liver, PPARα in the spleen, PPARα, -
β/δ, and -γ in muscle), or increases (PPARα in the liver, heart, and intestinal epithelium) [131–139]. In rat kidneys, PPAR mRNA and protein levels and DNA-binding activity decrease with age, but a
60% CR blunts this reduction [140]. PPARs can contribute to CR-related outcomes by modulating multiple pathways connected with
metabolism, insulin sensitivity, inflammation, and oxidative stress, all of which we describe at the
molecular level in this review. Most of the published works on the impact of PPARs in CR concern
PPARα. CR induces the upregulation of PPARα expression in the heart, where it increases lipid use
[139]. In fact, 19% of the hepatic genes involved in lipid metabolism, inflammation, and cell growth
and whose expression is changed by CR depend on PPARα, as shown by the absence of regulation
of these processes in PPARα-null mice [141]. Therefore, ligands of PPARα have been proposed to
serve as mimetics of CR [141]. Although less studied so far, the two other PPAR isotypes likewise
modulate multiple pathways in relation to CR, as we discuss below. 2.3. PPARγ PPARγ is recognized primarily for its insulin-sensitizing properties and its role as a master
regulator of adipogenesis [82–84]. It also has been identified as a promising therapeutic target for
several types of cancer because it limits tumor progression by decreasing cell proliferation [85–87],
increasing cell differentiation [85,88], inducing apoptosis [85,86,89–93], and inhibiting angiogenesis
[94]. In addition, PPARγ plays a role in multiple processes including inflammation, adipogenesis, FA
storage, and lipid and glucose metabolism [82,95–99]. We have described novel roles for intestinal
PPARγ in long-chain FA processing in the intestinal epithelium [100] and in the regulation of body
adiposity through sympathetic nervous system signaling [101], and we identified it as a major
regulator of mucosal defenses upon high-fat diet feeding in mice [102]. However, its effects are not
exclusively beneficial. For instance, it has recently been reported that PPARγ has a carcinogenic effect
in advanced brain metastases [103] and liver cancer [104]. PPARγ occurs in two isoforms, PPARγ1 and PPARγ2, with the latter distinguished by 30 and
28 extra amino acids at the N-terminus in mouse and human, respectively [105]. PPARγ2 is found at
high levels in adipose tissues [106,107], whereas PPARγ1 shows a broader expression pattern. In
addition to adipose tissue, PPARγ1 is expressed in the gut, brain, and vascular cells and in specific
types of immune and inflammatory cells [65,105,108–110]. A plethora of factors induce PPARγ
expression and activity, and not all are ligands. They can include FAs and their metabolites [25,111],
eicosanoids [25], prostaglandins [112], phytanic acid [113], and multiple nutrients, along with
glutamine, curcumin, capsaicin, ginsenosides, and vitamin E, all of which have been reported to
exhibit anti-inflammatory properties [114]. Of note, the presence of specific bacterial strains, their
metabolites, and bacterial by-products [115–120] also stimulate PPARγ expression and/or activity. y p
γ
p
y
Synthetic agonists of PPARγ can be divided into two groups: classical full agonists, which are
represented by the thiazolidinediones (TZDs) [121] such as troglitazone, rosiglitazone, and
pioglitazone, and partial agonists, which were developed to reduce the side effects of full agonists,
including weight gain and bone loss [122,123]. PPARα/γ dual agonists exert positive influences on
both lipid and glucose metabolism. They not only have antidiabetic capacity but also are
hypolipemic, anti-inflammatory, hypotensive, and antiatherogenic and show anticoagulant action
leading to improved endothelial function [30,31,59,124–130]. 5 of 75 Cells 2020, 9, 1708 2.4. PPARs in CR 3.1. mTOR The mammalian (m)TOR pathway is a major nutrient sensor signaling pathway known to
regulate longevity (Figure 2). TOR is a well-conserved Ser/Thr protein kinase that belongs to the
family of phosphatidylinositol 3 (PI3) kinase-related kinases [142,143]. It functions as an essential part
of two complexes, mTORC1 and mTORC2, which have some proteins in common and some different
proteins between them [142]. mTORC1 comprises the following core subunits: mTOR, mLST8
(mammalian lethal with sec-13 or GβL), DEPTOR (DEP domain-containing mTOR-interacting
protein Tti1/Tel2 complex), PRAS40 (proline-rich Akt substrate of 40 kDa), and Raptor (regulatory-
associated protein of mammalian target of rapamycin). mTORC2 is composed of mTOR, mLST8,
DEPTOR, the Tti1/Tel2 complex, Rictor (rapamycin-insensitive companion of mTOR), mSin1
(mammalian stress-activated MAP kinase-interacting protein 1 or MAPKAP1), and protor1/2 (protein
observed with Rictor 1 and 2) [144–147]. The configuration of each of these two complexes is
conserved from yeast to mammals [148]. mTORC1 is sensitive to inhibition by rapamycin and plays
essential roles in the regulation of mRNA translation and autophagy. Cellular energy and nutrient
status regulate it directly, whereas mTORC2, which is not rapamycin sensitive, functions mainly as
an important regulator of the cellular actin cytoskeleton [149,150]. Figure 2. The main signaling pathways associated with mammalian target of rapamycin (mTOR). mTOR integrates inputs from multiple sources including growth factors, insulin, stress, energy
TSC1
TSC2
Akt
mTORC1
Rheb
Insulin
receptor
TNFα
Amino acids Leucine
Arginine
DNA damage
Lifespan
Insulin
Hypoxia
MEK
ERK1/2
IRS
PI3K
PDK4
AMPK
4E-BP
PTEN
starvation
P38β-PRAK
Wnt
ERFR
REDD1
REDD2
GSK3
Phosphatidic acid
Redox
Growth factors
TNFR
Energy stress
p53
S6k1
Energy metabolism
Nucleotide synthesis
Protein synthesis
Lipid synthesis
Autophagy
Cholesterol synthesis
Cell growth
Mitochondria biogenesis and function
Glucose metabolism starvation Figure 2. The main signaling pathways associated with mammalian target of rapamycin (mTOR). mTOR integrates inputs from multiple sources including growth factors, insulin, stress, energy 6 of 75 Cells 2020, 9, 1708 balance, oxygen, and nutrients, and it controls many major downstream processes, including
metabolism, macromolecule synthesis, mitochondria function, cell growth, and autophagy. balance, oxygen, and nutrients, and it controls many major downstream processes, including
metabolism, macromolecule synthesis, mitochondria function, cell growth, and autophagy. Rheb (Ras homolog enriched in the brain) is a GTPase that in its GTP-bound form directly binds
to and activates mTOR [151–154]. Rheb activity is inhibited by the heterodimer complex of tuberous
sclerosis proteins 1 and 2 (TSC1 and TSC2) [155–160]. 3.1. mTOR TSC1/2 mediates for mTORC1 many of the
upstream signals from growth factors, such as insulin and IGF-1, which stimulate the PI3K and Ras
pathways. The effector kinases of these pathways, including Akt (or protein kinase B or PKB),
extracellular-signal-regulated kinase 1/2 (ERK1/2), and ribosomal protein S6 kinase β-1 (S6K1),
directly phosphorylate and inactivate the TSC1/TSC2 complex, leading to the activation of mTORC1
[154,157,161–167]. Rheb also can transmit upstream signals from the p38β–PRAK pathway, which is
activated upon glucose starvation [168]. Finally, as a core component of mTORC2, mTOR functions
as a tyrosine protein kinase that promotes activation of the insulin receptor and IGF-1 receptors [169]. These interactions illustrate the tightly interconnected signaling between mTOR and insulin. The mTOR pathway integrates inputs from major intracellular and extracellular physiological
stimuli (growth factors, stress, energy balance, oxygen, amino acids) and controls many major
downstream processes, including macromolecule synthesis, autophagy, cell cycle, growth, and
metabolism [142,143,170]. For example, the canonical Wnt pathway, AMPK, some pro-inflammatory
cytokines such as tumor necrosis factor-α (TNFα), and the hypoxia-inducible proteins REDD1 and
REDD2 modulate mTORC1 activity via TSC1/2 [171–176]. In addition to phosphorylating TSC1/2,
AMPK phosphorylates Raptor, leading to the allosteric inhibition of mTOR [177]. mTORC1 activity
is further regulated by lipid-derived signaling molecules (phosphatidic acid) [178], the redox status
of the cell [179], and amino acids, particularly leucine and arginine [180,181]. DNA damage also
signals to mTORC1 through multiple mechanisms, all of which require p53-dependent transcription,
induction of the expression of TSC2 and phosphatase and tensin homolog deleted on chromosome
10 (PTEN), and AMPK activation [182–184]. Downstream signaling of mTORC1 controls autophagy and energy metabolism, including the
glycolytic flux, lipid synthesis [185–188], and cholesterol synthesis via the activation of sterol
regulatory element-binding protein (SREBP) 1/2 [185,189,190]. mTORC1 also promotes anabolism in
the fed state by controlling lipid metabolism in the liver through the modulation of Srebp1c
expression, which is a regulator of lipogenesis and lipid storage [191,192]. Under mTORC1 regulation, mitochondrial DNA content and the expression of genes involved
in oxidative metabolism increase. mTORC1 exerts this effect in part by mediating the nuclear
association between PPARγ coactivator 1α (PGC-1α) and the transcription factor Yin-Yang 1, which
positively regulates mitochondrial biogenesis and oxidative function [193] (see the section on
mitochondrial function). 3.1. mTOR The activation of mTOR also leads to the phosphorylation of many target proteins related to the
translational machinery and ribosome biogenesis, such as p70 ribosomal S6 kinase (S6K) and
eukaryotic initiation factor 4E-binding protein (4E-BP) [170,194–199]. The regulation of protein
metabolism also is a much-recognized function of mTOR. Amino acid activation of mTORC1
promotes protein synthesis via the activation of S6K and/or inhibition of 4E-BP, whereas the
inactivation of mTORC1 promotes the degradation of damaged proteins and intracellular organelles
via autophagy [200,201] (Figure 2). mTORC2 functions mainly as an important regulator of the actin cytoskeleton through its
stimulation of F-actin stress fibers, paxillin, RhoA, Rac1, Cdc42, and protein kinase C (PKC) α [146]. mTORC2 phosphorylates Akt [202,203] and thus affects metabolism and cell survival. mTORC2 also
directly activates SGK1, which is a kinase controlling ion transport and growth [204]. Both Akt and
SGK1 phosphorylate FoxO1/3a [205–207]. As a result of its role as an amino acid sensor, the TOR pathway has been proposed as a mediator
of CR. The high activity of mTORC1 is a major driving force of aging, whereas the suppression of
mTOR is tied to many of the benefits associated with CR, including lifespan extension [208–211], as
has been demonstrated in yeast [208,212], worms [209], and flies [210]. Rapamycin treatment slightly
extends the lifespan in flies subjected to CR [213]. In yeast, CR does not further extend the lifespan in 7 of 75 Cells 2020, 9, 1708 the absence of TOR1, which is one of the two TOR genes in yeast, suggesting that TOR inhibition and
CR promote lifespan via a common mechanism [208]. Similarly, in C. elegans, using RNA interference
against TOR or autophagy genes in eat-2 mutant worms, which have impaired feeding behavior and
are used as a genetic model for CR, does not extend the lifespan [214,215]. Furthermore, the inhibition
of one of the principal targets of TOR signaling, S6K, extends the lifespan of eat-2 C. elegans [216]. Of
note, mTOR activation in the rat’s brain results in reduced food intake by promoting the expression
of the orexigenic neuropeptide Y and agouti-related peptide in the hypothalamus [217,218]. These
data suggest that CR and TOR inhibition promote lifespan via overlapping pathways. 3.2. mTOR and PPARα The various direct or indirect interactions between mTOR and PPARs have diverse effects on
FA synthesis, glucose metabolism, oncogenesis, and immune system activation (Figure 3). First,
mTORC1 regulates hepatic ketone body production in response to fasting [219]. mTORC1 activity is
low during fasting, which correlates with increased PPARα activity. Consequently, mice with a
constitutive activation of mTORC1 in the liver and with correspondingly low PPARα cannot induce
ketogenesis when fasted [219]. As alluded to above, PPARα is particularly known for its role in
fasting-triggered FA oxidation and lipid metabolism in the liver. The intertwined functions of
mTORC1 and PPARα lie in the mTORC1 inhibition of PPARα activity during feeding and
consequently blocking hepatic ketogenesis. Figure 3. Interactions between PPARs and mTOR. mTOR interacts with all PPARs, resulting in the
modulation of ketogenesis, autophagy, and adipogenesis. Figure 3. Interactions between PPARs and mTOR. mTOR interacts with all PPARs, resulting in the
modulation of ketogenesis, autophagy, and adipogenesis. In the fed state, the insulin-dependent PI3K pathway activates mTORC1, promoting the
cytoplasmic and nuclear localization of the PPARα corepressor NCoR1 and leading to the inhibition
of PPARα activity and ketogenesis [219]. Fasting leads to decreased mTORC1 and consequently S6
kinase 2 activity, which promotes the cytoplasmic localization of NCoR1. In the absence of nuclear
NCoR1, the increased transcriptional activity of PPARα enhances the FA oxidation that generates
substrates for ketogenesis and gluconeogenesis [219,220]. In fact, PPARα also stimulates the
expression of mitochondrial hydroxymethylglutaryl-CoA synthase (HMGCS), which is a rate-
limiting enzyme of ketogenesis that catalyzes the condensation of acetyl coenzyme A (acetyl-CoA)
and acetoacetyl-CoA to generate 3-hydroxy-3-methylglutaryl (HMG)-CoA and CoA [37]. The CR-
triggered increase in the intestinal HMG-CoA synthase 2 (HMGCS2) expression alters the
regeneration and differentiation capacity of intestinal steam cells. The result is a reduction in the
differentiation markers of secretory cells with the promotion of enterocytes, changing the
functionality of the intestine [221]. The subsequent refeeding of CR mice leads to reduced HMGCS2
levels and an increased expression of Paneth and goblet cell markers [221]. Additionally, in the
intestine, the age-related increased activity of mTOR inhibits PPARα, resulting in higher levels of
Notum and decreased Wnt signaling, consequently diminishing the regenerative function of stem 8 of 75 Cells 2020, 9, 1708 cells in the Paneth cell niche [222]. 3.3. mTOR and PPARβ/δ Relatively little evidence connects mTOR and PPARβ/δ functions. In human lung carcinoma
cells, nicotine activates PPARβ/δ expression through PI3K/mTOR [231], whereas the PPARβ/δ
agonist GW501516 stimulates the growth of these cells through the inhibition of PTEN expression
[232], indicating the interplay between the two pathways. Additionally, PPARβ/δ may modulate
mTOR activity by mediating the metabolism of FAs and the production of phosphatidic acid, which
is a metabolite that directly activates the mTOR complex by increasing its stability and activity. Phosphatidic acid responsiveness has been proposed as a lipid precursor sensing mechanism for the
biosynthesis of cell membranes in the context of cell division and cell mass increase [233]. 3.2. mTOR and PPARα Similarly, mTORC1 activity is elevated in the livers of old mice
[219], which correlates with reduced PPARα activity and hepatic ketogenesis during aging [223–225]. mTORC1 inhibition is sufficient to prevent both the aging-induced loss of PPARα activity and ketone
body production [219]. Another type of functional interaction between mTOR and PPARα relates to ligand production
for the latter by FA synthase (FAS). In the fed state, mTORC1 mediates insulin-dependent
phosphorylation and thus the inhibition of cytoplasmic FAS, limiting ligand generation. During
fasting, when mTOR is inhibited, nonphosphorylated active cytoplasmic FAS promotes the synthesis
of endogenous PPARα ligands [37]. In several organs, CR induces autophagy, which is a process that integrates mTOR and PPARα. To protect the liver from acute failure, PPARα-mediated induction of autophagy attenuates a
lipopolysaccharide (LPS)-induced pro-inflammatory response [226]. Furthermore, agonists of
PPARα (GW7647 and WY-14,643) regulate multiple genes involved in autophagy and lysosomal
biogenesis and function, such as the transcription factor EB, which is a master gene for lysosomal
biogenesis [227]. Of interest, a protein called farnesoid X receptor (FXR) is activated in the fed liver
and suppresses autophagy. PPARα, activated in fasted and CR livers, regulates genomic circuits that
are complementary to those under FXR control. Moreover, FXR stimulates the hepatic expression of
PPARα [228]. These findings highlight how the liver senses nutrient status and how these two nuclear
receptors translate this status in autophagy regulation [229,230]. 3.4. mTOR and PPARγ As noted, PPARγ is a master regulator of adipogenesis. In parallel, mTORC1 senses growth
factors and nutrients that drive adipose tissue accumulation. The inhibition of mTORC1 impairs
adipogenesis and adipocyte maintenance in vitro [187,234–237], at least in part by modulating PPARγ
expression and transcription [187,188,238,239]. mTORC1 may activate PPARγ through SREBP1,
which promotes the production of endogenous PPARγ ligands [240,241]. Once activated by its
natural or synthetic ligands, PPARγ stimulates mTORC1 and AMPK and upregulates TG-derived FA
uptake, lipoprotein lipase activity, and accumulation in subcutaneous WAT and BAT. Chronic mTOR
inhibition attenuates these processes, which leads to hyperlipidemia. These observations imply that
mTOR regulates the hypolipidemic and lipogenic effects of PPARγ [239], as also suggested by the
rapamycin inhibition of adipocyte differentiation [187,234,237]. Additionally, rapamycin reduces the
phosphorylation of lipin-1 [242], which is a phosphatidic phosphatase that is involved in
phospholipid and TG synthesis as well as the coactivation of many transcription factors linked to
lipid metabolism, including PPARγ, PPARα, and PGC-1α [243–245]. A model has been proposed for
nutrient and insulin signaling during adipogenesis in which the mTOR and PI3K/Akt pathways
respectively act in parallel to regulate PPARγ activation [187], revealing pathway synergy in the
context of metabolism. Conversely, PPARγ also affects mTOR activity. It inhibits mTOR signaling with a protective
action in rats with status epilepticus [246], and after activation with rosiglitazone, it stimulates
mTORC1 and AMPK [239]. The interaction between PPARγ and mTOR has been particularly well
demonstrated in mouse models of breast cancer, in which the activation of PPARγ led to rapamycin 9 of 75 Cells 2020, 9, 1708 resistance, whereas rapamycin treatment triggered both the expression and activation of PPARγ
[247]. Similar to PPARα, PPARγ regulates autophagy, the main cellular process targeted by mTOR. The activation of PPARγ stimulates autophagy, and its inhibition decreases it [248,249]. In addition
to cell cycle arrest, the induction of autophagy is a major effect of PPARγ in cancer cells, as observed
in colon [250], breast [251,252], bladder [253], and adrenocortical [254] cancer cell lines. The
application of troglitazone and rosiglitazone in MDA-MB-231 breast cancer cells results in the
redistribution of microtubule-associated protein 1A/1B-light chain 3 (LC3) and formation of the
autophagosome [252]. Liver cells treated with 4-O-carboxymethyl ascochlorin, an agonist of PPARγ,
undergo an autophagic response [249]. PPARγ activation in Caco-2 cells and other cell types affects
autophagy via positive regulation of PTEN [255–259]. 3.4. mTOR and PPARγ In contrast, the deletion of PTEN results in an
increased expression of PPARγ in the liver [260]. In a model of cigarette smoking extract (CSE)-
induced inflammation in a human bronchial epithelial cell line (16HBE), PPARγ plays an anti-
inflammatory role in an autophagy-dependent manner. In this model, PPARγ activation promotes
autophagy by phosphorylating and activating AMPK (see the AMPK and PPARγ section) [261]. Accordingly, the PPARγ agonists TZDs inhibit IGF-1-induced p70S6K phosphorylation at sites
specifically phosphorylated by mTOR as well as dephosphorylating a downstream factor, S6K,
through AMPK activation [262]. Similarly, PPARγ induces the expression of autophagy-related
proteins but reduces inflammatory molecules in aged human dental pulp cells, suggesting a
mechanism by which it might maintain pulp homeostasis [263]. Conversely, PPARγ exerts anti-autophagic effects in neurons [264,265] and macrophages [266]. Rosiglitazone downregulates autophagy-related protein expression and improves locomotor
function after spinal cord injury (SCI), whereas GW9662, a PPARγ inhibitor, abolishes the protective
effect in SCI [265]. The PPARγ agonist 15-PGJ2 counteracts the increased expression of the
autophagy-related protein in the ischemic cortex following cerebral ischemia–reperfusion (I/R)
injury. Moreover, cerebral I/R injury increases levels of LC3 and cathepsin-B in neurons, whereas 15-
PGJ2 decreases them. Thus, PPARγ exerts neuroprotection by inhibiting neuronal autophagy after
cerebral I/R injury [264]. Finally, in human monocyte-derived macrophages, PPARγ induces
cathepsin L, which is a cysteine protease that has been found to trigger apoptosis and decrease
autophagy [266]. 4. AMPK CR decreases energy input, which leads to the activation of a signaling cascade to generate fuel
and increase longevity. Decreased glucose intake reduces carbon flow through the glycolytic
pathway and slows the conversion of ADP to ATP. As a principal cellular energy sensor, AMPK
monitors the AMP:ATP and ADP:ATP ratios. Functionally, AMPK is a serine/threonine kinase
comprising one catalytic subunit, α, and two regulatory subunits, β and γ. Each of the subunits occurs
as different isoforms (α1, α2, β1, β2, γ1, γ2, γ3) allowing for different versions of AMPK in various
tissues [267,268]. From nematodes to humans, the kinase activity of AMPK is rapidly increased by
the binding of AMP or ADP to the AMPKγ subunit [269]. This binding promotes allosteric activation
and the phosphorylation of AMPK by the upstream AMPK kinase and thus also inhibits its
dephosphorylation [270]. An alternative activating pathway triggers AMPK in response to increases
in cellular Ca2+ and involves the Ca2+/calmodulin-dependent protein kinase kinase β (CaMKKβ) [271]. Once activated, AMPK promotes ATP preservation by repressing energy-consuming biosynthetic
pathways while enhancing the expression or activity of proteins involved in catabolism. This process
results in the mobilization of deposited energy to restore the ATP supply [272]. Several downstream
factors including CREB-regulated transcriptional coactivator-2 (CRTC2) [273], TBC1D1/AS160
[274,275], PGC-1α [276], and histone deacetylase (HDAC) 5 [277] mediate the impact of AMPK on
metabolism. Functionally, AMPK phosphorylates acetyl-CoA carboxylase 1 (ACC1) and ACC2
[278,279], SREBP1c [280], glycerol phosphate acyl-transferase, [281], and HMG-CoA reductase [282],
resulting in the inhibition of FA, cholesterol, and TG synthesis while activating FA uptake and β-
oxidation. Additionally, AMPK prevents protein biosynthesis by inhibiting mTOR and TIF-IA/RRN3, 10 of 75 Cells 2020, 9, 1708 which is a transcription factor for RNA polymerase I that is responsible for ribosomal RNA synthesis
[283]. AMPK also influences glucose metabolism by stimulating both nutrient-induced insulin
secretion from pancreatic β-cells [284] and glucose uptake by phosphorylating Rab-GTPase-
activating protein TBC1D1, which ultimately induces the fusion of glucose transporter (GLUT)4
vesicles with the plasma membrane in skeletal muscle [285]. AMPK stimulates glycolysis by the
phosphorylation of 6-phosphofructo-2-kinase (fructose-2,6-bisphosphatase 2) [286], and in parallel, it
inhibits glycogen synthesis through the phosphorylation of glycogen synthase [287]. In the liver,
AMPK inhibits gluconeogenesis by inhibiting transcription factors including hepatocyte nuclear
factor 4 and CRTC2 [288–290]. 4. AMPK AMPK also affects the energy balance by regulating circadian
metabolic activities and promoting feeding through its action in the hypothalamus [291,292]. It
promotes mitochondrial biogenesis via PGC-1α [276] (see the section on mitochondria) and activates
antioxidant defenses. AMPK plays a major role in metabolism but is also involved in inflammation,
cell growth, autophagy, and apoptosis [293]. Therefore, reducing AMPK signaling exerts a cytostatic
and tumor-suppressing effect [294,295]. In C. elegans, the lifespan extension effect of CR depends on AMPK [296,297]. Similarly, in
Drosophila, pathways mediating increased lifespan include AMPK activation [298]. In addition,
tissue-specific overexpression of AMPK in muscle and body fat extends the lifespan in Drosophila,
whereas AMPK RNA interference shortens the lifespan [299]. The link between AMPK and PPARs
and their interaction in metabolism regulation in response to CR have been well documented and are
discussed below. 4.1. AMPK and PPARα The contradictory information concerning the interaction between PPARα and the
ligands of AMPK likely reflects tissue- and context-specific situations. AMPKα [314]. The contradictory information concerning the interaction between PPARα and the
ligands of AMPK likely reflects tissue- and context-specific situations. One publication has reported that AMPK inhibits PPARα and PPARγ activity [315]. In that
study, the AMPK activators, AICAR, and metformin decreased basal and WY-14,643-stimulated
PPARα activity in hepatoma cells. Compound C, which is an AMPK inhibitor, increased agonist-
stimulated reporter activity and partially reversed the effect of the AMPK activators. The expression
of either a constitutively active or dominant-negative AMPKα subunit inhibits basal and WY-14,643-
stimulated PPARα activity. The authors postulated that the AMPK inhibition of PPARα and PPARγ
may allow for short-term processes to increase energy generation before the cells devote resources to
increasing their capacity for FA oxidation [315]. This contradictory report may indicate further that
AMPK–PPAR regulation is cell-type specific. An agonist of PPARα also can activate AMPK, suggesting that the activity regulation between
AMPK and PPARα may be reciprocal. On the one hand, fenofibrate induces the phosphorylation and
activation of AMPK via the induction of the small heterodimer partner (SHP; an orphan nuclear
receptor) and its target genes [316]. On the other hand, WY-14,643 treatment increases the expression
of AMPKα1 and α2 mRNA, leading to an increase in AMPKα subunit phosphorylation and its
enzymatic activity [317]. Moreover, pterostilbene, a bioactive component of blueberries and grapes
and an agonist of PPARα, activates AMPK, similarly to AICAR and metformin, and modulates
several AMPK-dependent metabolic functions in the rat hepatoma cell line H4IIE [318]. The AMPK-
mediated activation of PPARα reverses progressive fibrosis in steatohepatitis [316] by endothelial
nitric oxide (NO) synthase (eNOS) phosphorylation in endothelial cells, which suppresses
microvascular inflammation and apoptosis [319,320]. 4.2. AMPK and PPARβ/δ AMPK and PPARβ/δ, but not PPARα, interact directly and physically in muscle, leading to
increased glucose oxidation via the upregulation of lactate dehydrogenase B, which is associated with
improved exercise performance [310]. AICAR treatment increases endurance, and the combination
of AICAR and GW0742 further potentiates it. The combination significantly increases all running
parameters, which is a change that is accompanied by a significant shift to fat as the main energy
source with a decline in carbohydrate use during the period near exhaustion [321]. Therefore,
agonists of both AMPK and PPARβ/δ are recognized as exercise mimetics [322]. In line with these
observations, the deletion of PPARβ/δ specifically in myocytes results in a reduced capacity to sustain
running exercise [78]. 4.1. AMPK and PPARα AMPK and PPARα both act as sensors of intracellular energy status and adjust metabolism in
response to changes. As noted, AMPK responds to intracellular ATP depletion, whereas PPARα
induces the expression of genes encoding enzymes and proteins involved in increasing cellular ATP
yields. Moreover, AMPK and PPARα serve as critical regulators of short-term and long-term FA
oxidation, respectively, and their activity thus needs to be coordinated. Accordingly, during
prolonged fasting, when glucose levels drop and FA levels rise, high intracellular AMP
concentrations induce AMPK, resulting in increased mitochondrial FA uptake for β-oxidation. In
parallel, the activation of PPARα elevates the maximal FA-oxidizing capacity in the liver
[35,37,300,301]. Similar to AMPK, phosphorylation affects the activity of PPARα. Several kinases, including p38,
ERK, protein kinase A, and PKC, and AMPK itself can phosphorylate PPARα, which modifies
(mainly increasing) its transcriptional activity [302]. However, the activation of p38, which AMPK
may execute [303,304], induces the activation of PPARα in some cells while reducing it in others. Additionally, the phosphorylation of PPARα by glycogen synthase kinase, also regulated by AMPK
[305], leads to the degradation of PPARα [302,306]. The activation of PPARα by AMPK has been shown in multiple experimental models. In
myocytes, either 5-aminoimidazole-4-carboxamide ribonucleotide (AICAR), a synthetic activator of
AMPK, or adiponectin, an insulin-sensitizing adipokine, increase FA oxidation gene expression via
AMPK-dependent PPARα activation [307,308]. Therefore, the reduced serum levels of adiponectin in
people with obesity and T2D may contribute to the observed impairment in PPARα activity [309]. Of
note, in muscles, PPARα does not directly interact with AMPK [310]. Similarly, in the left atrial
appendage of mixed-breed dogs, the AMPK/PPARα/VLCAD (very long-chain acyl-CoA
dehydrogenase) pathway mediates the metformin-triggered reduction of lipid accumulation and
increases the β-oxidation of FA [311]. In pancreatic β-cells, glucose represses PPARα gene expression
via AMPK inactivation [312,313]. The mechanism of the direct interaction between AMPK and
PPARα has been uncovered in hepatocytes. In this pathway, activated AMPKα subunits bind to and
activate PPARα, which occurs independently of AMPK activity and is not associated with increased
AMP concentration. Instead, the interaction is stimulated by increased MgATP levels. Surprisingly,
treatment with AICAR decreases PPARα activity in rat hepatocytes, which is associated with
translocation of the AMPKα2 isoform out of the nucleus and is independent of the kinase activity of Cells 2020, 9, 1708 11 of 75 AMPKα [314]. 4.3. AMPK and PPARγ The activation of AMPK by PPARγ agonists has been documented in many cell lines [261,323–
326], in various tissues ex vivo [327,328], and in nonhuman animals [329–331] and people [332]. In
general, agonists of PPARγ act via AMPK to improve glucose and fat management. Troglitazone
causes rapid increases in phosphorylated AMPK and acetyl-CoA carboxylase (ACC) within minutes
after injection in rat skeletal muscle, liver, or adipose tissue. Consistently, the drug results in a two-
fold increase in 2-deoxy-d-glucose uptake in skeletal muscle through AMPK activation [328]. In
addition, rosiglitazone remarkably enhances AMPK-mediated glucose uptake and glycogen
synthesis in muscle and adipose tissues [331]. In cardiac muscle, the impact of troglitazone on glucose
uptake is triggered via AMPK and eNOS signaling [333]. Rosiglitazone increases the expression and
circulating levels of adiponectin and enhances the expression of hepatic adiponectin receptors in
mice, which correlates with the activation of the hepatic Sirt1/AMPK signaling system. This signaling
enables rosiglitazone to attenuate alcoholic liver steatosis and nonalcoholic steatohepatitis [329,334]. Another TZD, pioglitazone, increases AMPK phosphorylation two-fold and decreases ACC activity
and the concentration of malonyl-CoA by 50% in Wistar rat liver. Moreover, pre-treatment with
pioglitazone prevents a 50% decrease in AMPK and ACC phosphorylation in the liver and adipose
tissue, which can be triggered by a euglycemic–hyperinsulinemic clamp [330]. In endothelial cells,
rosiglitazone reduces glucose-induced oxidative stress mediated by NAD(P)H oxidase hyperactivity 12 of 75 Cells 2020, 9, 1708 induced by high glucose via AMPK activation. It also uses AMPK to stimulate eNOS activity to
increase NO synthesis [324,325]. induced by high glucose via AMPK activation. It also uses AMPK to stimulate eNOS activity to
increase NO synthesis [324,325]. Several TZDs have been shown to reduce insulin resistance via AMPK activation
[323,327,335,336]. AMPK-mediated pioglitazone signaling results in an increase in insulin-stimulated
glucose disposal, enhanced expression of the genes encoding adiponectin receptors, and coding for
factors connected with mitochondrial function and FA oxidation in the muscles of patients with
diabetes [332]. Rosiglitazone promotes AMPK-mediated insulin secretion via the phosphorylation of
the Kir6.2 subunit of the potassium ATP channel in β-cells [336]. The treatment of pancreatic β-cells
with TZDs triggers the phosphorylation of AMPK and ACC and increases glucose-stimulated insulin
secretion as well as the response of insulin secretion to the combined stimuli of glucose and palmitate
[327]. This treatment also affects β-cell metabolism by reducing glucose oxidation, energy
metabolism, and glycerolipid/FA cycling [323]. 5. Insulin Signaling Increased glucose levels in serum after food intake promote insulin secretion from pancreatic β-
cells, which in turn activates insulin receptors on the surface of target cells. The tyrosine kinase
activity of the insulin receptor triggers a signaling cascade starting with the activation of insulin
receptor substrates (IRS 1–4) followed by the phosphorylation of PI3K, which is responsible for
metabolic actions including PDK1 and Akt activation. Akt occurs in three isoforms (1–3) with Akt2
being essential for glucose homeostasis, whereas Akt1 is important for growth and Akt3 is important
for brain development [338]. The Akt-driven inhibition of AS160 phosphorylation induces GLUT4 to
translocate to the cell membrane, which promotes glucose transport into the intracellular
compartment. Akt also phosphorylates and deactivates glycogen synthase (GS) kinase 3 (GSK3),
which stimulates GS and glycogen production. In parallel, it disrupts the CBP/Torc2/CREB complex
and consequently inhibits gluconeogenesis. Moreover, Akt activates mTOR, which facilitates protein
synthesis, whereas mTORC2 is a critical regulator of Akt [339]. Another Akt regulator, tumor
suppressor PTEN, previously mentioned in the context of mTOR, prevents Akt activation and
reduces mTOR activity. In line with the above, the inhibition of IGF-1/PI3K/Akt signaling participates
in the anti-cancer and DNA-repair activity of CR [340–342]. Further, Akt activation leads to the
inhibitory phosphorylation of FOXO1, resulting in its nuclear exclusion [343]. Therefore, Akt
functions at the crossroads of several pathways responding to CR. Among other pathways affected by insulin signaling, the most important include mitogen-
activated protein kinase (MAPK), which regulates growth; SREBP-1, which promotes lipid and
cholesterol synthesis; and the family of FoxO transcriptional regulators, which regulate metabolism
and autophagy. In general, insulin signals an abundance of fuels and thus promotes storage and
prevents the further production of energy molecules [344–347]. The beneficial effects of CR have been associated with changes in metabolism, modification of
the activity of the insulin/IGF-1 pathway, reduction in fat mass, and increased stress resistance
because of FoxO activation [348–350]. Insulin release and insulin action seem to play a major role in
the control of aging. The modulation of longevity by insulin signaling is supported by the extended
lifespan associated with mutations in the insulin/IRS/growth hormone (GH)/IGF-1/FOXO signaling
pathways in humans, mice, C. elegans, and Drosophila [351–357]. Female, but not male, Igf1r+/− mice
live on average 33% longer than their wild-type counterparts [355], and the fat-specific deletion of
Igf1r results in an 18% increased longevity in both sexes [351]. 4.3. AMPK and PPARγ Thus, the role of TZDs in lowering serum insulin
levels and in the protection of β-cells is mainly through AMPK [327]. In addition to mediating PPARγ metabolic functions, AMPK mediates the receptor’s anti-
inflammatory activities. In bronchial epithelial cells, PPARγ plays a protective role in CSE-induced
inflammation, as noted above (see the section on mTOR and PPARγ). CSE administration inactivates
AMPK signaling, which is restored by PPARγ agonists. Consequently, the effects of PPARγ agonists
on inflammation and also on autophagy can be abolished by AMPK inhibition [261], showing that
AMPK is downstream of PPAR in this pathway. AMPK also mediates the anti-inflammatory effect of
PPARγ in endothelial cells, in which the LPS-triggered downregulation of toll-like receptor 4 (TLR4)
protein expression is inhibited by pioglitazone. LPS also reduces PPARγ expression, which can be
partially restored by the knockdown of TLR4. Therefore, TLR4 and PPARγ affect each other via a
negative feedback loop, and this interaction depends on the AMPK signaling pathway [326]. As discussed, agonists of PPAR exert physiological effects by modulating the activity of AMPK,
which is an important cellular energy sensor. However, their action seems to be, at least in some
instances, independent of the activation of the PPARs. In other words, these agonists can activate
AMPK by phosphorylation independently of PPARγ or PPARα [316,317,325,328,337]. This idea is
supported by a novel TZD, BLX-1002, with no PPAR affinity, which activates AMPK in β-cells and
raises cytoplasmic Ca2+, thereby enhancing glucose-induced insulin secretion at a high glucose level
[335]. Similarly, some agonists of PPAR likely exert some effects independently of PPAR, which is in
cooperation with other cellular partners. AMPK also has been reported to feed back to PPARγ. The expression of either a constitutively
active or dominant-negative AMPKα inhibits basal and rosiglitazone-stimulated PPARγ activity. AICAR and metformin inhibit PPRE reporter activity, whereas AMPK inhibitor compound C
increases basal and rosiglitazone-stimulated PPARγ activity [315]. In brief, there is a very tight interaction between AMPK and PPARs (Figure 4), which involves
the factors participating in the metabolic, apoptotic, and anti-inflammatory response to CR. Figure 4. The tissue-specific outcomes of the interaction between PPARs and adenosine
monophosphate (AMP)-activated protein kinase (AMPK). PPARγ interacts with AMPK in multiple Figure 4. The tissue-specific outcomes of the interaction between PPARs and adenosine
monophosphate (AMP)-activated protein kinase (AMPK). 4.3. AMPK and PPARγ PPARγ interacts with AMPK in multiple 13 of 75 Cells 2020, 9, 1708 tissues including blood vessels, WAT, pancreas, muscle, heart, and liver, leading to enhanced
metabolism as well as reduced oxidative stress and inflammation. PPARα, in cooperation with
AMPK, affects metabolism in the liver as well as reducing inflammation and apoptosis in blood
vessels, whereas PPAR β/δ with AMPK affects muscle performance. 5. Insulin Signaling Accordingly, GH receptor/binding
protein knockout (GHR/BP-KO) mice are characterized by a markedly extended lifespan and show
severely reduced plasma IGF-1 and insulin levels, as well as low glucose levels [358,359]. Transgenic
Klotho mice, which also have an increased lifespan, are insulin resistant. These findings collectively
suggest that aging can be delayed by reducing insulin signaling [360]. It has even been hypothesized
that insulin resistance is a physiological protective mechanism against aging and age-related
disorders [361]. 5.1. Insulin Signaling and PPARα The immense impact of PPARα on glucose homeostasis and insulin signaling is particularly well
illustrated by pancreas malfunction and diabetes models. PPARα directly protects pancreatic islets
and their function and improves the adaptive response of the pancreas to pathological conditions. PPARα activation during the fed-to-fasted transition affects the regulation of glucose-stimulated
insulin release because of the critical role of FA in insulin secretion [362]. In this condition, the
activation of PPARα in β-cells increases pancreatic FA oxidation and potentiates glucose-induced
insulin secretion [363,364]. In contrast, PPARα activation can oppose insulin hypersecretion elicited
by high-fat feeding [365], suggesting that this activation protects pancreatic islets from lipotoxicity. 14 of 75 Cells 2020, 9, 1708 Similarly, in primary human pancreatic islets, PPARα agonist treatment prevents the FA-induced
impairment of glucose-stimulated insulin secretion, apoptosis, and TG accumulation, indicating that
PPARα mediates the adaptation of pancreatic β-cells to pathological conditions [366]. PPARα
participates in a pathway mediating the effect of metformin on glucagon-like peptide-1 (GLP-1)
receptor expression in pancreatic islets and on plasma levels of GLP-1 [367], improving glucose
management. In addition, PPARα regulates hepatic glucose metabolism by upregulating glycerol-3-
phosphate dehydrogenase, glycerol kinase, glycerol transport proteins [368], and pyruvate
dehydrogenase kinase 4 during fasting [369], which leads to the promotion of gluconeogenesis over
FA synthesis. In in vivo models of insulin resistance and diabetes, PPARα activation reverses the pregnancy-
related augmentation of glucose-stimulated insulin hypersecretion by increasing insulin sensitivity
[370]. Similarly, in nondiabetic patients with hypertriglyceridemia and patients with latent diabetes,
the improvement in glucose metabolism observed during short-term clofibrate administration may
also result from increased insulin sensitivity. Fasting plasma glucose, oral glucose tolerance test
results, and immunoreactive insulin in these patients are significantly decreased, which is
accompanied by enhanced glucose use and decreased serum TGs and cholesterol [371]. Furthermore,
clofibrate in patients with non-insulin-dependent diabetes decreases fasting plasma glucose and
insulin levels, and insulin binding to erythrocytes is enhanced because of increased insulin receptor
affinity without a change in receptor number [372]. Another study showed that clofibrate ameliorates
glucose tolerance in this patient population without changing the number of insulin receptors and
that this increased insulin sensitivity occurs via an unknown post-receptor mechanism [373]. Strikingly, chronic fenofibrate treatment completely prevents the spontaneous sequential
hypertrophy and atrophy of pancreatic islets from obese diabetes-prone Otsuka Long Evans
Tokushima Fatty (OLETF) rats, decreases body weight and visceral fat, and improves insulin action
in skeletal muscle [374]. 5.2. Insulin Signaling and PPARβ/δ PPARβ/δ cross-reacts with insulin signaling at several points. At first, PPARβ/δ senses elevated
glucose levels. Glucose overload leads to cPLA2 activation and the subsequent hydrolysis of
arachidonic and linoleic acid and their peroxidation, producing endogenous ligands of PPARβ/δ
[384]. In the mouse pancreas, PPARβ/δ represses insulin secretion and the β-cell mass [385]. In
adipocytes, it prevents IL-6–dependent STAT3 activation by repressing ERK1/2 and STAT3–Hsp90
association. This effect is thought to prevent cytokine-induced insulin resistance in these cells [386]. Similarly, PPARβ/δ represses IL-6-induced STAT3 activation and suppressor of cytokine signaling-3
(SOCS-3) upregulation in human liver cells and thereby halts the development of insulin resistance
[387]. In skeletal muscle cells, PPARβ/δ attenuates ER stress-associated inflammation and prevents
insulin resistance in an AMPK-dependent manner [387,388]. Moreover, PPARβ/δ ameliorates
hyperglycemia by increasing glucose flux through the pentose phosphate pathway, which enhances
FA synthesis. Coupling PPARβ/δ-dependent increased hepatic carbohydrate catabolism and the
promotion of β-oxidation in muscle allows PPARβ/δ to regulate metabolic homeostasis and enhance
insulin action by complementary effects in distinct tissues [389]. In a primate model of metabolic
syndrome, GW501516, an agonist of PPARβ/δ, dose-dependently lowers plasma insulin levels
without side effects on glycemic control [390]. GW501516 treatment also markedly improves diabetes
by decreasing blood glucose and insulin levels in ob/ob mice [391]. In addition, the treatment of
healthy people who are moderately overweight with GW501516 results in a significant reduction in
fasting plasma insulin [392], and the dual PPARα/δ agonist GFT505 (elafibranor) improves hepatic
and peripheral insulin sensitivity in men with abdominal obesity [393]. 5.1. Insulin Signaling and PPARα Along the same line of observations, fenofibrate treatment significantly
reduces hyperinsulinemia and hyperglycemia in C57BL/6 mice with insulin resistance triggered by a
high-fat diet and in a model of genetic insulin resistance (obese Zucker rats) [375]. Similarly, the
treatment of db/db diabetic mice with PPARα agonists significantly reduces plasma insulin and
insulin resistance, improves hyperglycemia, albuminuria, and kidney glomerular lesions, and causes
a 50% reduction in FA oxidation, with a concomitant increase in glycolysis and glucose oxidation
[376,377]. PPARα-deficient ob/ob mice with obesity-related insulin resistance develop pancreatic β-
cell dysfunction characterized by reduced mean islet surface area and decreased insulin secretion in
response to high glucose [366]. Similarly, PPARα KO mice develop marked age-dependent
hyperglycemia [366], and after 24-h fasting, severe hypoglycemia accompanied by elevated plasma
insulin concentrations [54,378]. However, PPARα KO mice are protected from high-fat diet-induced
insulin resistance, which is most likely because of the development of increased adiposity [379]. Of
note, PPARα gene variation in humans can affect the age of onset and progression of T2D in patients
with impaired glucose tolerance [51,52]. In the liver, the insulin-stimulated activation of Akt induces the phosphorylation of NCoR1 on
serine 1460, which selectively favors its interaction with PPARα. Phosphorylated NCoR1 inhibits the
activity of PPARα, attenuating oxidative metabolism, whereas it derepresses liver X receptor α
(LXRα), resulting in increased lipogenesis [380]. Glucose levels also affect PPARα activity. The
exposure of islets or INS(832/13) β-cells for several days to supraphysiological glucose
concentrations, which are detrimental to insulin secretion, leads to a 60–80% reduction in PPARα
mRNA expression, DNA-binding activity, and target gene expression, which results in diminished
FA oxidation and increased TG accumulation that are potentially associated with pancreatic
lipotoxicity [381]. Moreover, insulin-activated MAPK and glucose-activated PKC stimulate PPARα
transcriptional activity in HepG2 cells [382]. Strikingly, glucose itself can modulate PPARα activity
because PPARα binds glucose and glucose metabolites with high affinity, prompting changes in its
secondary structure [383]. Overall, based on the effects of PPARα on glucose homeostasis and its
important regulatory role in the transition from feeding to fasting, PPARα might be involved in
protecting against hypoglycemia during CR. 15 of 75 15 of 75 Cells 2020, 9, 1708 5.3. Insulin Signaling and PPARγ The increased adiponectin levels improve insulin
sensitivity and free FA oxidation and reduce glucose production in the liver [413,414]. The signaling
of PPARγ involves the previously mentioned executor of insulin signaling, FOXO. FOXO1 acts as a
transcriptional repressor of Pparγ by binding to its promoter and may reduce PPARγ transcriptional
activity through a transrepression mechanism involving direct protein–protein interaction between
FOXO1 and PPARγ. This interaction seems to be a crucial part of the pathway responsible for insulin
sensitivity in adipocytes [415–417]. Moreover, insulin signaling in the liver directly affects PPARγ, as
Akt2 stimulates the expression and activity of PPARγ in hepatocytes, resulting in elevated aerobic
glycolysis and lipogenesis [260]. p
γ
g
p
g
p
g
p
An important contributor to the insulin-sensitizing effect of PPARγ ligands is the suppression
of local and systemic cytokine production. TZD as treatment for patients with obesity and without
diabetes reduces circulating levels of inflammatory cytokines and other pro-inflammatory markers,
which are accompanied by improved insulin sensitivity [409]. Moreover, hepatic PPARγ reduces the
expression of SOCS-3, which has been suggested to play a crucial role in linking inflammation and
hepatic insulin resistance [399]. SOCS-3 promotes the ubiquitination and degradation of IRS-2 and
thus modulates insulin signaling [410,411]. In vitro studies have confirmed that PPARγ agonists may
also exert their antidiabetic activities by counteracting the negative effects of TNFα [412]. In addition,
PPARγ elevates blood levels of adipocytokines, such as adiponectin, which are present at low
concentrations in the plasma of patients with T2D. The increased adiponectin levels improve insulin
sensitivity and free FA oxidation and reduce glucose production in the liver [413,414]. The signaling
of PPARγ involves the previously mentioned executor of insulin signaling, FOXO. FOXO1 acts as a
transcriptional repressor of Pparγ by binding to its promoter and may reduce PPARγ transcriptional
activity through a transrepression mechanism involving direct protein–protein interaction between
FOXO1 and PPARγ. This interaction seems to be a crucial part of the pathway responsible for insulin
sensitivity in adipocytes [415–417]. Moreover, insulin signaling in the liver directly affects PPARγ, as
Akt2 stimulates the expression and activity of PPARγ in hepatocytes, resulting in elevated aerobic
glycolysis and lipogenesis [260]. As a result of this effect on regulatory pathways, TZDs improve insulin sensitivity, glucose
tolerance, and the lipidemic profile in T2D as well as in obesity without diabetes [418]. 5.3. Insulin Signaling and PPARγ PPARγ is an established regulator of insulin sensitivity, making it an excellent drug target
(Figure 5). TZDs form a class of PPARγ agonists that reverse insulin resistance in liver and peripheral
tissues, reducing plasma glucose through specific PPARγ activation. Troglitazone was the first TZD
approved for this use, but it was withdrawn from the market following reports of serious
hepatotoxicity in some patients. TZDs not only improve insulin sensitivity but also preserve
pancreatic β-cell function, thus reducing T2D incidence, as demonstrated in clinical trials of T2D
prevention in high-risk people [394,395]. Figure 5. Pathways in which PPARγ activity leads to increased insulin sensitivity. PPARγ affects
insulin sensitivity by managing glucose uptake and disposal, enhancing insulin signaling, and
maintaining functioning WAT and pancreas. Figure 5. Pathways in which PPARγ activity leads to increased insulin sensitivity. PPARγ affects
insulin sensitivity by managing glucose uptake and disposal, enhancing insulin signaling, and
maintaining functioning WAT and pancreas. Cells 2020, 9, 1708 16 of 75 PPARγ exerts its insulin-sensitizing properties in several ways. First, it generates functional
WAT, which is required for proper glucose homeostasis because lipodystrophy is associated with
severe insulin resistance [396]. An early consequence of PPARγ activation that precedes decreased
blood TG and glucose is the stimulation of TG production and a reduction in circulating free FA
because of FA retention in fat rather than muscle and pancreas. Consequently, increased fat mass
triggered by PPARγ activation results in improved glycemic control [397]. Accordingly, the level of
insulin sensitization following PPARγ activation is correlated with the reduction in lipid
accumulation in skeletal muscle [398]. Furthermore, in mice fed a high-cholesterol/fructose diet, the
selective PPARγ agonist pioglitazone improves insulin sensitivity by affecting its signaling pathway,
as measured by induction of IRS-2 expression and increased phosphorylation of Akt and GSK-3β
[399]. In fact, PPARγ induces the expression of several proteins in the insulin-signaling pathway,
including IRS-1 [400], IRS-2 [401], the p85 subunit of PI3K [402], and Cbl-associated protein (CAP)
[403,404]. In 3T3-L1 adipocytes and diabetic rodents, PPARγ directly binds the promoter of the Cap
gene. Increased CAP expression results in increased insulin-stimulated c-Cbl phosphorylation [403]
and consequently in increased glucose uptake [405]. The activation of PPARγ in muscle cells and
adipocytes increases the expression and translocation of GLUT1, GLUT2, and GLUT4 to the cell
membrane, thus increasing glucose uptake and consequently reducing glucose plasma levels [406–
408]. 5.3. Insulin Signaling and PPARγ In parallel, PPARγ regulates the expression of genes responsible for glucose disposal [400–404]. PPARγ exerts its insulin-sensitizing properties in several ways. First, it generates functional
WAT, which is required for proper glucose homeostasis because lipodystrophy is associated with
severe insulin resistance [396]. An early consequence of PPARγ activation that precedes decreased
blood TG and glucose is the stimulation of TG production and a reduction in circulating free FA
because of FA retention in fat rather than muscle and pancreas. Consequently, increased fat mass
triggered by PPARγ activation results in improved glycemic control [397]. Accordingly, the level of
insulin sensitization following PPARγ activation is correlated with the reduction in lipid
accumulation in skeletal muscle [398]. Furthermore, in mice fed a high-cholesterol/fructose diet, the
selective PPARγ agonist pioglitazone improves insulin sensitivity by affecting its signaling pathway,
as measured by induction of IRS-2 expression and increased phosphorylation of Akt and GSK-3β
[399]. In fact, PPARγ induces the expression of several proteins in the insulin-signaling pathway,
including IRS-1 [400], IRS-2 [401], the p85 subunit of PI3K [402], and Cbl-associated protein (CAP)
[403,404]. In 3T3-L1 adipocytes and diabetic rodents, PPARγ directly binds the promoter of the Cap
gene. Increased CAP expression results in increased insulin-stimulated c-Cbl phosphorylation [403]
and consequently in increased glucose uptake [405]. The activation of PPARγ in muscle cells and
adipocytes increases the expression and translocation of GLUT1, GLUT2, and GLUT4 to the cell
membrane, thus increasing glucose uptake and consequently reducing glucose plasma levels [406–
408]. In parallel, PPARγ regulates the expression of genes responsible for glucose disposal [400–404]. An important contributor to the insulin-sensitizing effect of PPARγ ligands is the suppression
of local and systemic cytokine production. TZD as treatment for patients with obesity and without
diabetes reduces circulating levels of inflammatory cytokines and other pro-inflammatory markers,
which are accompanied by improved insulin sensitivity [409]. Moreover, hepatic PPARγ reduces the
expression of SOCS-3, which has been suggested to play a crucial role in linking inflammation and
hepatic insulin resistance [399]. SOCS-3 promotes the ubiquitination and degradation of IRS-2 and
thus modulates insulin signaling [410,411]. In vitro studies have confirmed that PPARγ agonists may
also exert their antidiabetic activities by counteracting the negative effects of TNFα [412]. In addition,
PPARγ elevates blood levels of adipocytokines, such as adiponectin, which are present at low
concentrations in the plasma of patients with T2D. 5.3. Insulin Signaling and PPARγ Dominant-
negative mutations in human PPARγ can lead to severe metabolic syndrome, insulin resistance, and
diabetes at an unusually young age [419,420], and several point mutations in the PPARγ gene are
associated with severe insulin resistance (with or without T2D) and familial partial lipodystrophy
phenotypes [421–425]. Both partial and generalized lipodystrophies have consistently been
associated with insulin resistance in animals and humans [426]. Therefore, it is likely that the
dramatic reduction in limb and gluteal fat found in subjects with PPARγ mutations contributes to
their insulin resistance. In addition, the residual adipose tissue in these individuals is dysfunctional,
likely resulting in unregulated FA fluxes and impairing insulin action in skeletal muscle and liver
[420]. Of interest, lipodystrophic, WAT-specific PPARγ KO mice show an increased expression of
PPARγ in the liver, which promotes insulin sensitivity [427,428]. In this context, it is important to
note that insulin sensitivity declines with age in humans and is accompanied by a lower expression
of PPARγ in preadipocytes [429]. Hence, FA metabolism becomes altered with aging in
preadipocytes, which correlates with increased susceptibility to lipotoxicity and impaired FA-
induced adipogenesis. In line with these observations, PPARγ, PPARα, and RXR levels are all 17 of 75 Cells 2020, 9, 1708 increased in the liver of GHR-KO long-lived animals [131]. Thus, the enhanced insulin sensitivity in
GHR-KO mice may be the result of the increased hepatic activity of PPAR family members. y
p
y
y
In addition to TDZs, several other PPARγ agonists influence insulin and glucose management. FMOC-L-Leucine (F-L-Leu) is a partial agonist that selectively activates some PPARγ pathways. F-L-
Leu improves insulin sensitivity in normal, diet-induced glucose-intolerant mice and in diabetic db/db
mice, yet it has a lower adipogenic activity [430]. Of interest, INT131 besylate, which is a potent non-
TZD-selective PPARγ modulator, induces a dose-dependent reduction in fasting plasma glucose
without evoking fluid retention or weight gain, which are both unwanted side effects often triggered
by TZDs [431]. In addition, food-derived active compounds may contribute to the management of
glucose levels. The plant polyphenols quercetin and kaempferol serve as weak partial agonists of
PPARγ and increase insulin sensitivity and glucose uptake via PPARγ agonism [432,433]. Another
compound, 13-oxo-9(Z),11(E),15(Z)-octadecatrienoic acid (13-oxo-OTA), a linolenic acid derivative
in the extracts of tomato (Solanum lycopersicum), Mandarin orange (Citrus reticulata), and bitter
gourd (Momordica charantia), modulates gene expression and the production of adiponectin
through PPARγ in adipocytes [434]. 5.3. Insulin Signaling and PPARγ The reduction of PPARγ activity by antagonists improves the
metabolic profile in mice [435,436], and haplodeficient Pparγ+/− mice exhibit increased insulin
sensitivity compared with their wild-type littermates [437,438]. These animals are characterized by
reduced fat deposits and lower levels of TG accumulation and lipogenesis in WAT, skeletal muscle,
and liver [439]. Similarly, genetic variants Pro(12)Ala (heterozygotes) and Ala(12)Ala (homozygotes)
of PPARγ, which result in decreased receptor activity, are associated with leanness and improved
insulin sensitivity [440–442]. A complex U-shaped curve has been proposed to characterize the
relationship between PPARγ activity and insulin sensitivity [99]. Altogether, overwhelming evidence points to an important role for all three PPARs in insulin
signaling and glucose level management, and to several compounds with similar potential, including
some that block the endogenous ligand-induced activation of PPARγ for the treatment of the
metabolic syndrome and T2D [436,443,444]. 6. Sirtuins As already mentioned, a CR-related decrease in energy levels leads to the activation of several
signaling cascades. Decreased glucose intake reduces the flow of carbon through the glycolytic
pathway and the regeneration of ATP from ADP, which eventually alters the NAD+:NADH ratio. This shift activates SIRTs, which serve as both energy sensors and transcriptional effectors by acting as NAD+-dependent HDACs. In addition to CR and fasting, exercise activates SIRTs [445,446], which
are remarkably conserved and can even be found in archaebacteria [447]. Originally categorized as
class III HDACs, SIRTs are involved in the proper functioning of nucleic acids including DNA repair,
homologous recombination, and DNA deacetylation, and they promote transcriptional gene
silencing [448,449]. The seven subtypes of SIRTs (SIRT1–7) in mice and humans vary in their cellular distribution
and function. SIRT1–SIRT3, SIRT5, and SIRT6 catalyze deacetylation, whereas SIRT4 and SIRT6 have
ADP-ribosylation capacity. In addition to histones, SIRT substrates include several transcriptional
regulators, such as the nuclear factor kappa-light-chain enhancer of activated B cells (NF-κB), p53,
FOXO, and PGC-1α, but also enzymes, including acetyl coenzyme A synthetase 2 (AceCS2), long-
chain acyl-coenzyme A dehydrogenase (LCAD), HMGCS2, superoxide dismutase 2, and structural
proteins, such as α-tubulin [450–454]. Therefore, SIRTs influence a wide range of cellular processes
including circadian clocks, cell cycle, mitochondrial biogenesis, and energy homeostasis, and on the
whole-body level regulate aging, apoptosis, inflammation, and stress resistance [455,456]. SIRT1 is the most thoroughly investigated mammalian SIRT and is closely involved in
metabolism. Studies in S. cerevisiae have shown that an extra copy of the Sir2 gene, a yeast homolog
of mammalian Sirt1, increases lifespan in a dose-dependent manner [457,458], and the deletion of this
gene shortens lifespan [457]. In yeast and Drosophila, a lack of Sir2 and dSir2, respectively, prevents
CR-associated life extension [459–461]. SIR2, a yeast analog of Sirt1, assists in DNA repair and
regulates genes that change expression with age [462]. Cells 2020, 9, 1708 18 of 75 The most important metabolic regulator affected by SIRT1 is PGC-1α, which is activated by
SIRT1-mediated deacetylation [463,464]. Deacetylated PGC-1α increases hepatic gluconeogenic
activity [463], whereas in muscle and BAT, PGC-1α enhances mitochondrial activity. The activity of
PGC-1α translates into increased exercise capacity and thermogenesis, leading to protection against
the onset of obesity and associated metabolic dysfunction [465]. 6. Sirtuins The deacetylation of PGC-1α by
SIRT1 depends on cellular NAD+ levels, so the status of cellular energy affects PGC-1α activity, which
adapts cellular energy production through mitochondrial biogenesis and function. Furthermore,
among the SIRT1 substrates are factors that control cell proliferation and apoptosis, including the
tumor suppressor protein p53 [466]. The overexpression of SIRT1 hinders p53 transcriptional activity
and p53-dependent apoptosis triggered by DNA damage and oxidative stress, whereas the
overexpression of dominant-negative SIRT1 can enhance cellular stress responses [466,467]. SIRTs also regulate the activity of the FOXO family of transcription factors [468,469], which
affects cell differentiation, transformation, and metabolism as well as plays an important role in CR
and longevity regulation [470–472]. SIRT1-mediated deacetylation of FOXO1 affects its shuttling
between the nucleus and cytoplasm, influencing the expression of FOXO1 target genes and
promoting gluconeogenesis and glucose release from hepatocytes [473]. The deacetylation of
FOXO3a by SIRT1 increases its translocation from the cytoplasm to the nucleus [474] and its DNA-
binding activity. In the nucleus, SIRT1 and FOXO3a form a complex that induces cell-cycle arrest and
resistance to oxidative stress, also inhibiting the ability of FOXO3a to induce apoptosis [473]. SIRT1
directly suppresses the expression of uncoupling protein 2 (UCP2), leading to an improved coupling
of mitochondrial respiration and ATP synthesis, which induces insulin secretion in β-cells [475]. Confirming the role of SIRT1 in the pancreas, SIRT1−/− mice are characterized by impaired insulin
secretion in response to glucose compared with wild-type littermates [475,476]. Conversely, β-cell-
specific SIRT1-overexpressing mice exhibit improved glucose tolerance and an enhanced glucose-
stimulated insulin secretion [476]. In contrast, SIRT4 has an inhibitory effect on amino acid-stimulated
insulin secretion. It represses the activity of glutamate dehydrogenase, reducing α-ketoglutarate
production and ATP generation, which are known to activate insulin secretion in pancreatic β-cells
[477]. To avoid amino acid-stimulated insulin secretion during CR, when amino acid turnover
increases, CR decreases SIRT4 activity, which is opposite to the induction of SIRT1 activity during
CR [477]. Considering that NAD+ controls the activities of both SIRT4 and SIRT1, their opposing
effects on insulin secretion are surprising, and the full implications remain to be understood. The role of other SIRT family members has been less investigated; thus, their function is less well
known. SIRT2 is localized mainly in the cytoplasm, where it deacetylates tubulin filaments, HOXA10,
and FOXO [478–481]. 6. Sirtuins It takes part in multiple processes including cell cycle regulation [482], lifespan
extension [457,483], and glucose and lipid metabolism [451,484]. SIRT3 plays an important role in
mitochondria maintenance by acting as a deacetylase for a number of mitochondrial matrix proteins
[485,486]. During a prolonged fast, SIRT3 activates FA breakdown by the deacetylation of LCAD [453]
and stimulates the production of ketone bodies by activating HMGCS2 [452]. Of note, SIRT3 is
genetically linked to lifespan in the elderly [487]. SIRT4 has ADP-ribosylation activity and in addition to blocking amino acid-induced insulin
secretion [477], it regulates FA oxidation in hepatocytes and myocytes [488]. Both SIRT4 and SIRT5
show mitochondrial localization [477,489]. SIRT6 resides in the nucleus and is involved in genomic
DNA stability and promotes the repair of DNA double-strand breaks [490]. SIRT6-deficient mice
present a shortened lifespan and a degenerative aging-like phenotype [491]. In contrast, transgenic
male mice overexpressing SIRT6 display lower serum levels of IGF-1, higher levels of IGF-1-binding
protein, and modified phosphorylation patterns of different components of the IGF-1 signaling
pathway, possibly contributing to about a 15% increase in lifespan when compared to wild-type
animals [492]. SIRT1 and SIRT6 are both connected with CR-triggered extension of ovarian lifespan, which is
mediated by the inhibition of the transition from primordial to developing follicles and by a delay in
the growth phase of follicles to preserve the supply of germ cells [493]. SIRT7 is associated with
nucleoli and is implicated in the activation of transcription by RNA polymerase I [494] as well as the 19 of 75 Cells 2020, 9, 1708 repair of double-strand breaks by non-homologous end-joining [495]. SIRT7 knockout mice display
features of premature aging [495]. SIRT1, SIRT6, and SIRT7 facilitate DNA repair, and this repair
slows the aging process. During CR, except for SIRT4, the expression and activity of SIRTs are
increased in many tissues, including adipose and brain [496–498], heart [499,500], and liver [501]. SIRT1 mediates a broad array of physiological effects of CR. The overexpression of SIRT in worms
and flies increases their lifespan [460,461], and accordingly, mutants of SIRT do not show lifespan
extension by CR [459,502]. Moreover, transgenic mice overexpressing SIRT1 show phenotypes
similar to those of CR mice [503]. The previously mentioned role of yeast Sir2 in lifespan is
particularly critical in the context of CR. 6. Sirtuins Resveratrol, a polyphenolic compound present in, for example, red grapes and wine, stimulates
SIRT1 expression, resulting in extended lifespan and health span in treated animals [504]. SIRT1
activation by resveratrol mimics CR and delays aging in a wide range of organisms, from S. cerevisiae
[505] to C. elegans to Drosophila [506] and mice [507]. Resveratrol is considered one of the mimetics
not only of CR but also of exercise [504,508]. In mice, resveratrol inhibits gene expression profiles
associated with muscle aging and age-related cardiac dysfunction [509]. The compound protects mice
against diet-induced obesity and the associated insulin resistance through enhanced mitochondrial
function mediated by PGC-1α [465]. 6.3. SIRT1 and PPARγ The interaction between PPARγ and SIRT1 is twofold (Figure 6). PPARγ inhibits SIRT1
expression by binding to the Sirt1 promoter, and PPARγ also directly interacts with and inhibits
SIRT1 activity, forming a negative feedback loop [522]. Pioglitazone prevents NF-κB activation
through a reduction in p65 acetylation via the AMPK-SIRT1/p300 pathway [523], whereas SIRT1
represses PPARγ actively via docking with two of its cofactors, NcoR and SMRT [524]. Conversely,
the treatment of 3T3-L1 adipocytes with resveratrol represses the expression of PPARγ target genes
as well as of PPARγ itself. Furthermore, this treatment increases targeting of the PPARγ protein to
the ubiquitin–proteasome system for degradation [525]. Hence, SIRT1 acts as a corepressor of PPARγ-
mediated transcription. From a functional point of view, the repression of PPARγ by SIRT1 counters
adipogenesis, and the upregulation of SIRT1 triggers lipolysis and the release of fat from
differentiated adipocytes [22,524]. Following food withdrawal, SIRT1 promotes fat mobilization by
repressing PPARγ, which reduces the expression of genes mediating fat storage [524]. In line with
these observations, SIRT1+/− mice show a compromised mobilization of FAs from adipose tissue
during fasting [524]. 6.2. SIRT and PPARβ/δ PPARβ/δ markedly increases the transcription [516] and protein levels of SIRT1 [517], whereas
PPARα and PPARγ do not stimulate SIRT1 expression [516]. Moreover, PPARα and PPARβ/δ
promote osteogenic differentiation in an SIRT1-dependent manner [518,519], and PPARγ prevents it
[520]. Based on the PPARβ/δ–SIRT1 interaction, a reasonable inference is that during starvation,
increased levels of lipolysis-derived free FAs activate PPARβ/δ. This activation leads to enhanced
SIRT1 expression, promoting the deacetylation of factors involved in mitochondrial beta-oxidation
and cell survival [516]. The regulation of SIRT1 and PPARβ/δ activity operates bidirectionally. First,
in human HaCaT keratinocytes, GW501516 modulates inflammation by acting via AMPK and SIRT1
to reduce TNFα-induced IL-8 mRNA levels and NF-κB DNA-binding activity [517]. Second, the
upregulation of SIRT1 by PPARβ/δ attenuates premature senescence in angiotensin (Ang) II-treated
human coronary artery endothelial cells. Resveratrol can mimic the action of PPARβ/δ on Ang II-
induced premature senescence and reactive oxygen species (ROS) generation [521]. 6.1. SIRT and PPARα During fasting, SIRT4 levels decrease in the liver and SIRT4-null mice display an increased
expression of hepatic PPARα target genes associated with FA catabolism [510], indicating that
PPARα is a negative downstream target of SIRT4. In contrast, the hepatocyte-specific deletion of
SIRT1 impairs PPARα signaling and decreases FA β-oxidation, whereas the overexpression of SIRT1
induces the expression of PPARα targets (Figure 6). In fact, SIRT1 interacts with PPARα and is
required to activate PGC-1α by deacetylation. Of note, SIRT1-deacetylated PGC-1α can function as a
coactivator in PPARα complexes controlling the expression of several metabolic genes. Therefore,
SIRT1 activates PPARα to promote FA oxidation in the liver [511]. Similarly, in the heart, PPARα and
SIRT1 modulate FA metabolism [512]. Both PPARα and SIRT1 are upregulated by pressure overload
in the heart. The haploinsufficiency of either PPARα or SIRT1 reduces pressure overload-induced
cardiac hypertrophy and failure, whereas the simultaneous induction of PPARα and SIRT1
aggravates cardiac dysfunction. PPARα and SIRT1 jointly suppress genes involved in mitochondrial
functions that are controlled by the estrogen-related receptors (ERRs). PPARα binds and recruits
SIRT1 to the ERR response element. In doing so, it represses ERR target genes in an RXR-independent
manner. Suppression of the ERR transcriptional pathway by PPARα/SIRT1 also is a physiological
response to fasting [513–515]. Figure 6. The interaction between sirtuin 1 (SIRT1) and PPARs. Caloric restriction (CR)-triggered
energy shortage leads to the activation of SIRT1 and its interaction with PPARs. Each of these
interactions results in a distinct outcome. Figure 6. The interaction between sirtuin 1 (SIRT1) and PPARs. Caloric restriction (CR)-triggered
energy shortage leads to the activation of SIRT1 and its interaction with PPARs. Each of these
interactions results in a distinct outcome. 20 of 75 20 of 75 Cells 2020, 9, 1708 7.1. Oxidative Stress Reduction WY-14643 and
fenofibrate protect mice from acetaminophen-induced hepatotoxicity by upregulating UCP-2, which
is a PPARα target gene that reduces the generation of mitochondrial ROS [540]. In a gentamicin-
induced model of ROS production, different types of PPARα and PPARγ agonists (fenofibrate,
pioglitazone, tesaglitazar) provide protection from toxicity. These ligands prevent oxidative stress by
increasing the expression of genes controlling ROS production and detoxification (SOD1, glutathione
peroxidase 1 (GPx1), CAT, UCP-2), which will restore the ratio of reduced to oxidized glutathione
and prevent apoptosis [541]. PPARγ directly modulates the expression of several antioxidant and pro-oxidant enzymes as
well as oxidative stress-related proteins. It transcriptionally regulates mouse, rat, and human
catalase, which is a major antioxidant enzyme converting H2O2 to O2 and H2O [542,543]. Similarly, it
directly regulates the expression of manganese superoxide dismutase (MnSOD), which performs the
dismutation of O2- to O2 and H2O. Conversely, heart-specific PPARγ knockout mice show
downregulated levels of MnSOD in cardiac muscle with a consequent increase in O2- levels,
suggesting that PPARγ protects cardiomyocytes from oxidative damage [544]. In human skeletal
muscle cells, the TZD-mediated activation of PPARγ induces GPx3 and protects against oxidative
stress [545] because GPx reduces H2O2 to H2O and O2 and scavenges for oxidized lipids. PPARγ also
represses the expression of inducible NO synthase (iNOS) and stimulates eNOS [546–550]. These
enzymes produce NO from arginine, which forms highly reactive peroxynitrite when it reacts with
O2-. In mice with an endothelial-specific knockout of PPARγ, aortic segments release less NO than
those from controls, and this reduced expression correlates with an increase in oxidative stress
parameters [548]. Cyclooxygenase-2 (COX-2) is an inducible form of cyclooxygenase that contributes to the
metabolism of arachidonic acid-forming prostaglandin H2 [551,552], which requires the presence of
free radicals and may produce O2-, contributing to oxidative stress. PPARγ regulates COX-2
expression, but both induction [553,554] and reduction [555,556] in PPARγ expression have been
reported, leaving the issue for further investigation. In rats, the activation of PPARγ by oral intake of
rosiglitazone upregulates UCP-2 [557], which protects against oxidative stress by preventing O2-
accumulation in the mitochondria and facilitating the export of mitochondrial ROS to the cytosol
[558]. Moreover, a major target gene of PPARγ, CD36, may act as a scavenger receptor that mediates
the recognition and internalization of oxidized lipids [559–561]. 7.1. Oxidative Stress Reduction ROS are generated as a by-product of cellular respiration, contributing to the accumulation of
oxidative damage and the formation of a range of oxidation products of different macromolecules
including lipids, proteins, and nucleic acids [526]. A small amount of ROS is normally beneficial
because it plays an important role in cellular processes such as cell cycle progression, the regulation
of signaling pathways in response to intra- and extracellular stimuli, and inflammation [527]. However, high uncontrolled levels of ROS are detrimental. During oxidative stress, the sustained production of ROS and reactive nitrogen species leads to
a perturbed equilibrium between pro-oxidants and antioxidants. Consequently, macromolecules,
organelles, and cells are altered, and if much damage accumulates, necrotic or apoptotic cell death
occurs. The “free radical theory” of aging [528] proposes that the generation of oxidative stress is a
major factor contributing to the onset of the aging process and age-related diseases. Therefore, the
mammalian lifespan is reduced in relation to the mitochondrial production of oxidizing free radicals
[527]. CR likely exerts its diverse benefits through reducing ROS levels and suppressing age-related
oxidative stress while supporting the antioxidant defense system [529–531]. CR diminishes the
impact of ROS through three processes: reduction of oxygen free-radical generation by slowing
metabolism, the acceleration of ROS neutralization, and stimulation of the repair of ROS-damaged
molecules [532–536]. Cells 2020, 9, 1708 21 of 75 The oxidative stress-related role of PPARs is first suggested by their name: they were first
identified as receptors stimulating peroxisome proliferation. Peroxisomes have oxidative functions
that involve use of molecular oxygen and that yield hydrogen peroxide (H2O2). The name of these
organelles comes from their hydrogen peroxide-generating and scavenging activities. In addition to
the conversion of ROS, peroxisomes play a key role in metabolism, catabolizing very long-chain FAs,
branched-chain FAs, bile acid intermediates (in the liver), D-amino acids, and polyamines. The
induction of oxidative stress is associated with the downregulation of PPARs, which also occurs
during aging [140,537,538]. The reduced expression of PPARα in aging [137,539] has been attributed
to increased oxidative stress, and CR has been suggested to prevent this decrease through
antioxidative action [140]. PPARα-deficient mice present increased oxidative stress at an earlier age than aged-matched
wild-type controls [137]. In fact, the administration PPARα agonists to aged mice restores the cellular
redox balance, documented by reduced tissue lipid peroxidation, reduced spontaneous inflammatory
cytokine production, and the elimination of constitutively active NF-κB [137]. 7.2. Mitochondrial Function One of the several theories tightly connected with the effects of ROS is the “mitochondrial theory
of aging”, which proposes that mitochondria are the critical component in the aging process. In fact,
mitochondrial DNA damage and dysfunction increase with aging and are associated with a vast
number of pathologies. Defective mitochondria determine the turnover not only of the organelles
themselves but also whole cells, resulting in the acceleration of aging [527,582,583]. Aging has been
linked to a reduced capacity for oxidative phosphorylation in the muscle and heart, most likely
because of a decline in mitochondrial content and/or function [584–586]. Accordingly, young
individuals have higher respiratory function compared to the elderly [587–589]. Disturbed
mitochondrial electron transfer increases the likelihood of electron leakage and ROS production. Consequently, components of the electron transport chain and mitochondrial DNA become
damaged, leading to further increases in intracellular ROS levels and a decline in mitochondrial
function. Since mitochondrial DNA is spatially close to the source of ROS production, it is thought to
be particularly vulnerable to ROS-mediated lesions [528,590]. An interesting feature of CR, one associated with ROS and changes in metabolism, is
mitochondria biogenesis, which is relatively high in various tissues such as in the brain, heart, liver,
and particularly the BAT of mice [498,591]. It is associated with activation of the master regulator of
mitochondrial biogenesis, PGC-1α [428,592,593]. PGC-1α is expressed at a high level in BAT, heart,
skeletal muscle, brain, and kidney, whereas its expression is low in the liver and very low in WAT
[594]. Various physiological stimuli highly induce PGC-1α in different organs. It is increased in BAT
by cold exposure and in skeletal muscle by exercise and decreased ATP level, whereas in the liver, it
is mostly affected by CR [595]. When ectopically expressed in fat or muscle cells, PGC-1α strongly
increases mitochondrial biogenesis and oxidative metabolism, which correlates with an increase in
mitochondrial DNA and the expression of multiple mitochondrial genes [595,596]. To prevent a
mitochondrial biogenesis-associated increase in ROS levels, PGC-1α also induces expression of the
antioxidant genes GPx1 and MnSOD [597]. One hypothesis regarding the beneficial outcomes of CR
proposes is that CR preserves mitochondrial function by maintaining protein and DNA integrity
through decreasing mitochondrial oxidant emission and increasing endogenous antioxidant activity
[598,599]. Its impact on mitochondria biogenesis remains a matter of discussion [600,601]. In addition to affecting mitochondria biogenesis, PGC-1α also influences metabolism. 7.1. Oxidative Stress Reduction Finally, PPARγ also has been shown
to protect cardiomyocytes and glial cells from oxidative stress-induced apoptosis by increasing Bcl-2
[562,563]. In addition to direct transcriptional regulation, PPARγ can modulate the inflammatory and
oxidative status by acting on transcription factors such as NF-κB [547,550,564,565]. NF-κB action is
usually pro-inflammatory and pro-oxidant, inducing the expression of genes encoding the
inflammatory cytokines sIL-1β, IL-6, and TNFα, as well as the pro-inflammatory enzymes COX-2 and
iNOS, but it may also regulate the expression of superoxide dismutases and other anti-inflammatory
genes [552,566–570]. PPARγ reduces NF-κB activities in various ways: (1) by transrepressing NF-κB Cells 2020, 9, 1708 22 of 75 activation through forming a repressor complex in the promoter of NF-κB-target genes; (2) by directly
binding with NF-κB [547,550,564]; or (3) by catalase-mediated H2O2 reduction, which activates NF-
κB [542,543,571]. Conversely, NF-κB negatively regulates PPARγ transcriptional activity via a
mechanism that requires the presence of HDAC3 [572,573]. Of note, PPARγ interacts with a major regulator of the antioxidative response, the nuclear factor
erythroid 2-related factor 2 (NRF2). NRF2 is a redox-sensitive transcription regulator that plays a vital
role in cryoprotection against oxidative and electrophilic stress as well as in inflammation
suppression [574]. NRF2 targets multiple genes, including NADPH-generating enzymes [575],
glutathione S-transferases [576], CD36 [560,577], and HO-1 [578,579] and it stimulates the production
of defense proteins during oxidative stress. NRF2 also induces PPARγ expression by binding the
upstream promoter region of the nuclear receptor [580,581]. Conversely, PPREs have been identified
on the NRF2 gene promoter [576,581], confirming a positive feedback loop between PPARγ and
NRF2. Therefore, the ability of PPARs to extinguish oxidative stress overlaps with CR effects. 7.2. Mitochondrial Function It
mediates a fasting-induced increase in FA metabolism and the downregulation of pyruvate
dehydrogenase, which is part of the mitochondrial pyruvate dehydrogenase complex that catalyzes
the reaction representing pyruvate entry into the tricarboxylic acid cycle. In PGC-1α knockout mice,
pyruvate dehydrogenase fails to adapt to CR, and the ability of the mice to endure prolonged
starvation is decreased [602]. PGC-1α knockout mice also show a reduced content of mitochondrial
electron transport chain proteins in skeletal muscle [603,604]. The activity of PGC-1α is directly
regulated by the energy sensors SIRT1 and AMPK [276,463]. Functionally, the transcriptional activity
of PGC-1α relies on its interactions with transcriptional factors for controlling FA metabolism. Of 23 of 75 Cells 2020, 9, 1708 note, all three PPAR isotypes are subject to transcriptional coactivation by PGC-1α and are major
executors of PGC-1α-induced regulation [72,594,605,606]. Evidence has accumulated for an important role of PPARs in maintaining healthy mitochondria. Agonists of PPARα and PPARγ modulate mitochondrial fusion and fission in neurons, leading to a
better response to oxidative stress and neuron protection [607]. The abnormal expression of PPARα
is linked to an altered mitochondrial structure and metabolic function, with an increase in number of
cristae, and myocardial damage and fibrosis in PPARα knockout mice [608]. Through its key role in
FA β-oxidation, PPARα is inevitably associated with mitochondrial function [35,609]. The activation
of PPARα rescues mitochondrial depletion and failure to oxidize FA in the liver-specific class 3 PI3K-
deficient mice. In this model, PPARα stimulates mitochondrial biogenesis and lipid oxidation by the
inhibition of HDAC3 [610]. In addition, fenofibrate ameliorates insulin resistance accompanied by an improved
mitochondrial oxidative capacity in pediatric burn patients [611]. Fenofibrate and gemfibrozil also
reduce mitochondrial membrane potential depolarization, resulting in apoptosis inhibition in
lymphoblast cells in Batten disease [612]. Pretreatment of rats with gemfibrozil prior to global
cerebral I/R results in neuroprotection by modulating mitochondrial biogenesis and apoptosis [613]. WY-14,643 and fenofibrate protect mice from acetaminophen-induced hepatotoxicity by
upregulating UCP-2, which is a PPARα target gene that reduces the generation of mitochondrial ROS
[540]. However, fibrates may also trigger mitochondrial dysfunction because they inhibit the activity
of mitochondrial respiratory chain complex I in rat skeletal muscles [614]. Moreover, gemfibrozil and
WY-14,643 alter mitochondrial energy production by promoting mitochondrial permeability
transition, as documented by membrane depolarization and calcium-induced swelling, which
inhibits the oxidative phosphorylation and ATP synthesis in the rat liver [615]. 7.2. Mitochondrial Function Finally, chronic
treatment with WY-14,643 impairs myocardial contractile function while decreasing mitochondrial
respiratory function and increasing mitochondrial uncoupling in rats [616]. PPARβ/δ has been reported to be essential for the exercise-induced increase in the number of
muscle mitochondria [617]. In high-fat–fed C57BL/6 mice, the administration of GW501516, a
PPARβ/δ agonist, increases the metabolic rate, reduces fatty liver, decreases lipid accumulation, and
increases mitochondrial biogenesis in the muscle [391]. In C2C12 muscle cells, GW501516 induces the
mRNA expression of UCP-1, UCP-2, and UCP-3 [618], which are responsible for uncoupling
mitochondrial respiration [619]. Accordingly, muscle-specific PPARβ/δ KO mice show a reduction in
the expression of genes connected with energy uncoupling, mitochondrial electron transport chain,
FA uptake, and catabolism. They develop obesity and diabetes with aging and present a mild defect
in glucose metabolism when challenged with a high-fat diet [72,78]. The overexpression of either
wild-type PPARβ/δ or constitutively active VP16-PPARβ/δ in muscle results in fiber-type switching
and augmented capacity for mitochondrial pyruvate oxidation, which is accompanied by an
induction of mitochondria numbers [80,310,620]. This phenotype resembles that of the muscle-
specific overexpression of PGC-1α [621] and accords with PGC-1α acting as a co-activator of PPARβ/δ
to control mitochondrial biogenesis and muscle fiber-type plasticity [72,78,80]. Furthermore, the
expression in BAT of a constitutively active PPARβ/δ results in the increased expression of genes
involved in FA oxidation and lipolysis and in energy uncoupling in the mitochondria. However,
some studies have shown that the impact of PPARβ/δ on energy metabolism in muscles does not
necessarily involve de novo mitochondrial biogenesis [622,623]. PPARγ and TZDs also have roles in mitochondrial structure and function. Transgenic mice
overexpressing PPARγ2 have a significantly increased expression of mitochondrial UCP-1, elevated
levels of PGC-1α, and reduced mitochondrial ATP concentrations in their subcutaneous fat [624]. The
overexpression of cardiac PPARγ results in the production of mitochondria with a distorted
architecture of the inner matrix and disrupted cristae [625]. Rosiglitazone treatment of ob/ob mice
leads to mitochondrial remodeling, enhanced oxygen consumption, and increased energy
expenditure in WAT [626]. Moreover, in adipose tissues of patients with diabetes, agonists of PPARγ
increase the relative amounts of mitochondria and mitochondrial DNA copy number and stimulate
the expression of factors involved in mitochondrial biogenesis, respiratory complexes I–IV, and FA 24 of 75 Cells 2020, 9, 1708 oxidation [627,628]. 7.3. Reduction of Inflammation The “inflammation hypothesis of aging” posits a molecular mechanism of aging based on
inflammation. Inflammation is a complex defense reaction to insult and both physiological and
nonphysiological stress, which is induced by agents such as chemicals, drugs, or microbial entities. Inflammation responses are activated by well-coordinated, sequential events controlled by humoral
and cellular reactions. Elevated tissue levels of TNFα, IL-1, and IL-6, among other pro-inflammatory
mediators, have been observed in experimental animal models of inflammation. With aging,
inflammatory responses may be overactive or even cause damage, resulting in pathological
conditions [14]. During aging, a shift occurs in the ratio of naive to memory T cells, with associated changes in
the cytokine profile in favor of inflammatory cytokines such as TNFα, IL-1, IL-6, INFγ, and
transforming growth factor β [637–640]. There is also a progressively higher dysregulation of immune
cells and pro-inflammatory responses. Macrophages from old mice produce more prostaglandin E2
than those from young mice because of higher COX-2 activity [641]. One major causative factor in
tissue inflammation is the uncontrolled overproduction ROS/reactive nitrogen species. The
transcriptional regulator NF-κB is an inflammatory reaction factor of major importance that is
extremely sensitive to oxidants [552,566–570]. Enhanced IL-6 production by activated NF-κB has been
implicated in many pathophysiological dysfunctions of aging ranging, from Alzheimer’s disease to
atherosclerosis [642]. CR exhibits a broad and effective anti-inflammatory effect. It blunts age-
triggered increases in COX-2 levels and activity through the modulation of NF-κB and IκB, in which
COX-2-derived ROS generation decreases. In addition, the production of iNOS, IL-β, IL-6, TNFα, and
prostanoids such as thromboxane A2 (TXA2), prostacyclin 2, and prostaglandin E2 is suppressed
[14,531]. The prevention of the age-related decline triggered by CR correlates with dampening the
reduction of PPAR expression and activity seen during aging. Therefore, under CR conditions, higher
PPAR expression may play a role in the suppression of the age-induced increase in inflammation
[140]. PPARs are implicated in inflammation at the transcriptional level by interfering with pro-
inflammatory mediators such as NF-κB, STAT-1, and activating protein-1, leading to the
downregulation of the gene targets of these factors [643–646]. In this way, PPARα and PPARγ inhibit
the expression of inflammatory genes, such as COX-2, iNOS, cytokines, metalloproteases, and acute-
phase proteins [549,644]. Inflammatory eicosanoids serve as ligands for PPARs, and the levels of these
signaling molecules, including prostaglandins and leukotrienes, increase with age [647]. 7.2. Mitochondrial Function A similar response has been described in differentiated 3T3-L1 and C3H/10T1/2
adipocytes treated with rosiglitazone, which showed increased mitochondrial biogenesis, oxygen
consumption, and mitochondrial citrate synthase activity [629]. Finally, rosiglitazone also protects T
lymphocytes from apoptosis by preventing the loss of mitochondrial membrane potential [630]. The
mitochondria-related impact of TZDs has been identified as a basis for their neuroprotective effect
[607,631–634]. Of interest, TZDs can also exert PPARγ-independent effects on mitochondrial
respiration, leading to changes in glycolytic metabolism and fuel substrate specificity [635,636]. Taken together, the evidence strongly suggests that these three PPARs contribute to the maintenance
of mitochondria in a tissue-specific manner. 7.3. Reduction of Inflammation Each of the three PPAR isotypes exhibits a set of individual anti-inflammatory properties [58]. The anti-inflammatory activity of PPARα is in a great part the result of its interaction with NF-κB. The deletion of PPARα results in a premature and enhanced age-dependent increase in oxidative
stress and NF-κB activity [137]. Similarly, aged PPARα KO mice display higher oxidative stress at a
younger age and an exacerbated inflammatory response to LPS stimulation [137,648]. In contrast, the
administration of PPARα agonists to aged wild-type mice restores the cellular redox balance, as
attested by the elimination of constitutively active NF-κB and a loss in spontaneous inflammatory
cytokine production [137,649]. The interaction of NF-κB and PPARα is intriguing, because high doses
of the PPARα ligands activate NF-κB, whereas low or therapeutic doses of the ligands cause
decreased NF-κB activation accompanied by reduced IL-6 production and lipid peroxidation [137]. 25 of 75 Cells 2020, 9, 1708 During CR, PPARα is required, at least partially, to mediate the downregulation of acute-phase genes
(C4bp, C9, Mbl1, Orm1, Saa4) that are responsive to inflammatory cytokines [141]. During CR, PPARα is required, at least partially, to mediate the downregulation of acute-phase genes
(C4bp, C9, Mbl1, Orm1, Saa4) that are responsive to inflammatory cytokines [141]. PPARβ/δ also shows anti-inflammatory properties and can suppress, in a ligand-independent
manner, inflammatory bowel disease by the dampening of inflammatory signaling [650]. In cultured
cardiomyocytes, the PPARβ/δ agonist GW0742 inhibits LPS-induced TNFα secretion, whereas the
absence of PPARβ/δ exaggerates LPS-induced TNFα production [651]. The intracerebroventricular
administration of high-affinity PPARβ/δ agonists significantly decreases the infarct volume at 24 h of
reperfusion after cerebral ischemia in rats, again underscoring the anti-inflammatory and
neuroprotective properties of PPARβ/δ [652]. Lastly, the activation of PPARβ/δ by GW0742 protects
skeletal muscle against metabolic disorders caused by chronic exposure to a high concentration of
sugars by affecting the insulin and inflammatory cascades, including reversal of the diet-induced
activation of NF-κB and the expression of both iNOS and intercellular adhesion molecule 1 [653]. on of NF-κB and the expression of both iNOS and intercellular adhesion molecule 1 [653]. p
[
]
PPARγ is undeniably one of the most important and best documented anti-inflammatory
factors. PPARγ agonists mitigate inflammatory bowel disease symptoms, reduce inflammation, and
are effective in multiple models of ulcerative colitis as well as in Crohn’s disease [654–667]. 7.3. Reduction of Inflammation Functionally, the binding of PPARγ to a DNA-bound repressor complex in macrophages blocks the
expression of inflammatory genes by preventing the 19S proteasome-mediated degradation of the
repressor complex [668]. Accordingly, the ligands of PPARγ inhibit macrophage activation, stimulate
macrophage differentiation into non-inflammatory type M2, and suppress the production of
inflammatory cytokines in macrophages and dendritic cells, resulting in increased susceptibility to
infection in PPARγ-deletion mouse models [549,644,669–672]. Of interest, the Pro(12)Ala substitution
in PPARγ (rs1801282 C>G), which results in a modest decrease in its transcriptional activity and
adipogenic potential, mediates anti-inflammatory benefits. The Pro(12)Ala substitution is associated
with a 10-year delay in the onset of multiple sclerosis [673] and with a decreased risk for T2D [442]. Males carrying the 12Ala allele and having coronary artery disease show less widespread
atherosclerosis and are protected against 10-year vascular morbidity and mortality [674]. Furthermore, another PPARγ polymorphism (rs 1801282 C>G, rs3856806 C>T) is associated with
colorectal cancer risk [675,676]. Mice deficient in colonic PPARγ display more acute infectious colitis
[663] and are resistant to conjugated linoleic acid therapy for colitis [677]. The molecular mechanism
behind the anti-inflammatory activities of PPARγ includes inhibition of the expression of
inflammatory genes encoding cytokines, metalloproteases, and acute-phase proteins, and the
regulation of multiple signaling pathways, such as those related to p53 [678], Bcl2 [89], c-Myc, [679],
Cox-2 [91,680–682], iNOS [683], and Apc/β-catenin [684,685]. Most importantly, PPARγ inhibits NF-
κB and NF-κB-driven transcription [89,682]. PPARγ may reduce NF-κB activities in various ways
(see the section on PPARs and oxidative stress). Therefore, it is likely that PPARs mediate, at least in
part, the anti-inflammatory properties of CR. 7.4. Metabolic Adaptation The shortage of energy during CR leads to a sequence of metabolic changes. Following the
depletion of dietary glucose, glycogen is mobilized as an energy supply, and upon prolonged CR,
hepatic metabolism shifts to gluconeogenesis to prevent hypoglycemia. Some enzymes connected
with hepatic glycolysis, gluconeogenesis, and glycogen metabolism are under the control of PPARα. During fasting, PPARα stimulates glucose import, glycolysis, and glycogenolysis [686–689]. Accordingly, the expression of several genes involved in gluconeogenesis and glycogen metabolism
is reduced in PPARα KO mice [368], and these animals show impaired gluconeogenesis regulation
and marked hypoglycemia during fasting [54,55]. Upon prolonged energy restriction, carbohydrate depletion triggers a shift to fat recruitment
and ketone body production. This switch between energy sources relies on PPARs. Exercise-elicited
glycogen depletion activates PPARβ/δ in rat muscle [690]. We speculate that a similar regulation takes
place in fasting-related carbohydrate shortage, which would contribute to PPARβ/δ-driven FA
oxidation in muscles. Similarly, the upregulation of the expression of PPARα by CR has been
suggested to act as a direct stimulus to enhance FA β-oxidation in the heart [139]. Cells 2020, 9, 1708 26 of 75 PPARs also regulate the expression of many genes involved in insulin signaling, glucose uptake,
lipid metabolism, and ketogenesis, which are affected by CR. Particularly, the metabolism of lipids
and ketone bodies in the liver employs PPARα to regulate the expression of most of the rate-limiting
enzymes of β-oxidation including ACOX1 (acyl-CoA Oxidase 1), EHHADH (enoyl-CoA hydratase
and 3-hydroxyacyl CoA dehydrogenase), carnitine palmitoyltransferases I and II, MCAD (medium-
chain acyl-CoA dehydrogenase), LCAD (long chain acyl-CoA dehydrogenase), VLCAD (very long
chain acyl-CoA dehydrogenase), and fibroblast growth factor 21, and of ketogenesis, such as HMG-
CoA synthase [141,691–700]. y
[
,
]
During fasting, PPARα promotes cellular FA uptake and β-oxidation and mediates the
adaptation to FA catabolism, lipogenesis, and ketone body synthesis in response to energy depletion
[53–55]. Consequently, fasting-induced hepatic responses, including elevated FA oxidation and
ketogenesis, are all impaired in PPARα-null mice, resulting in hypoketogenesis and liver steatosis
[53–55]. Similarly, in aged mammals, including humans, the capacity for FA oxidation and hepatic
ketogenesis decreases, resulting in reduced energy metabolism as well as increased dyslipidemia
[223–225]. In healthy men, the L162V substitution of PPARα is associated with higher fasting total
cholesterol, low-density lipoprotein cholesterol, and apoB, but not with postprandial parameters [50]. 7.4. Metabolic Adaptation Both PPARα and PPARβ/δ are essential regulators of FA oxidation, and their roles in this process
overlap. Of importance, the two PPARs show a distinct primary area of activity, with PPARα
activating FA oxidation mainly in the liver and BAT, whereas PPARβ/δ controls lipid metabolism in
the pancreas, heart, and skeletal muscle. PPARα does not seem to be involved in the metabolic
adaptation of the liver to every-other-day fasting [701]. Reduced energy intake accompanied by increased mobilization of the fat reservoir results in
weight loss. The release of energy from WAT involves the inhibition of expression of the lipid-storing
PPARγ. Collectively, all three PPARs act as metabolic sensors and play essential roles in lipid and
FA metabolism. However, PPARγ is more responsible for fat storage and PPARα and PPARβ/δ are
more responsible for energy expenditure. Likely for that reason, a high-fat diet increases the
expression of PPARγ in the liver, whereas intermittent fasting decreases it [702]. Genetic variation in
the Pparγ gene and its target gene Acsl5 determine the capacity for weight loss under CR [703], and
six Pparγ single nucleotide polymorphisms are significantly associated with weight reduction in
response to CR [704]. Most of the data concerning Pparγ polymorphisms focus on the Pro(12)Ala
substitution. Based on a report of a population of children in Mexico, Pro(12)Pro homozygosity is the
more represented, followed by Pro(12)Ala heterozygosity, and more rarely Ala(12)Ala homozygosity
(73.9%:24.5%:1.6%) [705]. The (12)Ala PPARγ protein shows a decreased binding affinity for PPRE
and consequently is a weaker stimulator of target gene expression [441,706]. The presence of (12)Ala
PPARγ and resistance to CR-induced weight loss were associated in a comparison of women with
obesity losing the most weight to those losing the least after 6 weeks of a 900 kcal/day CR [703]. Moreover, PPARγ polymorphism is associated with changes in body mass index (BMI) in response
to the total fat intake [707,708], FA composition in the diet [709], and plasma TG response to ω3 FA
[710]. This polymorphism also influences weight regain following CR, with women homozygous for
Ala(12)Ala gaining more weight compared to women with Pro(12)Pro homozygosity [711], likely
indicating lesser metabolic flexibility for Ala(12)Ala individuals. Long-term CR leads to energy-saving adaptations that can result in a lower resting metabolic
rate and decreased body temperature [712–714], which is possibly because of reduced thyroid
hormone levels. 7.5. Physical Exercise Exercise, similar to CR, yields multiple beneficial effects. Research outcomes point toward the
effectiveness of regular moderate exercise in preventing and delaying several metabolic disorders,
chronic diseases, and premature death. Increased physical activity reduces mortality risk from many
age-related diseases, including cardiovascular disease, stroke, T2D, certain cancers, hypertension,
obesity, depression, and osteoporosis [719–723]. However, in rodents, exercise improves the mean
lifespan without increasing maximum longevity [724,725]. Similarly, high physical activity fails to
extend maximum lifespan in humans [726]. Compared to exercise, long-term CR in humans improves
several biomarkers related to aging [727,728]. Accordingly, exercise has been deemed as unable to
fully mimic the beneficial hormonal and/or metabolic changes associated with CR [729]. Therefore,
despite a mutual influence with CR on similar molecular pathways and providing multiple
advantages, physical activity has been recognized as yielding inferior benefits compared to CR. Physical activity results in the release of stored energy and elevated levels of FAs, increasing the
availability of ligands for PPARs [730]. In rat liver, exercise increases PPARα expression and
transcription, and PPARα may mediate the impact of exercise on plasma glucose, TG, and cholesterol
[731]. Similarly, PPARα may be involved in the protective effects of exercise against myocardial
infarction and for cardiac function by changing the expression of metabolic and inflammatory
response regulators and by reducing myocardial apoptosis [732]. However, among PPARs, PPARβ/δ
is particularly well-known for its impact on physical performance. First, PPARβ/δ controls muscle
development and the adaptive response to exercise, and its overexpression results in a switch to type
I muscle fiber [620]. Second, exercise can increase PPARβ/δ expression in skeletal muscle, and this
activation is essential for increasing the number of exercise-induced muscle mitochondria [617]. As
previously mentioned (see the AMPK and PPARβ/δ section), AMPK and PPARβ/δ are exercise
mimetics [322], and their stimulation significantly increases running parameters and promotes
muscle remodeling [321,322]. During exercise, the depletion of carbohydrates in skeletal muscle
limits endurance. PPARβ/δ represses glycolytic genes in muscle to slow glucose catabolism, reducing
the use of carbohydrates at the period near exhaustion. In parallel, PPARβ/δ induces a shift to FAs as
the main energy source and thus extends the possible exercise time [623,733]. Consequently,
transgenic mice overexpressing muscle-specific PPARβ/δ show enhanced exercise performance, but
PPARα-overexpressing animals do not [80,310,620]. Exercise is associated with increased PPARγ DNA-binding activity and expression of its target
genes in leukocytes [734]. 7.4. Metabolic Adaptation Bezafibrate, a panagonist for all three PPARs, has been reported to induce WAT
beiging and thus shows potential for regulating body temperature [715]. Similarly, the activation of
PPARα in WAT and BAT results in increased UCP-1 expression and consequently elevated energy
dissipation and higher body temperature [716]. Crosstalk between thyroid hormone receptors and
PPARs appears to be important for regulating thermogenesis and metabolism [717,718]. In summary,
the involvement of PPARs in the metabolic feeding-to-fasting adaptation places these receptors at the
center of the proper body response to CR. 27 of 75 27 of 75 Cells 2020, 9, 1708 7.5. Physical Exercise Similarly, in skeletal muscle and subcutaneous WAT, PPARγ and PGC-1α
mRNA expression increases in response to physical training, and these expression changes are
proposed to mediate the effect of exercise on insulin sensitivity [735]. Furthermore, the beneficial
outcome of low-intensity exercise on plasma lipid levels is exerted via PPARγ [734], and PPARγ1
promotes exercise-induced lipoprotein lipase expression [736]. In addition, the Pro(12)Ala
substitution in PPARγ polymorphism is associated with reduced glucose and insulin levels as well
as body weight loss in response to exercise [737–740]. Therefore, as in the case of CR, PPARs play an
active role in upstream molecular signaling and beneficial outcomes of exercise. 7.7. Longevity and Aging According to the “rate-of-living” theory, lifespan differs between species and it correlates with
energy metabolic rate and, in general, with body size [757,758]. Thereupon, the level of CR needed to
prolong life by a certain percentage varies from species to species. In fact, CR increases lifespan to
different extents with a stronger impact on short-living animals, such as C. elegans (up to 150%) [759],
Drosophila [760], or rodents (up to 50%) [761] compared to long-lived species including lemurs [762]
and rhesus monkeys [6,763]. Therefore, it is not possible to extrapolate the results obtained for one
species to others. Importantly, the level of restriction (10–50%) applied in various studies strongly
impacts the outcome [11,12]. Although it is proven that CR causes beneficial metabolic modifications
in women and men, the exact amount of calorie intake that is necessary to reach maximum longevity
and sustain good health is not known, but it is likely different from person to person. It is also obvious
that excessive CR leads to malnutrition with adverse health effects. Both genetic and environmental factors control the progression of aging. Aging is associated
with immunosenescence, increased oxidative stress, decreased hormonal secretion, changes in
metabolic rate, mitochondrial function, insulin resistance, and dysregulated lipid metabolism [764–
766]. The preservation of insulin sensitivity by reducing levels of blood glucose and insulin without
compromising glucose fuel may prevent age-related metabolic phenotypes [353]. Glucose
metabolism maintenance is a key feature of the anti-aging actions of CR [3]. In fact, genes connected
with the insulin/IGF-1 signaling pathway have been proposed as longevity candidate markers
[356,357,767]. Paradoxically, impaired insulin signaling through the insulin receptor or its substrates
increases rather than decreases lifespan in a number of mouse models [351,356,357]. With regard to
insulin sensitivity, the undeniable role of PPARα and PPARβ/δ has already been described above. Worth highlighting here in the context of PPARγ is the role of WAT in proper glucose homeostasis,
as attested by the association of lipodystrophy with severe insulin resistance [396]. Aging is accompanied by increased body fat, particularly in the visceral areas as well as in liver
and skeletal muscle, which initiates the development of age-associated hypertension, atherosclerosis,
inflammatory diseases, dyslipidemia, and T2D [764–766]. In fact, WAT, which has also been directly
associated with lifespan, is a central physiological component of energy metabolism [351,396], and
its development and function rely on PPARγ [106,768,769]. 7.6. Hunger Food withdrawal or limitation inevitably results in a hunger sensation. The physiology of
hunger involves a complex network of sensors, hormones, and neuronal signaling. Hunger signaling
relies on PPARs, particularly PPARα. For example, allele “A” in PPARA rs4253747 (a single
nucleotide polymorphism in an intron region) in young men of Han Chinese ancestry is significantly
associated with an increased risk for appetite loss at high altitude. In contrast, the “AC” haplotype of
PPARA rs7292407-rs6520015 in the same cohort had a protective role for high altitude appetite loss
[741]. If PPARα is implicated in appetite control, some of its natural ligands should affect hunger
sensation. Oleoylethanolamide (OEA), an endogenous ligand of PPARα, is one such compound. This
endocannabinoid is produced by enterocytes in response to fat consumption [742], and bile acids
modulate its biosynthesis, which requires sympathetic innervation [743] [744]. The administration of
OEA has an anorectic effect by acting peripherally, reducing meal size or prolonging eating latency, 28 of 75 Cells 2020, 9, 1708 leading to body weight loss [742,745–747]. PPARα activation in the proximal small intestine mediates
this effect [742,748,749]. The intraperitoneal administration of OEA acutely decreases energy
expenditure, as well as ambulatory and spontaneous locomotor activity [750]. Via PPARα, OEA
stimulates lipolysis and decreases the neutral lipid content in hepatocytes, as well as serum
cholesterol and TG levels, and thereby regulates lipid metabolism [751]. OEA engages afferent
sensory fibers of the vagal nerve in the intestine, leading to an increased expression of proto-oncogene
c-fos in the nucleus solitary tract and the paraventricular nucleus of the brainstem and
hypothalamus, respectively [751], which promotes oxytocin secretion and satiety [752]. Since
enterocytes in the small intestine are the first cells to respond to dietary fat intake by increasing OEA
production, OEA has been suggested to serve as a gut-derived satiety factor [742]. The other PPARs may also indirectly affect appetite. As a master regulator of adipogenesis,
PPARγ plays a crucial role in regulating food intake because WAT secretes a number of endocrine
and paracrine satiety mediators, including leptin, adiponectin, and resistin [753]. Inflammation,
which is well established as being under PPAR influence, reduces appetite [754]. Particularly, NF-kB,
which interacts with all PPARs, has been implicated in appetite suppression [755,756]. 7.7. Longevity and Aging In addition to the direct regulation of
adipogenesis from fat-produced PPARγ, intestinal PPARγ regulates body adiposity by sympathetic
nervous system signaling in mice on CR [101]. Therefore, through the coordination of glucose
homeostasis and adipogenesis, PPARγ might affect longevity [770]. A low expression of PPARγ reduces the lifespan in both lipodystrophic PPARγ1/2-hypomorphic
and PPARγ2-deficient mice [771]. We suggest that the reduced fat mass observed during CR is not
what results in longevity, but rather that the key factor is proper adipose tissue functionality,
including insulin-sensitizing effects. Correspondingly, the human genetic variant genotypes 29 of 75 Cells 2020, 9, 1708 Pro(12)Ala and Ala(12)Ala of PPARγ are associated with leanness, improved insulin sensitivity, and
increased lifespan in both humans and mice [440–442]. Moreover, gene network analysis has
identified PPARγ as one of the “longevity genes” in mouse WAT [771]. However, reports are
contradictory concerning the expression of PPARγ in WAT in response to CR. One group found that
both 8 weeks of 50% CR and intermittent fasting downregulated PPARγ mRNA and protein
expression in the adipose tissue of obese rats [132]. A similar effect was observed in the subcutaneous
adipose tissue of obese humans following 10-week CR [772]. In contrast, in intermittently fasting rats,
PPARγ2 mRNA levels were approximately two-fold higher than in control or CR animals [773],
resulting in a not well-understood effect of restrictive diets on PPARγ2 expression in WAT. Pro(12)Ala and Ala(12)Ala of PPARγ are associated with leanness, improved insulin sensitivity, and
increased lifespan in both humans and mice [440–442]. Moreover, gene network analysis has
identified PPARγ as one of the “longevity genes” in mouse WAT [771]. However, reports are
contradictory concerning the expression of PPARγ in WAT in response to CR. One group found that
both 8 weeks of 50% CR and intermittent fasting downregulated PPARγ mRNA and protein
expression in the adipose tissue of obese rats [132]. A similar effect was observed in the subcutaneous
adipose tissue of obese humans following 10-week CR [772]. In contrast, in intermittently fasting rats,
PPARγ2 mRNA levels were approximately two-fold higher than in control or CR animals [773],
resulting in a not well-understood effect of restrictive diets on PPARγ2 expression in WAT. Most of the prominent features of aging are related to PPAR activity, mTOR activity, oxidative
stress, inflammation, and metabolism. Moreover, changes in PPAR expression and activity often
occur in aging and are reversed by CR [140,224,539,774]. 7.7. Longevity and Aging PPAR activity also may be affected indirectly
through age-dependent decreases in RXR, the heterodimerization partner of PPARs [775–777]. The
impact of PPARs can be particularly well observed in mutant models of longevity, such as the dwarf
mice. Snell dwarf, Ames dwarf, and “Little” mice display low levels of GH or a defect in GH signaling
because of a mutation (generating the GHR-KO strain). All of these dwarf mice are characterized by
having a markedly longer lifespan than their wild-type counterparts and share a number of beneficial
phenotypic characteristics with rodents on CR diets. Similar to CR animals, dwarf mice are protected
from spontaneous and chemically induced cancer, age-dependent declines in immune function,
collagen cross-linking, decreased levels of insulin and IGF-1, and increased insulin sensitivity [428]. The increased expression of PPARα and constitutive activation of some of its target genes have been
detected in the liver of the dwarf mice [131,778]. The increased expression of genes involved in β-
and ω-oxidation of FAs (Acox1, Cyp4a10, Cyp4a14) in the liver of these mice suggests increased FA
oxidation, which could be beneficial for insulin sensitivity. PPARα levels are decreased in the muscle
of GHR-KO animals, and PPARβ/δ protein levels are downregulated in the liver and skeletal muscle,
which mimics the expression profile in wild-type CR mice [136]. The protein levels of PPARγ are
elevated in the liver but downregulated in the skeletal muscle of the GHR-KO animals [136]. Furthermore, the overexpression of fibroblast growth factor 21, previously mentioned as a PPARα
target gene, extends the lifespan in mice without affecting AMPK or mTOR but blunting GH/IGF-1
signaling in the liver [779]. In contrast to GHR-KO mice, animals overexpressing the bovine GH gene have a markedly
shorter lifespan in comparison to their wild-type counterparts. The hepatic expression of PPARα is
decreased in these mice, as is the expression of genes involved in FA activation, peroxisomal and
mitochondrial β-oxidation, and the production of ketone bodies. Consequently, bovine GH mice
exhibit a reduced ability to produce ketone bodies in the fed and fasted states [780]. The antagonistic
relationship between PPARs and GH is demonstrated by the fact that the surgical removal of the
pituitary gland (hypophysectomization) of rats enhances the expression of PPAR-inducible proteins,
which can be reversed by GH infusion [781]. Moreover, STAT5b, a GH-inducible transcription factor,
inhibits the ability of PPARα to activate PPARα-dependent reporter gene transcription [782,783], and
PPARα downregulates STAT5b [784]. 7.7. Longevity and Aging Consequently, PPARs may control lifespan at the level of
glucose and lipid metabolism and hormonal regulation. 7.8. Microbiota Composition Microbiota composition changes upon CR have been repeatedly observed [138,785–788]. CR
increases the abundance of bacteria that positively correlate with lifespan, mainly Firmicutes
including Lactobacillus, Allobaculum, Papillibacter, or Lachnospiraceae. In parallel, CR reduces the
occurrence of bacteria that negatively correlate with lifespan, such as Clostridiales, Riminococcaceae,
Alistipes, or Rikenella [787–791]. The exact effect of microbiota on the outcome of CR is not fully
known, but the microbiota mediates some of the beneficial outcomes of CR, including reduced body
weight and decreased blood leptin and insulin levels [791]. We could speculate that there is an effect
on metabolism, body fat storage, and the endocrine system of microbiota-driven changes in the
production of signaling molecules and ligands for nuclear receptors, including PPARs [101]. Indeed, 30 of 75 Cells 2020, 9, 1708 the interaction of PPARs with the microbiota has been well documented. The expression of PPARα
and its target genes coding for rate-limiting enzymes of ketogenesis depends on stimulation by
commensal gut microbiota [691,698,792]. Using germ-free mice, we have shown that the microbiota
not only promotes harvesting energy from the food but is also generating signals, which regulate the
hepatic clock genes and their effector genes such as the PPARs, and several PPARα target genes [793]. Of note, PPARα also mediates signals received from the microbiota via TLRs and contributes to the
circadian expression of genes in the intestine and intestinal corticosterone production [794]. Thus,
PPARα forwards information from the gastrointestinal flora, which affects host physiology. Furthermore, PPARα has been identified as an important factor in the inflammatory response of the
intestine to commensal microbiota [795]. It regulates the expression of IL-22, the antimicrobial
peptides Reg3β and Reg3γ, and calprotectin [795]. In the context of restrictive diets, the microbiota
mediates the stimulatory effect of intermittent fasting on beige fat development [796]. Similarly, the
deletion of PPARα triggers the upregulation of UCP1 expression in WAT [796]. PPARβ/δ, which is
constitutively expressed in the intestine at a high level [45] and takes part in the differentiation of
intestinal cells, is indirectly involved in the secretion of antimicrobial peptides [74,650,797]. Therefore,
it influences gut microbiota composition. The expression and activity of PPARγ are induced in the gut by multiple nutrients [114],
bacterial metabolites, and bacterial by-products [115–118], and the presence of specific bacterial
strains [117,119,120] stimulates PPARγ expression and activity. 7.8. Microbiota Composition However, CR has been shown to limit
the production of butyrate [787], which is one of the short chain fatty acids (SCFAs) that is known to
activate PPARγ [116,117]. Moreover, the microbiota affects the liver circadian rhythm by modulating
the activity of PPARγ expressed in the liver [798]. Of note, PPARγ is responsible for the selective
killing of bacteria associated with inflammatory bowel disease by stimulating the expression of β-
defensins and the maintenance of innate antimicrobial immunity in the colon [799]. Thus, there are reciprocal interactions between PPARs and gut microbiota in which PPARs can
be activated by bacteria and regulate the intestinal microbiota composition [800]. The additional
impact of CR on the expression PPARs points to a potential role for PPARs in the response of
microbiota to CR. References 1. Osborne, T.B.; Mendel, L.B.; Ferry, E.L. The Effect of Retardation of Growth Upon the Breeding Period and
Duration of Life of Rats. Science 1917, 45, 294–295, doi:10.1126/science.45.1160.294. 1. Osborne, T.B.; Mendel, L.B.; Ferry, E.L. The Effect of Retardation of Growth Upon the Breeding Period and
Duration of Life of Rats. Science 1917, 45, 294–295, doi:10.1126/science.45.1160.294. 2. McCay, C.M.; Crowell, M.F.; Maynard, L.A. The effect of retarded growth upon the length of life span and
upon the ultimate body size. 1935. Nutrition 1989, 5, 155–171; discussion 172. 2. McCay, C.M.; Crowell, M.F.; Maynard, L.A. The effect of retarded growth upon the length of life span and
upon the ultimate body size. 1935. Nutrition 1989, 5, 155–171; discussion 172. 3. Masoro, E.J. Overview of caloric restriction and ageing. Mech. Ageing Dev. 2005, 126, 913–922,
doi:10.1016/j.mad.2005.03.012. 3. Masoro, E.J. Overview of caloric restriction and ageing. Mech. Ageing Dev. 2005, 126, 913–922,
doi:10.1016/j.mad.2005.03.012. 4. Speakman,
J.R.;
Mitchell,
S.E. Caloric
restriction. Mol. Asp. Med. 2011,
32,
159–221,
doi:10.1016/j.mam.2011.07.001. 4. Speakman,
J.R.;
Mitchell,
S.E. Caloric
restriction. Mol. Asp. Med. 2011,
32,
159–221,
doi:10.1016/j.mam.2011.07.001. 5. Weindruch, R.; Walford, R.L.; Fligiel, S.; Guthrie, D. The retardation of aging in mice by dietary restriction:
Longevity,
cancer,
immunity
and
lifetime
energy
intake. J. Nutr. 1986,
116,
641–654,
doi:10.1093/jn/116.4.641. 5. Weindruch, R.; Walford, R.L.; Fligiel, S.; Guthrie, D. The retardation of aging in mice by dietary restriction:
Longevity,
cancer,
immunity
and
lifetime
energy
intake. J. Nutr. 1986,
116,
641–654,
doi:10.1093/jn/116.4.641. 6. Colman, R.J.; Anderson, R.M.; Johnson, S.C.; Kastman, E.K.; Kosmatka, K.J.; Beasley, T.M.; Allison, D.B.;
Cruzen, C.; Simmons, H.A.; Kemnitz, J.W.; et al. Caloric restriction delays disease onset and mortality in
rhesus monkeys. Science 2009, 325, 201–204, doi:10.1126/science.1173635. 7. Anderson, R.M.; Shanmuganayagam, D.; Weindruch, R. Caloric restriction and aging: Studies in mice and
monkeys. Toxicol. Pathol. 2009, 37, 47–51, doi:10.1177/0192623308329476. 8. Fontana, L.; Meyer, T.E.; Klein, S.; Holloszy, J.O. Long-term calorie restriction is highly effective in reducing
the risk for atherosclerosis in humans. Proc. Natl. Acad. Sci. USA 2004, 101, 6659–6663,
doi:10.1073/pnas.0308291101. p
9. Fontana, L.; Klein, S. Aging, adiposity, and calorie restriction. JAMA 2007, 297, 986–994,
doi:10.1001/jama.297.9.986. 10. Cerqueira, F.M.; Kowaltowski, A.J. Commonly adopted caloric restriction protocols often involve
malnutrition. Ageing Res. Rev. 2010, 9, 424–430, doi:10.1016/j.arr.2010.05.002. 11. Dogan, S.; Ray, A.; Cleary, M.P. 8. Conclusions Therefore, PPAR agonist treatments together with CR has great
potential for synergistic effects to be explored in future experimental and clinical studies. mTOR, AMPK, insulin signaling, and SIRT are tightly interconnected, resulting in reduced oxidative
stress and inflammation, increased autophagy, improved mitochondrial function, and the regulation
of metabolism, hunger, and microbiota composition. As discussed, multiple connections have been
found between PPARs and regulatory responses to CR and fasting. PPARs take part in managing the
initial shortage of energy, modulating the main signaling pathways, adjusting metabolism to
prolonged low energy intake, and mediating direct and long-term outcomes. Each of these roles could
contribute to improvements related to common diseases such as diabetes and cancer, and even
neurodegenerative diseases. Therefore, PPAR agonist treatments together with CR has great
potential for synergistic effects to be explored in future experimental and clinical studies. Author contributions: K.D. wrote the manuscript and prepared the figures, A.G. assisted with research and
figure preparation, H.G. edited the manuscript and supported the writing with expert advice, J.K. supported the
writing with expert advice, and W.W. counseled on content, corrected the manuscript, and supported the writing
with expert advice. All authors have read and agreed to the published version of the manuscript. Funding: Open access funding was provided by University of Vienna. Funding: Open access funding was provided by University of Vienna. Funding: Open access funding was provided by University of Vienna. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 8. Conclusions After remarkable achievements in medical research that have translated into a notable increase
in life expectancy, the current focus is more on increasing disease-free years. With the potential to
alleviate numerous health conditions while extending the lifespan, CR remains a relevant candidate
in health-related research. Therefore, the current recommendation on energy intake should be
revised, particularly for individuals with a high risk of developing metabolic, inflammatory, or
neurodegenerative diseases. The beneficial impact of several restrictive approaches including multiple models of intermittent
fasting [801–804] and fasting-mimicking diet [805–807] has been proven. These diets imply temporal
restriction without long-term energy deprivation or prolonged hunger making them less restrictive
than CR, easier to apply in everyday life, more flexible for various lifestyles, and therefore more
plausible for a wide population. The majority of available studies concerning intermittent fasting are
observational studies focused on weight loss, cardiovascular risk, and inflammation. However,
knowledge of the molecular mechanism behind the observed effects is still limited [808,809]. More
studies comparing CR and other specific restrictive diets, in terms of molecular pathways and health
outcomes, are needed to identify which restrictive approach is more efficient. Eventually, the aim is
to encourage the use of such diets as a means to prevent diseases. Currently, the large variety of
intermittent fasting and CR protocols increases the complexity of this task. Interestingly, the
involvement of PPARs in the impact of the intermittent fasting and fasting-mimicking diet has not
yet been verified. Despite the lack of a fully revealed network of pathways underlying CR, the current review
gives a detailed overview of how CR exerts its effects on the whole organism and which of the many
outcomes are mediated by PPARs. During CR, the energy and nutrient sensor pathways involving 31 of 75 Cells 2020, 9, 1708 mTOR, AMPK, insulin signaling, and SIRT are tightly interconnected, resulting in reduced oxidative
stress and inflammation, increased autophagy, improved mitochondrial function, and the regulation
of metabolism, hunger, and microbiota composition. As discussed, multiple connections have been
found between PPARs and regulatory responses to CR and fasting. PPARs take part in managing the
initial shortage of energy, modulating the main signaling pathways, adjusting metabolism to
prolonged low energy intake, and mediating direct and long-term outcomes. Each of these roles could
contribute to improvements related to common diseases such as diabetes and cancer, and even
neurodegenerative diseases. References The influence of different calorie restriction protocols on serum pro-
inflammatory cytokines, adipokines and IGF-I levels in female C57BL6 mice: Short term and long term diet
effects. Meta Gene 2017, 12, 22–32, doi:10.1016/j.mgene.2016.12.013. 12. Dogan, S.; Rogozina, O.P.; Lokshin, A.E.; Grande, J.P.; Cleary, M.P. Effects of chronic vs. intermittent calorie
restriction on mammary tumor incidence and serum adiponectin and leptin levels in MMTV-TGF-alpha
mice at different ages. Oncol. Lett. 2010, 1, 167–176, doi:10.3892/ol_00000031. 13. Phelan, J.P.; Rose, M.R. Why dietary restriction substantially increases longevity in animal models but
won’t in humans. Ageing Res. Rev. 2005, 4, 339–350, doi:10.1016/j.arr.2005.06.001. 14. Chung, H.Y.; Kim, H.J.; Kim, J.W.; Yu, B.P. The inflammation hypothesis of aging: Molecular modulation
by calorie restriction. Ann. N. Y. Acad. Sci. 2001, 928, 327–335. 15. Nuclear Receptors Nomenclature, C. A unified nomenclature system for the nuclear receptor superfamily. Cell 1999, 97, 161–163. 32 of 75 Cells 2020, 9, 1708 16. Feige, J.N.; Gelman, L.; Michalik, L.; Desvergne, B.; Wahli, W. From molecular action to physiological
outputs: Peroxisome proliferator-activated receptors are nuclear receptors at the crossroads of key cellular
functions. Prog. Lipid Res. 2006, 45, 120–159, doi:10.1016/j.plipres.2005.12.002. 17. Michalik, L.; Auwerx, J.; Berger, J.P.; Chatterjee, V.K.; Glass, C.K.; Gonzalez, F.J.; Grimaldi, P.A.; Kadowaki,
T.; Lazar, M.A.; O’Rahilly, S.; et al. International Union of Pharmacology. LXI. Peroxisome proliferator-
activated receptors. Pharmacol. Rev. 2006, 58, 726–741, doi:10.1124/pr.58.4.5. p
p
18. Viswakarma, N.; Jia, Y.; Bai, L.; Vluggens, A.; Borensztajn, J.; Xu, J.; Reddy, J.K. Coactivators in PPAR-
Regulated Gene Expression. PPAR Res. 2010, 2010, doi:10.1155/2010/250126. 19. Horlein, A.J.; Naar, A.M.; Heinzel, T.; Torchia, J.; Gloss, B.; Kurokawa, R.; Ryan, A.; Kamei, Y.; Soderstrom,
M.; Glass, C.K.; et al. Ligand-independent repression by the thyroid hormone receptor mediated by a
nuclear receptor co-repressor. Nature 1995, 377, 397–404, doi:10.1038/377397a0. 20. Chen, J.D.; Evans, R.M. A transcriptional co-repressor that interacts with nuclear hormone receptors. Nature
1995, 377, 454–457, doi:10.1038/377454a0. 21. Kang, Z.; Fan, R. PPARalpha and NCOR/SMRT corepressor network in liver metabolic regulation. FASEB
J. 2020, doi:10.1096/fj.202000055RR. 22. Yu, C.; Markan, K.; Temple, K.A.; Deplewski, D.; Brady, M.J.; Cohen, R.N. The nuclear receptor
corepressors NCoR and SMRT decrease peroxisome proliferator-activated receptor gamma transcriptional
activity and repress 3T3-L1 adipogenesis. J. Biol. Chem. 2005, 280, 13600–13605, doi:10.1074/jbc.M409468200. 23. Krogsdam, A.M.; Nielsen, C.A.; Neve, S.; Holst, D.; Helledie, T.; Thomsen, B.; Bendixen, C.; Mandrup, S.;
Kristiansen, K. Nuclear receptor corepressor-dependent repression of peroxisome-proliferator-activated
receptor delta-mediated transactivation. Biochem. J. References Design, Synthesis, and Evaluation of a Novel Series of Indole Sulfonamide Peroxisome
Proliferator Activated Receptor (PPAR) alpha/gamma/delta Triple Activators: Discovery of Lanifibranor, a
New Antifibrotic Clinical Candidate. J. Med. Chem. 2018, 61, 2246–2265, doi:10.1021/acs.jmedchem.7b01285. 5. Desvergne, B.; Wahli, W. Peroxisome proliferator-activated receptors: Nuclear control of metabol
Endocr. Rev. 1999, 20, 649–688, doi:10.1210/edrv.20.5.0380. 36. Green, S.; Wahli, W. Peroxisome proliferator-activated receptors: Finding the orphan a home. Mol. Cell
Endocrinol. 1994, 100, 149–153. 37. Pawlak, M.; Lefebvre, P.; Staels, B. Molecular mechanism of PPARalpha action and its impact on lipid
metabolism, inflammation and fibrosis in non-alcoholic fatty liver disease. J. Hepatol. 2015, 62, 720–733,
doi:10.1016/j.jhep.2014.10.039. 38. Lazennec, G.; Canaple, L.; Saugy, D.; Wahli, W. Activation of peroxisome proliferator-activated receptors
(PPARs) by their ligands and protein kinase A activators. Mol. Endocrinol. 2000, 14, 1962–1975,
doi:10.1210/mend.14.12.0575. 39. Wadosky, K.M.; Willis, M.S. The story so far: Post-translational regulation of peroxisome proliferator-
activated receptors by ubiquitination and SUMOylation. Am. J. Physiol. Heart Circ. Physiol. 2012, 302, H515–
H526, doi:10.1152/ajpheart.00703.2011. 40. Floyd, Z.E.; Stephens, J.M. Controlling a master switch of adipocyte development and insulin sensitivity:
Covalent
modifications
of
PPARgamma. Biochim. Biophys. Acta
2012,
1822,
1090–1095,
doi:10.1016/j.bbadis.2012.03.014. 41. Hu, E.; Kim, J.B.; Sarraf, P.; Spiegelman, B.M. Inhibition of adipogenesis through MAP kinase-mediated
phosphorylation of PPARgamma. Science 1996, 274, 2100–2103, doi:10.1126/science.274.5295.2100. 42. Diradourian, C.; Girard, J.; Pegorier, J.P. Phosphorylation of PPARs: From molecular characterization to
physiological relevance. Biochimie 2005, 87, 33–38, doi:10.1016/j.biochi.2004.11.010. 43. Leuenberger, N.; Pradervand, S.; Wahli, W. Sumoylated PPARalpha mediates sex-specific gene repression
and protects the liver from estrogen-induced toxicity in mice. J. Clin. Investig. 2009, 119, 3138–3148,
doi:10.1172/JCI39019. 44. Issemann, I.; Green, S. Activation of a member of the steroid hormone receptor superfamily by peroxisome
proliferators. Nature 1990, 347, 645–650, doi:10.1038/347645a0. 45. Braissant, O.; Foufelle, F.; Scotto, C.; Dauca, M.; Wahli, W. Differential expression of peroxisome
proliferator-activated receptors (PPARs): Tissue distribution of PPAR-alpha, -beta, and -gamma in the
adult rat. Endocrinology 1996, 137, 354–366, doi:10.1210/endo.137.1.8536636. 46. Robitaille, J.; Brouillette, C.; Houde, A.; Lemieux, S.; Perusse, L.; Tchernof, A.; Gaudet, D.; Vohl, M.C. Association between the PPARalpha-L162V polymorphism and components of the metabolic syndrome. J. Hum. Genet. 2004, 49, 482–489, doi:10.1007/s10038-004-0177-9. 47. Lacquemant, C.; Lepretre, F.; Pineda Torra, I.; Manraj, M.; Charpentier, G.; Ruiz, J.; Staels, B.; Froguel, P. Mutation screening of the PPARalpha gene in type 2 diabetes associated with coronary heart disease. Diabetes Metab. 2000, 26, 393–401. 48. References 2002, 363, 157–165, doi:10.1042/0264-6021:3630157. 24. Neschen, S.; Morino, K.; Dong, J.; Wang-Fischer, Y.; Cline, G.W.; Romanelli, A.J.; Rossbacher, J.C.; Moore,
I.K.; Regittnig, W.; Munoz, D.S.; et al. n-3 Fatty acids preserve insulin sensitivity in vivo in a peroxisome
proliferator-activated receptor-alpha-dependent manner. Diabetes 2007, 56, 1034–1041, doi:10.2337/db06-
1206. 25. Krey, G.; Braissant, O.; L’Horset, F.; Kalkhoven, E.; Perroud, M.; Parker, M.G.; Wahli, W. Fatty acids,
eicosanoids, and hypolipidemic agents identified as ligands of peroxisome proliferator-activated receptors
by
coactivator-dependent
receptor
ligand
assay. Mol. Endocrinol. 1997,
11,
779–791,
doi:10.1210/mend.11.6.0007. 26. Plutzky, J. Peroxisome proliferator-activated receptors in vascular biology and atherosclerosis: Emerging
insights for evolving paradigms. Curr. Atheroscler. Rep. 2000, 2, 327–335. 27. Kliewer, S.A.; Sundseth, S.S.; Jones, S.A.; Brown, P.J.; Wisely, G.B.; Koble, C.S.; Devchand, P.; Wahli, W.;
Willson, T.M.; Lenhard, J.M.; et al. Fatty acids and eicosanoids regulate gene expression through direct
interactions with peroxisome proliferator-activated receptors alpha and gamma. Proc. Natl. Acad. Sci. USA
1997, 94, 4318–4323, doi:10.1073/pnas.94.9.4318. 28. Moller, D.E.; Berger, J.P. Role of PPARs in the regulation of obesity-related insulin sensitivity and
inflammation. Int. J. Obes. Relat. Metab. Disord. 2003, 27 (Suppl. 3), S17–S21, doi:10.1038/sj.ijo.0802494. 29. Tan, C.K.; Zhuang, Y.; Wahli, W. Synthetic and natural Peroxisome Proliferator-Activated Receptor (PPAR)
agonists as candidates for the therapy of the metabolic syndrome. Expert Opin. Ther. Targets 2017, 21, 333–
348, doi:10.1080/14728222.2017.1280467. 30. Cheng, H.S.; Tan, W.R.; Low, Z.S.; Marvalim, C.; Lee, J.Y.H.; Tan, N.S. Exploration and Development of
PPAR Modulators in Health and Disease: An Update of Clinical Evidence. Int. J. Mol. Sci. 2019, 20,
doi:10.3390/ijms20205055. 31. Jain, M.R.; Giri, S.R.; Bhoi, B.; Trivedi, C.; Rath, A.; Rathod, R.; Ranvir, R.; Kadam, S.; Patel, H.; Swain, P.;
et al. Dual PPARalpha/gamma agonist saroglitazar improves liver histopathology and biochemistry in
experimental NASH models. Liver Int. 2018, 38, 1084–1094, doi:10.1111/liv.13634. 32. Staels, B.; Rubenstrunk, A.; Noel, B.; Rigou, G.; Delataille, P.; Millatt, L.J.; Baron, M.; Lucas, A.; Tailleux, A.;
Hum, D.W.; et al. Hepatoprotective effects of the dual peroxisome proliferator-activated receptor
alpha/delta agonist, GFT505, in rodent models of nonalcoholic fatty liver disease/nonalcoholic
steatohepatitis. Hepatology 2013, 58, 1941–1952, doi:10.1002/hep.26461. 33. Tenenbaum, A.; Fisman, E.Z. Balanced pan-PPAR activator bezafibrate in combination with statin:
Comprehensive lipids control and diabetes prevention? Cardiovasc. Diabetol. 2012, 11, 140, doi:10.1186/1475-
2840-11-140. 33 of 75 Cells 2020, 9, 1708 34. Boubia, B.; Poupardin, O.; Barth, M.; Binet, J.; Peralba, P.; Mounier, L.; Jacquier, E.; Gauthier, E.; Lepais, V.;
Chatar, M.; et al. References Vohl, M.C.; Lepage, P.; Gaudet, D.; Brewer, C.G.; Betard, C.; Perron, P.; Houde, G.; Cellier, C.; Faith, J.M.;
Despres, J.P.; et al. Molecular scanning of the human PPARa gene: Association of the L162v mutation with
hyperapobetalipoproteinemia. J. Lipid Res. 2000, 41, 945–952. 49. Flavell, D.M.; Pineda Torra, I.; Jamshidi, Y.; Evans, D.; Diamond, J.R.; Elkeles, R.S.; Bujac, S.R.; Miller, G.;
Talmud, P.J.; Staels, B.; et al. Variation in the PPARalpha gene is associated with altered function in vitro
and plasma lipid concentrations in Type II diabetic subjects. Diabetologia 2000, 43, 673–680,
doi:10.1007/s001250051357. 50. Tanaka, T.; Ordovas, J.M.; Delgado-Lista, J.; Perez-Jimenez, F.; Marin, C.; Perez-Martinez, P.; Gomez, P.;
Lopez-Miranda, J. Peroxisome proliferator-activated receptor alpha polymorphisms and postprandial
lipemia in healthy men. J. Lipid Res. 2007, 48, 1402–1408, doi:10.1194/jlr.M700066-JLR200. 51. Andrulionyte, L.; Kuulasmaa, T.; Chiasson, J.L.; Laakso, M.; Group, S.-N.S. Single nucleotide
polymorphisms of the peroxisome proliferator-activated receptor-alpha gene (PPARA) influence the
conversion from impaired glucose tolerance to type 2 diabetes: The STOP-NIDDM trial. Diabetes 2007, 56,
1181–1186, doi:10.2337/db06-1110. 34 of 75 Cells 2020, 9, 1708 52. Flavell, D.M.; Ireland, H.; Stephens, J.W.; Hawe, E.; Acharya, J.; Mather, H.; Hurel, S.J.; Humphries, S.E. Peroxisome proliferator-activated receptor alpha gene variation influences age of onset and progression of
type 2 diabetes. Diabetes 2005, 54, 582–586, doi:10.2337/diabetes.54.2.582. 53. Hashimoto, T.; Cook, W.S.; Qi, C.; Yeldandi, A.V.; Reddy, J.K.; Rao, M.S. Defect in peroxisome proliferator-
activated receptor alpha-inducible fatty acid oxidation determines the severity of hepatic steatosis in
response to fasting. J. Biol. Chem. 2000, 275, 28918–28928, doi:10.1074/jbc.M910350199. 54. Kersten, S.; Seydoux, J.; Peters, J.M.; Gonzalez, F.J.; Desvergne, B.; Wahli, W. Peroxisome proliferator-
activated receptor alpha mediates the adaptive response to fasting. J. Clin. Investig. 1999, 103, 1489–1498,
doi:10.1172/JCI6223. 55. Leone, T.C.; Weinheimer, C.J.; Kelly, D.P. A critical role for the peroxisome proliferator-activated receptor
alpha (PPARalpha) in the cellular fasting response: The PPARalpha-null mouse as a model of fatty acid
oxidation disorders. Proc. Natl. Acad. Sci. USA 1999, 96, 7473–7478, doi:10.1073/pnas.96.13.7473. 56. Smati, S.; Regnier, M.; Fougeray, T.; Polizzi, A.; Fougerat, A.; Lasserre, F.; Lukowicz, C.; Tramunt, B.;
Guillaume, M.; Burnol, A.F.; et al. Regulation of hepatokine gene expression in response to fasting and
feeding: Influence of PPAR-alpha and insulin-dependent signalling in hepatocytes. Diabetes Metab. 2019,
10.1016/j.diabet.2019.05.005, doi:10.1016/j.diabet.2019.05.005. 57. Paumelle, R.; Haas, J.T.; Hennuyer, N.; Bauge, E.; Deleye, Y.; Mesotten, D.; Langouche, L.; Vanhoutte, J.;
Cudejko, C.; Wouters, K.; et al. References 35 of 75 Cells 2020, 9, 1708 70. Peters, J.M.; Lee, S.S.; Li, W.; Ward, J.M.; Gavrilova, O.; Everett, C.; Reitman, M.L.; Hudson, L.D.; Gonzalez,
F.J. Growth, adipose, brain, and skin alterations resulting from targeted disruption of the mouse
peroxisome
proliferator-activated
receptor
beta(delta). Mol. Cell
Biol. 2000,
20,
5119–5128,
doi:10.1128/mcb.20.14.5119-5128.2000. 71. Barak, Y.; Liao, D.; He, W.; Ong, E.S.; Nelson, M.C.; Olefsky, J.M.; Boland, R.; Evans, R.M. Effects of
peroxisome proliferator-activated receptor delta on placentation, adiposity, and colorectal cancer. Proc. Natl. Acad. Sci. USA 2002, 99, 303–308, doi:10.1073/pnas.012610299. p
72. Wang, Y.X.; Lee, C.H.; Tiep, S.; Yu, R.T.; Ham, J.; Kang, H.; Evans, R.M. Peroxisome-proliferator-activated
receptor delta activates fat metabolism to prevent obesity. Cell 2003, 113, 159–170, doi:10.1016/s0092-
8674(03)00269-1. 73. Nadra, K.; Anghel, S.I.; Joye, E.; Tan, N.S.; Basu-Modak, S.; Trono, D.; Wahli, W.; Desvergne, B. Differentiation of trophoblast giant cells and their metabolic functions are dependent on peroxisome
proliferator-activated receptor beta/delta. Mol. Cell Biol. 2006, 26, 3266–3281, doi:10.1128/MCB.26.8.3266-
3281.2006. 74. Varnat, F.; Heggeler, B.B.; Grisel, P.; Boucard, N.; Corthesy-Theulaz, I.; Wahli, W.; Desvergne, B. PPARbeta/delta regulates paneth cell differentiation via controlling the hedgehog signaling pathway. Gastroenterology 2006, 131, 538–553, doi:10.1053/j.gastro.2006.05.004. 75. Doktorova, M.; Zwarts, I.; Zutphen, T.V.; Dijk, T.H.; Bloks, V.W.; Harkema, L.; Bruin, A.; Downes, M.;
Evans, R.M.; Verkade, H.J.; et al. Intestinal PPARdelta protects against diet-induced obesity, insulin
resistance and dyslipidemia. Sci. Rep. 2017, 7, 846, doi:10.1038/s41598-017-00889-z. 76. Dreyer, C.; Krey, G.; Keller, H.; Givel, F.; Helftenbein, G.; Wahli, W. Control of the peroxisomal beta-
oxidation pathway by a novel family of nuclear hormone receptors. Cell 1992, 68, 879–887, doi:10.1016/0092-
8674(92)90031-7. 77. Daoudi, M.; Hennuyer, N.; Borland, M.G.; Touche, V.; Duhem, C.; Gross, B.; Caiazzo, R.; Kerr-Conte, J.;
Pattou, F.; Peters, J.M.; et al. PPARbeta/delta activation induces enteroendocrine L cell GLP-1 production. Gastroenterology 2011, 140, 1564–1574, doi:10.1053/j.gastro.2011.01.045. 78. Schuler, M.; Ali, F.; Chambon, C.; Duteil, D.; Bornert, J.M.; Tardivel, A.; Desvergne, B.; Wahli, W.;
Chambon, P.; Metzger, D. PGC1alpha expression is controlled in skeletal muscles by PPARbeta, whose
ablation results in fiber-type switching, obesity, and type 2 diabetes. Cell Metab. 2006, 4, 407–414,
doi:10.1016/j.cmet.2006.10.003. 79. Manickam, R.; Wahli, W. Roles of Peroxisome Proliferator-Activated Receptor beta/delta in skeletal
physiology. Biochimie 2017, 136, 42–48, doi:10.1016/j.biochi.2016.11.010. 80. Wang, Y.X.; Zhang, C.L.; Yu, R.T.; Cho, H.K.; Nelson, M.C.; Bayuga-Ocampo, C.R.; Ham, J.; Kang, H.;
Evans, R.M. Regulation of muscle fiber type and running endurance by PPARdelta. PLoS Biol. References Hepatic PPARalpha is critical in the metabolic adaptation to sepsis. J. Hepatol. 2019, 70, 963–973, doi:10.1016/j.jhep.2018.12.037. 58. Wahli, W.; Michalik, L. PPARs at the crossroads of lipid signaling and inflammation. Trends Endocrinol. Metab. 2012, 23, 351–363, doi:10.1016/j.tem.2012.05.001. 59. Grygiel-Gorniak, B. Peroxisome proliferator-activated receptors and their ligands: Nutritional and clinical
implications—A review. Nutr. J. 2014, 13, 17, doi:10.1186/1475-2891-13-17. 60. Liu, Z.M.; Hu, M.; Chan, P.; Tomlinson, B. Early investigational drugs targeting PPAR-alpha for the
treatment
of
metabolic
disease. Expert
Opin. Investig. Drugs
2015,
24,
611–621,
doi:10.1517/13543784.2015.1006359. 61. Taniguchi, A.; Fukushima, M.; Sakai, M.; Tokuyama, K.; Nagata, I.; Fukunaga, A.; Kishimoto, H.; Doi, K.;
Yamashita, Y.; Matsuura, T.; et al. Effects of bezafibrate on insulin sensitivity and insulin secretion in non-
obese Japanese type 2 diabetic patients. Metabolism 2001, 50, 477–480, doi:10.1053/meta.2001.21028. p
yp
p
62. Fruchart, J.C.; Staels, B.; Duriez, P. The role of fibric acids in atherosclerosis. Curr. Atheroscler. Rep. 2001, 3,
83–92. 63. Fruchart, J.C.; Santos, R.D.; Aguilar-Salinas, C.; Aikawa, M.; Al Rasadi, K.; Amarenco, P.; Barter, P.J.; Ceska,
R.; Corsini, A.; Despres, J.P.; et al. The selective peroxisome proliferator-activated receptor alpha modulator
(SPPARMalpha) paradigm: Conceptual framework and therapeutic potential: A consensus statement from
the International Atherosclerosis Society (IAS) and the Residual Risk Reduction Initiative (R3i) Foundation. Cardiovasc. Diabetol. 2019, 18, 71, doi:10.1186/s12933-019-0864-7. 64. Girroir, E.E.; Hollingshead, H.E.; He, P.; Zhu, B.; Perdew, G.H.; Peters, J.M. Quantitative expression
patterns of peroxisome proliferator-activated receptor-beta/delta (PPARbeta/delta) protein in mice. Biochem. Biophys. Res. Commun. 2008, 371, 456–461, doi:10.1016/j.bbrc.2008.04.086. 65. Braissant, O.; Wahli, W. Differential expression of peroxisome proliferator-activated receptor-alpha, -beta,
and
-gamma
during
rat
embryonic
development. Endocrinology
1998,
139,
2748–2754,
doi:10.1210/endo.139.6.6049. 66. Tan, N.S.; Michalik, L.; Desvergne, B.; Wahli, W. Peroxisome proliferator-activated receptor (PPAR)-beta
as a target for wound healing drugs: What is possible? Am. J. Clin. Dermatol. 2003, 4, 523–530,
doi:10.2165/00128071-200304080-00001. 67. Di-Poi, N.; Tan, N.S.; Michalik, L.; Wahli, W.; Desvergne, B. Antiapoptotic role of PPARbeta in
keratinocytes via transcriptional control of the Akt1 signaling pathway. Mol. Cell 2002, 10, 721–733,
doi:10.1016/s1097-2765(02)00646-9. 68. Letavernier, E.; Perez, J.; Joye, E.; Bellocq, A.; Fouqueray, B.; Haymann, J.P.; Heudes, D.; Wahli, W.;
Desvergne, B.; Baud, L. Peroxisome proliferator-activated receptor beta/delta exerts a strong protection
from ischemic acute renal failure. J. Am. Soc. Nephrol. 2005, 16, 2395–2402, doi:10.1681/ASN.2004090802. 69. Michalik, L.; Wahli, W. Involvement of PPAR nuclear receptors in tissue injury and wound repair. J. Clin. Investig. 2006, 116, 598–606, doi:10.1172/JCI27958. References 15-Deoxy-delta12,14-prostaglandin J2-
induced apoptosis does not require PPARgamma in breast cancer cells. J. Lipid Res. 2002, 43, 1818–1828,
doi:10.1194/jlr.m200224-jlr200. 93. Guan, Y.F.; Zhang, Y.H.; Breyer, R.M.; Davis, L.; Breyer, M.D. Expression of peroxisome proliferator-
activated receptor gamma (PPARgamma) in human transitional bladder cancer and its role in inducing cell
death. Neoplasia 1999, 1, 330–339, doi:10.1038/sj.neo.7900050. 94. Sharma, C.; Pradeep, A.; Wong, L.; Rana, A.; Rana, B. Peroxisome proliferator-activated receptor gamma
activation can regulate beta-catenin levels via a proteasome-mediated and adenomatous polyposis coli-
independent pathway. J. Biol. Chem. 2004, 279, 35583–35594, doi:10.1074/jbc.M403143200. 95. Auwerx, J. Nuclear receptors. I. PPAR gamma in the gastrointestinal tract: Gain or pain? Am. J. Physiol. Gastrointest. Liver Physiol. 2002, 282, G581–G585, doi:10.1152/ajpgi.00508.2001. 96. Dubuquoy, L.; Rousseaux, C.; Thuru, X.; Peyrin-Biroulet, L.; Romano, O.; Chavatte, P.; Chamaillard, M.;
Desreumaux, P. PPARgamma as a new therapeutic target in inflammatory bowel diseases. Gut 2006, 55,
1341–1349, doi:10.1136/gut.2006.093484. 97. Leonardini, A.; Laviola, L.; Perrini, S.; Natalicchio, A.; Giorgino, F. Cross-Talk between PPARgamma and
Insulin
Signaling
and
Modulation
of
Insulin
Sensitivity. PPAR
Res. 2009,
2009,
818945,
doi:10.1155/2009/818945. 98. Tontonoz, P.; Spiegelman, B.M. Fat and beyond: The diverse biology of PPARgamma. Annu. Rev. Biochem. 2008, 77, 289–312, doi:10.1146/annurev.biochem.77.061307.091829. 99. Picard, F.; Auwerx, J. PPAR(gamma) and glucose homeostasis. Annu. Rev. Nutr. 2002, 22, 1
doi:10.1146/annurev.nutr.22.010402.102808. 100. Duszka, K.; Oresic, M.; Le May, C.; Konig, J.; Wahli, W. PPARgamma Modulates Long Chain Fatty Acid
Processing in the Intestinal Epithelium. Int. J. Mol. Sci. 2017, 18, doi:10.3390/ijms18122559. 101. Duszka, K.; Picard, A.; Ellero-Simatos, S.; Chen, J.; Defernez, M.; Paramalingam, E.; Pigram, A.; Vanoaica,
L.; Canlet, C.; Parini, P.; et al. Intestinal PPARgamma signalling is required for sympathetic nervous system
activation in response to caloric restriction. Sci. Rep. 2016, 6, 36937, doi:10.1038/srep36937. 102. Tomas, J.; Mulet, C.; Saffarian, A.; Cavin, J.B.; Ducroc, R.; Regnault, B.; Kun Tan, C.; Duszka, K.; Burcelin,
R.; Wahli, W.; et al. High-fat diet modifies the PPAR-gamma pathway leading to disruption of microbial
and physiological ecosystem in murine small intestine. Proc. Natl. Acad. Sci. USA 2016, 113, E5934–E5943,
doi:10.1073/pnas.1612559113. 103. Zou, Y.; Watters, A.; Cheng, N.; Perry, C.E.; Xu, K.; Alicea, G.M.; Parris, J.L.D.; Baraban, E.; Ray, P.; Nayak,
A.; et al. Polyunsaturated Fatty Acids from Astrocytes Activate PPARgamma Signaling in Cancer Cells to
Promote Brain Metastasis. Cancer Discov. 2019, 9, 1720–1735, doi:10.1158/2159-8290.CD-19-0270. 104. References 2004, 2, e294,
doi:10.1371/journal.pbio.0020294. 81. Giordano Attianese, G.M.; Desvergne, B. Integrative and systemic approaches for evaluating
PPARbeta/delta (PPARD) function. Nucl. Recept. Signal. 2015, 13, e001, doi:10.1621/nrs.13001. 82. Anghel, S.I.; Wahli, W. Fat poetry: A kingdom for PPAR gamma. Cell Res. 2007, 17, 486–511,
doi:10.1038/cr.2007.48. 83. Lehmann, J.M.; Moore, L.B.; Smith-Oliver, T.A.; Wilkison, W.O.; Willson, T.M.; Kliewer, S.A. An
antidiabetic thiazolidinedione is a high affinity ligand for peroxisome proliferator-activated receptor
gamma (PPAR gamma). J. Biol. Chem. 1995, 270, 12953–12956, doi:10.1074/jbc.270.22.12953. 84. Imai, T.; Takakuwa, R.; Marchand, S.; Dentz, E.; Bornert, J.M.; Messaddeq, N.; Wendling, O.; Mark, M.;
Desvergne, B.; Wahli, W.; et al. Peroxisome proliferator-activated receptor gamma is required in mature
white and brown adipocytes for their survival in the mouse. Proc. Natl. Acad. Sci. USA 2004, 101, 4543–4547,
doi:10.1073/pnas.0400356101. 85. Cerbone, A.; Toaldo, C.; Laurora, S.; Briatore, F.; Pizzimenti, S.; Dianzani, M.U.; Ferretti, C.; Barrera, G. 4-
Hydroxynonenal and PPARgamma ligands affect proliferation, differentiation, and apoptosis in colon
cancer cells. Free Radic. Biol. Med. 2007, 42, 1661–1670, doi:10.1016/j.freeradbiomed.2007.02.009. 86. Martinasso, G.; Oraldi, M.; Trombetta, A.; Maggiora, M.; Bertetto, O.; Canuto, R.A.; Muzio, G. Involvement
of PPARs in Cell Proliferation and Apoptosis in Human Colon Cancer Specimens and in Normal and
Cancer Cell Lines. PPAR Res. 2007, 2007, 93416, doi:10.1155/2007/93416. 87. Theocharis, S.; Margeli, A.; Vielh, P.; Kouraklis, G. Peroxisome proliferator-activated receptor-gamma
ligands as cell-cycle modulators. Cancer Treat. Rev. 2004, 30, 545–554, doi:10.1016/j.ctrv.2004.04.004. Cells 2020, 9, 1708 36 of 75 88. Xu, W.P.; Zhang, X.; Xie, W.F. Differentiation therapy for solid tumors. J. Dig. Dis. 2014, 15, 159–165,
doi:10.1111/1751-2980.12122. 89. Chen, G.G.; Lee, J.F.; Wang, S.H.; Chan, U.P.; Ip, P.C.; Lau, W.Y. Apoptosis induced by activation of
peroxisome-proliferator activated receptor-gamma is associated with Bcl-2 and NF-kappaB in human colon
cancer. Life Sci. 2002, 70, 2631–2646. 90. Chen, G.G.; Xu, H.; Lee, J.F.; Subramaniam, M.; Leung, K.L.; Wang, S.H.; Chan, U.P.; Spelsberg, T.C. 15-
hydroxy-eicosatetraenoic acid arrests growth of colorectal cancer cells via a peroxisome proliferator-
activated receptor gamma-dependent pathway. Int. J. Cancer 2003, 107, 837–843, doi:10.1002/ijc.11447. 91. Lee, C.J.; Han, J.S.; Seo, C.Y.; Park, T.H.; Kwon, H.C.; Jeong, J.S.; Kim, I.H.; Yun, J.; Bae, Y.S.; Kwak, J.Y.; et
al. Pioglitazone, a synthetic ligand for PPARgamma, induces apoptosis in RB-deficient human colorectal
cancer cells. Apoptosis Int. J. Program. Cell Death 2006, 11, 401–411, doi:10.1007/s10495-006-4003-z. 92. Clay, C.E.; Monjazeb, A.; Thorburn, J.; Chilton, F.H.; High, K.P. References Patitucci, C.; Couchy, G.; Bagattin, A.; Caneque, T.; de Reynies, A.; Scoazec, J.Y.; Rodriguez, R.; Pontoglio,
M.; Zucman-Rossi, J.; Pende, M.; et al. Hepatocyte nuclear factor 1alpha suppresses steatosis-associated
liver cancer by inhibiting PPARgamma transcription. J. Clin. Investig. 2017, 127, 1873–1888,
doi:10.1172/JCI90327. 105. Zhu, Y.; Qi, C.; Korenberg, J.R.; Chen, X.N.; Noya, D.; Rao, M.S.; Reddy, J.K. Structural organization of
mouse peroxisome proliferator-activated receptor gamma (mPPAR gamma) gene: Alternative promoter
use and different splicing yield two mPPAR gamma isoforms. Proc. Natl. Acad. Sci. USA 1995, 92, 7921–
7925, doi:10.1073/pnas.92.17.7921. 37 of 75 Cells 2020, 9, 1708 106. Chawla, A.; Schwarz, E.J.; Dimaculangan, D.D.; Lazar, M.A. Peroxisome proliferator-activated receptor
(PPAR) gamma: Adipose-predominant expression and induction early in adipocyte differentiation. Endocrinology 1994, 135, 798–800, doi:10.1210/endo.135.2.8033830. gy
107. Tontonoz, P.; Hu, E.; Graves, R.A.; Budavari, A.I.; Spiegelman, B.M. mPPAR gamma 2: Tissue-specific
regulator of an adipocyte enhancer. Genes Dev. 1994, 8, 1224–1234, doi:10.1101/gad.8.10.1224. 108. Elbrecht, A.; Chen, Y.; Cullinan, C.A.; Hayes, N.; Leibowitz, M.; Moller, D.E.; Berger, J. Molecular cloning,
expression and characterization of human peroxisome proliferator activated receptors gamma 1 and
gamma 2. Biochem. Biophys. Res. Commun. 1996, 224, 431–437, doi:10.1006/bbrc.1996.1044. 109. Greene, M.E.; Blumberg, B.; McBride, O.W.; Yi, H.F.; Kronquist, K.; Kwan, K.; Hsieh, L.; Greene, G.; Nimer,
S.D. Isolation of the human peroxisome proliferator activated receptor gamma cDNA: Expression in
hematopoietic cells and chromosomal mapping. Gene Expr. 1995, 4, 281–299. 110. Mukherjee, R.; Jow, L.; Croston, G.E.; Paterniti, J.R., Jr. Identification, characterization, and tissue
distribution of human peroxisome proliferator-activated receptor (PPAR) isoforms PPARgamma2 versus
PPARgamma1 and activation with retinoid X receptor agonists and antagonists. J. Biol. Chem. 1997, 272,
8071–8076, doi:10.1074/jbc.272.12.8071. 111. Trombetta, A.; Maggiora, M.; Martinasso, G.; Cotogni, P.; Canuto, R.A.; Muzio, G. Arachidonic and
docosahexaenoic acids reduce the growth of A549 human lung-tumor cells increasing lipid peroxidation
and PPARs. Chem. Biol. Interact. 2007, 165, 239–250, doi:10.1016/j.cbi.2006.12.014. 112. Forman, B.M.; Tontonoz, P.; Chen, J.; Brun, R.P.; Spiegelman, B.M.; Evans, R.M. 15-Deoxy-delta 12, 14-
prostaglandin J2 is a ligand for the adipocyte determination factor PPAR gamma. Cell 1995, 83, 803–812,
doi:10.1016/0092-8674(95)90193-0. 113. Heim, M.; Johnson, J.; Boess, F.; Bendik, I.; Weber, P.; Hunziker, W.; Fluhmann, B. Phytanic acid, a natural
peroxisome proliferator-activated receptor (PPAR) agonist, regulates glucose metabolism in rat primary
hepatocytes. FASEB J. 2002, 16, 718–720, doi:10.1096/fj.01-0816fje. 114. Marion-Letellier, R.; Dechelotte, P.; Iacucci, M.; Ghosh, S. Dietary modulation of peroxisome proliferator-
activated receptor gamma. Gut 2009, 58, 586–593, doi:10.1136/gut.2008.162859. References 115. Schwab, M.; Reynders, V.; Loitsch, S.; Steinhilber, D.; Stein, J.; Schroder, O. Involvement of different nuclear
hormone receptors in butyrate-mediated inhibition of inducible NF kappa B signalling. Mol. Immunol. 2007,
44, 3625–3632, doi:10.1016/j.molimm.2007.04.010. j
116. Wachtershauser, A.; Loitsch, S.M.; Stein, J. PPAR-gamma is selectively upregulated in Caco-2 cells by
butyrate. Biochem. Biophys. Res. Commun. 2000, 272, 380–385, doi:10.1006/bbrc.2000.2793. 117. Nepelska, M.; de Wouters, T.; Jacouton, E.; Beguet-Crespel, F.; Lapaque, N.; Dore, J.; Arulampalam, V.;
Blottiere,
H.M. Commensal
gut
bacteria
modulate
phosphorylation-dependent
PPARgamma
transcriptional activity in human intestinal epithelial cells. Sci. Rep. 2017, 7, 43199, doi:10.1038/srep43199. 118. Voltan, S.; Martines, D.; Elli, M.; Brun, P.; Longo, S.; Porzionato, A.; Macchi, V.; D’Inca, R.; Scarpa, M.; Palu,
G.; et al. Lactobacillus crispatus M247-derived H2O2 acts as a signal transducing molecule activating
peroxisome proliferator activated receptor-gamma in the intestinal mucosa. Gastroenterology 2008, 135,
1216–1227, doi:10.1053/j.gastro.2008.07.007. 119. Are, A.; Aronsson, L.; Wang, S.; Greicius, G.; Lee, Y.K.; Gustafsson, J.A.; Pettersson, S.; Arulampalam, V. Enterococcus faecalis from newborn babies regulate endogenous PPARgamma activity and IL-10 levels in
colonic epithelial cells. Proc. Natl. Acad. Sci. USA 2008, 105, 1943–1948, doi:10.1073/pnas.0711734105. 120. Couvigny, B.; de Wouters, T.; Kaci, G.; Jacouton, E.; Delorme, C.; Dore, J.; Renault, P.; Blottiere, H.M.;
Guedon, E.; Lapaque, N. Commensal Streptococcus salivarius Modulates PPARgamma Transcriptional
Activity
in
Human
Intestinal
Epithelial
Cells. PLoS
ONE
2015,
10,
e0125371,
doi:10.1371/journal.pone.0125371. j
p
121. Soccio, R.E.; Chen, E.R.; Lazar, M.A. Thiazolidinediones and the promise of insulin sensitization in type 2
diabetes. Cell Metab. 2014, 20, 573–591, doi:10.1016/j.cmet.2014.08.005. 122. Burgermeister, E.; Schnoebelen, A.; Flament, A.; Benz, J.; Stihle, M.; Gsell, B.; Rufer, A.; Ruf, A.; Kuhn, B.;
Marki, H.P.; et al. A novel partial agonist of peroxisome proliferator-activated receptor-gamma
(PPARgamma) recruits PPARgamma-coactivator-1alpha, prevents triglyceride accumulation, and
potentiates insulin signaling in vitro. Mol. Endocrinol. 2006, 20, 809–830, doi:10.1210/me.2005-0171. 123. Hou, Y.; Cao, X.; Hu, X.; Li, X.; Shi, X.; Wang, H.; Peng, C.; Li, J.; Li, J.; Li, Q.; et al. CMHX008, a PPARgamma
partial agonist, enhances insulin sensitivity with minor influences on bone loss. Genes Dis. 2018, 5, 290–299,
doi:10.1016/j.gendis.2018.05.004. 38 of 75 Cells 2020, 9, 1708 124. Henke, B.R. Peroxisome proliferator-activated receptor alpha/gamma dual agonists for the treatment of
type 2 diabetes. J. Med. Chem. 2004, 47, 4118–4127, doi:10.1021/jm030631e. 125. Kim, S.H.; Hong, S.H.; Park, Y.J.; Sung, J.H.; Suh, W.; Lee, K.W.; Jung, K.; Lim, C.; Kim, J.H.; Kim, H.; et al. References MD001, a Novel Peroxisome Proliferator-activated Receptor alpha/gamma Agonist, Improves Glucose and
Lipid Metabolism. Sci. Rep. 2019, 9, 1656, doi:10.1038/s41598-018-38281-0. 126. Jeong, H.W.; Lee, J.W.; Kim, W.S.; Choe, S.S.; Kim, K.H.; Park, H.S.; Shin, H.J.; Lee, G.Y.; Shin, D.; Lee, H.;
et al. A newly identified CG301269 improves lipid and glucose metabolism without body weight gain
through activation of peroxisome proliferator-activated receptor alpha and gamma. Diabetes 2011, 60, 496–
506, doi:10.2337/db09-1145. 127. Xu, C.; Wang, L.L.; Liu, H.Y.; Zhou, X.B.; Cao, Y.L.; Li, S. C333H, a novel PPARalpha/gamma dual agonist,
has beneficial effects on insulin resistance and lipid metabolism. Acta Pharmacol. Sin. 2006, 27, 223–228,
doi:10.1111/j.1745-7254.2006.00263.x. 128. Park, M.H.; Park, J.Y.; Lee, H.J.; Kim, D.H.; Park, D.; Jeong, H.O.; Park, C.H.; Chun, P.; Moon, H.R.; Chung,
H.Y. Potent anti-diabetic effects of MHY908, a newly synthesized PPAR alpha/gamma dual agonist in
db/db mice. PLoS ONE 2013, 8, e78815, doi:10.1371/journal.pone.0078815. 129. Waites, C.R.; Dominick, M.A.; Sanderson, T.P.; Schilling, B.E. Nonclinical safety evaluation of muraglitazar,
a novel PPARalpha/gamma agonist. Toxicol. Sci. 2007, 100, 248–258, doi:10.1093/toxsci/kfm193. 130. Chakrabarti, R.; Vikramadithyan, R.K.; Misra, P.; Hiriyan, J.; Raichur, S.; Damarla, R.K.; Gershome, C.;
Suresh, J.; Rajagopalan, R. Ragaglitazar: A novel PPAR alpha PPAR gamma agonist with potent lipid-
lowering and insulin-sensitizing efficacy in animal models. Br. J. Pharmacol. 2003, 140, 527–537,
doi:10.1038/sj.bjp.0705463. 131. Masternak, M.M.; Bartke, A. PPARs in Calorie Restricted and Genetically Long-Lived Mice. PPAR Res. 2007, 2007, 28436, doi:10.1155/2007/28436. 132. Yang, Y.B.; Wu, X.L.; Ke, B.; Huang, Y.J.; Chen, S.Q.; Su, Y.Q.; Qin, J. Effects of caloric restriction on
peroxisome proliferator-activated receptors and positive transcription elongation factor b expression in
obese rats. Eur. Rev. Med. Pharmacol. Sci. 2017, 21, 4369–4378. 133. Masternak, M.M.; Al-Regaiey, K.A.; Del Rosario Lim, M.M.; Jimenez-Ortega, V.; Panici, J.A.; Bonkowski,
M.S.; Kopchick, J.J.; Wang, Z.; Bartke, A. Caloric restriction and growth hormone receptor knockout: Effects
on expression of genes involved in insulin action in the heart. Exp. Gerontol. 2006, 41, 417–429,
doi:10.1016/j.exger.2006.01.009. 134. Masternak, M.M.; Al-Regaiey, K.A.; Del Rosario Lim, M.M.; Jimenez-Ortega, V.; Panici, J.A.; Bonkowski,
M.S.; Kopchick, J.J.; Bartke, A. Effects of caloric restriction and growth hormone resistance on the
expression level of peroxisome proliferator-activated receptors superfamily in liver of normal and long-
lived growth hormone receptor/binding protein knockout mice. J. Gerontol. Biol. Sci. Med. Sci. 2005, 60,
1394–1398, doi:10.1093/gerona/60.11.1394. 135. Masternak, M.M.; Al-Regaiey, K.; Bonkowski, M.S.; Panici, J.; Sun, L.; Wang, J.; Przybylski, G.K.; Bartke, A. References Divergent effects of caloric restriction on gene expression in normal and long-lived mice. J. Gerontol. A Biol. Sci. Med. Sci. 2004, 59, 784–788, doi:10.1093/gerona/59.8.b784. 136. Masternak, M.M.; Al-Regaiey, K.A.; Del Rosario Lim, M.M.; Bonkowski, M.S.; Panici, J.A.; Przybylski, G.K.;
Bartke, A. Caloric restriction results in decreased expression of peroxisome proliferator-activated receptor
superfamily in muscle of normal and long-lived growth hormone receptor/binding protein knockout mice. J. Gerontol. Biol. Sci. Med. Sci. 2005, 60, 1238–1245, doi:10.1093/gerona/60.10.1238. 137. Poynter, M.E.; Daynes, R.A. Peroxisome proliferator-activated receptor alpha activation modulates cellular
redox status, represses nuclear factor-kappaB signaling, and reduces inflammatory cytokine production in
aging. J. Biol. Chem. 1998, 273, 32833–32841. g
g
138. Duszka, K.; Ellero-Simatos, S.; Ow, G.S.; Defernez, M.; Paramalingam, E.; Tett, A.; Ying, S.; Konig, J.;
Narbad, A.; Kuznetsov, V.A.; et al. Complementary intestinal mucosa and microbiota responses to caloric
restriction. Sci. Rep. 2018, 8, 11338, doi:10.1038/s41598-018-29815-7. 139. Dhahbi, J.M.; Tsuchiya, T.; Kim, H.J.; Mote, P.L.; Spindler, S.R. Gene expression and physiologic responses
of the heart to the initiation and withdrawal of caloric restriction. J. Gerontol. Biol. Sci. Med. Sci. 2006, 61,
218–231, doi:10.1093/gerona/61.3.218. g
140. Sung, B.; Park, S.; Yu, B.P.; Chung, H.Y. Modulation of PPAR in aging, inflammation, and calorie restriction. J. Gerontol. Biol. Sci. Med. Sci. 2004, 59, 997–1006, doi:10.1093/gerona/59.10.b997. 39 of 75 Cells 2020, 9, 1708 141. Corton, J.C.; Apte, U.; Anderson, S.P.; Limaye, P.; Yoon, L.; Latendresse, J.; Dunn, C.; Everitt, J.I.; Voss,
K.A.; Swanson, C.; et al. Mimetics of caloric restriction include agonists of lipid-activated nuclear receptors. J. Biol. Chem. 2004, 279, 46204–46212, doi:10.1074/jbc.M406739200. J
j
142. Bhaskar, P.T.; Hay, N. The two TORCs and Akt. Dev. Cell 2007, 12, 487–502, doi:10.1016/j.devcel.2007.03.020. 143. Wullschleger, S.; Loewith, R.; Hall, M.N. TOR signaling in growth and metabolism. Cell 2006, 124, 471–484, 142. Bhaskar, P.T.; Hay, N. The two TORCs and Akt. Dev. Cell 2007, 12, 487–502, doi:10.1016/j.devcel.2007.03.020. 143. Wullschleger, S.; Loewith, R.; Hall, M.N. TOR signaling in growth and metabolism. Cell 2006, 124, 471–484,
doi:10.1016/j.cell.2006.01.016. Bhaskar, P.T.; Hay, N. The two TORCs and Akt. Dev. Cell 2007, 12, 487–502, doi:10.1016/j.devcel.2007.03.020 43. Wullschleger, S.; Loewith, R.; Hall, M.N. TOR signaling in growth and metabolism. Cell 2006, 124, 471–
doi:10.1016/j.cell.2006.01.016. 144. Jacinto, E.; Facchinetti, V.; Liu, D.; Soto, N.; Wei, S.; Jung, S.Y.; Huang, Q.; Qin, J.; Su, B. SIN1/MIP1
maintains rictor-mTOR complex integrity and regulates Akt phosphorylation and substrate specificity. Cell
2006, 127, 125–137, doi:10.1016/j.cell.2006.08.033. j
145. References Pearce, L.R.; Huang, X.; Boudeau, J.; Pawlowski, R.; Wullschleger, S.; Deak, M.; Ibrahim, A.F.; Gourlay, R.;
Magnuson, M.A.; Alessi, D.R. Identification of Protor as a novel Rictor-binding component of mTOR
complex-2. Biochem. J. 2007, 405, 513–522, doi:10.1042/BJ20070540. 146. Sarbassov, D.D.; Ali, S.M.; Kim, D.H.; Guertin, D.A.; Latek, R.R.; Erdjument-Bromage, H.; Tempst, P.;
Sabatini, D.M. Rictor, a novel binding partner of mTOR, defines a rapamycin-insensitive and raptor-
independent
pathway
that
regulates
the
cytoskeleton. Curr. Biol. 2004,
14,
1296–1302,
doi:10.1016/j.cub.2004.06.054. 147. Zheng, X.; Liang, Y.; He, Q.; Yao, R.; Bao, W.; Bao, L.; Wang, Y.; Wang, Z. Current models of mammalian
target of rapamycin complex 1 (mTORC1) activation by growth factors and amino acids. Int. J. Mol. Sci. 2014, 15, 20753–20769, doi:10.3390/ijms151120753. j
148. Tatebe, H.; Shiozaki, K. Evolutionary Conservation of the Components in the TOR Signaling Pathways. Biomolecules 2017, 7, doi:10.3390/biom7040077. 149. Loewith, R.; Jacinto, E.; Wullschleger, S.; Lorberg, A.; Crespo, J.L.; Bonenfant, D.; Oppliger, W.; Jenoe, P.;
Hall, M.N. Two TOR complexes, only one of which is rapamycin sensitive, have distinct roles in cell growth
control. Mol. Cell 2002, 10, 457–468. 150. Jacinto, E.; Loewith, R.; Schmidt, A.; Lin, S.; Ruegg, M.A.; Hall, A.; Hall, M.N. Mammalian TOR complex 2
controls the actin cytoskeleton and is rapamycin insensitive. Nat. Cell Biol. 2004, 6, 1122–1128,
doi:10.1038/ncb1183. 151. Yamagata, K.; Sanders, L.K.; Kaufmann, W.E.; Yee, W.; Barnes, C.A.; Nathans, D.; Worley, P.F. rheb, a
growth factor- and synaptic activity-regulated gene, encodes a novel Ras-related protein. J. Biol. Chem. 1994,
269, 16333–16339. 52. Long, X.; Lin, Y.; Ortiz-Vega, S.; Yonezawa, K.; Avruch, J. Rheb binds and regulates the mTOR kinase. C
Biol. 2005, 15, 702–713, doi:10.1016/j.cub.2005.02.053. 153. Sato, T.; Nakashima, A.; Guo, L.; Tamanoi, F. Specific activation of mTORC1 by Rheb G-protein in vitro
involves enhanced recruitment of its substrate protein. J. Biol. Chem. 2009, 284, 12783–12791,
doi:10.1074/jbc.M809207200. 154. Inoki, K.; Li, Y.; Xu, T.; Guan, K.L. Rheb GTPase is a direct target of TSC2 GAP activity and regulates mTOR
signaling. Genes Dev. 2003, 17, 1829–1834, doi:10.1101/gad.1110003. 155. Garami, A.; Zwartkruis, F.J.; Nobukuni, T.; Joaquin, M.; Roccio, M.; Stocker, H.; Kozma, S.C.; Hafen, E.;
Bos, J.L.; Thomas, G. Insulin activation of Rheb, a mediator of mTOR/S6K/4E-BP signaling, is inhibited by
TSC1 and 2. Mol. Cell 2003, 11, 1457–1466. 156. Wang, X.; Proud, C.G. The mTOR pathway in the control of protein synthesis. Physiology 2006, 21, 362–369,
doi:10.1152/physiol.00024.2006. 157. References Tee, A.R.; Manning, B.D.; Roux, P.P.; Cantley, L.C.; Blenis, J. Tuberous sclerosis complex gene products,
Tuberin and Hamartin, control mTOR signaling by acting as a GTPase-activating protein complex toward
Rheb. Curr. Biol. 2003, 13, 1259–1268. 158. Zhang, Y.; Gao, X.; Saucedo, L.J.; Ru, B.; Edgar, B.A.; Pan, D. Rheb is a direct target of the tuberous sclerosis
tumour suppressor proteins. Nat. Cell Biol. 2003, 5, 578–581, doi:10.1038/ncb999. 159. Kwiatkowski, D.J. Tuberous sclerosis: From tubers to mTOR. Ann. Hum. Genet. 2003, 67, 87–96. 160. Miyazaki, M.; McCarthy, J.J.; Esser, K.A. Insulin like growth factor-1-induced phosphorylation and altered
distribution of tuberous sclerosis complex (TSC)1/TSC2 in C2C12 myotubes. FEBS J. 2010, 277, 2180–2191,
doi:10.1111/j.1742-4658.2010.07635.x. j
161. Dan, H.C.; Sun, M.; Yang, L.; Feldman, R.I.; Sui, X.M.; Ou, C.C.; Nellist, M.; Yeung, R.S.; Halley, D.J.;
Nicosia, S.V.; et al. Phosphatidylinositol 3-kinase/Akt pathway regulates tuberous sclerosis tumor Cells 2020, 9, 1708 40 of 75 suppressor complex by phosphorylation of tuberin. J. Biol. Chem. 2002, 277, 35364–35370,
doi:10.1074/jbc.M205838200. suppressor complex by phosphorylation of tuberin. J. Biol. Chem. 2002, 277, 35364–35370,
doi:10.1074/jbc.M205838200. 162. Manning, B.D.; Tee, A.R.; Logsdon, M.N.; Blenis, J.; Cantley, L.C. Identification of the tuberous sclerosis
complex-2 tumor suppressor gene product tuberin as a target of the phosphoinositide 3-kinase/akt
pathway. Mol. Cell 2002, 10, 151–162. 163. Inoki, K.; Li, Y.; Zhu, T.; Wu, J.; Guan, K.L. TSC2 is phosphorylated and inhibited by Akt and suppresses
mTOR signalling. Nat. Cell Biol. 2002, 4, 648–657, doi:10.1038/ncb839. 164. Ma, L.; Chen, Z.; Erdjument-Bromage, H.; Tempst, P.; Pandolfi, P.P. Phosphorylation and functional
inactivation of TSC2 by Erk implications for tuberous sclerosis and cancer pathogenesis. Cell 2005, 121, 179–
193, doi:10.1016/j.cell.2005.02.031. 165. Roux, P.P.; Ballif, B.A.; Anjum, R.; Gygi, S.P.; Blenis, J. Tumor-promoting phorbol esters and activated Ras
inactivate the tuberous sclerosis tumor suppressor complex via p90 ribosomal S6 kinase. Proc. Natl. Acad. Sci. USA 2004, 101, 13489–13494, doi:10.1073/pnas.0405659101. 166. Potter, C.J.; Pedraza, L.G.; Xu, T. Akt regulates growth by directly phosphorylating Tsc2. Nat. Cell Biol. 2002, 4, 658–665, doi:10.1038/ncb840. 167. Vander Haar, E.; Lee, S.I.; Bandhakavi, S.; Griffin, T.J.; Kim, D.H. Insulin signalling to mTOR mediated by
the Akt/PKB substrate PRAS40. Nat. Cell Biol. 2007, 9, 316–323, doi:10.1038/ncb1547. 168. Zheng, M.; Wang, Y.H.; Wu, X.N.; Wu, S.Q.; Lu, B.J.; Dong, M.Q.; Zhang, H.; Sun, P.; Lin, S.C.; Guan, K.L.;
et al. Inactivation of Rheb by PRAK-mediated phosphorylation is essential for energy-depletion-induced
suppression of mTORC1. Nat. Cell Biol. References 41 of 75 Cells 2020, 9, 1708 182. Feng, Z.; Zhang, H.; Levine, A.J.; Jin, S. The coordinate regulation of the p53 and mTOR pathways in cells. Proc. Natl. Acad. Sci. USA 2005, 102, 8204–8209, doi:10.1073/pnas.0502857102. 83. Stambolic, V.; MacPherson, D.; Sas, D.; Lin, Y.; Snow, B.; Jang, Y.; Benchimol, S.; Mak, T.W. Regulatio
PTEN transcription by p53. Mol. Cell 2001, 8, 317–325. 183. Stambolic, V.; MacPherson, D.; Sas, D.; Lin, Y.; Snow, B.; Jang, Y.; Benchimol, S.; Mak, T.W. Regulation of
PTEN transcription by p53. Mol. Cell 2001, 8, 317–325. 184
Budanov A V ; Karin M p53 target genes sestrin1 and sestrin2 connect genotoxic stress and mTOR 84. Budanov, A.V.; Karin, M. p53 target genes sestrin1 and sestrin2 connect genotoxic stress and mT
signaling. Cell 2008, 134, 451–460, doi:10.1016/j.cell.2008.06.028. 185. Duvel, K.; Yecies, J.L.; Menon, S.; Raman, P.; Lipovsky, A.I.; Souza, A.L.; Triantafellow, E.; Ma, Q.; Gorski,
R.; Cleaver, S.; et al. Activation of a metabolic gene regulatory network downstream of mTOR complex 1. Mol. Cell 2010, 39, 171–183, doi:10.1016/j.molcel.2010.06.022. 186. Hudson, C.C.; Liu, M.; Chiang, G.G.; Otterness, D.M.; Loomis, D.C.; Kaper, F.; Giaccia, A.J.; Abraham, R.T. Regulation of hypoxia-inducible factor 1alpha expression and function by the mammalian target of
rapamycin. Mol. Cell Biol. 2002, 22, 7004–7014. 187. Kim, J.E.; Chen, J. regulation of peroxisome proliferator-activated receptor-gamma activity by mammalian
target of rapamycin and amino acids in adipogenesis. Diabetes 2004, 53, 2748–2756. 188. Zhang, H.H.; Huang, J.; Duvel, K.; Boback, B.; Wu, S.; Squillace, R.M.; Wu, C.L.; Manning, B.D. Insulin
stimulates adipogenesis through the Akt-TSC2-mTORC1 pathway. PLoS ONE 2009, 4, e6189,
doi:10.1371/journal.pone.0006189. 189. Porstmann, T.; Santos, C.R.; Griffiths, B.; Cully, M.; Wu, M.; Leevers, S.; Griffiths, J.R.; Chung, Y.L.; Schulze,
A. SREBP activity is regulated by mTORC1 and contributes to Akt-dependent cell growth. Cell Metab. 2008,
8, 224–236, doi:10.1016/j.cmet.2008.07.007. 190. Wang, B.T.; Ducker, G.S.; Barczak, A.J.; Barbeau, R.; Erle, D.J.; Shokat, K.M. The mammalian target of
rapamycin regulates cholesterol biosynthetic gene expression and exhibits a rapamycin-resistant
transcriptional profile. Proc. Natl. Acad. Sci. USA 2011, 108, 15201–15206, doi:10.1073/pnas.1103746108. 191. Yecies, J.L.; Zhang, H.H.; Menon, S.; Liu, S.; Yecies, D.; Lipovsky, A.I.; Gorgun, C.; Kwiatkowski, D.J.;
Hotamisligil, G.S.; Lee, C.H.; et al. Akt stimulates hepatic SREBP1c and lipogenesis through parallel
mTORC1-dependent
and
independent
pathways. Cell
Metab. 2011,
14,
21–32,
doi:10.1016/j.cmet.2011.06.002. 192. Li, S.; Brown, M.S.; Goldstein, J.L. References 2011, 13, 263–272, doi:10.1038/ncb2168. 169. Yin, Y.; Hua, H.; Li, M.; Liu, S.; Kong, Q.; Shao, T.; Wang, J.; Luo, Y.; Wang, Q.; Luo, T.; et al. mTORC2
promotes type I insulin-like growth factor receptor and insulin receptor activation through the tyrosine
kinase activity of mTOR. Cell Res. 2016, 26, 46–65, doi:10.1038/cr.2015.133. y
170. Arsham, A.M.; Neufeld, T.P. Thinking globally and acting locally with TOR. Curr. Opin. Cell Biol. 2006, 18,
589–597, doi:10.1016/j.ceb.2006.09.005. 171. Lee, D.F.; Kuo, H.P.; Chen, C.T.; Hsu, J.M.; Chou, C.K.; Wei, Y.; Sun, H.L.; Li, L.Y.; Ping, B.; Huang, W.C.;
et al. IKK beta suppression of TSC1 links inflammation and tumor angiogenesis via the mTOR pathway. Cell 2007, 130, 440–455, doi:10.1016/j.cell.2007.05.058. 172. Inoki, K.; Ouyang, H.; Zhu, T.; Lindvall, C.; Wang, Y.; Zhang, X.; Yang, Q.; Bennett, C.; Harada, Y.;
Stankunas, K.; et al. TSC2 integrates Wnt and energy signals via a coordinated phosphorylation by AMPK
and GSK3 to regulate cell growth. Cell 2006, 126, 955–968, doi:10.1016/j.cell.2006.06.055. 173. Inoki, K.; Zhu, T.; Guan, K.L. TSC2 mediates cellular energy response to control cell growth and survival. Cell 2003, 115, 577–590. 174. Brugarolas, J.; Lei, K.; Hurley, R.L.; Manning, B.D.; Reiling, J.H.; Hafen, E.; Witters, L.A.; Ellisen, L.W.;
Kaelin, W.G., Jr. Regulation of mTOR function in response to hypoxia by REDD1 and the TSC1/TSC2 tumor
suppressor complex. Genes Dev. 2004, 18, 2893–2904, doi:10.1101/gad.1256804. 175. DeYoung, M.P.; Horak, P.; Sofer, A.; Sgroi, D.; Ellisen, L.W. Hypoxia regulates TSC1/2-mTOR signaling
and tumor suppression through REDD1-mediated 14-3-3 shuttling. Genes Dev. 2008, 22, 239–251,
doi:10.1101/gad.1617608. 176. Reiling, J.H.; Hafen, E. The hypoxia-induced paralogs Scylla and CharybDis. inhibit growth by down-
regulating S6K activity upstream of TSC in Drosophila. Genes Dev. 2004, 18, 2879–2892,
doi:10.1101/gad.322704. 177. Gwinn, D.M.; Shackelford, D.B.; Egan, D.F.; Mihaylova, M.M.; Mery, A.; Vasquez, D.S.; Turk, B.E.; Shaw,
R.J. AMPK phosphorylation of raptor mediates a metabolic checkpoint. Mol. Cell 2008, 30, 214–226,
doi:10.1016/j.molcel.2008.03.003. j
178. Fang, Y.; Vilella-Bach, M.; Bachmann, R.; Flanigan, A.; Chen, J. Phosphatidic acid-mediated mitogenic
activation of mTOR signaling. Science 2001, 294, 1942–1945, doi:10.1126/science.1066015. 179. Sarbassov, D.D.; Sabatini, D.M. Redox regulation of the nutrient-sensitive raptor-mTOR pathway and
complex. J. Biol. Chem. 2005, 280, 39505–39509, doi:10.1074/jbc.M506096200. 180. Proud, C.G. Signalling to translation: How signal transduction pathways control the protein synthetic
machinery. Biochem. J. 2007, 403, 217–234, doi:10.1042/BJ20070024. 181. Dann, S.G.; Thomas, G. The amino acid sensitive TOR pathway from yeast to mammals. FEBS Lett. 2006,
580, 2821–2829, doi:10.1016/j.febslet.2006.04.068. References Brunet, A.; Park, J.; Tran, H.; Hu, L.S.; Hemmings, B.A.; Greenberg, M.E. Protein kinase SGK mediates
survival signals by phosphorylating the forkhead transcription factor FKHRL1 (FOXO3a). Mol. Cell Biol. 2001, 21, 952–965, doi:10.1128/MCB.21.3.952-965.2001. 206. Kaiser, G.; Gerst, F.; Michael, D.; Berchtold, S.; Friedrich, B.; Strutz-Seebohm, N.; Lang, F.; Haring, H.U.;
Ullrich, S. Regulation of forkhead box O1 (FOXO1) by protein kinase B and glucocorticoids: Different
mechanisms of induction of beta cell death in vitro. Diabetologia 2013, 56, 1587–1595, doi:10.1007/s00125-
013-2863-7. 207. Wang, X.; Hu, S.; Liu, L. Phosphorylation and acetylation modifications of FOXO3a: Independently or
synergistically? Oncol. Lett. 2017, 13, 2867–2872, doi:10.3892/ol.2017.5851. 208. Kaeberlein, M.; Powers, R.W., 3rd; Steffen, K.K.; Westman, E.A.; Hu, D.; Dang, N.; Kerr, E.O.; Kirkland,
K.T.; Fields, S.; Kennedy, B.K. Regulation of yeast replicative life span by TOR and Sch9 in response to
nutrients. Science 2005, 310, 1193–1196, doi:10.1126/science.1115535. 209. Vellai, T.; Takacs-Vellai, K.; Zhang, Y.; Kovacs, A.L.; Orosz, L.; Muller, F. Genetics: Influence of TOR kinase
on lifespan in C. elegans. Nature 2003, 426, 620, doi:10.1038/426620a. 210. Kapahi, P.; Zid, B.M.; Harper, T.; Koslover, D.; Sapin, V.; Benzer, S. Regulation of lifespan in Drosophila by
modulation
of
genes
in
the
TOR
signaling
pathway. Curr. Biol. 2004,
14,
885–890,
doi:10.1016/j.cub.2004.03.059. 211. Wu, J.J.; Liu, J.; Chen, E.B.; Wang, J.J.; Cao, L.; Narayan, N.; Fergusson, M.M.; Rovira, II; Allen, M.; Springer,
D.A.; et al. Increased mammalian lifespan and a segmental and tissue-specific slowing of aging after genetic
reduction of mTOR expression. Cell Rep. 2013, 4, 913–920, doi:10.1016/j.celrep.2013.07.030. 212. Medvedik, O.; Lamming, D.W.; Kim, K.D.; Sinclair, D.A. MSN2 and MSN4 link calorie restriction and TOR
to sirtuin-mediated lifespan extension in Saccharomyces cerevisiae. PLoS Biol. 2007, 5, e261,
doi:10.1371/journal.pbio.0050261. 213. Bjedov, I.; Toivonen, J.M.; Kerr, F.; Slack, C.; Jacobson, J.; Foley, A.; Partridge, L. Mechanisms of life span
extension by rapamycin in the fruit fly Drosophila melanogaster. Cell Metab. 2010, 11, 35–46,
doi:10.1016/j.cmet.2009.11.010. 214. Hansen, M.; Chandra, A.; Mitic, L.L.; Onken, B.; Driscoll, M.; Kenyon, C. A role for autophagy in the
extension
of
lifespan
by
dietary
restriction
in
C. elegans. PLoS
Genet. 2008,
4,
e24,
doi:10.1371/journal.pgen.0040024. 215. Toth, M.L.; Sigmond, T.; Borsos, E.; Barna, J.; Erdelyi, P.; Takacs-Vellai, K.; Orosz, L.; Kovacs, A.L.; Csikos,
G.; Sass, M.; et al. Longevity pathways converge on autophagy genes to regulate life span in Caenorhabditis
elegans. Autophagy 2008, 4, 330–338, doi:10.4161/auto.5618. 216. References Bifurcation of insulin signaling pathway in rat liver: mTORC1 required
for stimulation of lipogenesis, but not inhibition of gluconeogenesis. Proc. Natl. Acad. Sci. USA 2010, 107,
3441–3446, doi:10.1073/pnas.0914798107. 193. Cunningham, J.T.; Rodgers, J.T.; Arlow, D.H.; Vazquez, F.; Mootha, V.K.; Puigserver, P. mTOR controls
mitochondrial oxidative function through a YY1-PGC-1alpha transcriptional complex. Nature 2007, 450,
736–740, doi:10.1038/nature06322. 194. Corradetti, M.N.; Guan, K.L. Upstream of the mammalian target of rapamycin: Do all roads pass through
mTOR? Oncogene 2006, 25, 6347–6360, doi:10.1038/sj.onc.1209885. 195. Hay, N.; Sonenberg, N. Upstream and downstream of mTOR. Genes Dev. 2004, 18, 1926–1945,
doi:10.1101/gad.1212704. 196. Shahbazian, D.; Roux, P.P.; Mieulet, V.; Cohen, M.S.; Raught, B.; Taunton, J.; Hershey, J.W.; Blenis, J.; Pende,
M.; Sonenberg, N. The mTOR/PI3K and MAPK pathways converge on eIF4B to control its phosphorylation
and activity. EMBO J. 2006, 25, 2781–2791, doi:10.1038/sj.emboj.7601166. 197. Dorrello, N.V.; Peschiaroli, A.; Guardavaccaro, D.; Colburn, N.H.; Sherman, N.E.; Pagano, M. S6K1- and
betaTRCP-mediated degradation of PDCD4 promotes protein translation and cell growth. Science 2006, 314,
467–471, doi:10.1126/science.1130276. 198. Richardson, C.J.; Broenstrup, M.; Fingar, D.C.; Julich, K.; Ballif, B.A.; Gygi, S.; Blenis, J. SKAR is a specific
target of S6 kinase 1 in cell growth control. Curr. Biol. 2004, 14, 1540–1549, doi:10.1016/j.cub.2004.08.061. Blenis, J.; Kuo, C.J.; Erikson, R.L. Identification of a ribosomal protein S6 kinase regulated by transformation
and growth-promoting stimuli. J. Biol. Chem. 1987, 262, 14373–14376. 200. Kim, J.; Guan, K.L. mTOR as a central hub of nutrient signalling and cell growth. Nat. Cell Biol. 2019, 21,
63–71, doi:10.1038/s41556-018-0205-1. 201. Zhao, J.; Zhai, B.; Gygi, S.P.; Goldberg, A.L. mTOR inhibition activates overall protein degradation by the
ubiquitin proteasome system as well as by autophagy. Proc. Natl. Acad. Sci. USA 2015, 112, 15790–15797,
doi:10.1073/pnas.1521919112. 202. Betz, C.; Stracka, D.; Prescianotto-Baschong, C.; Frieden, M.; Demaurex, N.; Hall, M.N. Feature Article:
mTOR complex 2-Akt signaling at mitochondria-associated endoplasmic reticulum membranes (MAM) Cells 2020, 9, 1708 42 of 75 regulates
mitochondrial
physiology. Proc. Natl. Acad. Sci. USA
2013,
110,
12526–12534,
doi:10.1073/pnas.1302455110. regulates
mitochondrial
physiology. Proc. Natl. Acad. Sci. USA
2013,
110,
12526–12534,
doi:10.1073/pnas.1302455110. 03. Sarbassov, D.D.; Guertin, D.A.; Ali, S.M.; Sabatini, D.M. Phosphorylation and regulation of Akt/PKB by
rictor-mTOR complex. Science 2005, 307, 1098–1101, doi:10.1126/science.1106148. 204. Garcia-Martinez, J.M.; Alessi, D.R. mTOR complex 2 (mTORC2) controls hydrophobic motif
phosphorylation and activation of serum- and glucocorticoid-induced protein kinase 1 (SGK1). Biochem. J. 2008, 416, 375–385, doi:10.1042/BJ20081668. 205. References Kim, Y.S.; Lee, H.M.; Kim, J.K.; Yang, C.S.; Kim, T.S.; Jung, M.; Jin, H.S.; Kim, S.; Jang, J.; Oh, G.T.; et al. PPAR-alpha Activation Mediates Innate Host Defense through Induction of TFEB and Lipid Catabolism. J. Immunol. 2017, 198, 3283–3295, doi:10.4049/jimmunol.1601920. 228. Pineda Torra, I.; Claudel, T.; Duval, C.; Kosykh, V.; Fruchart, J.C.; Staels, B. Bile acids induce the expression
of the human peroxisome proliferator-activated receptor alpha gene via activation of the farnesoid X
receptor. Mol. Endocrinol. 2003, 17, 259–272, doi:10.1210/me.2002-0120. 229. Lee, J.M.; Wagner, M.; Xiao, R.; Kim, K.H.; Feng, D.; Lazar, M.A.; Moore, D.D. Nutrient-sensing nuclear
receptors coordinate autophagy. Nature 2014, 516, 112–115, doi:10.1038/nature13961. 230. Kim, K.H.; Moore, D.D. Regulation of Liver Energy Balance by the Nuclear Receptors Farnesoid X Receptor
and Peroxisome Proliferator Activated Receptor alpha. Dig. Dis. 2017, 35, 203–209, doi:10.1159/000450912. 231. Sun, X.; Ritzenthaler, J.D.; Zhong, X.; Zheng, Y.; Roman, J.; Han, S. Nicotine stimulates PPARbeta/delta
expression in human lung carcinoma cells through activation of PI3K/mTOR and suppression of AP-
2alpha. Cancer Res. 2009, 69, 6445–6453, doi:10.1158/0008-5472.CAN-09-1001. 232. Han, S.; Ritzenthaler, J.D.; Zheng, Y.; Roman, J. PPARbeta/delta agonist stimulates human lung carcinoma
cell growth through inhibition of PTEN expression: The involvement of PI3K and NF-kappaB signals. Am. J. Physiol. Lung Cell Mol. Physiol. 2008, 294, L1238–L1249, doi:10.1152/ajplung.00017.2008. 233. Foster, D.A. Phosphatidic acid and lipid-sensing by mTOR. Trends Endocrinol. Metab. 2013, 24, 272–278,
doi:10.1016/j.tem.2013.02.003. 234. Cho, H.J.; Park, J.; Lee, H.W.; Lee, Y.S.; Kim, J.B. Regulation of adipocyte differentiation and insulin action
with rapamycin. Biochem. Biophys. Res. Commun. 2004, 321, 942–948, doi:10.1016/j.bbrc.2004.07.050. 235. Gagnon, A.; Lau, S.; Sorisky, A. Rapamycin-sensitive phase of 3T3-L1 preadipocyte differentiation after
clonal expansion. J. Cell Physiol. 2001, 189, 14–22, doi:10.1002/jcp.1132. 236. Polak, P.; Cybulski, N.; Feige, J.N.; Auwerx, J.; Ruegg, M.A.; Hall, M.N. Adipose-specific knockout of raptor
results in lean mice with enhanced mitochondrial respiration. Cell Metab. 2008, 8, 399–410,
doi:10.1016/j.cmet.2008.09.003. Bell, A.; Grunder, L.; Sorisky, A. Rapamycin inhibits human adipocyte differentiation in primary culture
Obes. Res. 2000, 8, 249–254, doi:10.1038/oby.2000.29. 238. Carnevalli, L.S.; Masuda, K.; Frigerio, F.; Le Bacquer, O.; Um, S.H.; Gandin, V.; Topisirovic, I.; Sonenberg,
N.; Thomas, G.; Kozma, S.C. S6K1 plays a critical role in early adipocyte differentiation. Dev. Cell 2010, 18,
763–774, doi:10.1016/j.devcel.2010.02.018. 239. Blanchard, P.G.; Festuccia, W.T.; Houde, V.P.; St-Pierre, P.; Brule, S.; Turcotte, V.; Cote, M.; Bellmann, K.;
Marette, A.; Deshaies, Y. References Hansen, M.; Taubert, S.; Crawford, D.; Libina, N.; Lee, S.J.; Kenyon, C. Lifespan extension by conditions
that inhibit translation in Caenorhabditis elegans. Aging Cell 2007, 6, 95–110, doi:10.1111/j.1474-
9726.2006.00267.x. 217. Blouet, C.; Ono, H.; Schwartz, G.J. Mediobasal hypothalamic p70 S6 kinase 1 modulates the control of
energy homeostasis. Cell Metab. 2008, 8, 459–467, doi:10.1016/j.cmet.2008.10.004. 218. Cota, D.; Matter, E.K.; Woods, S.C.; Seeley, R.J. The role of hypothalamic mammalian target of rapamycin
complex 1 signaling in diet-induced obesity. J. Neurosci. 2008, 28, 7202–7208, doi:10.1523/JNEUROSCI.1389-
08.2008. 219. Sengupta, S.; Peterson, T.R.; Laplante, M.; Oh, S.; Sabatini, D.M. mTORC1 controls fasting-induced
ketogenesis and its modulation by ageing. Nature 2010, 468, 1100–1104, doi:10.1038/nature09584. 220. Kim, K.; Pyo, S.; Um, S.H. S6 kinase 2 deficiency enhances ketone body production and increases
peroxisome proliferator-activated receptor alpha activity in the liver. Hepatology 2012, 55, 1727–1737,
doi:10.1002/hep.25537. 43 of 75 Cells 2020, 9, 1708 221. Gebert, N.; Cheng, C.W.; Kirkpatrick, J.M.; Di Fraia, D.; Yun, J.; Schadel, P.; Pace, S.; Garside, G.B.; Werz,
O.; Rudolph, K.L.; et al. Region-Specific Proteome Changes of the Intestinal Epithelium during Aging and
Dietary Restriction. Cell Rep. 2020, 31, 107565, doi:10.1016/j.celrep.2020.107565. 222. Pentinmikko, N.; Iqbal, S.; Mana, M.; Andersson, S.; Cognetta, A.B., 3rd; Suciu, R.M.; Roper, J.; Luopajarvi,
K.; Markelin, E.; Gopalakrishnan, S.; et al. Notum produced by Paneth cells attenuates regeneration of aged
intestinal epithelium. Nature 2019, 571, 398–402, doi:10.1038/s41586-019-1383-0. p
223. Okuda, Y.; Kawai, K.; Yamashita, K. Age-related change in ketone body metabolism: Diminished glucagon
effect on ketogenesis in adult rats. Endocrinology 1987, 120, 2152–2157, doi:10.1210/endo-120-5-2152. 224. Sanguino, E.; Ramon, M.; Michalik, L.; Wahli, W.; Alegret, M.; Sanchez, R.M.; Vazquez-Carrera, M.;
Laguna, J.C. Lack of hypotriglyceridemic effect of gemfibrozil as a consequence of age-related changes in
rat liver PPARalpha. Biochem. Pharmacol. 2004, 67, 157–166, doi:10.1016/j.bcp.2003.08.034. 225. Sastre, J.; Pallardo, F.V.; Pla, R.; Pellin, A.; Juan, G.; O’Connor, J.E.; Estrela, J.M.; Miquel, J.; Vina, J. Aging
of the liver: Age-associated mitochondrial damage in intact hepatocytes. Hepatology 1996, 24, 1199–1205,
doi:10.1002/hep.510240536. 226. Jiao, M.; Ren, F.; Zhou, L.; Zhang, X.; Zhang, L.; Wen, T.; Wei, L.; Wang, X.; Shi, H.; Bai, L.; et al. Peroxisome
proliferator-activated receptor alpha activation attenuates the inflammatory response to protect the liver
from acute failure by promoting the autophagy pathway. Cell Death Dis. 2014, 5, e1397,
doi:10.1038/cddis.2014.361. 227. References Major involvement of mTOR in the PPARgamma-induced stimulation of adipose
tissue lipid uptake and fat accretion. J. Lipid Res. 2012, 53, 1117–1125, doi:10.1194/jlr.M021485. 240. Kim, J.B.; Wright, H.M.; Wright, M.; Spiegelman, B.M. ADD1/SREBP1 activates PPARgamma through the
production of endogenous ligand. Proc. Natl. Acad. Sci. USA 1998, 95, 4333–4337, doi:10.1073/pnas.95.8.4333. 44 of 75 Cells 2020, 9, 1708 241. Bakan, I.; Laplante, M. Connecting mTORC1 signaling to SREBP-1 activation. Curr. Opin. Lipidol. 2012, 23,
226–234, doi:10.1097/MOL.0b013e328352dd03. 242. Huffman, T.A.; Mothe-Satney, I.; Lawrence, J.C., Jr. Insulin-stimulated phosphorylation of lipin mediated
by the mammalian target of rapamycin. Proc. Natl. Acad. Sci. USA 2002, 99, 1047–1052,
doi:10.1073/pnas.022634399. 243. Koh, Y.K.; Lee, M.Y.; Kim, J.W.; Kim, M.; Moon, J.S.; Lee, Y.J.; Ahn, Y.H.; Kim, K.S. Lipin1 is a key factor
for the maturation and maintenance of adipocytes in the regulatory network with CCAAT/enhancer-
binding protein alpha and peroxisome proliferator-activated receptor gamma 2. J. Biol. Chem. 2008, 283,
34896–34906, doi:10.1074/jbc.M804007200. 244. Kim, H.E.; Bae, E.; Jeong, D.Y.; Kim, M.J.; Jin, W.J.; Park, S.W.; Han, G.S.; Carman, G.M.; Koh, E.; Kim, K.S. Lipin1 regulates PPARgamma transcriptional activity. Biochem. J. 2013, 453, 49–60, doi:10.1042/BJ20121598. 245. Finck, B.N.; Gropler, M.C.; Chen, Z.; Leone, T.C.; Croce, M.A.; Harris, T.E.; Lawrence, J.C., Jr.; Kelly, D.P. Lipin 1 is an inducible amplifier of the hepatic PGC-1alpha/PPARalpha regulatory pathway. Cell Metab. 2006, 4, 199–210, doi:10.1016/j.cmet.2006.08.005. 246. San, Y.Z.; Liu, Y.; Zhang, Y.; Shi, P.P.; Zhu, Y.L. Peroxisome proliferator-activated receptor-gamma agonist
inhibits the mammalian target of rapamycin signaling pathway and has a protective effect in a rat model
of status epilepticus. Mol. Med. Rep. 2015, 12, 1877–1883, doi:10.3892/mmr.2015.3641. Purnell, P.; Teepper, C.; Liu, S.; Cardiff, R.; Gregg, J. Induction of PPAR gamma signaling and autophagy
as a mechanism mediating acquired rapamycin resistance in breast cancer models. Cancer Res. 2008, 68. 248. Assumpcao, J.A.F.; Magalhaes, K.G.; Correa, J.R. The role of ppargamma and autophagy in ros production,
lipid droplets biogenesis and its involvement with colorectal cancer cells modulation. Cancer Cell Int. 2017,
17, 82, doi:10.1186/s12935-017-0451-5. 249. Kang, J.H.; Chang, Y.C.; Maurizi, M.R. 4-O-carboxymethyl ascochlorin causes ER stress and induced
autophagy in human hepatocellular carcinoma cells. J. Biol. Chem. 2012, 287, 15661–15671,
doi:10.1074/jbc.M112.358473. 250. Pellerito, O.; Notaro, A.; Sabella, S.; De Blasio, A.; Vento, R.; Calvaruso, G.; Giuliano, M. WIN induces
apoptotic cell death in human colon cancer cells through a block of autophagic flux dependent on
PPARgamma down-regulation. Apoptosis 2014, 19, 1029–1042, doi:10.1007/s10495-014-0985-0. 251. References Weng, J.R.; Bai, L.Y.; Chiu, C.F.; Hu, J.L.; Chiu, S.J.; Wu, C.Y. Cucurbitane Triterpenoid from Momordica
charantia Induces Apoptosis and Autophagy in Breast Cancer Cells, in Part, through Peroxisome
Proliferator-Activated Receptor gamma Activation. Evid. Based Complement. Altern. Med. 2013, 2013, 935675,
doi:10.1155/2013/935675. 252. Zhou, J.; Zhang, W.; Liang, B.; Casimiro, M.C.; Whitaker-Menezes, D.; Wang, M.; Lisanti, M.P.; Lanza-
Jacoby, S.; Pestell, R.G.; Wang, C. PPARgamma activation induces autophagy in breast cancer cells. Int. J. Biochem. Cell Biol. 2009, 41, 2334–2342, doi:10.1016/j.biocel.2009.06.007. j
253. Yan, S.; Yang, X.; Chen, T.; Xi, Z.; Jiang, X. The PPARgamma agonist Troglitazone induces autophagy,
apoptosis and necroptosis in bladder cancer cells. Cancer Gene Ther. 2014, 21, 188–193,
doi:10.1038/cgt.2014.16. 254. Cerquetti, L.; Sampaoli, C.; Amendola, D.; Bucci, B.; Masuelli, L.; Marchese, R.; Misiti, S.; De Venanzi, A.;
Poggi, M.; Toscano, V.; et al. Rosiglitazone induces autophagy in H295R and cell cycle deregulation in
SW13 adrenocortical cancer cells. Exp. Cell Res. 2011, 317, 1397–1410, doi:10.1016/j.yexcr.2011.02.014. 255. Teresi, R.E.; Waite, K.A. PPARgamma, PTEN, and the Fight against Cancer. PPAR Res. 2008, 2008, 932632,
doi:10.1155/2008/932632. 256. Patel, L.; Pass, I.; Coxon, P.; Downes, C.P.; Smith, S.A.; Macphee, C.H. Tumor suppressor and anti-
inflammatory actions of PPARgamma agonists are mediated via upregulation of PTEN. Curr. Biol. 2001, 11,
764–768. 257. Zhang, W.; Wu, N.; Li, Z.; Wang, L.; Jin, J.; Zha, X.L. PPARgamma activator rosiglitazone inhibits cell
migration via upregulation of PTEN in human hepatocarcinoma cell line BEL-7404. Cancer Biol. Ther. 2006,
5, 1008–1014. 258. Lin, C.F.; Young, K.C.; Bai, C.H.; Yu, B.C.; Ma, C.T.; Chien, Y.C.; Chiang, C.L.; Liao, C.S.; Lai, H.W.; Tsao,
C.W. Rosiglitazone regulates anti-inflammation and growth inhibition via PTEN. Biomed. Res. Int. 2014,
2014, 787924, doi:10.1155/2014/787924. 259. Song, M.S.; Salmena, L.; Pandolfi, P.P. The functions and regulation of the PTEN tumour suppressor. Nat. Rev. Mol. Cell Biol. 2012, 13, 283–296, doi:10.1038/nrm3330. 45 of 75 Cells 2020, 9, 1708 260. Panasyuk, G.; Espeillac, C.; Chauvin, C.; Pradelli, L.A.; Horie, Y.; Suzuki, A.; Annicotte, J.S.; Fajas, L.;
Foretz, M.; Verdeguer, F.; et al. PPARgamma contributes to PKM2 and HK2 expression in fatty liver. Nat. Commun. 2012, 3, 672, doi:10.1038/ncomms1667. 261. Wang, L.; Yin, Y.; Hou, G.; Kang, J.; Wang, Q. Peroxisome Proliferator-Activated Receptor (PPARgamma)
Plays a Protective Role in Cigarette Smoking-Induced Inflammation via AMP-Activated Protein Kinase
(AMPK) Signaling. Med. Sci. Monit. 2018, 24, 5168–5177, doi:10.12659/MSM.909285. 262. He, G.; Sung, Y.M.; Digiovanni, J.; Fischer, S.M. References Thiazolidinediones inhibit insulin-like growth factor-i-
induced activation of p70S6 kinase and suppress insulin-like growth factor-I tumor-promoting activity. Cancer Res. 2006, 66, 1873–1878, doi:10.1158/0008-5472.CAN-05-3111. 263. Lee, Y.H.; Lee, H.Y.; Kim, T.G.; Lee, N.H.; Yu, M.K.; Yi, H.K. PPARgamma Maintains Homeostasis through
Autophagy Regulation in Dental Pulp. J. Dent. Res. 2015, 94, 729–737, doi:10.1177/0022034515573833. 264. Xu, F.; Li, J.; Ni, W.; Shen, Y.W.; Zhang, X.P. Peroxisome proliferator-activated receptor-gamma agonist
15d-prostaglandin J2 mediates neuronal autophagy after cerebral ischemia-reperfusion injury. PLoS ONE
2013, 8, e55080, doi:10.1371/journal.pone.0055080. 265. Li, H.; Zhang, Q.; Yang, X.; Wang, L. PPAR-gamma agonist rosiglitazone reduces autophagy and promotes
functional recovery in experimental traumaticspinal cord injury. Neurosci. Lett. 2017, 650, 89–96,
doi:10.1016/j.neulet.2017.02.075. 266. Mahmood, D.F.; Jguirim-Souissi, I.; Khadija, E.H.; Blondeau, N.; Diderot, V.; Amrani, S.; Slimane, M.N.;
Syrovets, T.; Simmet, T.; Rouis, M. Peroxisome proliferator-activated receptor gamma induces apoptosis
and inhibits autophagy of human monocyte-derived macrophages via induction of cathepsin L: Potential
role in atherosclerosis. J. Biol. Chem. 2011, 286, 28858–28866, doi:10.1074/jbc.M111.273292. 267. Xiao, B.; Sanders, M.J.; Underwood, E.; Heath, R.; Mayer, F.V.; Carmena, D.; Jing, C.; Walker, P.A.;
Eccleston, J.F.; Haire, L.F.; et al. Structure of mammalian AMPK and its regulation by ADP. Nature 2011,
472, 230–233, doi:10.1038/nature09932. 268. Ross, F.A.; MacKintosh, C.; Hardie, D.G. AMP-activated protein kinase: A cellular energy sensor that comes
in 12 flavours. FEBS J. 2016, 283, 2987–3001, doi:10.1111/febs.13698. 269. Suter, M.; Riek, U.; Tuerk, R.; Schlattner, U.; Wallimann, T.; Neumann, D. Dissecting the role of 5′-AMP for
allosteric stimulation, activation, and deactivation of AMP-activated protein kinase. J. Biol. Chem. 2006, 281,
32207–32216, doi:10.1074/jbc.M606357200. 270. Davies, S.P.; Helps, N.R.; Cohen, P.T.; Hardie, D.G. 5′-AMP inhibits dephosphorylation, as well as
promoting phosphorylation, of the AMP-activated protein kinase. Studies using bacterially expressed
human protein phosphatase-2C alpha and native bovine protein phosphatase-2AC. FEBS Lett. 1995, 377,
421–425, doi:10.1016/0014-5793(95)01368-7. 271. Fogarty, S.; Hawley, S.A.; Green, K.A.; Saner, N.; Mustard, K.J.; Hardie, D.G. Calmodulin-dependent
protein kinase kinase-beta activates AMPK without forming a stable complex: Synergistic effects of Ca2+
and AMP. Biochem. J. 2010, 426, 109–118, doi:10.1042/BJ20091372. 272. Winder, W.W.; Hardie, D.G. AMP-activated protein kinase, a metabolic master switch: Possible roles in
type 2 diabetes. Am. J. Physiol. 1999, 277, E1–E10, doi:10.1152/ajpendo.1999.277.1.E1. 273. Koo, S.H.; Flechner, L.; Qi, L.; Zhang, X.; Screaton, R.A.; Jeffries, S.; Hedrick, S.; Xu, W.; Boussouar, F.;
Brindle, P.; et al. The CREB coactivator TORC2 is a key regulator of fasting glucose metabolism. Nature
2005, 437, 1109–1111, doi:10.1038/nature03967. References 274. Chen, S.; Murphy, J.; Toth, R.; Campbell, D.G.; Morrice, N.A.; Mackintosh, C. Complementary regulation
of TBC1D1 and AS160 by growth factors, insulin and AMPK activators. Biochem. J. 2008, 409, 449–459,
doi:10.1042/BJ20071114. 275. Geraghty, K.M.; Chen, S.; Harthill, J.E.; Ibrahim, A.F.; Toth, R.; Morrice, N.A.; Vandermoere, F.; Moorhead,
G.B.; Hardie, D.G.; MacKintosh, C. Regulation of multisite phosphorylation and 14-3-3 binding of AS160
in response to IGF-1, EGF, PMA and AICAR. Biochem. J. 2007, 407, 231–241, doi:10.1042/BJ20070649. 276. Jager, S.; Handschin, C.; St-Pierre, J.; Spiegelman, B.M. AMP-activated protein kinase (AMPK) action in
skeletal muscle via direct phosphorylation of PGC-1alpha. Proc. Natl. Acad. Sci. USA 2007, 104, 12017–12022,
doi:10.1073/pnas.0705070104. p
277. McGee, S.L.; van Denderen, B.J.; Howlett, K.F.; Mollica, J.; Schertzer, J.D.; Kemp, B.E.; Hargreaves, M. AMP-
activated protein kinase regulates GLUT4 transcription by phosphorylating histone deacetylase 5. Diabetes
2008, 57, 860–867, doi:10.2337/db07-0843. 46 of 75 Cells 2020, 9, 1708 278. Davies, S.P.; Sim, A.T.; Hardie, D.G. Location and function of three sites phosphorylated on rat acetyl-CoA
carboxylase by the AMP-activated protein kinase. Eur. J. Biochem. 1990, 187, 183–190. 279. Davies, S.P.; Carling, D.; Munday, M.R.; Hardie, D.G. Diurnal rhythm of phosphorylation of rat liver acetyl-
CoA carboxylase by the AMP-activated protein kinase, demonstrated using freeze-clamping. Effects of
high fat diets. Eur. J. Biochem. 1992, 203, 615–623. 280. Li, Y.; Xu, S.; Mihaylova, M.M.; Zheng, B.; Hou, X.; Jiang, B.; Park, O.; Luo, Z.; Lefai, E.; Shyy, J.Y.; et al. AMPK phosphorylates and inhibits SREBP activity to attenuate hepatic steatosis and atherosclerosis in
diet-induced insulin-resistant mice. Cell Metab. 2011, 13, 376–388, doi:10.1016/j.cmet.2011.03.009. 281. Muoio, D.M.; Seefeld, K.; Witters, L.A.; Coleman, R.A. AMP-activated kinase reciprocally regulates
triacylglycerol synthesis and fatty acid oxidation in liver and muscle: Evidence that sn-glycerol-3-
phosphate acyltransferase is a novel target. Biochem. J. 1999, 338 Pt 3, 783–791. 282. Clarke, P.R.; Hardie, D.G. Regulation of HMG-CoA reductase: Identification of the site phosphorylated by
the AMP-activated protein kinase in vitro and in intact rat liver. EMBO J. 1990, 9, 2439–2446. 283. Hoppe, S.; Bierhoff, H.; Cado, I.; Weber, A.; Tiebe, M.; Grummt, I.; Voit, R. AMP-activated protein kinase
adapts rRNA synthesis to cellular energy supply. Proc. Natl. Acad. Sci. USA 2009, 106, 17781–17786,
doi:10.1073/pnas.0909873106. 284. Dufer, M.; Noack, K.; Krippeit-Drews, P.; Drews, G. Activation of the AMP-activated protein kinase
enhances glucose-stimulated insulin secretion in mouse beta-cells. Islets 2010, 2, 156–163,
doi:10.4161/isl.2.3.11412. 285. References Chavez, J.A.; Roach, W.G.; Keller, S.R.; Lane, W.S.; Lienhard, G.E. Inhibition of GLUT4 translocation by
Tbc1d1, a Rab GTPase-activating protein abundant in skeletal muscle, is partially relieved by AMP-
activated protein kinase activation. J. Biol. Chem. 2008, 283, 9187–9195, doi:10.1074/jbc.M708934200. 286. Marsin, A.S.; Bouzin, C.; Bertrand, L.; Hue, L. The stimulation of glycolysis by hypoxia in activated
monocytes is mediated by AMP-activated protein kinase and inducible 6-phosphofructo-2-kinase. J. Biol. Chem. 2002, 277, 30778–30783, doi:10.1074/jbc.M205213200. 287. Jorgensen, S.B.; Nielsen, J.N.; Birk, J.B.; Olsen, G.S.; Viollet, B.; Andreelli, F.; Schjerling, P.; Vaulont, S.;
Hardie, D.G.; Hansen, B.F.; et al. The alpha2-5′ AMP-activated protein kinase is a site 2 glycogen synthase
kinase in skeletal muscle and is responsive to glucose loading. Diabetes 2004, 53, 3074–3081. 288. Hardie, D.G.; Ross, F.A.; Hawley, S.A. AMPK: A nutrient and energy sensor that maintains energy
homeostasis. Nat. Rev. Mol. Cell Biol. 2012, 13, 251–262, doi:10.1038/nrm3311. 289. Leclerc, I.; Lenzner, C.; Gourdon, L.; Vaulont, S.; Kahn, A.; Viollet, B. Hepatocyte nuclear factor-4alpha
involved in type 1 maturity-onset diabetes of the young is a novel target of AMP-activated protein kinase. Diabetes 2001, 50, 1515–1521, doi:10.2337/diabetes.50.7.1515. 290. Lee, J.M.; Seo, W.Y.; Song, K.H.; Chanda, D.; Kim, Y.D.; Kim, D.K.; Lee, M.W.; Ryu, D.; Kim, Y.H.; Noh,
J.R.; et al. AMPK-dependent repression of hepatic gluconeogenesis via disruption of CREB.CRTC2 complex
by orphan nuclear receptor small heterodimer partner. J. Biol. Chem. 2010, 285, 32182–32191,
doi:10.1074/jbc.M110.134890. 291. Minokoshi, Y.; Alquier, T.; Furukawa, N.; Kim, Y.B.; Lee, A.; Xue, B.; Mu, J.; Foufelle, F.; Ferre, P.; Birnbaum,
M.J.; et al. AMP-kinase regulates food intake by responding to hormonal and nutrient signals in the
hypothalamus. Nature 2004, 428, 569–574, doi:10.1038/nature02440. 292. Andersson, U.; Filipsson, K.; Abbott, C.R.; Woods, A.; Smith, K.; Bloom, S.R.; Carling, D.; Small, C.J. AMP-
activated protein kinase plays a role in the control of food intake. J. Biol. Chem. 2004, 279, 12005–12008,
doi:10.1074/jbc.C300557200. Steinberg, G.R.; Kemp, B.E. AMPK in Health and Disease. Physiol. Rev. 2009, 89, 1025–1078
doi:10.1152/physrev.00011.2008. 94. Wang, Z.; Wang, N.; Liu, P.; Xie, X. AMPK and Cancer. Exp. Suppl. 2016, 107, 203–226, doi:10.1007/97
319-43589-3_9. 295. Umezawa, S.; Higurashi, T.; Nakajima, A. AMPK: Therapeutic Target for Diabetes and Cancer Prevention. Curr. Pharm. Des. 2017, 23, 3629–3644, doi:10.2174/0929867324666170713150440. 296. Greer, E.L.; Dowlatshahi, D.; Banko, M.R.; Villen, J.; Hoang, K.; Blanchard, D.; Gygi, S.P.; Brunet, A. An
AMPK-FOXO pathway mediates longevity induced by a novel method of dietary restriction in C. References elegans. Curr. Biol. 2007, 17, 1646–1656, doi:10.1016/j.cub.2007.08.047. 47 of 75 Cells 2020, 9, 1708 297. Schulz, T.J.; Zarse, K.; Voigt, A.; Urban, N.; Birringer, M.; Ristow, M. Glucose restriction extends
Caenorhabditis elegans life span by inducing mitochondrial respiration and increasing oxidative stress. Cell Metab. 2007, 6, 280–293, doi:10.1016/j.cmet.2007.08.011. 298. Funakoshi, M.; Tsuda, M.; Muramatsu, K.; Hatsuda, H.; Morishita, S.; Aigaki, T. A gain-of-function screen
identifies wdb and lkb1 as lifespan-extending genes in Drosophila. Biochem. Biophys. Res. Commun. 2011,
405, 667–672, doi:10.1016/j.bbrc.2011.01.090. 299. Stenesen, D.; Suh, J.M.; Seo, J.; Yu, K.; Lee, K.S.; Kim, J.S.; Min, K.J.; Graff, J.M. Adenosine nucleotide
biosynthesis and AMPK regulate adult life span and mediate the longevity benefit of caloric restriction in
flies. Cell Metab. 2013, 17, 101–112, doi:10.1016/j.cmet.2012.12.006. j
300. Hardie, D.G.; Carling, D.; Carlson, M. The AMP-activated/SNF1 protein kinase subfamily: Metabolic
sensors of the eukaryotic cell? Annu. Rev. Biochem. 1998, 67, 821–855, doi:10.1146/annurev.biochem.67.1.821. j
300. Hardie, D.G.; Carling, D.; Carlson, M. The AMP-activated/SNF1 protein kinase subfamily: Metabolic
sensors of the eukaryotic cell? Annu. Rev. Biochem. 1998, 67, 821–855, doi:10.1146/annurev.biochem.67.1.821. 301. Viollet, B.; Andreelli, F. AMP-activated protein kinase and metabolic control. Handb. Exp. Pharmacol. 2011,
d
/ 301. Viollet, B.; Andreelli, F. AMP-activated protein kinase and metabolic control. Handb. Exp. Pharmacol. 2011,
303–330, doi:10.1007/978-3-642-17214-4_13. 302. Burns, K.A.; Vanden Heuvel, J.P. Modulation of PPAR activity via phosphorylation. Biochim. Biophys. Acta
2007, 1771, 952–960, doi:10.1016/j.bbalip.2007.04.018. 303. Li, J.; Miller, E.J.; Ninomiya-Tsuji, J.; Russell, R.R., 3rd; Young, L.H. AMP-activated protein kinase activates
p38 mitogen-activated protein kinase by increasing recruitment of p38 MAPK to TAB1 in the ischemic
heart. Circ. Res. 2005, 97, 872–879, doi:10.1161/01.RES.0000187458.77026.10. 304. Lemieux, K.; Konrad, D.; Klip, A.; Marette, A. The AMP-activated protein kinase activator AICAR does not
induce GLUT4 translocation to transverse tubules but stimulates glucose uptake and p38 mitogen-activated
protein kinases alpha and beta in skeletal muscle. FASEB J. 2003, 17, 1658–1665, doi:10.1096/fj.02-1125com. 305. Hunter, R.W.; Treebak, J.T.; Wojtaszewski, J.F.; Sakamoto, K. Molecular mechanism by which AMP-
activated protein kinase activation promotes glycogen accumulation in muscle. Diabetes 2011, 60, 766–774,
doi:10.2337/db10-1148. 306. Hinds, T.D., Jr.; Burns, K.A.; Hosick, P.A.; McBeth, L.; Nestor-Kalinoski, A.; Drummond, H.A.; AlAmodi,
A.A.; Hankins, M.W.; Vanden Heuvel, J.P.; Stec, D.E. Biliverdin Reductase A Attenuates Hepatic Steatosis
by Inhibition of Glycogen Synthase Kinase (GSK) 3beta Phosphorylation of Serine 73 of Peroxisome
Proliferator-activated
Receptor
(PPAR)
alpha. J. Biol. Chem. 2016,
291,
25179–25191,
doi:10.1074/jbc.M116.731703. 307. References Lee, W.J.; Kim, M.; Park, H.S.; Kim, H.S.; Jeon, M.J.; Oh, K.S.; Koh, E.H.; Won, J.C.; Kim, M.S.; Oh, G.T.; et
al. AMPK activation increases fatty acid oxidation in skeletal muscle by activating PPARalpha and PGC-1. Biochem. Biophys. Res. Commun. 2006, 340, 291–295, doi:10.1016/j.bbrc.2005.12.011. 308. Yoon, M.J.; Lee, G.Y.; Chung, J.J.; Ahn, Y.H.; Hong, S.H.; Kim, J.B. Adiponectin increases fatty acid
oxidation in skeletal muscle cells by sequential activation of AMP-activated protein kinase, p38 mitogen-
activated protein kinase, and peroxisome proliferator-activated receptor alpha. Diabetes 2006, 55, 2562–
2570, doi:10.2337/db05-1322. 309. Hotta, K.; Funahashi, T.; Arita, Y.; Takahashi, M.; Matsuda, M.; Okamoto, Y.; Iwahashi, H.; Kuriyama, H.;
Ouchi, N.; Maeda, K.; et al. Plasma concentrations of a novel, adipose-specific protein, adiponectin, in type
2 diabetic patients. Arterioscler. Thromb. Vasc. Biol. 2000, 20, 1595–1599, doi:10.1161/01.atv.20.6.1595. 310. Gan, Z.; Burkart-Hartman, E.M.; Han, D.H.; Finck, B.; Leone, T.C.; Smith, E.Y.; Ayala, J.E.; Holloszy, J.;
Kelly, D.P. The nuclear receptor PPARbeta/delta programs muscle glucose metabolism in cooperation with
AMPK and MEF2. Genes Dev. 2011, 25, 2619–2630, doi:10.1101/gad.178434.111. 311. Bai, F.; Liu, Y.; Tu, T.; Li, B.; Xiao, Y.; Ma, Y.; Qin, F.; Xie, J.; Zhou, S.; Liu, Q. Metformin regulates lipid
metabolism in a canine model of atrial fibrillation through AMPK/PPAR-alpha/VLCAD pathway. Lipids
Health Dis. 2019, 18, 109, doi:10.1186/s12944-019-1059-7. 312. Joly, E.; Roduit, R.; Peyot, M.L.; Habinowski, S.A.; Ruderman, N.B.; Witters, L.A.; Prentki, M. Glucose
represses PPARalpha gene expression via AMP-activated protein kinase but not via p38 mitogen-activated
protein kinase in the pancreatic beta-cell. J. Diabetes 2009, 1, 263–272, doi:10.1111/j.1753-0407.2009.00043.x. 313. Ravnskjaer, K.; Boergesen, M.; Dalgaard, L.T.; Mandrup, S. Glucose-induced repression of PPARalpha gene
expression in pancreatic beta-cells involves PP2A activation and AMPK inactivation. J. Mol. Endocrinol. 2006, 36, 289–299, doi:10.1677/jme.1.01965. 314. Bronner, M.; Hertz, R.; Bar-Tana, J. Kinase-independent transcriptional co-activation of peroxisome
proliferator-activated receptor alpha by AMP-activated protein kinase. Biochem. J. 2004, 384, 295–305,
doi:10.1042/BJ20040955. 48 of 75 Cells 2020, 9, 1708 315. Sozio, M.S.; Lu, C.; Zeng, Y.; Liangpunsakul, S.; Crabb, D.W. Activated AMPK inhibits PPAR-{alpha} and
PPAR-{gamma} transcriptional activity in hepatoma cells. Am. J. Physiol. Gastrointest. Liver Physiol. 2011,
301, G739–G747, doi:10.1152/ajpgi.00432.2010. jpg
316. Chanda, D.; Lee, C.H.; Kim, Y.H.; Noh, J.R.; Kim, D.K.; Park, J.H.; Hwang, J.H.; Lee, M.R.; Jeong, K.H.; Lee,
I.K.; et al. Fenofibrate differentially regulates plasminogen activator inhibitor-1 gene expression via
adenosine monophosphate-activated protein kinase-dependent induction of orphan nuclear receptor small
heterodimer partner. Hepatology 2009, 50, 880–892, doi:10.1002/hep.23049. References 317. Liangpunsakul, S.; Wou, S.E.; Wineinger, K.D.; Zeng, Y.; Cyganek, I.; Jayaram, H.N.; Crabb, D.W. Effects
of WY-14,643 on the phosphorylation and activation of AMP-dependent protein kinase. Arch. Biochem. Biophys. 2009, 485, 10–15, doi:10.1016/j.abb.2009.02.006. 318. Ren, G.; Rimando, A.M.; Mathews, S.T. AMPK activation by pterostilbene contributes to suppression of
hepatic gluconeogenic gene expression and glucose production in H4IIE cells. Biochem. Biophys. Res. Commun. 2018, 498, 640–645, doi:10.1016/j.bbrc.2018.03.035. 319. Murakami, H.; Murakami, R.; Kambe, F.; Cao, X.; Takahashi, R.; Asai, T.; Hirai, T.; Numaguchi, Y.;
Okumura, K.; Seo, H.; et al. Fenofibrate activates AMPK and increases eNOS phosphorylation in HUVEC. Biochem. Biophys. Res. Commun. 2006, 341, 973–978, doi:10.1016/j.bbrc.2006.01.052. 320. Okayasu, T.; Tomizawa, A.; Suzuki, K.; Manaka, K.; Hattori, Y. PPARalpha activators upregulate eNOS
activity and inhibit cytokine-induced NF-kappaB activation through AMP-activated protein kinase
activation. Life Sci. 2008, 82, 884–891, doi:10.1016/j.lfs.2008.02.002. 321. Manio, M.C.; Inoue, K.; Fujitani, M.; Matsumura, S.; Fushiki, T. Combined pharmacological activation of
AMPK and PPARdelta potentiates the effects of exercise in trained mice. Physiol. Rep. 2016, 4,
doi:10.14814/phy2.12625. p y
322. Narkar, V.A.; Downes, M.; Yu, R.T.; Embler, E.; Wang, Y.X.; Banayo, E.; Mihaylova, M.M.; Nelson, M.C.;
Zou, Y.; Juguilon, H.; et al. AMPK and PPARdelta agonists are exercise mimetics. Cell 2008, 134, 405–415,
doi:10.1016/j.cell.2008.06.051. 323. Lamontagne, J.; Pepin, E.; Peyot, M.L.; Joly, E.; Ruderman, N.B.; Poitout, V.; Madiraju, S.R.; Nolan, C.J.;
Prentki, M. Pioglitazone acutely reduces insulin secretion and causes metabolic deceleration of the
pancreatic beta-cell at submaximal glucose concentrations. Endocrinology 2009, 150, 3465–3474,
doi:10.1210/en.2008-1557. 324. Boyle, J.G.; Logan, P.J.; Ewart, M.A.; Reihill, J.A.; Ritchie, S.A.; Connell, J.M.; Cleland, S.J.; Salt, I.P. Rosiglitazone stimulates nitric oxide synthesis in human aortic endothelial cells via AMP-activated protein
kinase. J. Biol. Chem. 2008, 283, 11210–11217, doi:10.1074/jbc.M710048200. 325. Ceolotto, G.; Gallo, A.; Papparella, I.; Franco, L.; Murphy, E.; Iori, E.; Pagnin, E.; Fadini, G.P.; Albiero, M.;
Semplicini, A.; et al. Rosiglitazone reduces glucose-induced oxidative stress mediated by NAD(P)H oxidase
via
AMPK-dependent
mechanism. Arterioscler. Thromb. Vasc. Biol. 2007,
27,
2627–2633,
doi:10.1161/ATVBAHA.107.155762. 326. Sun, H.; Zhu, X.; Lin, W.; Zhou, Y.; Cai, W.; Qiu, L. Interactions of TLR4 and PPARgamma, Dependent on
AMPK Signalling Pathway Contribute to Anti-Inflammatory Effects of Vaccariae Hypaphorine in
Endothelial Cells. Cell Physiol. Biochem. 2017, 42, 1227–1239, doi:10.1159/000478920. 327. Wang, X.; Zhou, L.; Shao, L.; Qian, L.; Fu, X.; Li, G.; Luo, T.; Gu, Y.; Li, F.; Li, J.; et al. References Troglitazone acutely
activates AMP-activated protein kinase and inhibits insulin secretion from beta cells. Life Sci. 2007, 81, 160–
165, doi:10.1016/j.lfs.2007.04.034. 328. LeBrasseur, N.K.; Kelly, M.; Tsao, T.S.; Farmer, S.R.; Saha, A.K.; Ruderman, N.B.; Tomas, E. Thiazolidinediones can rapidly activate AMP-activated protein kinase in mammalian tissues. Am. J. Physiol. Endocrinol. Metab. 2006, 291, E175–E181, doi:10.1152/ajpendo.00453.2005. jp
329. Shen, Z.; Liang, X.; Rogers, C.Q.; Rideout, D.; You, M. Involvement of adiponectin-SIRT1-AMPK signaling
in the protective action of rosiglitazone against alcoholic fatty liver in mice. Am. J. Physiol. Gastrointest. Liver
Physiol. 2010, 298, G364–G374, doi:10.1152/ajpgi.00456.2009. y
jpg
330. Saha, A.K.; Avilucea, P.R.; Ye, J.M.; Assifi, M.M.; Kraegen, E.W.; Ruderman, N.B. Pioglitazone treatment
activates AMP-activated protein kinase in rat liver and adipose tissue in vivo. Biochem. Biophys. Res. Commun. 2004, 314, 580–585, doi:10.1016/j.bbrc.2003.12.120. 331. Ye, J.M.; Dzamko, N.; Hoy, A.J.; Iglesias, M.A.; Kemp, B.; Kraegen, E. Rosiglitazone treatment enhances
acute AMP-activated protein kinase-mediated muscle and adipose tissue glucose uptake in high-fat-fed
rats. Diabetes 2006, 55, 2797–2804, doi:10.2337/db05-1315. 49 of 75 Cells 2020, 9, 1708 332. Coletta, D.K.; Sriwijitkamol, A.; Wajcberg, E.; Tantiwong, P.; Li, M.; Prentki, M.; Madiraju, M.; Jenkinson,
C.P.; Cersosimo, E.; Musi, N.; et al. Pioglitazone stimulates AMP-activated protein kinase signalling and
increases the expression of genes involved in adiponectin signalling, mitochondrial function and fat
oxidation in human skeletal muscle in vivo: A randomised trial. Diabetologia 2009, 52, 723–732,
doi:10.1007/s00125-008-1256-9. 333. Xiao, X.; Su, G.; Brown, S.N.; Chen, L.; Ren, J.; Zhao, P. Peroxisome proliferator-activated receptors gamma
and alpha agonists stimulate cardiac glucose uptake via activation of AMP-activated protein kinase. J. Nutr. Biochem. 2010, 21, 621–626, doi:10.1016/j.jnutbio.2009.03.011. 334. Ratziu, V.; Charlotte, F.; Bernhardt, C.; Giral, P.; Halbron, M.; Lenaour, G.; Hartmann-Heurtier, A.;
Bruckert, E.; Poynard, T.; Group, L.S. Long-term efficacy of rosiglitazone in nonalcoholic steatohepatitis:
Results of the fatty liver improvement by rosiglitazone therapy (FLIRT 2) extension trial. Hepatology 2010,
51, 445–453, doi:10.1002/hep.23270. 335. Zhang, F.; Dey, D.; Branstrom, R.; Forsberg, L.; Lu, M.; Zhang, Q.; Sjoholm, A. BLX-1002, a novel
thiazolidinedione with no PPAR affinity, stimulates AMP-activated protein kinase activity, raises cytosolic
Ca2+, and enhances glucose-stimulated insulin secretion in a PI3K-dependent manner. Am. J. Physiol. Cell
Physiol. 2009, 296, C346–C354, doi:10.1152/ajpcell.00444.2008. 336. Chang, T.J.; Chen, W.P.; Yang, C.; Lu, P.H.; Liang, Y.C.; Su, M.J.; Lee, S.C.; Chuang, L.M. References Serine-385
phosphorylation of inwardly rectifying K+ channel subunit (Kir6.2) by AMP-dependent protein kinase
plays a key role in rosiglitazone-induced closure of the K(ATP) channel and insulin secretion in rats. Diabetologia 2009, 52, 1112–1121, doi:10.1007/s00125-009-1337-4. 337. Fryer, L.G.; Parbu-Patel, A.; Carling, D. The Anti-diabetic drugs rosiglitazone and metformin stimulate
AMP-activated protein kinase through distinct signaling pathways. J. Biol. Chem. 2002, 277, 25226–25232,
doi:10.1074/jbc.M202489200. 338. Gonzalez, E.; McGraw, T.E. The Akt kinases: Isoform specificity in metabolism and cancer. Cell Cycle 2009,
8, 2502–2508, doi:10.4161/cc.8.16.9335. 339. Oh, W.J.; Jacinto, E. mTOR complex 2 signaling and functions. Cell Cycle 2011, 10, 2305–2316,
doi:10.4161/cc.10.14.16586. 340. Piscitello, D.; Varshney, D.; Lilla, S.; Vizioli, M.G.; Reid, C.; Gorbunova, V.; Seluanov, A.; Gillespie, D.A.;
Adams, P.D. AKT overactivation can suppress DNA repair via p70S6 kinase-dependent downregulation
of MRE11. Oncogene 2018, 37, 427–438, doi:10.1038/onc.2017.340. 341. Jia, Y.; Song, W.; Zhang, F.; Yan, J.; Yang, Q. Akt1 inhibits homologous recombination in Brca1-d
cells by blocking the Chk1-Rad51 pathway. Oncogene 2013, 32, 1943–1949, doi:10.1038/onc.2012.211 342. Liu, P.; Gan, W.; Guo, C.; Xie, A.; Gao, D.; Guo, J.; Zhang, J.; Willis, N.; Su, A.; Asara, J.M.; et al. Akt-
mediated phosphorylation of XLF impairs non-homologous end-joining DNA repair. Mol. Cell 2015, 57,
648–661, doi:10.1016/j.molcel.2015.01.005. j
343. Haeusler, R.A.; McGraw, T.E.; Accili, D. Biochemical and cellular properties of insulin receptor signalling. Nat. Rev. Mol. Cell Biol. 2018, 19, 31–44, doi:10.1038/nrm.2017.89. 344. Rowland, A.F.; Fazakerley, D.J.; James, D.E. Mapping insulin/GLUT4 circuitry. Traffic 2011, 12, 672–681,
doi:10.1111/j.1600-0854.2011.01178.x. 345. Bevan, P. Insulin signalling. J. Cell Sci. 2001, 114, 1429–1430. 345. Bevan, P. Insulin signalling. J. Cell Sci. 2001, 114, 346. Siddle, K. Signalling by insulin and IGF receptors: Supporting acts and new players. J. Mol. Endocrinol. 2011,
47, R1–R10, doi:10.1530/JME-11-0022. 347. Wong, R.H.; Sul, H.S. Insulin signaling in fatty acid and fat synthesis: A transcriptional perspective. Curr. Opin. Pharmacol. 2010, 10, 684–691, doi:10.1016/j.coph.2010.08.004. 348. Weindruch, R. The retardation of aging by caloric restriction: Studies in rodents and primates. Toxicol. Pathol. 1996, 24, 742–745, doi:10.1177/019262339602400618. 349. Shimokawa, I.; Komatsu, T.; Hayashi, N.; Kim, S.E.; Kawata, T.; Park, S.; Hayashi, H.; Yamaza, H.; Chiba,
T.; Mori, R. The life-extending effect of dietary restriction requires Foxo3 in mice. Aging Cell 2015, 14, 707–
709, doi:10.1111/acel.12340. 350. Kim, D.H.; Park, M.H.; Lee, E.K.; Choi, Y.J.; Chung, K.W.; Moon, K.M.; Kim, M.J.; An, H.J.; Park, J.W.; Kim,
N.D.; et al. The roles of FoxOs in modulation of aging by calorie restriction. References Biogerontology 2015, 16, 1–14,
doi:10.1007/s10522-014-9519-y. 351. Bluher, M.; Kahn, B.B.; Kahn, C.R. Extended longevity in mice lacking the insulin receptor in adipose tissue. Science 2003, 299, 572–574, doi:10.1126/science.1078223. 50 of 75 Cells 2020, 9, 1708 352. Dosch, J.; Meissner, U.; Rascher, W. Prolonged lifespan by defective insulin signalling? Eur. J. Endocrinol. 2003, 148, 489–490, doi:10.1530/eje.0.1480489. 53. Tatar, M.; Bartke, A.; Antebi, A. The endocrine regulation of aging by insulin-like signals. Science 2003,
1346–1351, doi:10.1126/science.1081447. 353. Tatar, M.; Bartke, A.; Antebi, A. The endocrine regulation of aging by insulin-like signals. Science 2003, 299,
1346–1351, doi:10.1126/science.1081447. 354
Kenyon C ; Chang J ; Gensch E ; Rudner A ; Tabtiang R A C elegans mutant that lives twice as long as 54. Kenyon, C.; Chang, J.; Gensch, E.; Rudner, A.; Tabtiang, R. A C. elegans mutant that lives twice as lon
wild type. Nature 1993, 366, 461–464, doi:10.1038/366461a0. 355. Holzenberger, M.; Dupont, J.; Ducos, B.; Leneuve, P.; Geloen, A.; Even, P.C.; Cervera, P.; Le Bouc, Y. IGF-1
receptor regulates lifespan and resistance to oxidative stress in mice. Nature 2003, 421, 182–187,
doi:10.1038/nature01298. 356. Taguchi, A.; Wartschow, L.M.; White, M.F. Brain IRS2 signaling coordinates life span and nutrient
homeostasis. Science 2007, 317, 369–372, doi:10.1126/science.1142179. 357. Selman, C.; Lingard, S.; Choudhury, A.I.; Batterham, R.L.; Claret, M.; Clements, M.; Ramadani, F.;
Okkenhaug, K.; Schuster, E.; Blanc, E.; et al. Evidence for lifespan extension and delayed age-related
biomarkers in insulin receptor substrate 1 null mice. FASEB J. 2008, 22, 807–818, doi:10.1096/fj.07-9261com. 358. Coschigano, K.T.; Holland, A.N.; Riders, M.E.; List, E.O.; Flyvbjerg, A.; Kopchick, J.J. Deletion, but not
antagonism, of the mouse growth hormone receptor results in severely decreased body weights, insulin,
and insulin-like growth factor I levels and increased life span. Endocrinology 2003, 144, 3799–3810,
doi:10.1210/en.2003-0374. 359. Bonkowski, M.S.; Rocha, J.S.; Masternak, M.M.; Al Regaiey, K.A.; Bartke, A. Targeted disruption of growth
hormone receptor interferes with the beneficial actions of calorie restriction. Proc. Natl. Acad. Sci. USA 2006,
103, 7901–7905, doi:10.1073/pnas.0600161103. 360. Kurosu, H.; Yamamoto, M.; Clark, J.D.; Pastor, J.V.; Nandi, A.; Gurnani, P.; McGuinness, O.P.; Chikuda,
H.; Yamaguchi, M.; Kawaguchi, H.; et al. Suppression of aging in mice by the hormone Klotho. Science 2005,
309, 1829–1833, doi:10.1126/science.1112766. 361. Erol, A. Insulin resistance is an evolutionarily conserved physiological mechanism at the cellular level for
protection against increased oxidative stress. Bioessays 2007, 29, 811–818, doi:10.1002/bies.20618. 362. References Dobbins, R.L.; Chester, M.W.; Stevenson, B.E.; Daniels, M.B.; Stein, D.T.; McGarry, J.D. A fatty acid-
dependent step is critically important for both glucose- and non-glucose-stimulated insulin secretion. J. Clin. Investig. 1998, 101, 2370–2376, doi:10.1172/JCI1813. 363. Gremlich, S.; Nolan, C.; Roduit, R.; Burcelin, R.; Peyot, M.L.; Delghingaro-Augusto, V.; Desvergne, B.;
Michalik, L.; Prentki, M.; Wahli, W. Pancreatic islet adaptation to fasting is dependent on peroxisome
proliferator-activated receptor alpha transcriptional up-regulation of fatty acid oxidation. Endocrinology
2005, 146, 375–382, doi:10.1210/en.2004-0667. 364. Ravnskjaer, K.; Boergesen, M.; Rubi, B.; Larsen, J.K.; Nielsen, T.; Fridriksson, J.; Maechler, P.; Mandrup, S. Peroxisome proliferator-activated receptor alpha (PPARalpha) potentiates, whereas PPARgamma
attenuates, glucose-stimulated insulin secretion in pancreatic beta-cells. Endocrinology 2005, 146, 3266–3276,
doi:10.1210/en.2004-1430. 365. Holness, M.J.; Smith, N.D.; Greenwood, G.K.; Sugden, M.C. Acute (24 h) activation of peroxisome
proliferator-activated
receptor-alpha
(PPARalpha)
reverses
high-fat
feeding-induced
insulin
hypersecretion in vivo and in perifused pancreatic islets. J. Endocrinol. 2003, 177, 197–205,
doi:10.1677/joe.0.1770197. 366. Lalloyer, F.; Vandewalle, B.; Percevault, F.; Torpier, G.; Kerr-Conte, J.; Oosterveer, M.; Paumelle, R.;
Fruchart, J.C.; Kuipers, F.; Pattou, F.; et al. Peroxisome proliferator-activated receptor alpha improves
pancreatic adaptation to insulin resistance in obese mice and reduces lipotoxicity in human islets. Diabetes
2006, 55, 1605–1613, doi:10.2337/db06-0016. 367. Maida, A.; Lamont, B.J.; Cao, X.; Drucker, D.J. Metformin regulates the incretin receptor axis via a pathway
dependent on peroxisome proliferator-activated receptor-alpha in mice. Diabetologia 2011, 54, 339–349,
doi:10.1007/s00125-010-1937-z. 368. Patsouris, D.; Mandard, S.; Voshol, P.J.; Escher, P.; Tan, N.S.; Havekes, L.M.; Koenig, W.; Marz, W.; Tafuri,
S.; Wahli, W.; et al. PPARalpha governs glycerol metabolism. J. Clin. Investig. 2004, 114, 94–103,
doi:10.1172/JCI20468. 369. Wu, P.; Peters, J.M.; Harris, R.A. Adaptive increase in pyruvate dehydrogenase kinase 4 during starvation
is mediated by peroxisome proliferator-activated receptor alpha. Biochem. Biophys. Res. Commun. 2001, 287,
391–396, doi:10.1006/bbrc.2001.5608. 51 of 75 Cells 2020, 9, 1708 370. Sugden, M.C.; Greenwood, G.K.; Smith, N.D.; Holness, M.J. Peroxisome proliferator-activated receptor-
alpha activation during pregnancy attenuates glucose-stimulated insulin hypersecretion in vivo by
increasing insulin sensitivity, without impairing pregnancy-induced increases in beta-cell glucose sensing
and responsiveness. Endocrinology 2003, 144, 146–153, doi:10.1210/en.2002-220811. 371. Ferrari, C.; Frezzati, S.; Romussi, M.; Bertazzoni, A.; Testori, G.P.; Antonini, S.; Paracchi, A. Effects of short-
term clofibrate administration on glucose tolerance and insulin secretion in patients with chemical diabetes
or hypertriglyceridemia. Metabolism 1977, 26, 129–139, doi:10.1016/0026-0495(77)90048-8. 372. Murakami, K.; Nambu, S.; Koh, H.; Kobayashi, M.; Shigeta, Y. References Clofibrate enhances the affinity of insulin
receptors in non-insulin dependent diabetes mellitus. Br. J. Clin. Pharmacol. 1984, 17, 89–91,
doi:10.1111/j.1365-2125.1984.tb05005.x. 373. Kobayashi, M.; Shigeta, Y.; Hirata, Y.; Omori, Y.; Sakamoto, N.; Nambu, S.; Baba, S. Improvement of glucose
tolerance in NIDDM by clofibrate. Randomized double-blind study. Diabetes Care 1988, 11, 495–499,
doi:10.2337/diacare.11.6.495. 374. Koh, E.H.; Kim, M.S.; Park, J.Y.; Kim, H.S.; Youn, J.Y.; Park, H.S.; Youn, J.H.; Lee, K.U. Peroxisome
proliferator-activated receptor (PPAR)-alpha activation prevents diabetes in OLETF rats: Comparison with
PPAR-gamma activation. Diabetes 2003, 52, 2331–2337, doi:10.2337/diabetes.52.9.2331. 375. Guerre-Millo, M.; Gervois, P.; Raspe, E.; Madsen, L.; Poulain, P.; Derudas, B.; Herbert, J.M.; Winegar, D.A.;
Willson, T.M.; Fruchart, J.C.; et al. Peroxisome proliferator-activated receptor alpha activators improve
insulin sensitivity and reduce adiposity. J. Biol. Chem. 2000, 275, 16638–16642, doi:10.1074/jbc.275.22.16638. 376. Aasum, E.; Belke, D.D.; Severson, D.L.; Riemersma, R.A.; Cooper, M.; Andreassen, M.; Larsen, T.S. Cardiac
function and metabolism in Type 2 diabetic mice after treatment with BM 17.0744, a novel PPAR-alpha
activator. Am. J. Physiol. Heart Circ. Physiol. 2002, 283, H949–H957, doi:10.1152/ajpheart.00226.2001. 377. Park, C.W.; Zhang, Y.; Zhang, X.; Wu, J.; Chen, L.; Cha, D.R.; Su, D.; Hwang, M.T.; Fan, X.; Davis, L.; et al. PPARalpha agonist fenofibrate improves diabetic nephropathy in db/db mice. Kidney Int. 2006, 69, 1511–
1517, doi:10.1038/sj.ki.5000209. 378. Sugden, M.C.; Bulmer, K.; Gibbons, G.F.; Knight, B.L.; Holness, M.J. Peroxisome-proliferator-activated
receptor-alpha (PPARalpha) deficiency leads to dysregulation of hepatic lipid and carbohydrate
metabolism by fatty acids and insulin. Biochem. J. 2002, 364, 361–368, doi:10.1042/BJ20011699. 379. Guerre-Millo, M.; Rouault, C.; Poulain, P.; Andre, J.; Poitout, V.; Peters, J.M.; Gonzalez, F.J.; Fruchart, J.C.;
Reach, G.; Staels, B. PPAR-alpha-null mice are protected from high-fat diet-induced insulin resistance. Diabetes 2001, 50, 2809–2814, doi:10.2337/diabetes.50.12.2809. 380. Jo, Y.S.; Ryu, D.; Maida, A.; Wang, X.; Evans, R.M.; Schoonjans, K.; Auwerx, J. Phosphorylation of the
nuclear receptor corepressor 1 by protein kinase B switches its corepressor targets in the liver in mice. Hepatology 2015, 62, 1606–1618, doi:10.1002/hep.27907. 381. Roduit, R.; Morin, J.; Masse, F.; Segall, L.; Roche, E.; Newgard, C.B.; Assimacopoulos-Jeannet, F.; Prentki,
M. Glucose down-regulates the expression of the peroxisome proliferator-activated receptor-alpha gene in
the pancreatic beta-cell. J. Biol. Chem. 2000, 275, 35799–35806, doi:10.1074/jbc.M006001200. 382. Blanquart, C.; Mansouri, R.; Paumelle, R.; Fruchart, J.C.; Staels, B.; Glineur, C. The protein kinase C
signaling pathway regulates a molecular switch between transactivation and transrepression activity of the
peroxisome
proliferator-activated
receptor
alpha. Mol. Endocrinol. 2004,
18,
1906–1918,
doi:10.1210/me.2003-0327. 383. References Hostetler, H.A.; Huang, H.; Kier, A.B.; Schroeder, F. Glucose directly links to lipid metabolism through
high affinity interaction with peroxisome proliferator-activated receptor alpha. J. Biol. Chem. 2008, 283,
2246–2254, doi:10.1074/jbc.M705138200. 384. Cohen, G.; Riahi, Y.; Shamni, O.; Guichardant, M.; Chatgilialoglu, C.; Ferreri, C.; Kaiser, N.; Sasson, S. Role
of lipid peroxidation and PPAR-delta in amplifying glucose-stimulated insulin secretion. Diabetes 2011, 60,
2830–2842, doi:10.2337/db11-0347. 385. Iglesias, J.; Barg, S.; Vallois, D.; Lahiri, S.; Roger, C.; Yessoufou, A.; Pradevand, S.; McDonald, A.; Bonal, C.;
Reimann, F.; et al. PPARbeta/delta affects pancreatic beta cell mass and insulin secretion in mice. J. Clin. Investig. 2012, 122, 4105–4117, doi:10.1172/JCI42127. 386. Serrano-Marco, L.; Rodriguez-Calvo, R.; El Kochairi, I.; Palomer, X.; Michalik, L.; Wahli, W.; Vazquez-
Carrera, M. Activation of peroxisome proliferator-activated receptor-beta/-delta (PPAR-beta/-delta)
ameliorates insulin signaling and reduces SOCS3 levels by inhibiting STAT3 in interleukin-6-stimulated
adipocytes. Diabetes 2011, 60, 1990–1999, doi:10.2337/db10-0704. 52 of 75 Cells 2020, 9, 1708 387. Serrano-Marco, L.; Barroso, E.; El Kochairi, I.; Palomer, X.; Michalik, L.; Wahli, W.; Vazquez-Carrera, M. The peroxisome proliferator-activated receptor (PPAR) beta/delta agonist GW501516 inhibits IL-6-induced
signal transducer and activator of transcription 3 (STAT3) activation and insulin resistance in human liver
cells. Diabetologia 2012, 55, 743–751, doi:10.1007/s00125-011-2401-4. 388. Salvado, L.; Barroso, E.; Gomez-Foix, A.M.; Palomer, X.; Michalik, L.; Wahli, W.; Vazquez-Carrera, M. PPARbeta/delta prevents endoplasmic reticulum stress-associated inflammation and insulin resistance in
skeletal muscle cells through an AMPK-dependent mechanism. Diabetologia 2014, 57, 2126–2135,
doi:10.1007/s00125-014-3331-8. 389. Lee, C.H.; Olson, P.; Hevener, A.; Mehl, I.; Chong, L.W.; Olefsky, J.M.; Gonzalez, F.J.; Ham, J.; Kang, H.;
Peters, J.M.; et al. PPARdelta regulates glucose metabolism and insulin sensitivity. Proc. Natl. Acad. Sci. USA 2006, 103, 3444–3449, doi:10.1073/pnas.0511253103. 390. Oliver, W.R., Jr.; Shenk, J.L.; Snaith, M.R.; Russell, C.S.; Plunket, K.D.; Bodkin, N.L.; Lewis, M.C.; Winegar,
D.A.; Sznaidman, M.L.; Lambert, M.H.; et al. A selective peroxisome proliferator-activated receptor delta
agonist promotes reverse cholesterol transport. Proc. Natl. Acad. Sci. USA 2001, 98, 5306–5311,
doi:10.1073/pnas.091021198. 391. Tanaka, T.; Yamamoto, J.; Iwasaki, S.; Asaba, H.; Hamura, H.; Ikeda, Y.; Watanabe, M.; Magoori, K.; Ioka,
R.X.; Tachibana, K.; et al. Activation of peroxisome proliferator-activated receptor delta induces fatty acid
beta-oxidation in skeletal muscle and attenuates metabolic syndrome. Proc. Natl. Acad. Sci. USA 2003, 100,
15924–15929, doi:10.1073/pnas.0306981100. 392. Riserus, U.; Sprecher, D.; Johnson, T.; Olson, E.; Hirschberg, S.; Liu, A.; Fang, Z.; Hegde, P.; Richards, D.;
Sarov-Blat, L.; et al. References Activation of peroxisome proliferator-activated receptor (PPAR)delta promotes
reversal of multiple metabolic abnormalities, reduces oxidative stress, and increases fatty acid oxidation in
moderately obese men. Diabetes 2008, 57, 332–339, doi:10.2337/db07-1318. 393. Cariou, B.; Hanf, R.; Lambert-Porcheron, S.; Zair, Y.; Sauvinet, V.; Noel, B.; Flet, L.; Vidal, H.; Staels, B.;
Laville, M. Dual peroxisome proliferator-activated receptor alpha/delta agonist GFT505 improves hepatic
and peripheral insulin sensitivity in abdominally obese subjects. Diabetes Care 2013, 36, 2923–2930,
doi:10.2337/dc12-2012. 394. Buchanan, T.A.; Xiang, A.H.; Peters, R.K.; Kjos, S.L.; Marroquin, A.; Goico, J.; Ochoa, C.; Tan, S.; Berkowitz,
K.; Hodis, H.N.; et al. Preservation of pancreatic beta-cell function and prevention of type 2 diabetes by
pharmacological treatment of insulin resistance in high-risk hispanic women. Diabetes 2002, 51, 2796–2803,
doi:10.2337/diabetes.51.9.2796. 395. Knowler, W.C.; Hamman, R.F.; Edelstein, S.L.; Barrett-Connor, E.; Ehrmann, D.A.; Walker, E.A.; Fowler,
S.E.; Nathan, D.M.; Kahn, S.E.; Diabetes Prevention Program Research, G. Prevention of type 2 diabetes
with
troglitazone
in
the
Diabetes
Prevention
Program. Diabetes
2005,
54,
1150–1156,
doi:10.2337/diabetes.54.4.1150. 396. Moitra, J.; Mason, M.M.; Olive, M.; Krylov, D.; Gavrilova, O.; Marcus-Samuels, B.; Feigenbaum, L.; Lee, E.;
Aoyama, T.; Eckhaus, M.; et al. Life without white fat: A transgenic mouse. Genes Dev. 1998, 12, 3168–3181. 397. Larsen, T.M.; Toubro, S.; Astrup, A. PPARgamma agonists in the treatment of type II diabetes: Is increased 396. Moitra, J.; Mason, M.M.; Olive, M.; Krylov, D.; Gavrilova, O.; Marcus-Samuels, B.; Feigenbaum, L.; Lee, E.;
Aoyama, T.; Eckhaus, M.; et al. Life without white fat: A transgenic mouse. Genes Dev. 1998, 12, 3168–3181. 397. Larsen, T.M.; Toubro, S.; Astrup, A. PPARgamma agonists in the treatment of type II diabetes: Is increased
fatness commensurate with long-term efficacy? Int. J. Obes. Relat. Metab. Disord. 2003, 27, 147–161,
doi:10.1038/sj.ijo.802223. 398. Ye, J.M.; Doyle, P.J.; Iglesias, M.A.; Watson, D.G.; Cooney, G.J.; Kraegen, E.W. Peroxisome proliferator-
activated receptor (PPAR)-alpha activation lowers muscle lipids and improves insulin sensitivity in high
fat-fed
rats:
Comparison
with
PPAR-gamma
activation. Diabetes
2001,
50,
411–417,
doi:10.2337/diabetes.50.2.411. 399. Collino, M.; Aragno, M.; Castiglia, S.; Miglio, G.; Tomasinelli, C.; Boccuzzi, G.; Thiemermann, C.; Fantozzi,
R. Pioglitazone improves lipid and insulin levels in overweight rats on a high cholesterol and fructose diet
by decreasing hepatic inflammation. Br. J. Pharmacol. 2010, 160, 1892–1902, doi:10.1111/j.1476-
5381.2010.00671.x. 400. Iwata, M.; Haruta, T.; Usui, I.; Takata, Y.; Takano, A.; Uno, T.; Kawahara, J.; Ueno, E.; Sasaoka, T.; Ishibashi,
O.; et al. References Pioglitazone ameliorates tumor necrosis factor-alpha-induced insulin resistance by a mechanism
independent of adipogenic activity of peroxisome proliferator--activated receptor-gamma. Diabetes 2001,
50, 1083–1092, doi:10.2337/diabetes.50.5.1083. Cells 2020, 9, 1708 53 of 75 401. Smith, U.; Gogg, S.; Johansson, A.; Olausson, T.; Rotter, V.; Svalstedt, B. Thiazolidinediones (PPARgamma
agonists) but not PPARalpha agonists increase IRS-2 gene expression in 3T3-L1 and human adipocytes. FASEB J. 2001, 15, 215–220, doi:10.1096/fj.00-0020com. 402. Rieusset, J.; Auwerx, J.; Vidal, H. Regulation of gene expression by activation of the peroxisome
proliferator-activated receptor gamma with rosiglitazone (BRL 49653) in human adipocytes. Biochem. Biophys. Res. Commun. 1999, 265, 265–271, doi:10.1006/bbrc.1999.1657. 403. Baumann, C.A.; Chokshi, N.; Saltiel, A.R.; Ribon, V. Cloning and characterization of a functional
peroxisome proliferator activator receptor-gamma-responsive element in the promoter of the CAP gene. J. Biol. Chem. 2000, 275, 9131–9135, doi:10.1074/jbc.275.13.9131. 404. Ribon, V.; Johnson, J.H.; Camp, H.S.; Saltiel, A.R. Thiazolidinediones and insulin resistance: Peroxisome
proliferatoractivated receptor gamma activation stimulates expression of the CAP gene. Proc. Natl. Acad. Sci. USA 1998, 95, 14751–14756, doi:10.1073/pnas.95.25.14751. 405. Liu, J.; DeYoung, S.M.; Hwang, J.B.; O’Leary, E.E.; Saltiel, A.R. The roles of Cbl-b and c-Cbl in insulin-
stimulated glucose transport. J. Biol. Chem. 2003, 278, 36754–36762, doi:10.1074/jbc.M300664200. 406. Kramer, D.; Shapiro, R.; Adler, A.; Bush, E.; Rondinone, C.M. Insulin-sensitizing effect of rosiglitazone
(BRL-49653) by regulation of glucose transporters in muscle and fat of Zucker rats. Metabolism 2001, 50,
1294–1300, doi:10.1053/meta.2001.27202. 407. Standaert, M.L.; Kanoh, Y.; Sajan, M.P.; Bandyopadhyay, G.; Farese, R.V. Cbl, IRS-1, and IRS-2 mediate
effects of rosiglitazone on PI3K, PKC-lambda, and glucose transport in 3T3/L1 adipocytes. Endocrinology
2002, 143, 1705–1716, doi:10.1210/endo.143.5.8812. 408. Kim, H.I.; Kim, J.W.; Kim, S.H.; Cha, J.Y.; Kim, K.S.; Ahn, Y.H. Identification and functional characterization
of the peroxisomal proliferator response element in rat GLUT2 promoter. Diabetes 2000, 49, 1517–1524,
doi:10.2337/diabetes.49.9.1517. 409. Samaha, F.F.; Szapary, P.O.; Iqbal, N.; Williams, M.M.; Bloedon, L.T.; Kochar, A.; Wolfe, M.L.; Rader, D.J. Effects of rosiglitazone on lipids, adipokines, and inflammatory markers in nondiabetic patients with low
high-density lipoprotein cholesterol and metabolic syndrome. Arterioscler. Thromb. Vasc. Biol. 2006, 26, 624–
630, doi:10.1161/01.ATV.0000200136.56716.30. 410. Rui, L.; Yuan, M.; Frantz, D.; Shoelson, S.; White, M.F. SOCS-1 and SOCS-3 block insulin signaling by
ubiquitin-mediated degradation of IRS1 and IRS2. J. Biol. Chem. 2002, 277, 42394–42398,
doi:10.1074/jbc.C200444200. j
Farrell, G.C. Signalling links in the liver: Knitting SOCS with fat and inflammation. J. Hepatol. 2005, 43, 193–
196, doi:10.1016/j.jhep.2005.04.004. 412. Szalkowski, D.; White-Carrington, S.; Berger, J.; Zhang, B. References Antidiabetic thiazolidinediones block the
inhibitory effect of tumor necrosis factor-alpha on differentiation, insulin-stimulated glucose uptake, and
gene expression in 3T3-L1 cells. Endocrinology 1995, 136, 1474–1481, doi:10.1210/endo.136.4.7895657. 413. Pajvani, U.B.; Hawkins, M.; Combs, T.P.; Rajala, M.W.; Doebber, T.; Berger, J.P.; Wagner, J.A.; Wu, M.;
Knopps, A.; Xiang, A.H.; et al. Complex distribution, not absolute amount of adiponectin, correlates with
thiazolidinedione-mediated improvement in insulin sensitivity. J. Biol. Chem. 2004, 279, 12152–12162,
doi:10.1074/jbc.M311113200. 414. Yamauchi, T.; Kamon, J.; Waki, H.; Terauchi, Y.; Kubota, N.; Hara, K.; Mori, Y.; Ide, T.; Murakami, K.;
Tsuboyama-Kasaoka, N.; et al. The fat-derived hormone adiponectin reverses insulin resistance associated
with both lipoatrophy and obesity. Nat. Med. 2001, 7, 941–946, doi:10.1038/90984. 415. Armoni, M.; Harel, C.; Karni, S.; Chen, H.; Bar-Yoseph, F.; Ver, M.R.; Quon, M.J.; Karnieli, E. FOXO1
represses peroxisome proliferator-activated receptor-gamma1 and -gamma2 gene promoters in primary
adipocytes. A novel paradigm to increase insulin sensitivity. J. Biol. Chem. 2006, 281, 19881–19891,
doi:10.1074/jbc.M600320200. 416. Fan, W.; Imamura, T.; Sonoda, N.; Sears, D.D.; Patsouris, D.; Kim, J.J.; Olefsky, J.M. FOXO1 transrepresses
peroxisome proliferator-activated receptor gamma transactivation, coordinating an insulin-induced feed-
forward response in adipocytes. J. Biol. Chem. 2009, 284, 12188–12197, doi:10.1074/jbc.M808915200. 417. Dowell, P.; Otto, T.C.; Adi, S.; Lane, M.D. Convergence of peroxisome proliferator-activated receptor
gamma and Foxo1 signaling pathways. J. Biol. Chem. 2003, 278, 45485–45491, doi:10.1074/jbc.M309069200. 418. Nolan, J.J.; Ludvik, B.; Beerdsen, P.; Joyce, M.; Olefsky, J. Improvement in glucose tolerance and insulin
resistance in obese subjects treated with troglitazone. N. Engl. J. Med. 1994, 331, 1188–1193,
doi:10.1056/NEJM199411033311803. 54 of 75 Cells 2020, 9, 1708 419. Barroso, I.; Gurnell, M.; Crowley, V.E.; Agostini, M.; Schwabe, J.W.; Soos, M.A.; Maslen, G.L.; Williams,
T.D.; Lewis, H.; Schafer, A.J.; et al. Dominant negative mutations in human PPARgamma associated with
severe insulin resistance, diabetes mellitus and hypertension. Nature 1999, 402, 880–883, doi:10.1038/47254. 420. Savage, D.B.; Tan, G.D.; Acerini, C.L.; Jebb, S.A.; Agostini, M.; Gurnell, M.; Williams, R.L.; Umpleby, A.M.;
Thomas, E.L.; Bell, J.D.; et al. Human metabolic syndrome resulting from dominant-negative mutations in
the nuclear receptor peroxisome proliferator-activated receptor-gamma. Diabetes 2003, 52, 910–917,
doi:10.2337/diabetes.52.4.910. 421. Agarwal, A.K.; Garg, A. A novel heterozygous mutation in peroxisome proliferator-activated receptor-
gamma gene in a patient with familial partial lipodystrophy. J. Clin. Endocrinol. Metab. 2002, 87, 408–411,
doi:10.1210/jcem.87.1.8290. 422. Hegele, R.A.; Cao, H.; Frankowski, C.; Mathews, S.T.; Leff, T. PPARG F388L, a transactivation-deficient
mutant, in familial partial lipodystrophy. Diabetes 2002, 51, 3586–3590, doi:10.2337/diabetes.51.12.3586. 423. References Demir, T.; Onay, H.; Savage, D.B.; Temeloglu, E.; Uzum, A.K.; Kadioglu, P.; Altay, C.; Ozen, S.; Demir, L.;
Cavdar, U.; et al. Familial partial lipodystrophy linked to a novel peroxisome proliferator activator receptor
-gamma (PPARG) mutation, H449L: A comparison of people with this mutation and those with classic
codon 482 Lamin A/C (LMNA) mutations. Diabet Med. 2016, 33, 1445–1450, doi:10.1111/dme.13061. 424. Ludtke, A.; Buettner, J.; Schmidt, H.H.; Worman, H.J. New PPARG mutation leads to lipodystrophy and
loss of protein function that is partially restored by a synthetic ligand. J. Med. Genet. 2007, 44, e88,
doi:10.1136/jmg.2007.050567. 425. Ludtke, A.; Buettner, J.; Wu, W.; Muchir, A.; Schroeter, A.; Zinn-Justin, S.; Spuler, S.; Schmidt, H.H.;
Worman, H.J. Peroxisome proliferator-activated receptor-gamma C190S mutation causes partial
lipodystrophy. J. Clin. Endocrinol. Metab. 2007, 92, 2248–2255, doi:10.1210/jc.2005-2624. 426. Reitman, M.L.; Arioglu, E.; Gavrilova, O.; Taylor, S.I. Lipoatrophy revisited. Trends Endocrinol. Metab. 2000,
11, 410–416. 427. Jones, J.R.; Barrick, C.; Kim, K.A.; Lindner, J.; Blondeau, B.; Fujimoto, Y.; Shiota, M.; Kesterson, R.A.; Kahn,
B.B.; Magnuson, M.A. Deletion of PPARgamma in adipose tissues of mice protects against high fat diet-
induced obesity and insulin resistance. Proc. Natl. Acad. Sci. USA 2005, 102, 6207–6212,
doi:10.1073/pnas.0306743102. 428. Corton, J.C.; Brown-Borg, H.M. Peroxisome proliferator-activated receptor gamma coactivator 1 in caloric
restriction and other models of longevity. J. Gerontol. Biol. Sci. Med. Sci. 2005, 60, 1494–1509,
doi:10.1093/gerona/60.12.1494. 429. Carvalho, C.R.; Brenelli, S.L.; Silva, A.C.; Nunes, A.L.; Velloso, L.A.; Saad, M.J. Effect of aging on insulin
receptor, insulin receptor substrate-1, and phosphatidylinositol 3-kinase in liver and muscle of rats. Endocrinology 1996, 137, 151–159, doi:10.1210/endo.137.1.8536607. 430. Rocchi, S.; Picard, F.; Vamecq, J.; Gelman, L.; Potier, N.; Zeyer, D.; Dubuquoy, L.; Bac, P.; Champy, M.F.;
Plunket, K.D.; et al. A unique PPARgamma ligand with potent insulin-sensitizing yet weak adipogenic
activity. Mol. Cell 2001, 8, 737–747. 431. Dunn, F.L.; Higgins, L.S.; Fredrickson, J.; De Paoli, A.M.; group, I.N.T.S. Selective modulation of
PPARgamma activity can lower plasma glucose without typical thiazolidinedione side-effects in patients
with Type 2 diabetes. J. Diabetes Complicat. 2011, 25, 151–158, doi:10.1016/j.jdiacomp.2010.06.006. 432. Beekmann, K.; Rubio, L.; de Haan, L.H.; Actis-Goretta, L.; van der Burg, B.; van Bladeren, P.J.; Rietjens, I.M. The effect of quercetin and kaempferol aglycones and glucuronides on peroxisome proliferator-activated
receptor-gamma (PPAR-gamma). Food Funct. 2015, 6, 1098–1107, doi:10.1039/c5fo00076a. Fang, X.K.; Gao, J.; Zhu, D.N. Kaempferol and quercetin isolated from Euonymus alatus improve glucose
uptake of 3T3-L1 cells without adipogenesis activity. Life Sci. References 2008, 82, 615–622, doi:10.1016/j.lfs.2007.12.021 434. Takahashi, H.; Hara, H.; Goto, T.; Kamakari, K.; Wataru, N.; Mohri, S.; Takahashi, N.; Suzuki, H.; Shibata,
D.; Kawada, T. 13-Oxo-9(Z),11(E),15(Z)-octadecatrienoic acid activates peroxisome proliferator-activated
receptor gamma in adipocytes. Lipids 2015, 50, 3–12, doi:10.1007/s11745-014-3972-x. 435. Zhang, Y.; Gu, M.; Cai, W.; Yu, L.; Feng, L.; Zhang, L.; Zang, Q.; Wang, Y.; Wang, D.; Chen, H.; et al. Dietary
component isorhamnetin is a PPARgamma antagonist and ameliorates metabolic disorders induced by diet
or leptin deficiency. Sci. Rep. 2016, 6, 19288, doi:10.1038/srep19288. 436. Yamauchi, T.; Waki, H.; Kamon, J.; Murakami, K.; Motojima, K.; Komeda, K.; Miki, H.; Kubota, N.;
Terauchi, Y.; Tsuchida, A.; et al. Inhibition of RXR and PPARgamma ameliorates diet-induced obesity and
type 2 diabetes. J. Clin. Investig. 2001, 108, 1001–1013, doi:10.1172/JCI12864. 55 of 75 Cells 2020, 9, 1708 437. Kubota, N.; Terauchi, Y.; Miki, H.; Tamemoto, H.; Yamauchi, T.; Komeda, K.; Satoh, S.; Nakano, R.; Ishii,
C.; Sugiyama, T.; et al. PPAR gamma mediates high-fat diet-induced adipocyte hypertrophy and insulin
resistance. Mol. Cell 1999, 4, 597–609, doi:10.1016/s1097-2765(00)80210-5. (
)
438. Miles, P.D.; Barak, Y.; He, W.; Evans, R.M.; Olefsky, J.M. Improved insulin-sensitivity in mice heterozygous
for PPAR-gamma deficiency. J. Clin. Investig. 2000, 105, 287–292, doi:10.1172/JCI8538. 439. Yamauchi, T.; Kamon, J.; Waki, H.; Murakami, K.; Motojima, K.; Komeda, K.; Ide, T.; Kubota, N.; Terauchi,
Y.; Tobe, K.; et al. The mechanisms by which both heterozygous peroxisome proliferator-activated receptor
gamma (PPARgamma) deficiency and PPARgamma agonist improve insulin resistance. J. Biol. Chem. 2001,
276, 41245–41254, doi:10.1074/jbc.M103241200. 440. Heikkinen, S.; Argmann, C.; Feige, J.N.; Koutnikova, H.; Champy, M.F.; Dali-Youcef, N.; Schadt, E.E.;
Laakso, M.; Auwerx, J. The Pro12Ala PPARgamma2 variant determines metabolism at the gene-
environment interface. Cell Metab. 2009, 9, 88–98, doi:10.1016/j.cmet.2008.11.007. 441. Deeb, S.S.; Fajas, L.; Nemoto, M.; Pihlajamaki, J.; Mykkanen, L.; Kuusisto, J.; Laakso, M.; Fujimoto, W.;
Auwerx, J. A Pro12Ala substitution in PPARgamma2 associated with decreased receptor activity, lower
body mass index and improved insulin sensitivity. Nat. Genet. 1998, 20, 284–287, doi:10.1038/3099. 442. Altshuler, D.; Hirschhorn, J.N.; Klannemark, M.; Lindgren, C.M.; Vohl, M.C.; Nemesh, J.; Lane, C.R.;
Schaffner, S.F.; Bolk, S.; Brewer, C.; et al. The common PPARgamma Pro12Ala polymorphism is associated
with decreased risk of type 2 diabetes. Nat. Genet. 2000, 26, 76–80, doi:10.1038/79216. 443. Rieusset, J.; Touri, F.; Michalik, L.; Escher, P.; Desvergne, B.; Niesor, E.; Wahli, W. A new selective
peroxisome proliferator-activated receptor gamma antagonist with antiobesity and antidiabetic activity. Mol. References Endocrinol. 2002, 16, 2628–2644, doi:10.1210/me.2002-0036. 444. Mukherjee, R.; Hoener, P.A.; Jow, L.; Bilakovics, J.; Klausing, K.; Mais, D.E.; Faulkner, A.; Croston, G.E.;
Paterniti, J.R., Jr. A selective peroxisome proliferator-activated receptor-gamma (PPARgamma) modulator
blocks adipocyte differentiation but stimulates glucose uptake in 3T3-L1 adipocytes. Mol. Endocrinol. 2000,
14, 1425–1433, doi:10.1210/mend.14.9.0528. 445. Ferrara, N.; Rinaldi, B.; Corbi, G.; Conti, V.; Stiuso, P.; Boccuti, S.; Rengo, G.; Rossi, F.; Filippelli, A. Exercise
training promotes SIRT1 activity in aged rats. Rejuvenation Res. 2008, 11, 139–150, doi:10.1089/rej.2007.0576. training promotes SIRT1 activity in aged rats. Rejuvenation Res. 2008, 11, 139–150, doi:10.1089/rej.2007.0576. 446. Corbi, G.; Conti, V.; Scapagnini, G.; Filippelli, A.; Ferrara, N. Role of sirtuins, calorie restriction and physical
activity in aging. Front. Biosci. (Elite Ed.) 2012, 4, 768–778. 446. Corbi, G.; Conti, V.; Scapagnini, G.; Filippelli, A.; Ferrara, N. Role of sirtuins, calorie restriction and physical
activity in aging. Front. Biosci. (Elite Ed.) 2012, 4, 768–778. 447. Rack, J.G.; Morra, R.; Barkauskaite, E.; Kraehenbuehl, R.; Ariza, A.; Qu, Y.; Ortmayer, M.; Leidecker, O.;
Cameron, D.R.; Matic, I.; et al. Identification of a Class of Protein ADP-Ribosylating Sirtuins in Microbial
Pathogens. Mol. Cell 2015, 59, 309–320, doi:10.1016/j.molcel.2015.06.013. 448. Liou, G.G.; Tanny, J.C.; Kruger, R.G.; Walz, T.; Moazed, D. Assembly of the SIR complex and its regulation
by O-acetyl-ADP-ribose, a product of NAD-dependent histone deacetylation. Cell 2005, 121, 515–527,
doi:10.1016/j.cell.2005.03.035. 449. Vaquero, A.; Scher, M.; Lee, D.; Erdjument-Bromage, H.; Tempst, P.; Reinberg, D. Human SirT1 interacts
with histone H1 and promotes formation of facultative heterochromatin. Mol. Cell 2004, 16, 93–105,
doi:10.1016/j.molcel.2004.08.031. 450. Dang, W. The controversial world of sirtuins. Drug Discov. Today Technol. 2014, 12, e9-e17,
doi:10.1016/j.ddtec.2012.08.003. 451. Houtkooper, R.H.; Pirinen, E.; Auwerx, J. Sirtuins as regulators of metabolism and healthspan. Nat. Rev. Mol. Cell Biol. 2012, 13, 225–238, doi:10.1038/nrm3293. 452. Shimazu, T.; Hirschey, M.D.; Hua, L.; Dittenhafer-Reed, K.E.; Schwer, B.; Lombard, D.B.; Li, Y.;
Bunkenborg, J.; Alt, F.W.; Denu, J.M.; et al. SIRT3 deacetylates mitochondrial 3-hydroxy-3-methylglutaryl
CoA synthase 2 and regulates ketone body production. Cell Metab. 2010, 12, 654–661,
doi:10.1016/j.cmet.2010.11.003. 453. Hirschey, M.D.; Shimazu, T.; Goetzman, E.; Jing, E.; Schwer, B.; Lombard, D.B.; Grueter, C.A.; Harris, C.;
Biddinger, S.; Ilkayeva, O.R.; et al. SIRT3 regulates mitochondrial fatty-acid oxidation by reversible enzyme
deacetylation. Nature 2010, 464, 121–125, doi:10.1038/nature08778. y
454. Qiu, X.; Brown, K.; Hirschey, M.D.; Verdin, E.; Chen, D. Calorie restriction reduces oxidative stress by
SIRT3-mediated SOD2 activation. Cell Metab. 2010, 12, 662–667, doi:10.1016/j.cmet.2010.11.015. 455. References Preyat, N.; Leo, O. Sirtuin deacylases: A molecular link between metabolism and immunity. J. Leukoc. Biol. 2013, 93, 669–680, doi:10.1189/jlb.1112557. 56 of 75 Cells 2020, 9, 1708 456. Satoh, A.; Brace, C.S.; Ben-Josef, G.; West, T.; Wozniak, D.F.; Holtzman, D.M.; Herzog, E.D.; Imai, S. SIRT1
promotes the central adaptive response to diet restriction through activation of the dorsomedial and lateral
nuclei of the hypothalamus. J. Neurosci. 2010, 30, 10220–10232, doi:10.1523/JNEUROSCI.1385-10.2010. 457. Kaeberlein, M.; McVey, M.; Guarente, L. The SIR2/3/4 complex and SIR2 alone promote longevity in
Saccharomyces
cerevisiae
by
two
different
mechanisms. Genes
Dev. 1999,
13,
2570–2580,
doi:10.1101/gad.13.19.2570. 458. Whitaker, R.; Faulkner, S.; Miyokawa, R.; Burhenn, L.; Henriksen, M.; Wood, J.G.; Helfand, S.L. Increased
expression of Drosophila Sir2 extends life span in a dose-dependent manner. Aging (Albany NY) 2013, 5,
682–691, doi:10.18632/aging.100599. g
g
459. Lin, S.J.; Defossez, P.A.; Guarente, L. Requirement of NAD and SIR2 for life-span extension by calorie
restriction in Saccharomyces cerevisiae. Science 2000, 289, 2126–2128, doi:10.1126/science.289.5487.2126. 460. Rogina, B.; Helfand, S.L. Sir2 mediates longevity in the fly through a pathway related to calorie restriction. Proc. Natl. Acad. Sci. USA 2004, 101, 15998–16003, doi:10.1073/pnas.0404184101. 461. Tissenbaum, H.A.; Guarente, L. Increased dosage of a sir-2 gene extends lifespan in Caenorhabditis elegans. Nature 2001, 410, 227–230, doi:10.1038/35065638. 462. Oberdoerffer, P.; Michan, S.; McVay, M.; Mostoslavsky, R.; Vann, J.; Park, S.K.; Hartlerode, A.; Stegmuller,
J.; Hafner, A.; Loerch, P.; et al. SIRT1 redistribution on chromatin promotes genomic stability but alters
gene expression during aging. Cell 2008, 135, 907–918, doi:10.1016/j.cell.2008.10.025. 463. Rodgers, J.T.; Lerin, C.; Haas, W.; Gygi, S.P.; Spiegelman, B.M.; Puigserver, P. Nutrient control of glucose
homeostasis
through
a
complex
of
PGC-1alpha
and
SIRT1. Nature
2005,
434,
113–118,
doi:10.1038/nature03354. 464. Nemoto, S.; Fergusson, M.M.; Finkel, T. SIRT1 functionally interacts with the metabolic regulator and
transcriptional coactivator PGC-1{alpha}. J. Biol. Chem. 2005, 280, 16456–16460, doi:10.1074/jbc.M501485200. 465. Lagouge, M.; Argmann, C.; Gerhart-Hines, Z.; Meziane, H.; Lerin, C.; Daussin, F.; Messadeq, N.; Milne, J.;
Lambert, P.; Elliott, P.; et al. Resveratrol improves mitochondrial function and protects against metabolic
disease by activating SIRT1 and PGC-1alpha. Cell 2006, 127, 1109–1122, doi:10.1016/j.cell.2006.11.013. 466. Vaziri, H.; Dessain, S.K.; Ng Eaton, E.; Imai, S.I.; Frye, R.A.; Pandita, T.K.; Guarente, L.; Weinberg, R.A. hSIR2(SIRT1) functions as an NAD-dependent p53 deacetylase. Cell 2001, 107, 149–159, doi:10.1016/s0092-
8674(01)00527-x. 467. Luo, J.; Nikolaev, A.Y.; Imai, S.; Chen, D.; Su, F.; Shiloh, A.; Guarente, L.; Gu, W. References The human Sir2 ortholog, SIRT2, is an NAD+-
dependent tubulin deacetylase. Mol. Cell 2003, 11, 437–444, doi:10.1016/s1097-2765(03)00038-8. 480. Wang, F.; Nguyen, M.; Qin, F.X.; Tong, Q. SIRT2 deacetylates FOXO3a in response to oxidative stress and
caloric restriction. Aging Cell 2007, 6, 505–514, doi:10.1111/j.1474-9726.2007.00304.x. 481. Jing, E.; Gesta, S.; Kahn, C.R. SIRT2 regulates adipocyte differentiation through FoxO1
acetylation/deacetylation. Cell Metab. 2007, 6, 105–114, doi:10.1016/j.cmet.2007.07.003. 482. Dryden, S.C.; Nahhas, F.A.; Nowak, J.E.; Goustin, A.S.; Tainsky, M.A. Role for human SIRT2 NAD-
dependent deacetylase activity in control of mitotic exit in the cell cycle. Mol. Cell Biol. 2003, 23, 3173–3185,
doi:10.1128/mcb.23.9.3173-3185.2003. 483. Sinclair, D.A.; Guarente, L. Extrachromosomal rDNA circles--a cause of aging in yeast. Cell 1997, 91, 1033–
1042, doi:10.1016/s0092-8674(00)80493-6. 484. Starai, V.J.; Celic, I.; Cole, R.N.; Boeke, J.D.; Escalante-Semerena, J.C. Sir2-dependent activation of acetyl-
CoA synthetase by deacetylation of active lysine. Science 2002, 298, 2390–2392, doi:10.1126/science.1077650. 485. Onyango, P.; Celic, I.; McCaffery, J.M.; Boeke, J.D.; Feinberg, A.P. SIRT3, a human SIR2 homologue, is an
NAD-dependent deacetylase localized to mitochondria. Proc. Natl. Acad. Sci. USA 2002, 99, 13653–13658,
doi:10.1073/pnas.222538099. 486. Shi, T.; Wang, F.; Stieren, E.; Tong, Q. SIRT3, a mitochondrial sirtuin deacetylase, regulates mitochondrial
function and thermogenesis in brown adipocytes. J. Biol. Chem. 2005, 280, 13560–13567,
doi:10.1074/jbc.M414670200. 487. Rose, G.; Dato, S.; Altomare, K.; Bellizzi, D.; Garasto, S.; Greco, V.; Passarino, G.; Feraco, E.; Mari, V.; Barbi,
C.; et al. Variability of the SIRT3 gene, human silent information regulator Sir2 homologue, and
survivorship in the elderly. Exp. Gerontol. 2003, 38, 1065–1070, doi:10.1016/s0531-5565(03)00209-2. 488. Nasrin, N.; Wu, X.; Fortier, E.; Feng, Y.; Bare, O.C.; Chen, S.; Ren, X.; Wu, Z.; Streeper, R.S.; Bordone, L. SIRT4 regulates fatty acid oxidation and mitochondrial gene expression in liver and muscle cells. J. Biol. Chem. 2010, 285, 31995–32002, doi:10.1074/jbc.M110.124164. 489. Michishita, E.; Park, J.Y.; Burneskis, J.M.; Barrett, J.C.; Horikawa, I. Evolutionarily conserved and
nonconserved cellular localizations and functions of human SIRT proteins. Mol. Biol. Cell 2005, 16, 4623–
4635, doi:10.1091/mbc.e05-01-0033. 490. McCord, R.A.; Michishita, E.; Hong, T.; Berber, E.; Boxer, L.D.; Kusumoto, R.; Guan, S.; Shi, X.; Gozani, O.;
Burlingame, A.L.; et al. SIRT6 stabilizes DNA-dependent protein kinase at chromatin for DNA double-
strand break repair. Aging (Albany NY) 2009, 1, 109–121, doi:10.18632/aging.100011. 491. Mostoslavsky, R.; Chua, K.F.; Lombard, D.B.; Pang, W.W.; Fischer, M.R.; Gellon, L.; Liu, P.; Mostoslavsky,
G.; Franco, S.; Murphy, M.M.; et al. Genomic instability and aging-like phenotype in the absence of
mammalian SIRT6. References Negative control of p53
by Sir2alpha promotes cell survival under stress. Cell 2001, 107, 137–148, doi:10.1016/s0092-8674(01)00524-
4. 468. Daitoku, H.; Hatta, M.; Matsuzaki, H.; Aratani, S.; Ohshima, T.; Miyagishi, M.; Nakajima, T.; Fukamizu, A. Silent information regulator 2 potentiates Foxo1-mediated transcription through its deacetylase activity. Proc. Natl. Acad. Sci. USA 2004, 101, 10042–10047, doi:10.1073/pnas.0400593101. 469. van der Horst, A.; Tertoolen, L.G.; de Vries-Smits, L.M.; Frye, R.A.; Medema, R.H.; Burgering, B.M. FOXO4
is acetylated upon peroxide stress and deacetylated by the longevity protein hSir2(SIRT1). J. Biol. Chem. 2004, 279, 28873–28879, doi:10.1074/jbc.M401138200. 470. Accili, D.; Arden, K.C. FoxOs at the crossroads of cellular metabolism, differentiation, and transformation. Cell 2004, 117, 421–426, doi:10.1016/s0092-8674(04)00452-0. 471. Martins, R.; Lithgow, G.J.; Link, W. Long live FOXO: Unraveling the role of FOXO proteins in aging and
longevity. Aging Cell 2016, 15, 196–207, doi:10.1111/acel.12427. 472. Gross, D.N.; van den Heuvel, A.P.; Birnbaum, M.J. The role of FoxO in the regulation of metabolism. Oncogene 2008, 27, 2320–2336, doi:10.1038/onc.2008.25. 473. Frescas, D.; Valenti, L.; Accili, D. Nuclear trapping of the forkhead transcription factor FoxO1 via Sirt-
dependent deacetylation promotes expression of glucogenetic genes. J. Biol. Chem. 2005, 280, 20589–20595,
doi:10.1074/jbc.M412357200. 474. Brunet, A.; Sweeney, L.B.; Sturgill, J.F.; Chua, K.F.; Greer, P.L.; Lin, Y.; Tran, H.; Ross, S.E.; Mostoslavsky,
R.; Cohen, H.Y.; et al. Stress-dependent regulation of FOXO transcription factors by the SIRT1 deacetylase. Science 2004, 303, 2011–2015, doi:10.1126/science.1094637. 475. Bordone, L.; Motta, M.C.; Picard, F.; Robinson, A.; Jhala, U.S.; Apfeld, J.; McDonagh, T.; Lemieux, M.;
McBurney, M.; Szilvasi, A.; et al. Sirt1 regulates insulin secretion by repressing UCP2 in pancreatic beta
cells. PLoS Biol. 2006, 4, e31, doi:10.1371/journal.pbio.0040031. 57 of 75 Cells 2020, 9, 1708 476. Moynihan, K.A.; Grimm, A.A.; Plueger, M.M.; Bernal-Mizrachi, E.; Ford, E.; Cras-Meneur, C.; Permutt,
M.A.; Imai, S. Increased dosage of mammalian Sir2 in pancreatic beta cells enhances glucose-stimulated
insulin secretion in mice. Cell Metab. 2005, 2, 105–117, doi:10.1016/j.cmet.2005.07.001. 477. Haigis, M.C.; Mostoslavsky, R.; Haigis, K.M.; Fahie, K.; Christodoulou, D.C.; Murphy, A.J.; Valenzuela,
D.M.; Yancopoulos, G.D.; Karow, M.; Blander, G.; et al. SIRT4 inhibits glutamate dehydrogenase and
opposes the effects of calorie restriction in pancreatic beta cells. Cell 2006, 126, 941–954,
doi:10.1016/j.cell.2006.06.057. 478. Bae, N.S.; Swanson, M.J.; Vassilev, A.; Howard, B.H. Human histone deacetylase SIRT2 interacts with the
homeobox transcription factor HOXA10. J. Biochem. 2004, 135, 695–700, doi:10.1093/jb/mvh084. 479. North, B.J.; Marshall, B.L.; Borra, M.T.; Denu, J.M.; Verdin, E. References Cell 2006, 124, 315–329, doi:10.1016/j.cell.2005.11.044. j
492. Kanfi, Y.; Naiman, S.; Amir, G.; Peshti, V.; Zinman, G.; Nahum, L.; Bar-Joseph, Z.; Cohen, H.Y. The
SIRT6 regulates lifespan in male mice. Nature 2012, 483, 218–221, doi:10.1038/nature10815. 493. Luo, L.L.; Chen, X.C.; Fu, Y.C.; Xu, J.J.; Li, L.; Lin, X.H.; Xiang, Y.F.; Zhang, X.M. The effects of caloric
restriction and a high-fat diet on ovarian lifespan and the expression of SIRT1 and SIRT6 proteins in rats. Aging Clin. Exp. Res. 2012, 24, 125–133, doi:10.3275/7660. 494. Ford, E.; Voit, R.; Liszt, G.; Magin, C.; Grummt, I.; Guarente, L. Mammalian Sir2 homolog SIRT7 is an
activator of RNA polymerase I transcription. Genes Dev. 2006, 20, 1075–1080, doi:10.1101/gad.1399706. 495. Vazquez, B.N.; Thackray, J.K.; Simonet, N.G.; Kane-Goldsmith, N.; Martinez-Redondo, P.; Nguyen, T.;
Bunting, S.; Vaquero, A.; Tischfield, J.A.; Serrano, L. SIRT7 promotes genome integrity and modulates non-
homologous end joining DNA repair. EMBO J. 2016, 35, 1488–1503, doi:10.15252/embj.201593499. 58 of 75 Cells 2020, 9, 1708 496. Geng, Y.Q.; Li, T.T.; Liu, X.Y.; Li, Z.H.; Fu, Y.C. SIRT1 and SIRT5 activity expression and behavioral
responses to calorie restriction. J. Cell Biochem. 2011, 112, 3755–3761, doi:10.1002/jcb.23315. 497. Ran, M.; Li, Z.; Yang, L.; Tong, L.; Zhang, L.; Dong, H. Calorie restriction attenuates cerebral ischemic in
via increasing SIRT1 synthesis in the rat. Brain Res. 2015, 1610, 61–68, doi:10.1016/j.brainres.2015.03.043 498. Nisoli, E.; Tonello, C.; Cardile, A.; Cozzi, V.; Bracale, R.; Tedesco, L.; Falcone, S.; Valerio, A.; Cantoni, O.;
Clementi, E.; et al. Calorie restriction promotes mitochondrial biogenesis by inducing the expression of
eNOS. Science 2005, 310, 314–317, doi:10.1126/science.1117728. 499. Yu, W.; Zhou, H.F.; Lin, R.B.; Fu, Y.C.; Wang, W. Shortterm calorie restriction activates SIRT14 and 7 in
cardiomyocytes in vivo and in vitro. Mol. Med. Rep. 2014, 9, 1218–1224, doi:10.3892/mmr.2014.1944. 500. Yu, W.; Qin, J.; Chen, C.; Fu, Y.; Wang, W. Moderate calorie restriction attenuates ageassociated alterations
and improves cardiac function by increasing SIRT1 and SIRT3 expression. Mol. Med. Rep. 2018, 18, 4087–
4094, doi:10.3892/mmr.2018.9390. 501. Chen, L.L.; Deng, X.Q.; Li, N.X. [Effects of calorie restriction on SIRT1 expression in liver of nonalcoholic
fatty liver disease: Experiment with rats]. Zhonghua Yi Xue Za Zhi 2007, 87, 1434–1437. 502. Boily, G.; Seifert, E.L.; Bevilacqua, L.; He, X.H.; Sabourin, G.; Estey, C.; Moffat, C.; Crawford, S.; Saliba, S.;
Jardine, K.; et al. SirT1 regulates energy metabolism and response to caloric restriction in mice. PLoS ONE
2008, 3, e1759, doi:10.1371/journal.pone.0001759. 503. References Bordone, L.; Cohen, D.; Robinson, A.; Motta, M.C.; van Veen, E.; Czopik, A.; Steele, A.D.; Crowe, H.;
Marmor, S.; Luo, J.; et al. SIRT1 transgenic mice show phenotypes resembling calorie restriction. Aging Cell
2007, 6, 759–767, doi:10.1111/j.1474-9726.2007.00335.x. 504. Bhullar, K.S.; Hubbard, B.P. Lifespan and healthspan extension by resveratrol. Biochim. Biophys. Acta 2015,
1852, 1209–1218, doi:10.1016/j.bbadis.2015.01.012. 505. Howitz, K.T.; Bitterman, K.J.; Cohen, H.Y.; Lamming, D.W.; Lavu, S.; Wood, J.G.; Zipkin, R.E.; Chung, P.;
Kisielewski, A.; Zhang, L.L.; et al. Small molecule activators of sirtuins extend Saccharomyces cerevisiae
lifespan. Nature 2003, 425, 191–196, doi:10.1038/nature01960. p
506. Wood, J.G.; Rogina, B.; Lavu, S.; Howitz, K.; Helfand, S.L.; Tatar, M.; Sinclair, D. Sirtuin activators mimic
caloric restriction and delay ageing in metazoans. Nature 2004, 430, 686–689, doi:10.1038/nature02789. 507. Baur, J.A.; Pearson, K.J.; Price, N.L.; Jamieson, H.A.; Lerin, C.; Kalra, A.; Prabhu, V.V.; Allard, J.S.; Lopez-
Lluch, G.; Lewis, K.; et al. Resveratrol improves health and survival of mice on a high-calorie diet. Nature
2006, 444, 337–342, doi:10.1038/nature05354. 508. Timmers, S.; Konings, E.; Bilet, L.; Houtkooper, R.H.; van de Weijer, T.; Goossens, G.H.; Hoeks, J.; van der
Krieken, S.; Ryu, D.; Kersten, S.; et al. Calorie restriction-like effects of 30 days of resveratrol
supplementation on energy metabolism and metabolic profile in obese humans. Cell Metab. 2011, 14, 612–
622, doi:10.1016/j.cmet.2011.10.002. 509. Barger, J.L.; Kayo, T.; Vann, J.M.; Arias, E.B.; Wang, J.; Hacker, T.A.; Wang, Y.; Raederstorff, D.; Morrow,
J.D.; Leeuwenburgh, C.; et al. A low dose of dietary resveratrol partially mimics caloric restriction and
retards aging parameters in mice. PLoS ONE 2008, 3, e2264, doi:10.1371/journal.pone.0002264. 510. Laurent, G.; de Boer, V.C.; Finley, L.W.; Sweeney, M.; Lu, H.; Schug, T.T.; Cen, Y.; Jeong, S.M.; Li, X.; Sauve,
A.A.; et al. SIRT4 represses peroxisome proliferator-activated receptor alpha activity to suppress hepatic
fat oxidation. Mol. Cell Biol. 2013, 33, 4552–4561, doi:10.1128/MCB.00087-13. 511. Purushotham, A.; Schug, T.T.; Xu, Q.; Surapureddi, S.; Guo, X.; Li, X. Hepatocyte-specific deletion of SIRT1
alters fatty acid metabolism and results in hepatic steatosis and inflammation. Cell Metab. 2009, 9, 327–338,
doi:10.1016/j.cmet.2009.02.006. 512. Oka, S.; Zhai, P.; Yamamoto, T.; Ikeda, Y.; Byun, J.; Hsu, C.P.; Sadoshima, J. Peroxisome Proliferator
Activated Receptor-alpha Association With Silent Information Regulator 1 Suppresses Cardiac Fatty Acid
Metabolism
in
the
Failing
Heart. Circ. Heart
Fail. 2015,
8,
1123–1132,
doi:10.1161/CIRCHEARTFAILURE.115.002216. 513. Oka, S.; Alcendor, R.; Zhai, P.; Park, J.Y.; Shao, D.; Cho, J.; Yamamoto, T.; Tian, B.; Sadoshima, J. References PPARalpha-Sirt1 complex mediates cardiac hypertrophy and failure through suppression of the ERR
transcriptional pathway. Cell Metab. 2011, 14, 598–611, doi:10.1016/j.cmet.2011.10.001. 514. Oka, S.; Zhai, P.; Alcendor, R.; Park, J.Y.; Tian, B.; Sadoshima, J. Suppression of ERR targets by a
PPARalpha/Sirt1 complex in the failing heart. Cell Cycle 2012, 11, 856–864, doi:10.4161/cc.11.5.19210. 59 of 75 Cells 2020, 9, 1708 515. Planavila, A.; Iglesias, R.; Giralt, M.; Villarroya, F. Sirt1 acts in association with PPARalpha to protect the
heart from hypertrophy, metabolic dysregulation, and inflammation. Cardiovasc. Res. 2011, 90, 276–284,
doi:10.1093/cvr/cvq376. 516. Okazaki, M.; Iwasaki, Y.; Nishiyama, M.; Taguchi, T.; Tsugita, M.; Nakayama, S.; Kambayashi, M.;
Hashimoto, K.; Terada, Y. PPARbeta/delta regulates the human SIRT1 gene transcription via Sp1. Endocr. J. 2010, 57, 403–413, doi:10.1507/endocrj.k10e-004. 517. Barroso, E.; Eyre, E.; Palomer, X.; Vazquez-Carrera, M. The peroxisome proliferator-activated receptor
beta/delta (PPARbeta/delta) agonist GW501516 prevents TNF-alpha-induced NF-kappaB activation in
human HaCaT cells by reducing p65 acetylation through AMPK and SIRT1. Biochem. Pharmacol. 2011, 81,
534–543, doi:10.1016/j.bcp.2010.12.004. 518. Gong, K.; Qu, B.; Wang, C.; Zhou, J.; Liao, D.; Zheng, W.; Pan, X. Peroxisome Proliferator-Activated
Receptor alpha Facilitates Osteogenic Differentiation in MC3T3-E1 Cells via the Sirtuin 1-Dependent
Signaling Pathway. Mol. Cells 2017, 40, 393–400, doi:10.14348/molcells.2017.0018. 519. Gong, K.; Qu, B.; Liao, D.; Liu, D.; Wang, C.; Zhou, J.; Pan, X. MiR-132 regulates osteogenic differentiation
via downregulating Sirtuin1 in a peroxisome proliferator-activated receptor beta/delta-dependent manner. Biochem. Biophys. Res. Commun. 2016, 478, 260–267, doi:10.1016/j.bbrc.2016.07.057. 520. Qu, B.; Ma, Y.; Yan, M.; Gong, K.; Liang, F.; Deng, S.; Jiang, K.; Ma, Z.; Pan, X. Sirtuin1 promotes osteogenic
differentiation through downregulation of peroxisome proliferator-activated receptor gamma in MC3T3-
E1 cells. Biochem. Biophys. Res. Commun. 2016, 478, 439–445, doi:10.1016/j.bbrc.2016.06.154. 521. Kim, M.Y.; Kang, E.S.; Ham, S.A.; Hwang, J.S.; Yoo, T.S.; Lee, H.; Paek, K.S.; Park, C.; Lee, H.T.; Kim, J.H.;
et al. The PPARdelta-mediated inhibition of angiotensin II-induced premature senescence in human
endothelial cells is SIRT1-dependent. Biochem. Pharmacol. 2012, 84, 1627–1634, doi:10.1016/j.bcp.2012.09.008. p
j
p
522. Han, L.; Zhou, R.; Niu, J.; McNutt, M.A.; Wang, P.; Tong, T. SIRT1 is regulated by a PPAR{gamma}-SIRT1
negative feedback loop associated with senescence. Nucleic Acids Res. 2010, 38, 7458–7471,
doi:10.1093/nar/gkq609. 523. Zhang, J.; Zhang, Y.; Xiao, F.; Liu, Y.; Wang, J.; Gao, H.; Rong, S.; Yao, Y.; Li, J.; Xu, G. The peroxisome
proliferator-activated receptor gamma agonist pioglitazone prevents NF-kappaB activation in cisplatin
nephrotoxicity through the reduction of p65 acetylation via the AMPK-SIRT1/p300 pathway. References Meerarani, P.; Reiterer, G.; Toborek, M.; Hennig, B. Zinc modulates PPARgamma signaling and activation
of porcine endothelial cells. J. Nutr. 2003, 133, 3058–3064, doi:10.1093/jn/133.10.3058. 539. Iemitsu, M.; Miyauchi, T.; Maeda, S.; Tanabe, T.; Takanashi, M.; Irukayama-Tomobe, Y.; Sakai, S.; Ohmori,
H.; Matsuda, M.; Yamaguchi, I. Aging-induced decrease in the PPAR-alpha level in hearts is improved by
exercise
training. Am. J. Physiol. Heart
Circ. Physiol. 2002,
283,
H1750–H1760,
doi:10.1152/ajpheart.01051.2001. 540. Patterson, A.D.; Shah, Y.M.; Matsubara, T.; Krausz, K.W.; Gonzalez, F.J. Peroxisome proliferator-activated
receptor alpha induction of uncoupling protein 2 protects against acetaminophen-induced liver toxicity. Hepatology 2012, 56, 281–290, doi:10.1002/hep.25645. 541. Sekulic-Jablanovic, M.; Petkovic, V.; Wright, M.B.; Kucharava, K.; Huerzeler, N.; Levano, S.; Brand, Y.;
Leitmeyer, K.; Glutz, A.; Bausch, A.; et al. Effects of peroxisome proliferator activated receptors (PPAR)-
gamma and -alpha agonists on cochlear protection from oxidative stress. PLoS ONE 2017, 12, e0188596,
doi:10.1371/journal.pone.0188596. 542. Girnun, G.D.; Domann, F.E.; Moore, S.A.; Robbins, M.E. Identification of a functional peroxisome
proliferator-activated receptor response element in the rat catalase promoter. Mol. Endocrinol. 2002, 16,
2793–2801, doi:10.1210/me.2002-0020. 543. Okuno, Y.; Matsuda, M.; Miyata, Y.; Fukuhara, A.; Komuro, R.; Shimabukuro, M.; Shimomura, I. Human
catalase gene is regulated by peroxisome proliferator activated receptor-gamma through a response
element distinct from that of mouse. Endocr. J. 2010, 57, 303–309, doi:10.1507/endocrj.k09e-113. 544. Ding, G.; Fu, M.; Qin, Q.; Lewis, W.; Kim, H.W.; Fukai, T.; Bacanamwo, M.; Chen, Y.E.; Schneider, M.D.;
Mangelsdorf, D.J.; et al. Cardiac peroxisome proliferator-activated receptor gamma is essential in
protecting
cardiomyocytes
from
oxidative
damage. Cardiovasc. Res. 2007,
76,
269–279,
doi:10.1016/j.cardiores.2007.06.027. 545. Chung, S.S.; Kim, M.; Youn, B.S.; Lee, N.S.; Park, J.W.; Lee, I.K.; Lee, Y.S.; Kim, J.B.; Cho, Y.M.; Lee, H.K.;
et al. Glutathione peroxidase 3 mediates the antioxidant effect of peroxisome proliferator-activated receptor
gamma in human skeletal muscle cells. Mol. Cell Biol. 2009, 29, 20–30, doi:10.1128/MCB.00544-08. 546. Zhang, F.; Liu, F.; Yan, M.; Ji, H.; Hu, L.; Li, X.; Qian, J.; He, X.; Zhang, L.; Shen, A.; et al. Peroxisome
proliferator-activated receptor-gamma agonists suppress iNOS expression induced by LPS in rat primary
Schwann cells. J. Neuroimmunol. 2010, 218, 36–47, doi:10.1016/j.jneuroim.2009.10.016. 547. Vandewalle, B.; Moerman, E.; Lefebvre, B.; Defrance, F.; Gmyr, V.; Lukowiak, B.; Kerr Conte, J.; Pattou, F. PPARgamma-dependent and -independent effects of rosiglitazone on lipotoxic human pancreatic islets. Biochem. Biophys. Res. Commun. 2008, 366, 1096–1101, doi:10.1016/j.bbrc.2007.12.088. 548. Kleinhenz, J.M.; Kleinhenz, D.J.; You, S.; Ritzenthaler, J.D.; Hansen, J.M.; Archer, D.R.; Sutliff, R.L.; Hart,
C.M. References Biochem. Pharmacol. 2016, 101, 100–111, doi:10.1016/j.bcp.2015.11.027. 524. Picard, F.; Kurtev, M.; Chung, N.; Topark-Ngarm, A.; Senawong, T.; Machado De Oliveira, R.; Leid, M.;
McBurney, M.W.; Guarente, L. Sirt1 promotes fat mobilization in white adipocytes by repressing PPAR-
gamma. Nature 2004, 429, 771–776, doi:10.1038/nature02583. 525. Floyd, Z.E.; Wang, Z.Q.; Kilroy, G.; Cefalu, W.T. Modulation of peroxisome proliferator-activated receptor
gamma stability and transcriptional activity in adipocytes by resveratrol. Metabolism 2008, 57, S32–S38,
doi:10.1016/j.metabol.2008.04.006. 526. Hagen, T.M. Oxidative stress, redox imbalance, and the aging process. Antioxid. Redox Signal. 2003, 5, 503–
506, doi:10.1089/152308603770310149. 527. Navarro, A.; Boveris, A. The mitochondrial energy transduction system and the aging process. Am. J. Physiol. Cell Physiol. 2007, 292, C670–C686, doi:10.1152/ajpcell.00213.2006. 528. Harman, D. Aging: A theory based on free radical and radiation chemistry. J. Gerontol. 1956, 11, 298–300,
doi:10.1093/geronj/11.3.298. 529. Merry, B.J. Molecular mechanisms linking calorie restriction and longevity. Int. J. Biochem. Cell Biol. 2002,
34, 1340–1354. 530. Sanz, A.; Caro, P.; Ibanez, J.; Gomez, J.; Gredilla, R.; Barja, G. Dietary restriction at old age lowers
mitochondrial oxygen radical production and leak at complex I and oxidative DNA damage in rat brain. J. Bioenerg. Biomembr. 2005, 37, 83–90, doi:10.1007/s10863-005-4131-0. 531. Yu, B.P. Aging and oxidative stress: Modulation by dietary restriction. Free Radic. Biol. Med. 1996, 21, 651–
668, doi:10.1016/0891-5849(96)00162-1. 532. Barja, G. Aging in vertebrates, and the effect of caloric restriction: A mitochondrial free radical production-
DNA damage mechanism? Biol. Rev. Cambr. Philos. Soc. 2004, 79, 235–251. g
533. Barja, G. Free radicals and aging. Trends Neurosci. 2004, 27, 595–600, doi:10.1016/j.tins.2004.07.005. 534. Forster, M.J.; Sohal, B.H.; Sohal, R.S. Reversible effects of long-term caloric restriction on protein oxidative
damage. J. Gerontol. Ser. A Biol. Sci. Med. Sci. 2000, 55, B522–B529. 60 of 75 Cells 2020, 9, 1708 535. Lambert, A.J.; Merry, B.J. Lack of effect of caloric restriction on bioenergetics and reactive oxygen species
production in intact rat hepatocytes. J. Gerontol. Ser. A Biol. Sci. Med. Sci. 2005, 60, 175–180. 536. Lambert, A.J.; Portero-Otin, M.; Pamplona, R.; Merry, B.J. Effect of ageing and caloric restriction on specific
markers of protein oxidative damage and membrane peroxidizability in rat liver mitochondria. Mech. Ageing Dev. 2004, 125, 529–538, doi:10.1016/j.mad.2004.06.002. 537. Bagi, Z.; Koller, A.; Kaley, G. PPARgamma activation, by reducing oxidative stress, increases NO
bioavailability in coronary arterioles of mice with Type 2 diabetes. Am. J. Physiol. Heart Circ. Physiol. 2004,
286, H742–H748, doi:10.1152/ajpheart.00718.2003. jp
538. References Disruption of endothelial peroxisome proliferator-activated receptor-gamma reduces vascular nitric
oxide
production. Am. J. Physiol. Heart
Circ. Physiol. 2009,
297,
H1647–H1654,
doi:10.1152/ajpheart.00148.2009. 549. Ricote, M.; Li, A.C.; Willson, T.M.; Kelly, C.J.; Glass, C.K. The peroxisome proliferator-activated receptor-
gamma is a negative regulator of macrophage activation. Nature 1998, 391, 79–82, doi:10.1038/34178. 550. Li, M.; Pascual, G.; Glass, C.K. Peroxisome proliferator-activated receptor gamma-dependent repression of
the inducible nitric oxide synthase gene. Mol. Cell Biol. 2000, 20, 4699–4707, doi:10.1128/mcb.20.13.4699-
4707.2000. 551. Ghosh, N.; Chaki, R.; Mandal, V.; Mandal, S.C. COX-2 as a target for cancer chemotherapy. Pharmacol. Rep. 2010, 62, 233–244. 552. Morgan, M.J.; Liu, Z.G. Crosstalk of reactive oxygen species and NF-kappaB signaling. Cell Res. 2011, 21,
103–115, doi:10.1038/cr.2010.178. 61 of 75 Cells 2020, 9, 1708 553. Wang, X.; Wang, Z.; Liu, J.Z.; Hu, J.X.; Chen, H.L.; Li, W.L.; Hai, C.X. Double antioxidant activities of
rosiglitazone against high glucose-induced oxidative stress in hepatocyte. Toxicol. In Vitro 2011, 25, 839–
847, doi:10.1016/j.tiv.2011.02.004. 554. Aleshin, S.; Grabeklis, S.; Hanck, T.; Sergeeva, M.; Reiser, G. Peroxisome proliferator-activated receptor
(PPAR)-gamma positively controls and PPARalpha negatively controls cyclooxygenase-2 expression in rat
brain astrocytes through a convergence on PPARbeta/delta via mutual control of PPAR expression levels. Mol. Pharmacol. 2009, 76, 414–424, doi:10.1124/mol.109.056010. 555. Collino, M.; Aragno, M.; Mastrocola, R.; Gallicchio, M.; Rosa, A.C.; Dianzani, C.; Danni, O.; Thiemermann,
C.; Fantozzi, R. Modulation of the oxidative stress and inflammatory response by PPAR-gamma agonists
in the hippocampus of rats exposed to cerebral ischemia/reperfusion. Eur. J. Pharmacol. 2006, 530, 70–80,
doi:10.1016/j.ejphar.2005.11.049. 556. Zhao, Y.; Patzer, A.; Herdegen, T.; Gohlke, P.; Culman, J. Activation of cerebral peroxisome proliferator-
activated receptors gamma promotes neuroprotection by attenuation of neuronal cyclooxygenase-2
overexpression after focal cerebral ischemia in rats. FASEB J. 2006, 20, 1162–1175, doi:10.1096/fj.05-5007com. 557. Chan, S.H.; Wu, K.L.; Kung, P.S.; Chan, J.Y. Oral intake of rosiglitazone promotes a central antihypertensive
effect via upregulation of peroxisome proliferator-activated receptor-gamma and alleviation of oxidative
stress in rostral ventrolateral medulla of spontaneously hypertensive rats. Hypertension 2010, 55, 1444–1453,
doi:10.1161/HYPERTENSIONAHA.109.149146. 558. Paradis, E.; Clavel, S.; Bouillaud, F.; Ricquier, D.; Richard, D. Uncoupling protein 2: A novel player in
neuroprotection. Trends Mol. Med. 2003, 9, 522–525. 559. Nagy, L.; Tontonoz, P.; Alvarez, J.G.; Chen, H.; Evans, R.M. Oxidized LDL regulates macrophage gene
expression through ligand activation of PPARgamma. Cell 1998, 93, 229–240, doi:10.1016/s0092-
8674(00)81574-3. 560. Ishii, T.; Itoh, K.; Ruiz, E.; Leake, D.S.; Unoki, H.; Yamamoto, M.; Mann, G.E. References Role of Nrf2 in the regulation
of CD36 and stress protein expression in murine macrophages: Activation by oxidatively modified LDL
and 4-hydroxynonenal. Circ. Res. 2004, 94, 609–616, doi:10.1161/01.RES.0000119171.44657.45. 561. Febbraio, M.; Hajjar, D.P.; Silverstein, R.L. CD36: A class B scavenger receptor involved in angiogenesis,
atherosclerosis,
inflammation,
and
lipid
metabolism. J. Clin. Investig. 2001,
108,
785–791,
doi:10.1172/JCI14006. 562. Fuenzalida, K.; Quintanilla, R.; Ramos, P.; Piderit, D.; Fuentealba, R.A.; Martinez, G.; Inestrosa, N.C.;
Bronfman, M. Peroxisome proliferator-activated receptor gamma up-regulates the Bcl-2 anti-apoptotic
protein in neurons and induces mitochondrial stabilization and protection against oxidative stress and
apoptosis. J. Biol. Chem. 2007, 282, 37006–37015, doi:10.1074/jbc.M700447200. 563. Ren, Y.; Sun, C.; Sun, Y.; Tan, H.; Wu, Y.; Cui, B.; Wu, Z. PPAR gamma protects cardiomyocytes against
oxidative stress and apoptosis via Bcl-2 upregulation. Vasc. Pharmacol. 2009, 51, 169–174,
doi:10.1016/j.vph.2009.06.004. 564. Chung, S.W.; Kang, B.Y.; Kim, S.H.; Pak, Y.K.; Cho, D.; Trinchieri, G.; Kim, T.S. Oxidized low density
lipoprotein inhibits interleukin-12 production in lipopolysaccharide-activated mouse macrophages via
direct interactions between peroxisome proliferator-activated receptor-gamma and nuclear factor-kappa B. J. Biol. Chem. 2000, 275, 32681–32687, doi:10.1074/jbc.M002577200. 565. Liu, J.; Xia, Q.; Zhang, Q.; Li, H.; Zhang, J.; Li, A.; Xiu, R. Peroxisome proliferator-activated receptor-gamma
ligands 15-deoxy-delta(12,14)-prostaglandin J2 and pioglitazone inhibit hydroxyl peroxide-induced TNF-
alpha and lipopolysaccharide-induced CXC chemokine expression in neonatal rat cardiac myocytes. Shock
2009, 32, 317–324, doi:10.1097/SHK.0b013e31819c374c. 566. Goto, M.; Katayama, K.I.; Shirakawa, F.; Tanaka, I. Involvement of NF-kappaB p50/p65 heterodimer in
activation of the human pro-interleukin-1beta gene at two subregions of the upstream enhancer element. Cytokine 1999, 11, 16–28, doi:10.1006/cyto.1998.0390. 567. Kim, H.J.; Kim, K.W.; Yu, B.P.; Chung, H.Y. The effect of age on cyclooxygenase-2 gene expression: NF-
kappaB activation and IkappaBalpha degradation. Free Radic. Biol. Med. 2000, 28, 683–692,
doi:10.1016/s0891-5849(99)00274-9. 568. Libermann, T.A.; Baltimore, D. Activation of interleukin-6 gene expression through the NF-kappa B
transcription factor. Mol. Cell Biol. 1990, 10, 2327–2334, doi:10.1128/mcb.10.5.2327. 62 of 75 Cells 2020, 9, 1708 569. Yao, J.; Mackman, N.; Edgington, T.S.; Fan, S.T. Lipopolysaccharide induction of the tumor necrosis factor-
alpha promoter in human monocytic cells. Regulation by Egr-1, c-Jun, and NF-kappaB transcription factors. J. Biol. Chem. 1997, 272, 17795–17801, doi:10.1074/jbc.272.28.17795. 570. Taylor, B.S.; de Vera, M.E.; Ganster, R.W.; Wang, Q.; Shapiro, R.A.; Morris, S.M., Jr.; Billiar, T.R.; Geller,
D.A. Multiple NF-kappaB enhancer elements regulate cytokine induction of the human inducible nitric
oxide synthase gene. J. Biol. Chem. 1998, 273, 15148–15156, doi:10.1074/jbc.273.24.15148. 571. References Oliveira-Marques, V.; Marinho, H.S.; Cyrne, L.; Antunes, F. Role of hydrogen peroxide in NF-kappaB
activation:
From
inducer
to
modulator. Antioxid. Redox
Signal. 2009,
11,
2223–2243,
doi:10.1089/ARS.2009.2601. 572. Ye, J. Regulation of PPARgamma function by TNF-alpha. Biochem. Biophys. Res. Commun. 2008, 374, 405–
408, doi:10.1016/j.bbrc.2008.07.068. 573. Napolitano, M.; Costa, L.; Palermo, R.; Giovenco, A.; Vacca, A.; Gulino, A. Protective effect of pioglitazone,
a PPARgamma ligand, in a 3 nitropropionic acid model of Huntington’s disease. Brain Res. Bull. 2011, 85,
231–237, doi:10.1016/j.brainresbull.2011.03.011. 574. Osburn, W.O.; Kensler, T.W. Nrf2 signaling: An adaptive response pathway for protection against
environmental toxic insults. Mutat. Res. 2008, 659, 31–39, doi:10.1016/j.mrrev.2007.11.006. 575. Lee, J.M.; Calkins, M.J.; Chan, K.; Kan, Y.W.; Johnson, J.A. Identification of the NF-E2-related factor-2-
dependent genes conferring protection against oxidative stress in primary cortical astrocytes using
oligonucleotide microarray analysis. J. Biol. Chem. 2003, 278, 12029–12038, doi:10.1074/jbc.M211558200. 576. Park, E.Y.; Cho, I.J.; Kim, S.G. Transactivation of the PPAR-responsive enhancer module in
chemopreventive glutathione S-transferase gene by the peroxisome proliferator-activated receptor-gamma
and retinoid X receptor heterodimer. Cancer Res. 2004, 64, 3701–3713, doi:10.1158/0008-5472.CAN-03-3924. 577. D’Archivio, M.; Scazzocchio, B.; Filesi, C.; Vari, R.; Maggiorella, M.T.; Sernicola, L.; Santangelo, C.;
Giovannini, C.; Masella, R. Oxidised LDL up-regulate CD36 expression by the Nrf2 pathway in 3T3-L1
preadipocytes. FEBS Lett. 2008, 582, 2291–2298, doi:10.1016/j.febslet.2008.05.029. 578. Gong, P.; Stewart, D.; Hu, B.; Li, N.; Cook, J.; Nel, A.; Alam, J. Activation of the mouse heme oxygenase-1
gene by 15-deoxy-Delta(12,14)-prostaglandin J(2) is mediated by the stress response elements and
transcription factor Nrf2. Antioxid. Redox Signal. 2002, 4, 249–257, doi:10.1089/152308602753666307. 579. Nakaso, K.; Yano, H.; Fukuhara, Y.; Takeshima, T.; Wada-Isoe, K.; Nakashima, K. PI3K is a key molecule
in the Nrf2-mediated regulation of antioxidative proteins by hemin in human neuroblastoma cells. FEBS
Lett. 2003, 546, 181–184, doi:10.1016/s0014-5793(03)00517-9. 580. Huang, J.; Tabbi-Anneni, I.; Gunda, V.; Wang, L. Transcription factor Nrf2 regulates SHP and lipogenic
gene expression in hepatic lipid metabolism. Am. J. Physiol. Gastrointest. Liver Physiol. 2010, 299, G1211–
G1221, doi:10.1152/ajpgi.00322.2010. 581. Cho, H.Y.; Gladwell, W.; Wang, X.; Chorley, B.; Bell, D.; Reddy, S.P.; Kleeberger, S.R. Nrf2-regulated
PPAR{gamma} expression is critical to protection against acute lung injury in mice. Am. J. Respir. Crit. Care
Med. 2010, 182, 170–182, doi:10.1164/rccm.200907-1047OC. 582. Chan, D.C. Mitochondria: Dynamic organelles in disease, aging, and development. Cell 2006, 125, 1241–
1252, doi:10.1016/j.cell.2006.06.010. 583. Kregel, K.C.; Zhang, H.J. An integrated view of oxidative stress in aging: Basic mechanisms, functional
effects, and pathological considerations. References Am. J. Physiol. Regul. Integr. Comp. Physiol. 2007, 292, R18–R36,
doi:10.1152/ajpregu.00327.2006. 584. Short, K.R.; Bigelow, M.L.; Kahl, J.; Singh, R.; Coenen-Schimke, J.; Raghavakaimal, S.; Nair, K.S. Decline in
skeletal muscle mitochondrial function with aging in humans. Proc. Natl. Acad. Sci. USA 2005, 102, 5618–
5623, doi:10.1073/pnas.0501559102. p
585. Chen, J.C.; Warshaw, J.B.; Sanadi, D.R. Regulation of mitochondrial respiration in senescence. J. Cell Physiol. 1972, 80, 141–148, doi:10.1002/jcp.1040800115. 586. Hansford, R.G. Lipid oxidation by heart mitochondria from young adult and senescent rats. Biochem. J. 1978, 170, 285–295, doi:10.1042/bj1700285. 587. Trounce, I.; Byrne, E.; Marzuki, S. Decline in skeletal muscle mitochondrial respiratory chain function:
Possible factor in ageing. Lancet 1989, 1, 637–639. 588. Cooper, J.M.; Mann, V.M.; Schapira, A.H. Analyses of mitochondrial respiratory chain function and
mitochondrial DNA deletion in human skeletal muscle: Effect of ageing. J. Neurol. Sci. 1992, 113, 91–98. 63 of 75 Cells 2020, 9, 1708 589. Boffoli, D.; Scacco, S.C.; Vergari, R.; Solarino, G.; Santacroce, G.; Papa, S. Decline with age of the respiratory
chain activity in human skeletal muscle. Biochim. Biophys. Acta 1994, 1226, 73–82. 90. Linnane, A.W.; Marzuki, S.; Ozawa, T.; Tanaka, M. Mitochondrial DNA mutations as an impor
contributor to ageing and degenerative diseases. Lancet 1989, 1, 642–645. 91. Hancock, C.R.; Han, D.H.; Higashida, K.; Kim, S.H.; Holloszy, J.O. Does calorie restriction ind
mitochondrial biogenesis? A reevaluation. FASEB J. 2011, 25, 785–791, doi:10.1096/fj.10-170415. 592. Zhu, M.; de Cabo, R.; Lane, M.A.; Ingram, D.K. Caloric restriction modulates early events in insulin
signaling in liver and skeletal muscle of rat. Ann. N. Y. Acad. Sci. 2004, 1019, 448–452,
doi:10.1196/annals.1297.082. 593. Ranhotra, H.S. Long-term caloric restriction up-regulates PPAR gamma co-activator 1 alpha (PGC-1alpha)
expression in mice. Indian J. Biochem. Biophys. 2010, 47, 272–277. 594. Puigserver, P.; Wu, Z.; Park, C.W.; Graves, R.; Wright, M.; Spiegelman, B.M. A cold-inducible coactivator
of nuclear receptors linked to adaptive thermogenesis. Cell 1998, 92, 829–839. 595. Handschin, C.; Spiegelman, B.M. Peroxisome proliferator-activated receptor gamma coactivator 1
coactivators, energy homeostasis, and metabolism. Endocr. Rev. 2006, 27, 728–735, doi:10.1210/er.2006-0037. 596. Wu, Z.; Puigserver, P.; Andersson, U.; Zhang, C.; Adelmant, G.; Mootha, V.; Troy, A.; Cinti, S.; Lowell, B.;
Scarpulla, R.C.; et al. Mechanisms controlling mitochondrial biogenesis and respiration through the
thermogenic coactivator PGC-1. Cell 1999, 98, 115–124, doi:10.1016/S0092-8674(00)80611-X. 597. St-Pierre, J.; Drori, S.; Uldry, M.; Silvaggi, J.M.; Rhee, J.; Jager, S.; Handschin, C.; Zheng, K.; Lin, J.; Yang,
W.; et al. References Watanabe, K.; Fujii, H.; Takahashi, T.; Kodama, M.; Aizawa, Y.; Ohta, Y.; Ono, T.; Hasegawa, G.; Naito, M.;
Nakajima, T.; et al. Constitutive regulation of cardiac fatty acid metabolism through peroxisome
proliferator-activated receptor alpha associated with age-dependent cardiac toxicity. J. Biol. Chem. 2000,
275, 22293–22299, doi:10.1074/jbc.M000248200. j
609. Minnich, A.; Tian, N.; Byan, L.; Bilder, G. A potent PPARalpha agonist stimulates mitochondrial fatty acid
beta-oxidation in liver and skeletal muscle. Am. J. Physiol. Endocrinol. Metab. 2001, 280, E270–E279,
doi:10.1152/ajpendo.2001.280.2.E270. 610. Iershov, A.; Nemazanyy, I.; Alkhoury, C.; Girard, M.; Barth, E.; Cagnard, N.; Montagner, A.; Chretien, D.;
Rugarli, E.I.; Guillou, H.; et al. The class 3 PI3K coordinates autophagy and mitochondrial lipid catabolism
by controlling nuclear receptor PPARalpha. Nat. Commun. 2019, 10, 1566, doi:10.1038/s41467-019-09598-9. 611. Cree, M.G.; Zwetsloot, J.J.; Herndon, D.N.; Qian, T.; Morio, B.; Fram, R.; Sanford, A.P.; Aarsland, A.; Wolfe,
R.R. Insulin sensitivity and mitochondrial function are improved in children with burn injury during a
randomized
controlled
trial
of
fenofibrate. Ann. Surg. 2007,
245,
214–221,
doi:10.1097/01.sla.0000250409.51289.ca. 612. Hong, M.; Song, K.D.; Lee, H.K.; Yi, S.; Lee, Y.S.; Heo, T.H.; Jun, H.S.; Kim, S.J. Fibrates inhibit the apoptosis
of Batten disease lymphoblast cells via autophagy recovery and regulation of mitochondrial membrane
potential. In Vitro Cell Dev. Biol. Anim. 2016, 52, 349–355, doi:10.1007/s11626-015-9979-7. 613. Mohagheghi, F.; Ahmadiani, A.; Rahmani, B.; Moradi, F.; Romond, N.; Khalaj, L. Gemfibrozil pretreatment
resulted in a sexually dimorphic outcome in the rat models of global cerebral ischemia-reperfusion via
modulation of mitochondrial pro-survival and apoptotic cell death factors as well as MAPKs. J. Mol. Neurosci. 2013, 50, 379–393, doi:10.1007/s12031-012-9932-0. 614. Brunmair, B.; Lest, A.; Staniek, K.; Gras, F.; Scharf, N.; Roden, M.; Nohl, H.; Waldhausl, W.; Furnsinn, C. Fenofibrate impairs rat mitochondrial function by inhibition of respiratory complex I. J. Pharmacol. Exp. Ther. 2004, 311, 109–114, doi:10.1124/jpet.104.068312. 615. Zhou, S.; Wallace, K.B. The effect of peroxisome proliferators on mitochondrial bioenergetics. Toxicol. Sci. 1999, 48, 82–89, doi:10.1093/toxsci/48.1.82. 616. Zungu, M.; Young, M.E.; Stanley, W.C.; Essop, M.F. Chronic treatment with the peroxisome proliferator-
activated receptor alpha agonist Wy-14,643 attenuates myocardial respiratory capacity and contractile
function. Mol. Cell Biochem. 2009, 330, 55–62, doi:10.1007/s11010-009-0100-y. 617. Koh, J.H.; Hancock, C.R.; Terada, S.; Higashida, K.; Holloszy, J.O.; Han, D.H. PPARbeta Is Essential for
Maintaining Normal Levels of PGC-1alpha and Mitochondria and for the Increase in Muscle Mitochondria
Induced by Exercise. Cell Metab. 2017, 25, 1176–1185 e1175, doi:10.1016/j.cmet.2017.04.029. 618. References Suppression of reactive oxygen species and neurodegeneration by the PGC-1 transcriptional
coactivators. Cell 2006, 127, 397–408, doi:10.1016/j.cell.2006.09.024. 598. Lanza, I.R.; Zabielski, P.; Klaus, K.A.; Morse, D.M.; Heppelmann, C.J.; Bergen, H.R., 3rd; Dasari, S.;
Walrand, S.; Short, K.R.; Johnson, M.L.; et al. Chronic caloric restriction preserves mitochondrial function
in senescence without increasing mitochondrial biogenesis. Cell Metab. 2012, 16, 777–788,
doi:10.1016/j.cmet.2012.11.003. 599. Hepple, R.T.; Baker, D.J.; McConkey, M.; Murynka, T.; Norris, R. Caloric restriction protects mitochondrial
function with aging in skeletal and cardiac muscles. Rejuvenation Res. 2006, 9, 219–222,
doi:10.1089/rej.2006.9.219. 600. Miller, B.F.; Robinson, M.M.; Bruss, M.D.; Hellerstein, M.; Hamilton, K.L. A comprehensive assessment of
mitochondrial protein synthesis and cellular proliferation with age and caloric restriction. Aging Cell 2012,
11, 150–161, doi:10.1111/j.1474-9726.2011.00769.x. 601. Lopez-Lluch, G.; Hunt, N.; Jones, B.; Zhu, M.; Jamieson, H.; Hilmer, S.; Cascajo, M.V.; Allard, J.; Ingram,
D.K.; Navas, P.; et al. Calorie restriction induces mitochondrial biogenesis and bioenergetic efficiency. Proc. Natl. Acad. Sci. USA 2006, 103, 1768–1773, doi:10.1073/pnas.0510452103. p
602. Gudiksen, A.; Pilegaard, H. PGC-1alpha and fasting-induced PDH regulation in mouse skeletal muscle. Physiol. Rep. 2017, 5, doi:10.14814/phy2.13222. 603. Geng, T.; Li, P.; Okutsu, M.; Yin, X.; Kwek, J.; Zhang, M.; Yan, Z. PGC-1alpha plays a functional role in
exercise-induced mitochondrial biogenesis and angiogenesis but not fiber-type transformation in mouse
skeletal muscle. Am. J. Physiol. Cell Physiol. 2010, 298, C572–C579, doi:10.1152/ajpcell.00481.2009. 604. Leick, L.; Wojtaszewski, J.F.; Johansen, S.T.; Kiilerich, K.; Comes, G.; Hellsten, Y.; Hidalgo, J.; Pilegaard, H. PGC-1alpha is not mandatory for exercise- and training-induced adaptive gene responses in mouse skeletal
muscle. Am. J. Physiol. Endocrinol. Metab. 2008, 294, E463–E474, doi:10.1152/ajpendo.00666.2007. 605. Vega, R.B.; Huss, J.M.; Kelly, D.P. The coactivator PGC-1 cooperates with peroxisome proliferator-activated
receptor alpha in transcriptional control of nuclear genes encoding mitochondrial fatty acid oxidation
enzymes. Mol. Cell Biol. 2000, 20, 1868–1876, doi:10.1128/mcb.20.5.1868-1876.2000. y
606. Perez-Schindler, J.; Summermatter, S.; Salatino, S.; Zorzato, F.; Beer, M.; Balwierz, P.J.; van Nimwegen, E.;
Feige, J.N.; Auwerx, J.; Handschin, C. The corepressor NCoR1 antagonizes PGC-1alpha and estrogen-
related receptor alpha in the regulation of skeletal muscle function and oxidative metabolism. Mol. Cell Biol. 2012, 32, 4913–4924, doi:10.1128/MCB.00877-12. 607. Zolezzi, J.M.; Silva-Alvarez, C.; Ordenes, D.; Godoy, J.A.; Carvajal, F.J.; Santos, M.J.; Inestrosa, N.C. Peroxisome proliferator-activated receptor (PPAR) gamma and PPARalpha agonists modulate
mitochondrial
fusion-fission
dynamics:
Relevance
to
reactive
oxygen
species
(ROS)-related
neurodegenerative disorders? PLoS ONE 2013, 8, e64019, doi:10.1371/journal.pone.0064019. 64 of 75 Cells 2020, 9, 1708 608. References Dressel, U.; Allen, T.L.; Pippal, J.B.; Rohde, P.R.; Lau, P.; Muscat, G.E. The peroxisome proliferator-
activated receptor beta/delta agonist, GW501516, regulates the expression of genes involved in lipid
catabolism and energy uncoupling in skeletal muscle cells. Mol. Endocrinol. 2003, 17, 2477–2493,
doi:10.1210/me.2003-0151. 619. Dulloo, A.G.; Samec, S. Uncoupling proteins: Their roles in adaptive thermogenesis and substrate
metabolism reconsidered. Br. J. Nutr. 2001, 86, 123–139, doi:10.1079/bjn2001412. 620. Luquet, S.; Lopez-Soriano, J.; Holst, D.; Fredenrich, A.; Melki, J.; Rassoulzadegan, M.; Grimaldi, P.A. Peroxisome proliferator-activated receptor delta controls muscle development and oxidative capability. FASEB J. 2003, 17, 2299–2301, doi:10.1096/fj.03-0269fje. 621. Lin, J.; Wu, H.; Tarr, P.T.; Zhang, C.Y.; Wu, Z.; Boss, O.; Michael, L.F.; Puigserver, P.; Isotani, E.; Olson,
E.N.; et al. Transcriptional co-activator PGC-1 alpha drives the formation of slow-twitch muscle fibres. Nature 2002, 418, 797–801, doi:10.1038/nature00904. 622. Kleiner, S.; Nguyen-Tran, V.; Bare, O.; Huang, X.; Spiegelman, B.; Wu, Z. PPAR{delta} agonism activates
fatty acid oxidation via PGC-1{alpha} but does not increase mitochondrial gene expression and function. J. Biol. Chem. 2009, 284, 18624–18633, doi:10.1074/jbc.M109.008797. 623. Fan, W.; Waizenegger, W.; Lin, C.S.; Sorrentino, V.; He, M.X.; Wall, C.E.; Li, H.; Liddle, C.; Yu, R.T.; Atkins,
A.R.; et al. PPARdelta Promotes Running Endurance by Preserving Glucose. Cell Metab. 2017, 25, 1186–1193
e1184, doi:10.1016/j.cmet.2017.04.006. 624. Zhou, Y.; Yang, J.; Huang, J.; Li, T.; Xu, D.; Zuo, B.; Hou, L.; Wu, W.; Zhang, L.; Xia, X.; et al. The formation
of brown adipose tissue induced by transgenic over-expression of PPARgamma2. Biochem. Biophys. Res. Commun. 2014, 446, 959–964, doi:10.1016/j.bbrc.2014.03.033. 65 of 75 Cells 2020, 9, 1708 625. Son, N.H.; Park, T.S.; Yamashita, H.; Yokoyama, M.; Huggins, L.A.; Okajima, K.; Homma, S.; Szabolcs, M.J.;
Huang, L.S.; Goldberg, I.J. Cardiomyocyte expression of PPARgamma leads to cardiac dysfunction in mice. J. Clin. Investig. 2007, 117, 2791–2801, doi:10.1172/JCI30335. 626. Wilson-Fritch, L.; Nicoloro, S.; Chouinard, M.; Lazar, M.A.; Chui, P.C.; Leszyk, J.; Straubhaar, J.; Czech,
M.P.; Corvera, S. Mitochondrial remodeling in adipose tissue associated with obesity and treatment with
rosiglitazone. J. Clin. Investig. 2004, 114, 1281–1289, doi:10.1172/JCI21752. 627. Hakansson, J.; Eliasson, B.; Smith, U.; Enerback, S. Adipocyte mitochondrial genes and the forkhead factor
FOXC2 are decreased in type 2 diabetes patients and normalized in response to rosiglitazone. Diabetol. Metab. Syndr. 2011, 3, 32, doi:10.1186/1758-5996-3-32. y
628. Bogacka, I.; Xie, H.; Bray, G.A.; Smith, S.R. Pioglitazone induces mitochondrial biogenesis in human
subcutaneous adipose tissue in vivo. Diabetes 2005, 54, 1392–1399, doi:10.2337/diabetes.54.5.1392. 629. References Rong, J.X.; Klein, J.L.; Qiu, Y.; Xie, M.; Johnson, J.H.; Waters, K.M.; Zhang, V.; Kashatus, J.A.; Remlinger,
K.S.; Bing, N.; et al. Rosiglitazone Induces Mitochondrial Biogenesis in Differentiated Murine 3T3-L1 and
C3H/10T1/2 Adipocytes. PPAR Res. 2011, 2011, 179454, doi:10.1155/2011/179454. 630. Wang, Y.L.; Frauwirth, K.A.; Rangwala, S.M.; Lazar, M.A.; Thompson, C.B. Thiazolidinedione activation
of peroxisome proliferator-activated receptor gamma can enhance mitochondrial potential and promote
cell survival. J. Biol. Chem. 2002, 277, 31781–31788, doi:10.1074/jbc.M204279200. 631. Chiang, M.C.; Chern, Y.; Huang, R.N. PPARgamma rescue of the mitochondrial dysfunc
Huntington’s disease. Neurobiol. Dis. 2012, 45, 322–328, doi:10.1016/j.nbd.2011.08.016. 632. Dello Russo, C.; Gavrilyuk, V.; Weinberg, G.; Almeida, A.; Bolanos, J.P.; Palmer, J.; Pelligrino, D.; Galea, E.;
Feinstein, D.L. Peroxisome proliferator-activated receptor gamma thiazolidinedione agonists increase
glucose metabolism in astrocytes. J. Biol. Chem. 2003, 278, 5828–5836, doi:10.1074/jbc.M208132200. 633. Miglio, G.; Rosa, A.C.; Rattazzi, L.; Collino, M.; Lombardi, G.; Fantozzi, R. PPARgamma stimulation
promotes mitochondrial biogenesis and prevents glucose deprivation-induced neuronal cell loss. Neurochem. Int. 2009, 55, 496–504, doi:10.1016/j.neuint.2009.05.001. 634. Ghosh, S.; Patel, N.; Rahn, D.; McAllister, J.; Sadeghi, S.; Horwitz, G.; Berry, D.; Wang, K.X.; Swerdlow,
R.H. The thiazolidinedione pioglitazone alters mitochondrial function in human neuron-like cells. Mol. Pharmacol. 2007, 71, 1695–1702, doi:10.1124/mol.106.033845. 635. Feinstein, D.L.; Spagnolo, A.; Akar, C.; Weinberg, G.; Murphy, P.; Gavrilyuk, V.; Dello Russo, C. Receptor-
independent actions of PPAR thiazolidinedione agonists: Is mitochondrial function the key? Biochem. Pharmacol. 2005, 70, 177–188, doi:10.1016/j.bcp.2005.03.033. 636. Colca, J.R.; Tanis, S.P.; McDonald, W.G.; Kletzien, R.F. Insulin sensitizers in 2013: New insights for the
development of novel therapeutic agents to treat metabolic diseases. Expert Opin. Investig. Drugs 2014, 23,
1–7, doi:10.1517/13543784.2013.839659. 637. Hobbs, M.V.; Weigle, W.O.; Noonan, D.J.; Torbett, B.E.; McEvilly, R.J.; Koch, R.J.; Cardenas, G.J.; Ernst,
D.N. Patterns of cytokine gene expression by CD4+ T cells from young and old mice. J. Immunol. 1993, 150,
3602–3614. 638. Riancho, J.A.; Zarrabeitia, M.T.; Amado, J.A.; Olmos, J.M.; Gonzalez-Macias, J. Age-related differences in
cytokine secretion. Gerontology 1994, 40, 8–12, doi:10.1159/000213568. 639. Miller, R.A. Aging and immune function. Int. Rev. Cytol. 1991, 124, 187–215, doi:10.1016/s0074-
7696(08)61527-2. 640. Kubo, M.; Cinader, B. Polymorphism of age-related changes in interleukin (IL) production: Differential
changes of T helper subpopulations, synthesizing IL 2, IL 3 and IL 4. Eur. J. Immunol. 1990, 20, 1289–1296,
doi:10.1002/eji.1830200614. 641. Hayek, M.G.; Mura, C.; Wu, D.; Beharka, A.A.; Han, S.N.; Paulson, K.E.; Hwang, D.; Meydani, S.N. Enhanced expression of inducible cyclooxygenase with age in murine macrophages. J. Immunol. References 1997, 159,
2445–2451. 642. Erol, A. Interleukin-6 (IL-6) is still the leading biomarker of the metabolic and aging related disorders. Med. Hypotheses 2007, 69, 708, doi:10.1016/j.mehy.2007.01.021. 643. Ricote, M.; Huang, J.; Fajas, L.; Li, A.; Welch, J.; Najib, J.; Witztum, J.L.; Auwerx, J.; Palinski, W.; Glass, C.K. Expression of the peroxisome proliferator-activated receptor gamma (PPARgamma) in human
atherosclerosis and regulation in macrophages by colony stimulating factors and oxidized low density
lipoprotein. Proc. Natl. Acad. Sci. USA 1998, 95, 7614–7619. 66 of 75 Cells 2020, 9, 1708 644. Jiang, C.; Ting, A.T.; Seed, B. PPAR-gamma agonists inhibit production of monocyte inflammatory
cytokines. Nature 1998, 391, 82–86, doi:10.1038/34184. 645. Okada, M.; Yan, S.F.; Pinsky, D.J. Peroxisome proliferator-activated receptor-gamma (PPAR-gamma)
activation suppresses ischemic induction of Egr-1 and its inflammatory gene targets. FASEB J. 2002, 16,
1861–1868, doi:10.1096/fj.02-0503com. 646. Barbier, O.; Torra, I.P.; Duguay, Y.; Blanquart, C.; Fruchart, J.C.; Glineur, C.; Staels, B. Pleiotropic actions of
peroxisome proliferator-activated receptors in lipid metabolism and atherosclerosis. Arterioscler. Thromb. Vasc. Biol. 2002, 22, 717–726. 647. Narala, V.R.; Adapala, R.K.; Suresh, M.V.; Brock, T.G.; Peters-Golden, M.; Reddy, R.C. Leukotriene B4 is a
physiologically relevant endogenous peroxisome proliferator-activated receptor-alpha agonist. J. Biol. Chem. 2010, 285, 22067–22074, doi:10.1074/jbc.M109.085118. 648. Delerive, P.; De Bosscher, K.; Besnard, S.; Vanden Berghe, W.; Peters, J.M.; Gonzalez, F.J.; Fruchart, J.C.;
Tedgui, A.; Haegeman, G.; Staels, B. Peroxisome proliferator-activated receptor alpha negatively regulates
the vascular inflammatory gene response by negative cross-talk with transcription factors NF-kappaB and
AP-1. J. Biol. Chem. 1999, 274, 32048–32054. 649. Crisafulli, C.; Cuzzocrea, S. The role of endogenous and exogenous ligands for the peroxisome proliferator-
activated receptor alpha (PPAR-alpha) in the regulation of inflammation in macrophages. Shock 2009, 32,
62–73, doi:10.1097/shk.0b013e31818bbad6. 650. Peters, J.M.; Hollingshead, H.E.; Gonzalez, F.J. Role of peroxisome-proliferator-activated receptor
beta/delta (PPARbeta/delta) in gastrointestinal tract function and disease. Clin. Sci. (Lond.) 2008, 115, 107–
127, doi:10.1042/CS20080022. 651. Ding, G.; Cheng, L.; Qin, Q.; Frontin, S.; Yang, Q. PPARdelta modulates lipopolysaccharide-induced
TNFalpha inflammation signaling in cultured cardiomyocytes. J. Mol. Cell Cardiol. 2006, 40, 821–828,
doi:10.1016/j.yjmcc.2006.03.422. 652. Iwashita, A.; Muramatsu, Y.; Yamazaki, T.; Muramoto, M.; Kita, Y.; Yamazaki, S.; Mihara, K.; Moriguchi,
A.; Matsuoka, N. Neuroprotective efficacy of the peroxisome proliferator-activated receptor delta-selective
agonists in vitro and in vivo. J. Pharmacol. Exp. Ther. 2007, 320, 1087–1096, doi:10.1124/jpet.106.115758. 653. Benetti, E.; Mastrocola, R.; Rogazzo, M.; Chiazza, F.; Aragno, M.; Fantozzi, R.; Collino, M.; Minetto, M.A. References High sugar intake and development of skeletal muscle insulin resistance and inflammation in mice: A
protective role for PPAR- delta agonism. Mediat. Inflamm. 2013, 2013, 509502, doi:10.1155/2013/509502. 654. Lewis, J.D.; Lichtenstein, G.R.; Deren, J.J.; Sands, B.E.; Hanauer, S.B.; Katz, J.A.; Lashner, B.; Present, D.H.;
Chuai, S.; Ellenberg, J.H.; et al. Rosiglitazone for active ulcerative colitis: A randomized placebo-controlled
trial. Gastroenterology 2008, 134, 688–695, doi:10.1053/j.gastro.2007.12.012. 655. Lewis, J.D.; Lichtenstein, G.R.; Stein, R.B.; Deren, J.J.; Judge, T.A.; Fogt, F.; Furth, E.E.; Demissie, E.J.; Hurd,
L.B.; Su, C.G.; et al. An open-label trial of the PPAR-gamma ligand rosiglitazone for active ulcerative colitis. Am. J. Gastroenterol. 2001, 96, 3323–3328, doi:10.1111/j.1572-0241.2001.05333.x. J
j
656. Liang, H.L.; Ouyang, Q. A clinical trial of combined use of rosiglitazone and 5-aminosalicylate for
ulcerative colitis. World J. Gastroenterol. WJG 2008, 14, 114–119. 657. Bassaganya-Riera, J.; Hontecillas, R. CLA and n-3 PUFA differentially modulate clinical activity and colonic
PPAR-responsive gene expression in a pig model of experimental IBD. Clin. Nutr. 2006, 25, 454–465,
doi:10.1016/j.clnu.2005.12.008. 658. Hontecillas, R.; Wannemeulher, M.J.; Zimmerman, D.R.; Hutto, D.L.; Wilson, J.H.; Ahn, D.U.; Bassaganya-
Riera, J. Nutritional regulation of porcine bacterial-induced colitis by conjugated linoleic acid. J. Nutr. 2002,
132, 2019–2027. 659. Sanchez-Hidalgo, M.; Martin, A.R.; Villegas, I.; de la Lastra, C.A. Rosiglitazone, a PPARgamma ligand,
modulates signal transduction pathways during the development of acute TNBS-induced colitis in rats. Eur. J. Pharmacol. 2007, 562, 247–258, doi:10.1016/j.ejphar.2007.01.047. 660. Sato, N.; Kozar, R.A.; Zou, L.; Weatherall, J.M.; Attuwaybi, B.; Moore-Olufemi, S.D.; Weisbrodt, N.W.;
Moore,
F.A. Peroxisome proliferator-activated receptor
gamma
mediates
protection
against
cyclooxygenase-2-induced gut dysfunction in a rodent model of mesenteric ischemia/reperfusion. Shock
2005, 24, 462–469. 661. Saubermann, L.J.; Nakajima, A.; Wada, K.; Zhao, S.; Terauchi, Y.; Kadowaki, T.; Aburatani, H.; Matsuhashi,
N.; Nagai, R.; Blumberg, R.S. Peroxisome proliferator-activated receptor gamma agonist ligands stimulate
a Th2 cytokine response and prevent acute colitis. Inflamm. Bowel Dis. 2002, 8, 330–339. 67 of 75 Cells 2020, 9, 1708 662. Su, C.G.; Wen, X.; Bailey, S.T.; Jiang, W.; Rangwala, S.M.; Keilbaugh, S.A.; Flanigan, A.; Murthy, S.; Lazar,
M.A.; Wu, G.D. A novel therapy for colitis utilizing PPAR-gamma ligands to inhibit the epithelial
inflammatory response. J. Clin. Investig. 1999, 104, 383–389, doi:10.1172/JCI7145. 663. Kundu, P.; Ling, T.W.; Korecka, A.; Li, Y.; D’Arienzo, R.; Bunte, R.M.; Berger, T.; Arulampalam, V.;
Chambon, P.; Mak, T.W.; et al. Absence of intestinal PPARgamma aggravates acute infectious colitis in
mice
through
a
lipocalin-2-dependent
pathway. References PLoS
Pathog
2014,
10,
e1003887,
doi:10.1371/journal.ppat.1003887. 664. Michalik, L.; Wahli, W. PPARs Mediate Lipid Signaling in Inflammation and Cancer. PPAR Res. 2008, 2008,
134059, doi:10.1155/2008/134059. 665. Shah, Y.M.; Morimura, K.; Gonzalez, F.J. Expression of peroxisome proliferator-activated receptor-gamma
in macrophage suppresses experimentally induced colitis. Am. J. Physiol. Gastrointest. Liver Physiol. 2007,
292, G657–G666, doi:10.1152/ajpgi.00381.2006. 666. Leung, E.; Hong, J.; Fraser, A.; Merriman, T.; Krissansen, G. PPAR-gamma and Crohn’s disease in New
Zealand. Gastroenterology 2006, 130, 2249–2250; author reply 2250, doi:10.1053/j.gastro.2006.04.053. 667. Wada, K.; Nakajima, A.; Blumberg, R.S. PPARgamma and inflammatory bowel disease: A new therapeutic
target for ulcerative colitis and Crohn’s disease. Trends Mol. Med. 2001, 7, 329–331. 668. Pascual, G.; Fong, A.L.; Ogawa, S.; Gamliel, A.; Li, A.C.; Perissi, V.; Rose, D.W.; Willson, T.M.; Rosenfeld,
M.G.; Glass, C.K. A SUMOylation-dependent pathway mediates transrepression of inflammatory response
genes by PPAR-gamma. Nature 2005, 437, 759–763, doi:10.1038/nature03988. 669. Chawla, A.; Barak, Y.; Nagy, L.; Liao, D.; Tontonoz, P.; Evans, R.M. PPAR-gamma dependent and
independent effects on macrophage-gene expression in lipid metabolism and inflammation. Nat. Med. 2001,
7, 48–52, doi:10.1038/83336. 670. Gosset, P.; Charbonnier, A.S.; Delerive, P.; Fontaine, J.; Staels, B.; Pestel, J.; Tonnel, A.B.; Trottein, F. Peroxisome proliferator-activated receptor gamma activators affect the maturation of human monocyte-
derived dendritic cells. Eur. J. Immunol. 2001, 31, 2857–2865. 671. Faveeuw, C.; Fougeray, S.; Angeli, V.; Fontaine, J.; Chinetti, G.; Gosset, P.; Delerive, P.; Maliszewski, C.;
Capron, M.; Staels, B.; et al. Peroxisome proliferator-activated receptor gamma activators inhibit
interleukin-12 production in murine dendritic cells. FEBS Lett. 2000, 486, 261–266. 672. Odegaard, J.I.; Ricardo-Gonzalez, R.R.; Goforth, M.H.; Morel, C.R.; Subramanian, V.; Mukundan, L.; Red
Eagle, A.; Vats, D.; Brombacher, F.; Ferrante, A.W.; et al. Macrophage-specific PPARgamma controls
alternative
activation
and
improves
insulin
resistance. Nature
2007,
447,
1116–1120,
doi:10.1038/nature05894. 673. Klotz, L.; Schmidt, S.; Heun, R.; Klockgether, T.; Kolsch, H. Association of the PPARgamma gene
polymorphism Pro12Ala with delayed onset of multiple sclerosis. Neurosci. Lett. 2009, 449, 81–83,
doi:10.1016/j.neulet.2008.10.066. 674. Regieli, J.J.; Jukema, J.W.; Doevendans, P.A.; Zwinderman, A.H.; van der Graaf, Y.; Kastelein, J.J.; Grobbee,
D.E. PPAR gamma variant influences angiographic outcome and 10-year cardiovascular risk in male
symptomatic coronary artery disease patients. Diabetes Care 2009, 32, 839–844, doi:10.2337/dc08-1819. 675. Jiang, J.; Xie, Z.; Guo, J.; Wang, Y.; Liu, C.; Zhang, S.; Tang, W.; Chen, Y. Association of PPARG rs 1801282
C>G polymorphism with risk of colorectal cancer: From a case-control study to a meta-analysis. References Oncotarget
2017, 8, 100558–100569, doi:10.18632/oncotarget.20138. 676. Lin, J.; Chen, Y.; Tang, W.F.; Liu, C.; Zhang, S.; Guo, Z.Q.; Chen, G.; Zheng, X.W. PPARG rs3856806 C>T
Polymorphism Increased the Risk of Colorectal Cancer: A Case-Control Study in Eastern Chinese Han
Population. Front. Oncol. 2019, 9, 63, doi:10.3389/fonc.2019.00063. 677. Bassaganya-Riera, J.; Reynolds, K.; Martino-Catt, S.; Cui, Y.; Hennighausen, L.; Gonzalez, F.; Rohrer, J.;
Benninghoff, A.U.; Hontecillas, R. Activation of PPAR gamma and delta by conjugated linoleic acid
mediates protection from experimental inflammatory bowel disease. Gastroenterology 2004, 127, 777–791. 678. Yasui, Y.; Hosokawa, M.; Sahara, T.; Suzuki, R.; Ohgiya, S.; Kohno, H.; Tanaka, T.; Miyashita, K. Bitter
gourd seed fatty acid rich in 9c,11t,13t-conjugated linolenic acid induces apoptosis and up-regulates the
GADD45, p53 and PPARgamma in human colon cancer Caco-2 cells. Prostaglandins Leukot. Essent. Fatty
Acids 2005, 73, 113–119, doi:10.1016/j.plefa.2005.04.013. 679. Akinyeke, T.O.; Stewart, L.V. Troglitazone suppresses c-Myc levels in human prostate cancer cells via a
PPARgamma-independent mechanism. Cancer Biol. Ther. 2011, 11, 1046–1058. 68 of 75 Cells 2020, 9, 1708 680. Yang, W.L.; Frucht, H. Activation of the PPAR pathway induces apoptosis and COX-2 inhibition in HT-29
human colon cancer cells. Carcinogenesis 2001, 22, 1379–1383. 681. Subbaramaiah, K.; Lin, D.T.; Hart, J.C.; Dannenberg, A.J. Peroxisome proliferator-activated receptor
gamma ligands suppress the transcriptional activation of cyclooxygenase-2. Evidence for involvement of
activator protein-1 and CREB-binding protein/p300. J. Biol. Chem. 2001, 276, 12440–12448,
doi:10.1074/jbc.M007237200. 682. Vandoros, G.P.; Konstantinopoulos, P.A.; Sotiropoulou-Bonikou, G.; Kominea, A.; Papachristou, G.I.;
Karamouzis, M.V.; Gkermpesi, M.; Varakis, I.; Papavassiliou, A.G. PPAR-gamma is expressed and NF-kB
pathway is activated and correlates positively with COX-2 expression in stromal myofibroblasts surrounding
colon adenocarcinomas. J. Cancer Res. Clin. Oncol. 2006, 132, 76–84, doi:10.1007/s00432-005-0042-z. 683. Heneka, M.T.; Klockgether, T.; Feinstein, D.L. Peroxisome proliferator-activated receptor-gamma ligands
reduce neuronal inducible nitric oxide synthase expression and cell death in vivo. J. Neurosci. 2000, 20, 6862–
6867. 684. Girnun, G.D.; Smith, W.M.; Drori, S.; Sarraf, P.; Mueller, E.; Eng, C.; Nambiar, P.; Rosenberg, D.W.; Bronson,
R.T.; Edelmann, W.; et al. APC-dependent suppression of colon carcinogenesis by PPARgamma. Proc. Natl. Acad. Sci. USA 2002, 99, 13771–13776, doi:10.1073/pnas.162480299. 685. Fujisawa, T.; Nakajima, A.; Fujisawa, N.; Takahashi, H.; Ikeda, I.; Tomimoto, A.; Yonemitsu, K.; Nakajima,
N.; Kudo, C.; Wada, K.; et al. Peroxisome proliferator-activated receptor gamma (PPARgamma) suppresses
colonic epithelial cell turnover and colon carcinogenesis through inhibition of the beta-catenin/T cell factor
(TCF) pathway. J. Pharmacol. Sci. 2008, 106, 627–638. 686. References Aoyama, T.; Peters, J.M.; Iritani, N.; Nakajima, T.; Furihata, K.; Hashimoto, T.; Gonzalez, F.J. Altered
constitutive expression of fatty acid-metabolizing enzymes in mice lacking the peroxisome proliferator-
activated receptor alpha (PPARalpha). J. Biol. Chem. 1998, 273, 5678–5684, doi:10.1074/jbc.273.10.5678. 698. Badman, M.K.; Pissios, P.; Kennedy, A.R.; Koukos, G.; Flier, J.S.; Maratos-Flier, E. Hepatic fibroblast growth
factor 21 is regulated by PPARalpha and is a key mediator of hepatic lipid metabolism in ketotic states. Cell
Metab. 2007, 5, 426–437, doi:10.1016/j.cmet.2007.05.002. 699. Galman, C.; Lundasen, T.; Kharitonenkov, A.; Bina, H.A.; Eriksson, M.; Hafstrom, I.; Dahlin, M.; Amark,
P.; Angelin, B.; Rudling, M. The circulating metabolic regulator FGF21 is induced by prolonged fasting and
PPARalpha activation in man. Cell Metab. 2008, 8, 169–174, doi:10.1016/j.cmet.2008.06.014. 700. Iroz, A.; Montagner, A.; Benhamed, F.; Levavasseur, F.; Polizzi, A.; Anthony, E.; Regnier, M.; Fouche, E.;
Lukowicz, C.; Cauzac, M.; et al. A Specific ChREBP and PPARalpha Cross-Talk Is Required for the Glucose-
Mediated FGF21 Response. Cell Rep. 2017, 21, 403–416, doi:10.1016/j.celrep.2017.09.065. 701. Li, G.; Brocker, C.N.; Yan, T.; Xie, C.; Krausz, K.W.; Xiang, R.; Gonzalez, F.J. Corrigendum to “Metabolic
adaptation to intermittent fasting is independent of peroxisome proliferator-activated receptor alpha” [Mol
Metab 7 (2018) 80–89]. Mol. Metab. 2018, 9, 217–219, doi:10.1016/j.molmet.2018.01.008. 702. Chaix, A.; Lin, T.; Le, H.D.; Chang, M.W.; Panda, S. Time-Restricted Feeding Prevents Obesity and
Metabolic Syndrome in Mice Lacking a Circadian Clock. Cell Metab. 2019, 29, 303–319.e4,
doi:10.1016/j.cmet.2018.08.004. 703. Adamo, K.B.; Dent, R.; Langefeld, C.D.; Cox, M.; Williams, K.; Carrick, K.M.; Stuart, J.S.; Sundseth, S.S.;
Harper, M.E.; McPherson, R.; et al. Peroxisome proliferator-activated receptor gamma 2 and acyl-CoA
synthetase 5 polymorphisms influence diet response. Obesity (Silver Spring) 2007, 15, 1068–1075,
doi:10.1038/oby.2007.630. 704. Matsuo, T.; Nakata, Y.; Katayama, Y.; Iemitsu, M.; Maeda, S.; Okura, T.; Kim, M.K.; Ohkubo, H.; Hotta, K.;
Tanaka, K. PPARG genotype accounts for part of individual variation in body weight reduction in response
to calorie restriction. Obesity (Silver Spring) 2009, 17, 1924–1931, doi:10.1038/oby.2009.199. 705. Stryjecki, C.; Peralta-Romero, J.; Alyass, A.; Karam-Araujo, R.; Suarez, F.; Gomez-Zamudio, J.; Burguete-
Garcia, A.; Cruz, M.; Meyre, D. Association between PPAR-gamma2 Pro12Ala genotype and insulin
resistance is modified by circulating lipids in Mexican children. Sci. Rep. 2016, 6, 24472,
doi:10.1038/srep24472. 706. Masugi, J.; Tamori, Y.; Mori, H.; Koike, T.; Kasuga, M. Inhibitory effect of a proline-to-alanine substitution
at codon 12 of peroxisome proliferator-activated receptor-gamma 2 on thiazolidinedione-induced
adipogenesis. Biochem. Biophys. Res. Commun. 2000, 268, 178–182, doi:10.1006/bbrc.2000.2096. 707. References Peeters, A.; Baes, M. Role of PPAR in Hepatic Carbohydrate Metabolism. PPAR Res. 2010, 2010,
doi:http://dx.doi.org/10.1155/2010/572405. 687. Xu, J.; Xiao, G.; Trujillo, C.; Chang, V.; Blanco, L.; Joseph, S.B.; Bassilian, S.; Saad, M.F.; Tontonoz, P.; Lee,
W.N.; et al. Peroxisome proliferator-activated receptor alpha (PPARalpha) influences substrate utilization
for hepatic glucose production. J. Biol. Chem. 2002, 277, 50237–50244, doi:10.1074/jbc.M201208200. 688. Mandard, S.; Stienstra, R.; Escher, P.; Tan, N.S.; Kim, I.; Gonzalez, F.J.; Wahli, W.; Desvergne, B.; Muller,
M.; Kersten, S. Glycogen synthase 2 is a novel target gene of peroxisome proliferator-activated receptors. Cell Mol. Life Sci. 2007, 64, 1145–1157, doi:10.1007/s00018-007-7006-1. 689. Finck, B.N.; Lehman, J.J.; Leone, T.C.; Welch, M.J.; Bennett, M.J.; Kovacs, A.; Han, X.; Gross, R.W.; Kozak,
R.; Lopaschuk, G.D.; et al. The cardiac phenotype induced by PPARalpha overexpression mimics that
caused by diabetes mellitus. J. Clin. Investig. 2002, 109, 121–130, doi:10.1172/JCI14080. 690. Philp, A.; MacKenzie, M.G.; Belew, M.Y.; Towler, M.C.; Corstorphine, A.; Papalamprou, A.; Hardie, D.G.;
Baar, K. Glycogen content regulates peroxisome proliferator activated receptor- partial differential (PPAR-
partial
differential)
activity
in
rat
skeletal
muscle. PLoS
ONE
2013,
8,
e77200,
doi:10.1371/journal.pone.0077200. 691. Rodriguez, J.C.; Gil-Gomez, G.; Hegardt, F.G.; Haro, D. Peroxisome proliferator-activated receptor
mediates induction of the mitochondrial 3-hydroxy-3-methylglutaryl-CoA synthase gene by fatty acids. J. Biol. Chem. 1994, 269, 18767–18772. 692. Rakhshandehroo, M.; Hooiveld, G.; Muller, M.; Kersten, S. Comparative analysis of gene regulation by the
transcription
factor
PPARalpha between
mouse and
human. PLoS
ONE
2009,
4,
e6796,
doi:10.1371/journal.pone.0006796. 693. Louet, J.F.; Chatelain, F.; Decaux, J.F.; Park, E.A.; Kohl, C.; Pineau, T.; Girard, J.; Pegorier, J.P. Long-chain
fatty acids regulate liver carnitine palmitoyltransferase I gene (L-CPT I) expression through a peroxisome-
proliferator-activated receptor alpha (PPARalpha)-independent pathway. Biochem. J. 2001, 354, 189–197,
doi:10.1042/0264-6021:3540189. 694. Mascaro, C.; Acosta, E.; Ortiz, J.A.; Marrero, P.F.; Hegardt, F.G.; Haro, D. Control of human muscle-type
carnitine palmitoyltransferase I gene transcription by peroxisome proliferator-activated receptor. J. Biol. Chem. 1998, 273, 8560–8563, doi:10.1074/jbc.273.15.8560. j
695. Barrero, M.J.; Camarero, N.; Marrero, P.F.; Haro, D. Control of human carnitine palmitoyltransferase II
gene transcription by peroxisome proliferator-activated receptor through a partially conserved peroxisome
proliferator-responsive element. Biochem. J. 2003, 369, 721–729, doi:10.1042/BJ20020851. 696. Gulick, T.; Cresci, S.; Caira, T.; Moore, D.D.; Kelly, D.P. The peroxisome proliferator-activated receptor
regulates mitochondrial fatty acid oxidative enzyme gene expression. Proc. Natl. Acad. Sci. USA 1994, 91,
11012–11016, doi:10.1073/pnas.91.23.11012. 69 of 75 Cells 2020, 9, 1708 697. References Thyroid hormone receptors regulate adipogenesis and carcinogenesis via crosstalk
signaling with peroxisome proliferator-activated receptors. J. Mol. Endocrinol. 2010, 44, 143–154,
doi:10.1677/JME-09-0107. 718. Liu, Y.Y.; Brent, G.A. Thyroid hormone crosstalk with nuclear receptor signaling in metabolic regulation. Trends Endocrinol. Metab. 2010, 21, 166–173, doi:10.1016/j.tem.2009.11.004. 719. Colbert, L.H.; Mai, V.; Tooze, J.A.; Perkins, S.N.; Berrigan, D.; Hursting, S.D. Negative energy balance
induced by voluntary wheel running inhibits polyp development in APCMin mice. Carcinogenesis 2006, 27,
2103–2107, doi:10.1093/carcin/bgl056. 720. Holloszy, J.O. Mortality rate and longevity of food-restricted exercising male rats: A reevaluation. J. Appl. Physiol. (1985) 1997, 82, 399–403, doi:10.1152/jappl.1997.82.2.399. 721. Manini, T.M.; Everhart, J.E.; Patel, K.V.; Schoeller, D.A.; Colbert, L.H.; Visser, M.; Tylavsky, F.; Bauer, D.C.;
Goodpaster, B.H.; Harris, T.B. Daily activity energy expenditure and mortality among older adults. JAMA
2006, 296, 171–179, doi:10.1001/jama.296.2.171. j
722. Warburton, D.E.; Nicol, C.W.; Bredin, S.S. Health benefits of physical activity: The evidence. CMAJ 2006,
174, 801–809, doi:10.1503/cmaj.051351. 723. Laaksonen, D.E.; Lindstrom, J.; Lakka, T.A.; Eriksson, J.G.; Niskanen, L.; Wikstrom, K.; Aunola, S.;
Keinanen-Kiukaanniemi, S.; Laakso, M.; Valle, T.T.; et al. Physical activity in the prevention of type 2
diabetes: The Finnish diabetes prevention study. Diabetes 2005, 54, 158–165, doi:10.2337/diabetes.54.1.158. 724. Holloszy, J.O. Exercise and longevity: Studies on rats. J. Gerontol. 1988, 43, B149–B151,
doi:10.1093/geronj/43.6.b149. 725. Samorajski, T.; Delaney, C.; Durham, L.; Ordy, J.M.; Johnson, J.A.; Dunlap, W.P. Effect of exercise on
longevity, body weight, locomotor performance, and passive-avoidance memory of C57BL/6J mice. Neurobiol. Aging 1985, 6, 17–24, doi:10.1016/0197-4580(85)90066-1. 726. Pekkanen, J.; Marti, B.; Nissinen, A.; Tuomilehto, J.; Punsar, S.; Karvonen, M.J. Reduction of premature
mortality by high physical activity: A 20-year follow-up of middle-aged Finnish men. Lancet 1987, 1, 1473–
1477, doi:10.1016/s0140-6736(87)92218-5. 727. Fontana, L.; Meyer, T.E.; Klein, S.; Holloszy, J.O. Long-term low-calorie low-protein vegan diet and
endurance exercise are associated with low cardiometabolic risk. Rejuvenation Res. 2007, 10, 225–234,
doi:10.1089/rej.2006.0529. 728. Fontana, L.; Klein, S.; Holloszy, J.O. Long-term low-protein, low-calorie diet and endurance exercise
modulate metabolic factors associated with cancer risk. Am. J. Clin. Nutr. 2006, 84, 1456–1462,
doi:10.1093/ajcn/84.6.1456. 729. Huffman, D.M.; Moellering, D.R.; Grizzle, W.E.; Stockard, C.R.; Johnson, M.S.; Nagy, T.R. Effect of exercise
and calorie restriction on biomarkers of aging in mice. Am. J. Physiol. Regul. Integr. Comp. Physiol. 2008, 294,
R1618–R1627, doi:10.1152/ajpregu.00890.2007. 730. Thomas, A.W.; Davies, N.A.; Moir, H.; Watkeys, L.; Ruffino, J.S.; Isa, S.A.; Butcher, L.R.; Hughes, M.G.;
Morris, K.; Webb, R. References Memisoglu, A.; Hu, F.B.; Hankinson, S.E.; Manson, J.E.; De Vivo, I.; Willett, W.C.; Hunter, D.J. Interaction
between a peroxisome proliferator-activated receptor gamma gene polymorphism and dietary fat intake in
relation to body mass. Hum. Mol. Genet. 2003, 12, 2923–2929, doi:10.1093/hmg/ddg318. y
708. Robitaille, J.; Despres, J.P.; Perusse, L.; Vohl, M.C. The PPAR-gamma P12A polymorphism modulates the
relationship between dietary fat intake and components of the metabolic syndrome: Results from the
Quebec Family Study. Clin. Genet. 2003, 63, 109–116, doi:10.1034/j.1399-0004.2003.00026.x. 709. Luan, J.; Browne, P.O.; Harding, A.H.; Halsall, D.J.; O’Rahilly, S.; Chatterjee, V.K.; Wareham, N.J. Evidence
for
gene-nutrient
interaction
at
the
PPARgamma
locus. Diabetes
2001,
50,
686–689,
doi:10.2337/diabetes.50.3.686. 710. Lindi, V.; Schwab, U.; Louheranta, A.; Laakso, M.; Vessby, B.; Hermansen, K.; Storlien, L.; Riccardi, G.;
Matti IJ Uusitupa for the KANWU Study Group. Impact of the Pro12Ala polymorphism of the PPAR-
gamma2 gene on serum triacylglycerol response to n-3 fatty acid supplementation. Mol. Genet. Metab. 2003,
79, 52–60, doi:10.1016/s1096-7192(03)00065-9. 711. Nicklas, B.J.; van Rossum, E.F.; Berman, D.M.; Ryan, A.S.; Dennis, K.E.; Shuldiner, A.R. Genetic variation
in the peroxisome proliferator-activated receptor-gamma2 gene (Pro12Ala) affects metabolic responses to
weight loss and subsequent weight regain. Diabetes 2001, 50, 2172–2176, doi:10.2337/diabetes.50.9.2172. 712. Ballor, D.L.; Poehlman, E.T. Exercise intensity does not affect depression of resting metabolic rate during
severe diet restriction in male Sprague-Dawley rats. J. Nutr. 1993, 123, 1270–1276. 713. Koizumi, A.; Wada, Y.; Tuskada, M.; Kayo, T.; Naruse, M.; Horiuchi, K.; Mogi, T.; Yoshioka, M.; Sasaki, M.;
Miyamaura, Y.; et al. A tumor preventive effect of dietary restriction is antagonized by a high housing
temperature through deprivation of torpor. Mech. Ageing Dev. 1996, 92, 67–82. 70 of 75 Cells 2020, 9, 1708 714. Tabarean, I.; Morrison, B.; Marcondes, M.C.; Bartfai, T.; Conti, B. Hypothalamic and dietary control of
temperature-mediated longevity. Ageing Res. Rev. 2010, 9, 41–50, doi:10.1016/j.arr.2009.07.004. 715. Rachid, T.L.; Penna-de-Carvalho, A.; Bringhenti, I.; Aguila, M.B.; Mandarim-de-Lacerda, C.A.; Souza-
Mello, V. Fenofibrate (PPARalpha agonist) induces beige cell formation in subcutaneous white adipose
tissue
from
diet-induced
male
obese
mice. Mol. Cell
Endocrinol. 2015,
402,
86–94,
doi:10.1016/j.mce.2014.12.027. 716. Rachid, T.L.; Silva-Veiga, F.M.; Graus-Nunes, F.; Bringhenti, I.; Mandarim-de-Lacerda, C.A.; Souza-Mello,
V. Differential actions of PPAR-alpha and PPAR-beta/delta on beige adipocyte formation: A study in the
subcutaneous white adipose tissue of obese male mice. PLoS ONE 2018, 13, e0191365,
doi:10.1371/journal.pone.0191365. 717. Lu, C.; Cheng, S.Y. References Exercise-associated generation of PPARgamma ligands activates PPARgamma
signaling events and upregulates genes related to lipid metabolism. J. Appl. Physiol. (1985) 2012, 112, 806–
815, doi:10.1152/japplphysiol.00864.2011. j pp p y
731. Zhang, S.; Liu, Y.; Li, Q.; Dong, X.; Hu, H.; Hu, R.; Ye, H.; Wu, Y.; Hu, R.; Li, Y. Exercise improved rat
metabolism by raising PPAR-alpha. Int. J. Sports Med. 2011, 32, 568–573, doi:10.1055/s-0031-1271755. 732. Santos, M.H.; Higuchi Mde, L.; Tucci, P.J.; Garavelo, S.M.; Reis, M.M.; Antonio, E.L.; Serra, A.J.; Maranhao,
R.C. Previous exercise training increases levels of PPAR-alpha in long-term post-myocardial infarction in 71 of 75 Cells 2020, 9, 1708 rats, which is correlated with better inflammatory response. Clinics (Sao Paulo) 2016, 71, 163–168,
doi:10.6061/clinics/2016(03)08. rats, which is correlated with better inflammatory response. Clinics (Sao Paulo) 2016, 71, 163–168,
doi:10.6061/clinics/2016(03)08. 733. Chen, W.; Gao, R.; Xie, X.; Zheng, Z.; Li, H.; Li, S.; Dong, F.; Wang, L. A metabolomic study of the PPARdelta
agonist GW501516 for enhancing running endurance in Kunming mice. Sci. Rep. 2015, 5, 9884,
doi:10.1038/srep09884. 734. Butcher, L.R.; Thomas, A.; Backx, K.; Roberts, A.; Webb, R.; Morris, K. Low-intensity exercise exerts
beneficial effects on plasma lipids via PPARgamma. Med. Sci. Sports Exerc. 2008, 40, 1263–1270,
doi:10.1249/MSS.0b013e31816c091d. 735. Ruschke, K.; Fishbein, L.; Dietrich, A.; Kloting, N.; Tonjes, A.; Oberbach, A.; Fasshauer, M.; Jenkner, J.;
Schon, M.R.; Stumvoll, M.; et al. Gene expression of PPARgamma and PGC-1alpha in human omental and
subcutaneous adipose tissues is related to insulin resistance markers and mediates beneficial effects of
physical training. Eur. J. Endocrinol. 2010, 162, 515–523, doi:10.1530/EJE-09-0767. 736. Sasaki, T.; Nakata, R.; Inoue, H.; Shimizu, M.; Inoue, J.; Sato, R. Role of AMPK and PPARgamma1 in
exercise-induced lipoprotein lipase in skeletal muscle. Am. J. Physiol. Endocrinol. Metab. 2014, 306, E1085–
E1092, doi:10.1152/ajpendo.00691.2013. 737. Weiss, E.P.; Kulaputana, O.; Ghiu, I.A.; Brandauer, J.; Wohn, C.R.; Phares, D.A.; Shuldiner, A.R.; Hagberg,
J.M. Endurance training-induced changes in the insulin response to oral glucose are associated with the
peroxisome proliferator-activated receptor-gamma2 Pro12Ala genotype in men but not in women. Metabolism 2005, 54, 97–102, doi:10.1016/j.metabol.2004.08.006. 738. Kahara, T.; Takamura, T.; Hayakawa, T.; Nagai, Y.; Yamaguchi, H.; Katsuki, T.; Katsuki, K.; Katsuki, M.;
Kobayashi, K. PPARgamma gene polymorphism is associated with exercise-mediated changes of insulin
resistance in healthy men. Metabolism 2003, 52, 209–212, doi:10.1053/meta.2003.50038. y
739. Adamo, K.B.; Sigal, R.J.; Williams, K.; Kenny, G.; Prud’homme, D.; Tesson, F. References Proulx, K.; Cota, D.; Castaneda, T.R.; Tschop, M.H.; D’Alessio, D.A.; Tso, P.; Woods, S.C.; Seeley, R.J. Mechanisms of oleoylethanolamide-induced changes in feeding behavior and motor activity. Am. J. Physiol. Regul. Integr. Comp. Physiol. 2005, 289, R729–R737, doi:10.1152/ajpregu.00029.2005. 751. Rodriguez de Fonseca, F.; Navarro, M.; Gomez, R.; Escuredo, L.; Nava, F.; Fu, J.; Murillo-Rodriguez, E.;
Giuffrida, A.; LoVerme, J.; Gaetani, S.; et al. An anorexic lipid mediator regulated by feeding. Nature 2001,
414, 209–212, doi:10.1038/35102582. 752. Gaetani, S.; Fu, J.; Cassano, T.; Dipasquale, P.; Romano, A.; Righetti, L.; Cianci, S.; Laconca, L.; Giannini, E.;
Scaccianoce, S.; et al. The fat-induced satiety factor oleoylethanolamide suppresses feeding through central
release of oxytocin. J. Neurosci. 2010, 30, 8096–8101, doi:10.1523/JNEUROSCI.0036-10.2010. 753. Koleva, D.I.; Orbetzova, M.M.; Atanassova, P.K. Adipose tissue hormones and appetite and body weight
regulators in insulin resistance. Folia Med. (Plovdiv) 2013, 55, 25–32. 754. Gautron, L.; Laye, S. Neurobiology of inflammation-associated anorexia. Front. Neurosci. 2009, 3, 59,
doi:10.3389/neuro.23.003.2009. 755. Shi, X.; Wang, X.; Li, Q.; Su, M.; Chew, E.; Wong, E.T.; Lacza, Z.; Radda, G.K.; Tergaonkar, V.; Han, W. Nuclear factor kappaB (NF-kappaB) suppresses food intake and energy expenditure in mice by directly
activating the Pomc promoter. Diabetologia 2013, 56, 925–936, doi:10.1007/s00125-013-2831-2. 756. Jang, P.G.; Namkoong, C.; Kang, G.M.; Hur, M.W.; Kim, S.W.; Kim, G.H.; Kang, Y.; Jeon, M.J.; Kim, E.H.;
Lee, M.S.; et al. NF-kappaB activation in hypothalamic pro-opiomelanocortin neurons is essential in illness-
and leptin-induced anorexia. J. Biol. Chem. 2010, 285, 9706–9715, doi:10.1074/jbc.M109.070706. p
j
757. Speakman, J.R. Body size, energy metabolism and lifespan. J. Exp. Biol. 2005, 208, 1717–1730,
doi:10.1242/jeb.01556. 758. Pearl, R. The Rate of Living; University of London Press: London, UK, 1928. 759. Houthoofd, K.; Braeckman, B.P.; Lenaerts, I.; Brys, K.; De Vreese, A.; Van Eygen, S.; Vanfleteren, J.R. Axenic
growth up-regulates mass-specific metabolic rate, stress resistance, and extends life span in Caenorhabditis
elegans. Exp. Gerontol. 2002, 37, 1371–1378, doi:10.1016/s0531-5565(02)00173-0. 760. Metaxakis, A.; Partridge, L. Dietary restriction extends lifespan in wild-derived populations of Drosophila
melanogaster. PLoS ONE 2013, 8, e74681, doi:10.1371/journal.pone.0074681. 761. Abalan, F.; Mayo, W.; Simon, H.; Le Moal, M. Paradoxical effect of severe dietary restriction on Long-Evans
rat life span. Int. J. Vitam. Nutr. Res. 2010, 80, 386–393, doi:10.1024/0300-9831/a000027. 762. Pifferi, F.; Terrien, J.; Marchal, J.; Dal-Pan, A.; Djelti, F.; Hardy, I.; Chahory, S.; Cordonnier, N.; Desquilbet,
L.; Hurion, M.; et al. Caloric restriction increases lifespan but affects brain integrity in grey mouse lemur
primates. Commun. References Influence of Pro12Ala
peroxisome proliferator-activated receptor gamma2 polymorphism on glucose response to exercise
training in type 2 diabetes. Diabetologia 2005, 48, 1503–1509, doi:10.1007/s00125-005-1827-y. 740. Ostergard, T.; Ek, J.; Hamid, Y.; Saltin, B.; Pedersen, O.B.; Hansen, T.; Schmitz, O. Influence of the PPAR-
gamma2 Pro12Ala and ACE I/D polymorphisms on insulin sensitivity and training effects in healthy
offspring of type 2 diabetic subjects. Horm. Metab. Res. 2005, 37, 99–105, doi:10.1055/s-2005-861174. 741. Pan, W.; Liu, C.; Zhang, J.; Gao, X.; Yu, S.; Tan, H.; Yu, J.; Qian, D.; Li, J.; Bian, S.; et al. Association Between
Single Nucleotide Polymorphisms in PPARA and EPAS1 Genes and High-Altitude Appetite Loss in
Chinese Young Men. Front. Physiol. 2019, 10, 59, doi:10.3389/fphys.2019.00059. 742. Fu, J.; Gaetani, S.; Oveisi, F.; Lo Verme, J.; Serrano, A.; Rodriguez De Fonseca, F.; Rosengarth, A.; Luecke,
H.; Di Giacomo, B.; Tarzia, G.; et al. Oleylethanolamide regulates feeding and body weight through
activation of the nuclear receptor PPAR-alpha. Nature 2003, 425, 90–93, doi:10.1038/nature01921. 743. Fu, J.; Dipatrizio, N.V.; Guijarro, A.; Schwartz, G.J.; Li, X.; Gaetani, S.; Astarita, G.; Piomelli, D. Sympathetic
activity controls fat-induced oleoylethanolamide signaling in small intestine. J. Neurosci. 2011, 31, 5730–
5736, doi:10.1523/JNEUROSCI.5668-10.2011. 744. Magotti, P.; Bauer, I.; Igarashi, M.; Babagoli, M.; Marotta, R.; Piomelli, D.; Garau, G. Structure of human N-
acylphosphatidylethanolamine-hydrolyzing phospholipase D: Regulation of fatty acid ethanolamide
biosynthesis by bile acids. Structure 2015, 23, 598–604, doi:10.1016/j.str.2014.12.018. 745. Gaetani, S.; Oveisi, F.; Piomelli, D. Modulation of meal pattern in the rat by the anorexic lipid mediator
oleoylethanolamide. Neuropsychopharmacology 2003, 28, 1311–1316, doi:10.1038/sj.npp.1300166. 746. Fu, J.; Oveisi, F.; Gaetani, S.; Lin, E.; Piomelli, D. Oleoylethanolamide, an endogenous PPAR-alpha agonist,
lowers body weight and hyperlipidemia in obese rats. Neuropharmacology 2005, 48, 1147–1153,
doi:10.1016/j.neuropharm.2005.02.013. 747. Caillon, A.; Duszka, K.; Wahli, W.; Rohner-Jeanrenaud, F.; Altirriba, J. The OEA effect on food intake is
independent from the presence of PPARalpha in the intestine and the nodose ganglion, while the impact
of OEA on energy expenditure requires the presence of PPARalpha in mice. Metabolism 2018,
10.1016/j.metabol.2018.06.005, doi:10.1016/j.metabol.2018.06.005. j
j
748. Lo Verme, J.; Gaetani, S.; Fu, J.; Oveisi, F.; Burton, K.; Piomelli, D. Regulation of food intake by
oleoylethanolamide. Cell Mol. Life Sci. 2005, 62, 708–716, doi:10.1007/s00018-004-4494-0. 749. Piomelli, D. A fatty gut feeling. Trends Endocrinol. Metab. 2013, 24, 332–341, doi:10.1016/j.tem.2013.03.001. 72 of 75 Cells 2020, 9, 1708 750. References Biol. 2018, 1, 1–8, doi:10.1038/s42003-018-0024-8. 763. Colman, R.J.; Beasley, T.M.; Kemnitz, J.W.; Johnson, S.C.; Weindruch, R.; Anderson, R.M. Caloric restriction
reduces age-related and all-cause mortality in rhesus monkeys. Nat. Commun. 2014, 5, 3557,
doi:10.1038/ncomms4557. 764. Knight, J.A. The biochemistry of aging. Adv. Clin. Chem. 2000, 35, 1–62. 765. Park, S.Y.; Kim, Y.W.; Kim, J.E.; Kim, J.Y. Age-associated changes in fat metabolism in the rat and its
relation to sympathetic activity. Life Sci. 2006, 79, 2228–2233, doi:10.1016/j.lfs.2006.07.014. 766. Petersen, K.F.; Befroy, D.; Dufour, S.; Dziura, J.; Ariyan, C.; Rothman, D.L.; DiPietro, L.; Cline, G.W.;
Shulman, G.I. Mitochondrial dysfunction in the elderly: Possible role in insulin resistance. Science 2003, 300,
1140–1142, doi:10.1126/science.1082889. 767. Kenyon, C. The plasticity of aging: Insights from long-lived mutants. Cell 2005, 120, 449–460,
doi:10.1016/j.cell.2005.02.002. 768. Siersbaek, R.; Nielsen, R.; Mandrup, S. PPARgamma in adipocyte differentiation and metabolism--n
insights from genome-wide studies. FEBS Lett. 2010, 584, 3242–3249, doi:10.1016/j.febslet.2010.06.010. 768. Siersbaek, R.; Nielsen, R.; Mandrup, S. PPARgamma in adipocyte differentiation and metabolism--novel
insights from genome-wide studies. FEBS Lett. 2010, 584, 3242–3249, doi:10.1016/j.febslet.2010.06.010. 769
Tontono
P
Hu E
Spiegelman B M Stimulation of adipogenesis in fibroblasts by PPAR gamma 2 a 769. Tontonoz, P.; Hu, E.; Spiegelman, B.M. Stimulation of adipogenesis in fibroblasts by PPAR gam
lipid-activated transcription factor. Cell 1994, 79, 1147–1156, doi:10.1016/0092-8674(94)90006-x. 770. Cock, T.A.; Houten, S.M.; Auwerx, J. Peroxisome proliferator-activated receptor-gamma: Too much of a
good thing causes harm. EMBO Rep. 2004, 5, 142–147, doi:10.1038/sj.embor.7400082. 771. Argmann, C.; Dobrin, R.; Heikkinen, S.; Auburtin, A.; Pouilly, L.; Cock, T.A.; Koutnikova, H.; Zhu, J.;
Schadt, E.E.; Auwerx, J. Ppargamma2 is a key driver of longevity in the mouse. PLoS Genet. 2009, 5,
e1000752, doi:10.1371/journal.pgen.1000752. 73 of 75 Cells 2020, 9, 1708 772. Viguerie, N.; Vidal, H.; Arner, P.; Holst, C.; Verdich, C.; Avizou, S.; Astrup, A.; Saris, W.H.; Macdonald,
I.A.; Klimcakova, E.; et al. Adipose tissue gene expression in obese subjects during low-fat and high-fat
hypocaloric diets. Diabetologia 2005, 48, 123–131, doi:10.1007/s00125-004-1618-x. yp
g
773. Karbowska, J.; Kochan, Z. Intermittent fasting up-regulates Fsp27/Cidec gene expression in white adipose
tissue. Nutrition 2012, 28, 294–299, doi:10.1016/j.nut.2011.06.009. 774. Lee, C.K.; Allison, D.B.; Brand, J.; Weindruch, R.; Prolla, T.A. Transcriptional profiles associated with aging
and middle age-onset caloric restriction in mouse hearts. Proc. Natl. Acad. Sci. USA 2002, 99, 14988–14993,
doi:10.1073/pnas.232308999. 775. Chao, C.; Youssef, J.; Rezaiekhaleigh, M.; Birnbaum, L.S.; Badr, M. References Senescence-associated decline in hepatic
peroxisomal enzyme activities corresponds with diminished levels of retinoid X receptor alpha, but not
peroxisome
proliferator-activated
receptor
alpha. Mech. Ageing
Dev. 2002,
123,
1469–1476,
doi:10.1016/s0047-6374(02)00086-6. 776. Long, X.; Boluyt, M.O.; O’Neill, L.; Zheng, J.S.; Wu, G.; Nitta, Y.K.; Crow, M.T.; Lakatta, E.G. Myocardial
retinoid X receptor, thyroid hormone receptor, and myosin heavy chain gene expression in the rat during
adult aging. J. Gerontol. A Biol. Sci. Med. Sci. 1999, 54, B23–B27, doi:10.1093/gerona/54.1.b23. 777. Enderlin, V.; Pallet, V.; Alfos, S.; Dargelos, E.; Jaffard, R.; Garcin, H.; Higueret, P. Age-related decreases in
mRNA for brain nuclear receptors and target genes are reversed by retinoic acid treatment. Neurosci. Lett. 1997, 229, 125–129, doi:10.1016/s0304-3940(97)00424-2. 778. Stauber, A.J.; Brown-Borg, H.; Liu, J.; Waalkes, M.P.; Laughter, A.; Staben, R.A.; Coley, J.C.; Swanson, C.;
Voss, K.A.; Kopchick, J.J.; et al. Constitutive expression of peroxisome proliferator-activated receptor alpha-
regulated genes in dwarf mice. Mol. Pharmacol. 2005, 67, 681–694, doi:10.1124/mol.104.007278. 779. Zhang, Y.; Xie, Y.; Berglund, E.D.; Coate, K.C.; He, T.T.; Katafuchi, T.; Xiao, G.; Potthoff, M.J.; Wei, W.; Wan,
Y.; et al. The starvation hormone, fibroblast growth factor-21, extends lifespan in mice. Elife 2012, 1, e00065,
doi:10.7554/eLife.00065. 780. Olsson, B.; Bohlooly, Y.M.; Brusehed, O.; Isaksson, O.G.; Ahren, B.; Olofsson, S.O.; Oscarsson, J.; Tornell, J. Bovine growth hormone-transgenic mice have major alterations in hepatic expression of metabolic genes. Am. J. Physiol. Endocrinol. Metab. 2003, 285, E504–E511, doi:10.1152/ajpendo.00444.2002. 780. Olsson, B.; Bohlooly, Y.M.; Brusehed, O.; Isaksson, O.G.; Ahren, B.; Olofsson, S.O.; Oscarsson, J.; Tornell, J. Bovine growth hormone-transgenic mice have major alterations in hepatic expression of metabolic genes. 781. Sugiyama, H.; Yamada, J.; Suga, T. Effects of testosterone, hypophysectomy and growth hormone
treatment on clofibrate induction of peroxisomal beta-oxidation in female rat liver. Biochem. Pharmacol. 1994, 47, 918–921, doi:10.1016/0006-2952(94)90494-4. 782. Zhou, Y.C.; Waxman, D.J. Cross-talk between janus kinase-signal transducer and activator of transcription
(JAK-STAT) and peroxisome proliferator-activated receptor-alpha (PPARalpha) signaling pathways. Growth hormone inhibition of pparalpha transcriptional activity mediated by stat5b. J. Biol. Chem. 1999,
274, 2672–2681, doi:10.1074/jbc.274.5.2672. 783. Zhou, Y.C.; Waxman, D.J. STAT5b down-regulates peroxisome proliferator-activated receptor alpha
transcription by inhibition of ligand-independent activation function region-1 trans-activation domain. J. Biol. Chem. 1999, 274, 29874–29882, doi:10.1074/jbc.274.42.29874. 784. Shipley, J.M.; Waxman, D.J. Down-regulation of STAT5b transcriptional activity by ligand-activated
peroxisome proliferator-activated receptor (PPAR) alpha and PPARgamma. Mol. Pharmacol. 2003, 64, 355–
364, doi:10.1124/mol.64.2.355. 785. Zheng, X.; Wang, S.; Jia, W. References Calorie restriction and its impact on gut microbial composition and global
metabolism. Front. Med. 2018, 12, 634–644, doi:10.1007/s11684-018-0670-8. 786. Ruiz, A.; Cerdo, T.; Jauregui, R.; Pieper, D.H.; Marcos, A.; Clemente, A.; Garcia, F.; Margolles, A.; Ferrer,
M.; Campoy, C.; et al. One-year calorie restriction impacts gut microbial composition but not its metabolic
performance in obese adolescents. Environ. Microbiol. 2017, 19, 1536–1551, doi:10.1111/1462-2920.13713. 787. Tanca, A.; Abbondio, M.; Palomba, A.; Fraumene, C.; Marongiu, F.; Serra, M.; Pagnozzi, D.; Laconi, E.;
Uzzau, S. Caloric restriction promotes functional changes involving short-chain fatty acid biosynthesis in
the rat gut microbiota. Sci. Rep. 2018, 8, 14778, doi:10.1038/s41598-018-33100-y. g
p
y
788. Zhang, C.; Li, S.; Yang, L.; Huang, P.; Li, W.; Wang, S.; Zhao, G.; Zhang, M.; Pang, X.; Yan, Z.; et al. Structural modulation of gut microbiota in life-long calorie-restricted mice. Nat. Commun. 2013, 4, 2163,
doi:10.1038/ncomms3163. 789. Fraumene, C.; Manghina, V.; Cadoni, E.; Marongiu, F.; Abbondio, M.; Serra, M.; Palomba, A.; Tanca, A.;
Laconi, E.; Uzzau, S. Caloric restriction promotes rapid expansion and long-lasting increase of Lactobacillus
in the rat fecal microbiota. Gut Microbes 2018, 9, 104–114, doi:10.1080/19490976.2017.1371894. 74 of 75 Cells 2020, 9, 1708 790. Liu, T.; Wu, Y.; Wang, L.; Pang, X.; Zhao, L.; Yuan, H.; Zhang, C. A More Robust Gut Microbiota in Calorie-
Restricted Mice Is Associated with Attenuated Intestinal Injury Caused by the Chemotherapy Drug
Cyclophosphamide. mBio 2019, 10, doi:10.1128/mBio.02903–18. y
p
p
791. Wang, S.; Huang, M.; You, X.; Zhao, J.; Chen, L.; Wang, L.; Luo, Y.; Chen, Y. Gut microbiota mediates the
anti-obesity effect of calorie restriction in mice. Sci. Rep. 2018, 8, 13037, doi:10.1038/s41598-018-31353-1. 792. Crawford, P.A.; Crowley, J.R.; Sambandam, N.; Muegge, B.D.; Costello, E.K.; Hamady, M.; Knight, R.;
Gordon, J.I. Regulation of myocardial ketone body metabolism by the gut microbiota during nutrient
deprivation. Proc. Natl. Acad. Sci. USA 2009, 106, 11276–11281, doi:10.1073/pnas.0902366106. 793. Montagner, A.; Korecka, A.; Polizzi, A.; Lippi, Y.; Blum, Y.; Canlet, C.; Tremblay-Franco, M.; Gautier-Stein,
A.; Burcelin, R.; Yen, Y.C.; et al. Hepatic circadian clock oscillators and nuclear receptors integrate
microbiome-derived signals. Sci. Rep. 2016, 6, 20127, doi:10.1038/srep20127. 794. Mukherji, A.; Kobiita, A.; Ye, T.; Chambon, P. Homeostasis in intestinal epithelium is orchestrated by the
circadian
clock
and
microbiota
cues
transduced
by
TLRs. Cell
2013,
153,
812–827,
doi:10.1016/j.cell.2013.04.020. 795. Manoharan, I.; Suryawanshi, A.; Hong, Y.; Ranganathan, P.; Shanmugam, A.; Ahmad, S.; Swafford, D.;
Manicassamy, B.; Ramesh, G.; Koni, P.A.; et al. References Homeostatic PPARalpha Signaling Limits Inflammatory
Responses
to
Commensal
Microbiota in the
Intestine. J. Immunol. 2016, 196,
4739–4749,
doi:10.4049/jimmunol.1501489. 796. Li, G.; Xie, C.; Lu, S.; Nichols, R.G.; Tian, Y.; Li, L.; Patel, D.; Ma, Y.; Brocker, C.N.; Yan, T.; et al. Intermittent
Fasting Promotes White Adipose Browning and Decreases Obesity by Shaping the Gut Microbiota. Cell
Metab. 2017, 26, 801, doi:10.1016/j.cmet.2017.10.007. 797. Burdick, A.D.; Kim, D.J.; Peraza, M.A.; Gonzalez, F.J.; Peters, J.M. The role of peroxisome proliferator-
activated receptor-beta/delta in epithelial cell growth and differentiation. Cell. Signal. 2006, 18, 9–20,
doi:10.1016/j.cellsig.2005.07.009. 798. Murakami, M.; Tognini, P.; Liu, Y.; Eckel-Mahan, K.L.; Baldi, P.; Sassone-Corsi, P. Gut microbiota directs
PPARgamma-driven reprogramming of the liver circadian clock by nutritional challenge. EMBO Rep. 2016,
17, 1292–1303, doi:10.15252/embr.201642463. 799. Peyrin-Biroulet, L.; Beisner, J.; Wang, G.; Nuding, S.; Oommen, S.T.; Kelly, D.; Parmentier-Decrucq, E.;
Dessein, R.; Merour, E.; Chavatte, P.; et al. Peroxisome proliferator-activated receptor gamma activation is
required for maintenance of innate antimicrobial immunity in the colon. Proc. Natl. Acad. Sci. USA 2010,
107, 8772–8777, doi:10.1073/pnas.0905745107. 800. Oh, H.Y.P.; Visvalingam, V.; Wahli, W. The PPAR-microbiota-metabolic organ trilogy to fine-tune
physiology. FASEB J. 2019, 33, 9706–9730, doi:10.1096/fj.201802681RR. 801. Fann, D.Y.; Ng, G.Y.; Poh, L.; Arumugam, T.V. Positive effects of intermittent fasting in ischemic stroke. Exp. Gerontol. 2017, 89, 93–102, doi:10.1016/j.exger.2017.01.014. 802. Razeghi Jahromi, S.; Ghaemi, A.; Alizadeh, A.; Sabetghadam, F.; Moradi Tabriz, H.; Togha, M. Effects of
Intermittent Fasting on Experimental Autoimune Encephalomyelitis in C57BL/6 Mice. Iran. J. Allergy
Asthma Immunol. 2016, 15, 212–219. 803. Okada, T.; Otsubo, T.; Hagiwara, T.; Inazuka, F.; Kobayashi, E.; Fukuda, S.; Inoue, T.; Higuchi, K.;
Kawamura, Y.I.; Dohi, T. Intermittent fasting prompted recovery from dextran sulfate sodium-induced
colitis in mice. J. Clin. Biochem. Nutr. 2017, 61, 100–107, doi:10.3164/jcbn.17-9. 804. Savendahl, L.; Underwood, L.E.; Haldeman, K.M.; Ulshen, M.H.; Lund, P.K. Fasting prevents experimental
murine colitis produced by dextran sulfate sodium and decreases interleukin-1 beta and insulin-like
growth factor I messenger ribonucleic acid. Endocrinology 1997, 138, 734–740, doi:10.1210/endo.138.2.4941. 805. Cheng, C.W.; Villani, V.; Buono, R.; Wei, M.; Kumar, S.; Yilmaz, O.H.; Cohen, P.; Sneddon, J.B.; Perin, L.;
Longo, V.D. Fasting-Mimicking Diet Promotes Ngn3-Driven beta-Cell Regeneration to Reverse Diabetes. Cell 2017, 168, 775–788 e712, doi:10.1016/j.cell.2017.01.040. 806. Wei, M.; Brandhorst, S.; Shelehchi, M.; Mirzaei, H.; Cheng, C.W.; Budniak, J.; Groshen, S.; Mack, W.J.; Guen,
E.; Di Biase, S.; et al. Fasting-mimicking diet and markers/risk factors for aging, diabetes, cancer, and
cardiovascular disease. Sci. Transl. 808. Liu, K.; Liu, B.; Heilbronn, L.K. Intermittent fasting: What questions should we be asking? Physiol. Behav.
2020, 218, 112827, doi:10.1016/j.physbeh.2020.112827. 809. Horne, B.D.; Muhlestein, J.B.; Anderson, J.L. Health effects of intermittent fasting: Hormesis or harm? A
systematic review. Am. J. Clin. Nutr. 2015, 102, 464–470, doi:10.3945/ajcn.115.109553. References Med. 2017, 9, doi:10.1126/scitranslmed.aai8700. 807. Rangan, P.; Choi, I.; Wei, M.; Navarrete, G.; Guen, E.; Brandhorst, S.; Enyati, N.; Pasia, G.; Maesincee, D.;
Ocon, V.; et al. Fasting-Mimicking Diet Modulates Microbiota and Promotes Intestinal Regeneration to
Reduce
Inflammatory
Bowel
Disease
Pathology. Cell
Rep. 2019,
26,
2704–2719.e6,
doi:10.1016/j.celrep.2019.02.019. Cells 2020, 9, 1708 75 of 75 808. Liu, K.; Liu, B.; Heilbronn, L.K. Intermittent fasting: What questions should we be asking? Physiol. Behav. 2020, 218, 112827, doi:10.1016/j.physbeh.2020.112827. Horne, B.D.; Muhlestein, J.B.; Anderson, J.L. Health effects of intermittent fasting: Hormesis or harm? A
systematic review. Am. J. Clin. Nutr. 2015, 102, 464–470, doi:10.3945/ajcn.115.109553. 809. Horne, B.D.; Muhlestein, J.B.; Anderson, J.L. Health effects of intermittent fasting: Hormesis or harm? A
systematic review. Am. J. Clin. Nutr. 2015, 102, 464–470, doi:10.3945/ajcn.115.109553. © 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/). © 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/).
|
https://openalex.org/W2895194007
|
http://www.scielo.br/pdf/edreal/v43n4/en_2175-6236-edreal-2175-623675587.pdf
|
English
| null |
Biopolítica, Educação e Resistência na Contemporaneidade
|
Educação & Realidade
| 2,018
|
cc-by
| 8,635
|
Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
http://dx.doi.org/10.1590/2175-623675587
1537 Biopolitics, Education and Resistance
in the Contemporary World Leonardo Balbino MascarenhasI Leonardo Balbino MascarenhasI
IUniversidade Federal de Alfenas (UNIFAL), Varginha/MG – Brazil ABSTRACT – Biopolitics, Education and Resistance in the Contemporary
World. The present work has two main objectives: first, to examine the
ways in which the technologies of power in contemporary capitalism pro-
duce forms of subjection and lowering, in life in general and in education
in particular. Next, it seeks to analyze the conditions for the production of
resistance strategies to biopower. In this way, the aim is to interrogate the
present time, using analytical tools that allow to stress the practices insti-
tuted in the education field, as well as to put in motion the processes of
subjectivation created and experienced there. In this sense, it is important
not only to diagnose a certain condition (of the school, of education, of the
contemporary world), but above all to cross it with problematizations that
may open new possibilities for the construction of existence. K
d
Ed
ti
Bi
liti
R
i t RESUMO – Biopolítica, Educação e Resistência na Contemporaneidade. O presente trabalho possui dois objetivos principais: em primeiro lugar,
examinar os modos pelos quais as tecnologias de poder no capitalismo
contemporâneo produzem formas de assujeitamento e rebaixamento, na
vida em geral e na educação em particular. Em seguida, busca-se analisar
as condições para a produção de estratégias de resistência ao biopoder. Pretende-se, desta maneira, interrogar o tempo presente, valendo-se de in-
strumentos de análise que permitam tensionar as práticas instituídas no
campo da educação, assim como colocar em movimento os processos de
subjetivação ali criados e vivenciados. Nesse sentido, importa não apenas
diagnosticar uma certa condição (da escola, da educação, do mundo con-
temporâneo), mas sobretudo atravessá-la com problematizações que pos-
sam abrir novas possibilidades de construção da existência. Palavras-chave: Educação Biopolítica Resistência p
ç
Palavras-chave: Educação. Biopolítica. Resistência. Biopolitics, Education and Resistance in the Contemporary World Introduction Education, as a domain of knowledge, has always been crossed
by multiple practices and discourses, which put in motion and dispute
different worldviews and political projects. As a meeting point of knowl-
edge that came from sociology, psychology, philosophy, pedagogy,
economy, among others, it is an arena in which countless power games
are produced, with the action of different forces, producing multiple ef-
fects. The school – this emblematic institution that materializes and is
often viewed, in a reductionist way, as the place of education par excel-
lence – is perhaps the device in which tensions and relations of power
have greater visibility. The school is a modern institution, which means that, previously,
it was common to educate and learn in different ways. It was only from
the end of the 18th century on, with the emergence of industrial soci-
eties, that the model of school we know and practice today, on a large
scale, was constituted. We created an institution in the image and like-
ness of factories and prisons: it strives to organize and distribute human
bodies in time and space; to apply the same syllabus to all, based on dis-
cipline and domestication; to define the expected output parameters,
check the quality of the products at the end of the process, release the
appropriate ones and retain the misfits, applying the punishments and
corrections that best suit them; also, it repeats the process infinitely, in
order to guarantee standardization and scale (Foucault, 1995). When the role of educating was relied to a disciplinary institution,
with the shape of an industrial factory, what happened was not exactly a
change of conception as to the role of education, but rather a continuity:
the disciplines came to certify that the ideals of equality, freedom and
fraternity, flags of the new social order, submitted themselves to social
and class control, guaranteeing the maintenance of social differences
and privileges, and the reproduction of the prevailing order and moral-
ity. However, along with this update of power technologies, at the turn
of modern societies, many forms of resistance and projects dedicated
to criticizing the school institution have also been developed, seeking
to make it effectively contribute to social transformation and reduction
of inequalities. The Name of Fear Image 1 – Pieces of the video for dissemination of The Name of
Fear, an exhibition by the artist Rivane Neuenschwander Image 1 – Pieces of the video for dissemination of The Name of
Fear, an exhibition by the artist Rivane Neuenschwander Image 1 – Pieces of the video for dissemination of The Name of
Fear, an exhibition by the artist Rivane Neuenschwander
Source: Artist Talks (2015). Image by the author. Source: Artist Talks (2015). Image by the author. In 2015, the Brazilian plastic artist Rivane Neuenschwander pre-
sented in London the results of her project titled The Name of Fear (Im-
age 1). The work involved children from four British schools who, during
a series of art workshops, reported their fears and designed capes that
could protect them against these fears. The drawings were transformed
by the artist, in partnership with other professionals, into real capes to
be worn. The fears listed by the children were absolutely unique: fear of the
end of the world; of the first day of class; of nightmares; of sadness; of
cookie crumbs; of fire; of God; of clowns; of death; of airplanes1. Double
movement produced by the project: on one hand, to think about what
bothers and terrifies; on the other, to produce some form of protection
against these annoyances and fears. The use of this invented protection, that is the result of a work of
care, reflection and creation, is not an end in itself; it carries an ability
to make cease something that presses, constrains, subjects and lowers
the power, thus creating conditions of possibility for other forces to de-
velop – forces that provide other forms of life, lighter, more joyful and
safer of themselves. It would not hurt if we could all learn to create our own protection
capes. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1538 Mascarenhas Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1539 Introduction A large number of education professionals and think-
ers2 have dedicated, especially since the 20th century, to denounce this
silent permissiveness of the school, as well as managed to transform it,
where it is possible to see its effects: in the daily life of the classrooms
and school corridors, in the midst of attendance control diaries, physi-
cal and curricular grids, assessments and tests of all kinds, beadles and
school managers, control and serialization of the times, legitimation
of certain knowledge to the detriment of others, imposition of rules of
conduct and forms of control of clothing and language, among others. Currently, although they are still minority when analyzed in a
broad educational spectrum, we can find a wide diversity of alternative
experiences of education, such as democratic school movements3; new
forms of rural education and indigenous education; slow learning prac- ucação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1539 Biopolitics, Education and Resistance in the Contemporary World tices4, home education, and informal education, among others. Each of
these experiences has its peculiarities and singularities, but they share
at least one fundamental aspect: they all criticize the modern model
of education, whose aims, mechanisms of functioning and results dis-
tracts its actors from the possibility of constructing dignified, autono-
mous and inventive ways of life. We could then shift education from this place of control and sub-
jectivation, to think of it not as training, transmission and assimilation
of contents, but as a constant process of transformation of what one is,
of production of singularities, in multiple territories. An education that
takes place in the movements of life and in the multiplicities that it im-
plies. To think of an education that creates for itself new values, that
allows for a lighter, more cheerful and powerful life. However, the mutations of advanced capitalism, together with
the intensification of the globalization processes and the neoliberal
agenda, threaten even the most progressive experiences in education,
as they make everything potentially registrable and attachable to its
production machines. The capitalist machine acts, on the one hand,
extracting from everything its maximum usefulness and productivity,
and on the other, diminishing its potency and lowering life (Deleuze;
Guattari, 1983). As a result, forms of resistance are often weakened. The
risks are multiplying everywhere. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
1540 Introduction They are perceptible, for instance, in
the increasing institutionalization and bureaucratization of the edu-
cational practices that, among other effects, transform educators into
school managers; in legal frameworks that affect the alternative edu-
cational practices, limiting them or even making them impossible; in
the constant threat of reduction and lack of resources with which the
educational experiences coexists; in technological transformations and
in the labor world, which, together with the public administration, lead
to casualization of the teacher’s labor, pressure the schools and demand
new content agendas and new ways of making; in the massification of
consumption and in the American way of life, which devalue the singu-
larities and knowledge of each culture and emphasize only one way of
life to the detriment of all others; etc. In light of this, this text is an invitation to analyze some of the
mutations of contemporary capitalism, its current forms of control and
the processes of subjectivation derived from it, as well as the strate-
gies that can be invested against them. A double movement, therefore. However, it is not intended here to exhaust the theme, or to approach it
in a totalizing or definitive way. Neither was it sought to make a reper-
tory of resistance practices in order to facilitate their control or to shut
down their potential in manuals and other forms of reproduction. The
purpose of this text is to try to interrogate the present time, seeking to
achieve this through analysis instruments that allow stressing the prac-
tices instituted in the field of education, as well as putting in motion the
subjectivation processes created and experienced there. In this sense,
it is important not only to diagnose a certain condition (of the school,
of education, of the contemporary world), but above all to cross it with
problematizations that may open new possibilities for the construction Mascarenhas of existence. And we try to do this in dialogue and inspired by the works
of Foucault, Deleuze and Pelbart, among others. Finally, it is a matter of finding – and even inventing – in the inter-
stices of contemporary forms of biopower, their carelessness, small in-
terruptions, gaps, in short, their fleeting openings, where the capitalist
machine decides to doze, ways of believing again in the world, breaths,
blows that allow us to increase our power to act and affirm life – even
in procedural forms. Introduction Because, as Pelbart said (2013, p. 13), “[…] there is
a biopolitical strangulation that calls for gaps, however small they may
be, to reactivate our political, theoretical, affective, bodily, territorial,
existential imagination”. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1541 Biopolitics and Education Biopower operates
in the sense of “[…] distributing the living in the domain of value and
utility” (Foucault, 1976, p. 144); it selects knowledge, organizes and ap-
plies techniques and instruments; it brings together linguistic, medical,
judicial, domestic, artistic, religious and architectural discourses and
institutions, among others, therefore producing the naturalization of
some codes of conduct and ways of thought and eliminating others that
are considered to be misfits, nonconformities, residuals, unproductive,
useless, abnormal. Biopolitics refers to the transformation of disciplinary societies, to
an improvement of practices of subjection. It is what can correspond
to what Deleuze called societies of control: if disciplinary societies were
marked by confinement and disciplines, societies of control are rather
modular, they operate through amorphous, subtle and diffuse practic-
es, but are felt directly on the human body. Confinements are molds, different moldings, while con-
trols are a modulation, like a self-transmuting molding
continually changing from one moment to the next, or
like a sieve whose mesh varies from one point to another. [...]. Individuals become ‘dividuals’ and masses become
samples, data, markets, or ‘banks’ (Deleuze, 1995, p. 178-
180, author’s emphasis). Disciplinary societies were characterized by the emphasis on
ownership of the means of production; by the centrality of closed in-
stitutions (factories, hospitals, prisons, asylums, schools, the family it-
self), whose logic consisted in concentrating, organizing and distribut-
ing human bodies through space; also, they were characterized by the
use of energy machines and an economy based on the massive produc-
tion of goods. Foucault accurately placed the student’s body beside the bodies
of the madman, the prisoner, the sick and the worker. The disciplinary
practices are the same: concentrating the bodies and organizing them
in time and space; correct the postures and define the precise times
and movements that can make the bodies. Training, modeling and cor-
rection: it is a whole machinery, of knowledge and power, that turns
against the body: A ‘political anatomy’, which was also a ‘mechanics of
power’, was being born; it defined how one may have
a hold over others’ bodies, not only so that they may do
what one wishes, but so that they may operate as one
wishes, with the techniques, the speed and the efficiency
that one determines. Thus, discipline produces subjected
and practised bodies, ‘docile’ bodies. Biopolitics and Education What mutations of capitalism and subjectivation processes are we
talking about? What risks, possibilities and threats do they present to
us? Nowadays, the terminologies are multiplying: post-Fordist society/
capitalism, information and knowledge society, advanced capitalism,
cultural capitalism, cognitive capitalism, post-modern capitalism... It
is not the case to define and distinguish each one here: it matters to us
to investigate how some specific ways of thinking and living nowadays
are becoming massified, crystallized, and at the same time are prevent-
ing other life forms from happening. In other words, it is a question of
analyzing how worlds that are ready to be inhabited in certain forms,
or forms ready to inhabit certain worlds, are being fabricated, at the ex-
pense of others. Foucault used the term biopolitics to designate the set of practices
of life control and management. This set is developed by the articula-
tion of two distinct forms of power-knowledge: on the one hand, the dis-
ciplines, born in the 17th century, dedicated to the training of the body,
to the organization and extraction of its forces and utilities; on the other
hand, the control and regulation of populations, which began to emerge
in the second half of the 18th century and which focus on attention to
births and mortality, health length and longevity. Thus, a new form of
power is being born, based on an anatomy-politics of the body: it is the
biopower, mark and greater expression of biopolitics: […] one would have to speak of bio-power to designate
what brought life and its mechanisms into the realm of ex-
plicit calculations and made knowledge-power an agent
of transformation of human life. […] There is no need
either to lay further stress on the proliferation of politi-
cal technologies that ensued, investing the body, health,
modes of subsistence and habitation, living conditions,
the whole space of existence (Foucault, 1978, p. 143-144). Power that seeks to manage life, power to foster life or let die, un-
like the old sovereign power, which was based on take life or let live. This
biopower also differs from the disciplinary power, since it aims not only
at the control of individual behaviors, but also at the normalization of Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1541 Biopolitics, Education and Resistance in the Contemporary World the conduct of the human species in a broad way. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
1542 Biopolitics and Education Discipline increases
the forces of the body (in economic terms of utility) and
diminishes these same forces (in political terms of obedi-
ence) (Foucault, 1995, p. 138). At school, disciplinary practices are still quite visible today: in
classroom architecture and ergonomics, whose prescriptions define Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1542 Mascarenhas specific modes of occupying school, ways of sitting, talking, listening,
and using the bodies; in the hypervaluation of abstract knowledge to
the detriment of the body and life, which results in the fetishization of
the concept and discourse, and in the devaluation of the knowledge
that can mobilize the body differently in school, especially dance, the-
ater, physical education and music, always relegated to less important
roles in formal education. Also, in the setting of training cycles, division
and serialization of contents, in the crystallization of learning times,
regular assessments and continuous checks, which focus on learning
and behavior, determining what, how and when to learn, all of this call-
ing for an obedience that wants to domesticate the student’s body and
soul (Image 2). In turn, the societies of control operate according to a distinct
logic, of continuous modulation and connection, of floating exchanges,
with an abstract and diffuse control, no longer through confinement
and discipline. The factory was replaced by the company, by the pos-
sibility of distance work or without an inspector, but accompanied by
the regime of productivity goals. In the economy, financialization and
capital markets have become so global and important that production
itself becomes expendable. In education, the school can be replaced by
distance education, the training cycles never end, and there is always
a need for continuing education imposed by the market. In health we
witness the growth of preventive medicine, the culture of permanent
health care, and the multiplication of the health insurance market,
whose fundamental principle is pay but do not use. The energy ma-
chines of disciplinary societies have given way to computational tech-
nologies, to biotechnology and to artificial intelligence. Even money be-
comes gradually obsolete, more abstract, the currency being replaced
by electronic financial transactions (Deleuze, 1995). Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1543 Biopolitics and Education In the Brazilian case in particular, but following a global trend, it
is evident several manifestations of these biopolitical practices in edu-
cation: the growing intertwining of educational policies with market
rules and principles; the growth of the culture of continued formation,
not as a will to learn, driven by curiosity and the pleasure one can draw
from knowing something new, but while searching for titles, fear of un-
employment, not having the so-called employability, or simply fear of
leaving the university behind and ending a cycle; the increase of aca-
demic demands, molded by the market, which reduce the free time ex-
perience, fundamental for the intellectual work and for a healthy life;
the financial precariousness of schools and universities, the privati-
zation waves of the public education, and the emphasis on technical
and pragmatic courses that correspond to the market demands; the
productivity goals in the postgraduate programs as a mechanism for
control and distribution of resources, and the regulation they have ini-
tiated (such as disputes between the postgraduate programs for scarce
resources; stimulation of the overvaluation of the academic résumé, of
the production of papers and irrelevant academic events; progressive
transformation of teachers into managers; facilitation in building abu-
sive relationships between advisors and advisees, etc.). Biopolitics, Education and Resistance in the Contemporary World Biopolitics, Education and Resistance in the Contemporary World It should be noted that we are currently living an overlap between
these two forms of social organization: it is a time of passage from one
to the other, from disciplines to controls, but also, and above all, a time
of coexistence, in which these two models meet, combine and cross us,
constituting subjectivation processes, that is, habitable surfaces, ways
in which we are led to live. In all fields of social life, it is possible to per-
ceive the exercise of a biopower, trying to conform us to be something,
to live in specific ways, stiff and little open to differences. Beyond the educational field, it is neither an exaggeration nor a
novelty to affirm that we are currently experiencing a widespread tor-
por, a narcotization and demotion of the power to act, an extreme lack
of political imagination and a heavy disbelief in the world, results of a
broad and gradual process of automatization of subjectivities. Biopolitics and Education On all
sides we are led to establish and reproduce relationships that are little
open to new connections and are not very flexible. We live in the age of
compulsive consumption, associated with the search for ready worlds;
from the cult to an idealized image of the body, with its most varied
practices (from fitness to the commodification of good health practic-
es, plastic surgeries, pharmacopornography5 and the medicalization of
life). It is the time of information overflows, with its most varied deploy-
ments and devices (social media and mobile apps shaping behaviors
and limiting coexistence with the difference, inserting everybody into
virtual bubbles controlled by algorithms and artificial intelligence, and
also stimulating an overexposure to images and the fugacity, useless-
ness and volatility of information). Also, is the time of a deepening of
the transformations in the relations of production and labor (with the
increasing casualization and transformation of labor in an abstract cat-
egory, the demand of super productivity accompanied by the insecu-
rity and constant threat of loss or reduction of employment, etc.); the
growing sense that we live in an ever-accelerating time – marked by
the excess of tasks to be accomplished, by the self-imputed pressure of
having to be successful in everything – reinforced by the ideologies of
success spread in the media; by the thought far from the present and al-
ways in what is yet to come, with anxiety being considered the evil of the
century; also, by the culture of best sellers and TV series, which inces-
santly repeat their narrative and dramatic formulas that only appease
the thought and entertain; by the increasing instrumentalisation of the
practices of meditation, yoga and other oriental models of existence, sold
as a remedy for the accelerated urban life. Jorge Larrosa6 didactically suggested that we “never saw so many
things happening, but yet the experience is increasingly rare” (Bondía,
2002, p. 21). The experience pointed out by Larrosa is that one capable of
producing intensities, variations in the power to act on the world, affec-
tions, some degree of loss of self, decentration: “It is experience what-
ever ‘crosses us’, or touches us, or happens to us, and by passing us it
forms and transforms us. Only the subject of experience is, therefore,
open to his own transformation” (Bondía, 2002, pp. 25-26). Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
1544 Mascarenhas However, this vital dimension of human life which is experience,
which is to differ from itself, which is indeed the very foundation of all
education, is now being reduced, becoming precarious, even eliminat-
ed, as a result of different biopolitical devices. In this sense, Jorge Lar-
rosa analyzes the ways in which three distinct elements are arranged in
the social field: excessive information, overwork and the sensation of an
accelerated time (Bondía, 2002). On the one hand, this rarity of the event, and the growing sense of
emptying of the meanings of existence that accompanies it, is produced
as we submit ourselves to the excesses of signs, images and other visual
and sound stimuli, so present in everyday life now. We are all exposed to
an absurd amount of information, often confusing quantity with quali-
ty, and we are summoned at all times to give our opinion on everything,
to express ourselves... Often without sufficient elaboration, without
taking the time and reflection enough for something really interesting
and relevant to be said, shared, for something to happen. Deleuze had
already pointed out – long before the popularization of the internet and
social media, we must say – that we are in need of silence: We sometimes go on as though people can’t express them-
selves. In fact, they’re always expressing themselves. The
sorriest couples are those where the woman can’t be pre-
occupied or tired without the man saying ‘What’s wrong? Say something...’, or the man, without the woman say-
ing..., and so on. Radio and television have spread this
spirit everywhere, and we’re riddled with pointless talk,
insane quantities of words and images. Stupidity’s never
blind or mute. So, it’s not a problem of getting people to
express themselves but of providing little gaps of solitude
and silence in which they might eventually find some-
thing to say. Repressive forces don’t stop people express-
ing themselves but rather force them to express them-
selves. What a relief to have nothing to say, the right to say
nothing, because only then is there a chance of framing
the rare, and ever rarer, thing that might be worth saying
(Deleuze, 1995, p. 129). Along with the excess of information, we also suffer from over-
work, resulting from a broad process of transformation of the economy
and the forms of production. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1545 Biopolitics and Education Experience
can be understood, then, as a condition for the affirmation of existence,
for the singularization and production of differences and freedom. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1544 Mascarenhas It is that the current capitalism, with the
deepening of neoliberal technologies at the global level, whose effects
multiply misery and increase the income concentration, no longer
hides its agenda. The casualization of jobs is now openly advocated (un-
der the false argument that this will solve employment crises and boost
economies, a discourse that serves to conceal the maintenance of social
privileges and inequalities); it is done a wide misleading propaganda
of meritocracy and entrepreneurship (sold as solutions for the market
deregulation and flexibilization of labor laws, and which act by blaming
those who are excluded by the system); more and more, the submission
to the laws of fiscal adjustment and the cut of social expenses are pro-
moted, as a way of maintaining the capital gains and the speculation in ucação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1545 Biopolitics, Education and Resistance in the Contemporary World stratospheric levels; it is promoted the financialization of life on an en-
larged scale, producing what Lazzarato called “[…] indebted man” (Laz-
zarato, 2014; 2012). Added to all this are the technological changes and
the constant need to master new devices and ways of working, and we
have as corresponding effects the increase of anxiety about the future,
fear of unemployment, the naturalization of the idea that more training
and information are necessary, and subjection to heavier work routines. All this also contributes to the reduction of experiences. Finally, we can mention a certain temporality, the way we per-
ceive and relate to time, as another factor that prevents us from hav-
ing powerful experiences. It is because we feel the world is accelerating,
there is always a feeling that there is no time to lose, or that we must
search for the lost time. […] experience is increasingly rarer due to lack of time. Everything that happens goes extremely fast, and in-
creasingly faster. And with that it is reduced to an ephem-
eral and instantaneous stimulus, immediately replaced
by another stimulus or by another excitement equally
ephemeral and instantaneous. The event happens to us
in the form of a shock, of stimulation, of raw sensation, in
the shape of the instantaneous, punctual, and fragment-
ed experience. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
1546 Mascarenhas The speed with which events are given to
us, and the obsession for the novelty and the new, which
characterizes the modern world, hinders the meaningful
connection between events. They also prevent memory,
since each event is immediately replaced by another
that equally excites us for a moment, but leaves no trace
(Bondía, 2002, p. 23, author’s translation). In addition, our temporal experience is being colonized by the
principles of the market: it is considered necessary to instrumentalize
the time, to make it always useful (do not waste time, make things that
will be useful in the future, that can improve your curriculum or im-
prove your social position); even the leisure and recreation moments
need to be planned, so that the maximum productivity can be extracted
from them (plan the holiday trip or the weekend exhaustively, in order
to enjoy time, look for activities that have the best cost-benefit ratio,
etc.). In that sense, free time, the one that is not scanned and controlled
by planning and functionality, is often viewed as boredom, waste, or
even end up lived in a blameworthy way, as an I should be doing some-
thing else. This relationship with time is also the result of a social technolo-
gy, product of a social construction that hinders the emergence of other
temporalities. Modernity decreed the hegemony of a mechanical time,
linear and successive, time of quantities. Yet, one could conceive a time
of qualities, whose reason is neither numerable nor successive: a time
of Aion, time of duration, of intensities, of affirmation of life and event
production7: Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1546 Mascarenhas This dead time, which in a sense is a non-time, also bap-
tized the ‘in-time’ is Aion. At this level, the event is no
longer just the difference of things or states of things; it
affects the human subjectivity, it inserts difference in the
subject itself. If we call an event what changes the order
of meaning (which made sense until the present moment
became indifferent, and even opaque to us, and what we
are now sensible to didn’t make sense before), it must be
concluded that the event has no place in chronological
time, since it affects the very conditions of a chronology. Mascarenhas On the contrary, it marks a cut, so that time is interrupted
to resume on another plane (hence the expression ‘be-
tween-time’) (Zourabichvili, 2004, p. 11-12). is, they produce incessantly singular modes of interpretation and rela-
tion with the world: is, they produce incessantly singular modes of interpretation and rela-
tion with the world: The schizo has his own system of co-ordinates for situat-
ing himself at his disposal, because, first of all, he has at
his disposal his very own recording code, which does not
coincide with the social code, or coincides with it only in
order to parody it (Deleuze; Guattari, 1983, p. 15). It would be necessary, then, to live a little like a madman, a child
and a poet. Not bad. Still, it is not simply having the experience of mad-
ness, or writing poems in the free time or playing on the weekends, al-
though one can do a little of all of this. It is, more profoundly, to think
with the thought of the child, the madman or the poet; of producing
himself starting from that, of this new way of thinking, and not like this,
representing another life. It is about inventing a new form of life, a new
set of values, that refer to an affirmation of life in its now, and in its daily
events, in its details, endowing them with lightness, joy and intensity,
having the experience of sadness, but also overcoming it, giving way to
other affections. Put oneself in movement. It is all a critique of the mod-
ern subject conception that is at issue here: to kill what is in us of heavy,
of easily disappointing, of insecure, of need for the approval of others;
do not let ourselves to be stopped in sadness, to overcome jealousy and
envy; to kill in us what is potentially frustrating, resentful, idealized,
distant from the present. But where to start? How to do it? How can one produce him/her-
self in this way? How to educate ourselves in this way? Now, an inven-
tion is like a pregnancy, it is something that has not been born yet. That
is, invention is precisely what does not yet exist, and therefore is not
determinable, its paths and forms are unknown. No invention can be
prescribed, shown in formulas, placed in manuals... Because this pro-
cedure would transform it into mere reproduction. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
1548 Stop Production, Empty the Body We can then make the Nietzschean critique of the value of val-
ues, and ask: who needs these values over the human body? What types
of existence imply a body thus lived? And, therefore, how can one es-
tablish new values over the body? How to produce forms of education,
currently, that stimulate and enable other relationships with one’s own
body and new compositions with other bodies? How to restore the expe-
rience? What forms of care can boost power in the body? To bring forth
new bodies, which are not subjected and mortified entities, but terri-
tories of the multiple, expressing singularities and intensive relations
with the world, where experience is again possible and stimulated: that
is a program of education and resistance to biopolitics. The body without organs (BwO), Artaud’s famous expression,
much developed by Deleuze and Guattari, refers to a need to engender
a paralyzation, to go through anti-production: “From a certain point of
view, it would be much better if nothing worked, if nothing functioned
[...] The full body without organs is the unproductive, the sterile, the
unengendered, the unconsumable” (Deleuze; Guattari, 1983, p. 7-8). In
this sense, Pelbart adds: The whole thematization of the body-without-organs is a
variation around this biopolitical theme par excellence,
the life undoing itself of what imprisons it, of the organ-
ism, of the organs, of the inscription of the diverse powers
on the body, or even of its reduction to bare life, dead-life,
mummy-life, shell-life (Pelbart, 2013, p. 32-33). The body without organs, this interruption, this cut, does not be-
come a definitive state or place: it is a process, a form of passage. In other
words, it is about blocking certain forces so that new and unique forms
can be produced. To carry out continuous processes of de-subjectivation
and re-subjectivation. Perhaps it has been the madmen, the poets, and the children who
best knew how to create bodies without organs for themselves, each in
his own way, the madman finding in the experience of the crisis its most
radical expression. It is that these three figures share a schizo logic, that Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1547 Biopolitics, Education and Resistance in the Contemporary World is, they produce incessantly singular modes of interpretation and rela-
tion with the world: However, we know where the invention does not take place, where
it lacks the conditions of possibility: right there where biopower is felt
in an extremely intense way, to the point of paralyzing, suffocating,
exhausting; is where biopolitics drains our will to power, turns us into
mere survivors. Mascarenhas Image 2 – Body as Political Territory
Source: Campbell (2015, p. 69). There is, in the body without organs, a strange potency: the power
of non-doing. As Bartleby, well-known Melville’s character: the pref-
erence for not doing, the claim to occupy a suspension place, even of
impotence. To construct for oneself an impossibility, of saying some-
thing, of doing something, of being something, of allowing oneself to be
crossed by a certain line of biopolitical force, by a certain subjectivation
process. Image 2 – Body as Political Territory
Source: Campbell (2015, p. 69). Image 2 – Body as Political Territory
Source: Campbell (2015, p. 69). Image 2 – Body as Political Territory Source: Campbell (2015, p. 69). There is, in the body without organs, a strange potency: the power
of non-doing. As Bartleby, well-known Melville’s character: the pref-
erence for not doing, the claim to occupy a suspension place, even of
impotence. To construct for oneself an impossibility, of saying some-
thing, of doing something, of being something, of allowing oneself to be
crossed by a certain line of biopolitical force, by a certain subjectivation
process. The exhaustion of the possible is the exhaustion of a cer-
tain possible, that one ‘given beforehand’, the repertoire
of possible that is offered to us in the form of multiple
choice every day [...]. The end of the possible corresponds
precisely to the necessary creation of possible. It is no
longer a question of the possible as mere possibility, ideal,
fortuitous, gratuitous, interchangeable, but the possible
created necessarily, even if from an impossibility (Pelbart,
2013, p. 297, author’s emphasis). We have to see creation as tracing a path between impos-
sibilities […] Creation takes place in choked passages. […]
A creator who isn’t grabbed around the throat by a set of
impossibilities is no creator. A creator’s someone who cre-
ate their own impossibilities, and thereby creates possi-
bilities (Deleuze, 1995, p. 133). Thus, a creative education is one that creates its own impossibili-
ties, especially the impossibility of letting itself be traversed by the hard Educação & Realidade, Porto Alegre, v. 43, n. is, they produce incessantly singular modes of interpretation and rela-
tion with the world: 4, p. 1537-1554, Oct./Dec. 2018. 1549 Biopolitics, Education and Resistance in the Contemporary World lines of biopower. The non-doing of Bartebly can be read as not doing
in a certain way, which opens alternatives, inserts the possibility of in-
venting other ways of doing. It is not simply failing to do, but to do dif-
ferently. In a way that we can follow what appears, what is invented, if
we dare to affirm: if it is to produce something with no quality, being
massacred by time, I prefer not to do it; if it is to reinforce places of im-
prisonment (of sexuality, self-esteem, generate more anxiety, etc.) and a
state of emptying of power, I prefer not to do so; if it is to think and act in
the world in order to restrict or diminish the possibilities, mine and/or
of others, I prefer not to do it; if it is to reproduce and strengthen resent-
ful, negative and meaningless life forms, I would rather not do so. On the other hand, to produce oneself in other ways implies not
only this negative task, of refusal to do something, but also a positive
task, of creation. And every creation process involves effort, displace-
ment, and also a certain amount of unrest; involves sustaining a ten-
sion, letting oneself be crossed by a problem, until one finds the lines of
escape that transform that tension and that problem into other things,
reconfiguring a certain existential territory, modifying its structures
and putting new situations, new problems. The invention is not a spontaneous activity, even if we in-
clude under this term the invention of daily life, and not
only the great technological, artistic, or scientific inven-
tions. Why is there an effort? Because we have deviated
from the already open path, and therefore much easier,
that previous habits have left behind […]. In invention,
things do not go by itself. There is feeling of difficulty, an-
noyance, obstacles. The process may involve a large num-
ber of ups and downs. Still thinking with Bergson, there
is effort when there is deceleration and delay. There must
be work, that is to find a solution, because the idea can be
dismantled if one does not seek to concretize it in a solu-
tion. The search is active and often hard, involving ten-
sion and demanding effort. is, they produce incessantly singular modes of interpretation and rela-
tion with the world: On the other hand, creation
is not just an effort because it includes the encounter. The
encounter is the reflux of the search, for in it we are recep-
tive […]. The encounter always has an unexpected edge,
an element of unpredictability and surprise. We cannot
be completely active in an encounter, but we must let our-
selves be affected by what we encounter (Kastrup, 2007, p. 66-67, author’s translation). Final Remarks The inexhaustible capacity of the capitalist machine to renew it-
self, to operate as a surface of registration, conformation and control of
subversive practices, inserts all the time the risk of dissipation of resis-
tances. It takes a constant work of mapping the biopower lines, and of
its effects on bodies and on the possibilities of existence. In this sense, I
believe that the construction of powerful educational practices, today,
demands to rethink the ways we deal with the body, time, information Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1550 Mascarenhas and work. The ways we can favor and allow, through our choices and
renunciations, the occurrence of intense and potent experiences. The
ways in which we resist to what is presented to us as the only (or better)
way of doing and knowing, how we learn and bravely assume places that
are also a denial of the established logics. Certainly, there are still many others biopolitical forms that we
need to identify and examine, as well as strategies to invent, in this
continuous movement that is the production of existence. And in the
case of education, the additional tasks of paying attention to the risk of
stiffening the practices, and to the forms of subjection that they entail. Regardless if it is the teaching workforce, the technical and manage-
ment staff or the students themselves of whom we are talking about,
one needs to try not to end up reinforcing the negative, not to overbur-
den other people with demands, deadlines and ways of doing that are
not related to learn and create power, but to serve as a transmission en-
gine that responds obediently to the bureaucratic machine, fulfilling
the role of a good employee or good student. Learn how to say no to the
gears of biopower, to purge of the guilt, of the will and the pressure of
following successful models. Learn to reconstruct the relation with the
lived time, to slow down the time, to ponder its utilities, its rationality
and its linearity; replace its duration and intensity. Cultivate the use-
less. Slowly learning, from experience. Seek the singularity, give pas-
sage to the affections, seek answers proper to the problems that must,
also, be placed within own forms. Biopolitics, Education and Resistance in the Contemporary World Biopolitics, Education and Resistance in the Contemporary World Notes 6 The following quotes on Larrosa’s work was freely translated by me from the
Portuguese article published in 2002. It has become a very popular work in
Brazil but, unfortunately, until the publication of the present article, I could
not find a stable English version of this paper. 7 The following quote on Zourabichvili’s work was translated by me from the
Portuguese version. There is an English version of this text available, published
by Edinburgh University Press (Zourabichvili, 2012). 7 The following quote on Zourabichvili’s work was translated by me from the
Portuguese version. There is an English version of this text available, published
by Edinburgh University Press (Zourabichvili, 2012). Final Remarks In short, it can be said that a creative education involves a double
movement: on the one hand, to create its own protective capes, its bod-
ies without organs, vacuoles of time and space, its I prefer not to do it,
that make it possible to suspend momentarily the biopolitical lines and
create conditions for new experiences to take place and new meanings
to be cultivated. On the other hand, it also involves making a passage,
an exit from comfort zones, putting oneself at risk, overcoming oneself,
letting one go through other ways of experiencing oneself and of relat-
ing to others. Finally, it should be clarified that educating oneself in this way
does not depend on revolutionizing, reforming or saving the education
system as a whole (although rethinking and transforming it remain
necessary and urgent guidelines). It is not a matter of claiming an ac-
tion in the macro-political sphere, but instead beginning to act through
the micro – knowing that there are lines of continuity, composition and
tension between macro and micro, and that modifying one certainly
changes the other. Translated by Leonardo Balbino Mascarenhas and proofread by Ananyr Porto Fajardo. Received on August 9, 2017
Approved on December 28, 2017 Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1551 Notes 1 Another version of this work, developed by the artist in Rio de Janeiro and
exhibited at the Rio Art Museum in 2017, revealed new curious fears: of pigeon
poop; of being alone; of the brother; of squinting eyes; of knives and drunk
people; among others. 1 Another version of this work, developed by the artist in Rio de Janeiro and
exhibited at the Rio Art Museum in 2017, revealed new curious fears: of pigeon
poop; of being alone; of the brother; of squinting eyes; of knives and drunk
people; among others. 2 Without trying to exhaust the subject, we can mention some names whose
contributions strongly mark the studies in education, and that are considered
“mandatory readings” in the field, such as: the works of Bourdieu and Passeron
(1977), Paulo Freire (2005; 1996), John Holt (1972) and Ivan Illich (1971). The
influence of Foucault’s thoughts on education, presented in a didactic and
summarized form by Veiga-Neto (2007) and Gallo (2008), and in more details in
the collection organized by Ball (1997). However, it is necessary to emphasize
that there is a great diversity in the approaches, theories, critics and proposals
of these authors. 3 This is not a univocal terminology; Singer (2010, p. 15) points out other names
commonly used to designate these experiences: “romantic […] student-centered
pedagogy […] free, progressive, alternative, democratic schools”. 4 Slow learning (or slow education, or slow school) is a movement inspired by the
slow-food movement and proposes to rethink the ways in which the school is
structured – from the rhythms of learning to the standardization of curricular
structures and assessments, the role of parents in the educational process and,
above all, the intertwined relationship between school (and learning) and
capitalist ways of life (Holt, 2002). 5 This is what Beatriz Preciado suggests, when analyzing how current capitalism
exerts a control of subjectivities from the most accurate management of the
libido, and the drainage and “resolution” of mental states such as euphoria,
excitement and relaxation, by the use of pharmacoponographic products, such
as Prozac, testosterone, Viagra, insulin, alcohol, tobacco, cocaine… (Preciado,
2008). 6 The following quotes on Larrosa’s work was freely translated by me from the
Portuguese article published in 2002. It has become a very popular work in
Brazil but, unfortunately, until the publication of the present article, I could
not find a stable English version of this paper. References ARTIST Talks: Rivane Neuenschwander at Whitechapel Gallery. Whitechapel
Gallery Chanel, London, Jul. 2015. Available at: <https://www.youtube.com/
watch?v=7PIsEjtv_dk>. Accessed: 14 September 2016. ARTIST Talks: Rivane Neuenschwander at Whitechapel Gallery. Whitechapel
Gallery Chanel, London, Jul. 2015. Available at: <https://www.youtube.com/
watch?v=7PIsEjtv_dk>. Accessed: 14 September 2016. BALL, Stephen J. Foucault y la Educación: disciplinas y saber. 3. ed. Madrid:
Morata, 1997. BONDÍA, Jorge Larrosa. Notas sobre a Experiência e o Saber de Experiência. Revista Brasileira de Educação, Rio de Janeiro, n. 19, p. 20-28, jan./abr. 2002. Available at: <http://www.scielo.br/pdf/rbedu/n19/n19a02.pdf>. Accessed: 17
August 2015. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1552 Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1552 Mascarenhas BOURDIEU, Pierre; PASSERON, Jean-Claude. Reproduction in Education, Soci-
ety and Culture. Beverly Hills: Sage, 1977. BOURDIEU, Pierre; PASSERON, Jean-Claude. A Reprodução: elementos para
uma teoria do sistema de ensino. 3. ed. Rio de Janeiro: Francisco Alves Editora,
1992. CAMPBELL, Brígida (Org.). Exercício para a Liberdade. São Paulo: Invisíveis
Produções, 2015. Available at: <http://issuu.com/invisiveisproducoes/docs/exerc__
cioparaaliberdadeissuu>. Accessed: 2 July. 2017. DELEUZE, Gilles; GUATTARI, Félix. Anti-Oedipus: capitalism and schizophre-
nia. Minneapolis: University of Minnesota Press, 1983. DELEUZE, Gilles. Conversações. São Paulo: Editora 34, 1992. DELEUZE, Gilles. Negotiations, 1972-1990. Nova York: Columbia University
Press, 1995. DELEUZE, Gilles; GUATTARI, Félix. O Anti-Édipo: capitalismo e esquizofrenia. São Paulo: Editora 34, 2010. FOUCAULT, Michel. The History of Sexuality Volume One: an introduction. Nova York: Pantheon Books, 1976. FOUCAULT, Michel. Vigiar e Punir: nascimento da prisão. Petrópolis: Vozes,
1987. FOUCAULT, Michel. História da Sexualidade I: a vontade de saber. Rio de Ja-
neiro: Edições Graal, 1988. FOUCAULT, Michel. Discipline and Punish: the birth of the prison. 2. ed. Nova
York: Vintage Books, 1995. FREIRE, Paulo. Pedagogia do Oprimido. 17. ed. Rio de Janeiro: Paz e Terra, 1987. FREIRE, Paulo. Pedagogia da Autonomia: saberes necessários à prática educa-
tiva. 25. ed. São Paulo: Paz e Terra, 1996. FREIRE, Paulo. Pedagogy of the Oppressed. 30. ed. Nova York: Continuum In-
ternational Publishing Group, 2005. GALLO, Silvio. Foucault: (re)pensar a educação. In: RAGO, Margareth; VEIGA-
NETO, Alfredo (Org.). Figuras de Foucault. 2. ed. Belo Horizonte: Autêntica,
2008. P. 253-260. HOLT, John. How Children Learn. Middlesex: Penguin, 1972. HOLT, Maurice. It’s Time to Start the Slow School Movement. Phi Delta Kap-
pan, Los Angeles, v. 84, n. 4, p. 264-271, dez. 2002. Available at: <http://courses. educ.ubc.ca/cite/socials/Articles/Maurice_Holt_Slow_Schools.pdf>. Accessed:
16 December 2017. ILLICH, Ivan. Deschooling Society. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018.
1554 References New York: Harper & Row, 1971. ILLICH, Ivan. Sociedade sem Escolas. 7. ed. Petrópolis: Vozes, 1985. KASTRUP, Virgínia. Flutuações da Atenção no Processo de Criação. In: LECERF,
Eric; BORBA, Siomara; KOHAN, Walter. Imagens da Imanência: escritos em
memória de H. Bergson. Belo Horizonte: Autêntica, 2007. P. 66-67. LAZZARATO, Maurizio. Signos, Máquinas, Subjetividades – Signes, Machines,
Subjectivities (edição bilíngue). São Paulo: Edições Sesc; N-1 Edições, 2014. PELBART, Peter Pál. O Avesso do Niilismo: cartografias do esgotamento – Car-
tography of Exhaustion: nihilism inside out (edição bilingue). São Paulo: N-1
Edições, 2013. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1553 Biopolitics, Education and Resistance in the Contemporary World Biopolitics, Education and Resistance in the Contemporary World PRECIADO, Beatriz. Testo Yonqui. Madrid: Espasa, 2008. PRECIADO, Beatriz. Testo Yonqui. Madrid: Espasa, 2008. SINGER, Helena. República de Crianças: sobre experiências escolares de re-
sistência. Campinas: Mercado de Letras, 2010. VEIGA-NETO, Alfredo. Foucault e a Educação. 2. ed. Belo Horizonte: Autêntica,
2007. VEIGA-NETO, Alfredo. Foucault e a Educação. 2. ed. Belo Horizonte: Autêntica,
2007. ZOURABICHVILI, François. O Vocabulário de Deleuze. Campinas: Centro In-
terdisciplinar de Estudo em Novas Tecnologias e Informação (IFCH/Unicamp),
2004. Available at: <http://escolanomade.org/wp-content/downloads/deleuze-
vocabulario-francois-zourabichvili.pdf>. Accessed: 25 July 2017. ZOURABICHVILI, François. Deleuze, A Philosophy of the Event: together with
the vocabulary of Deleuze. Translated by Kieran Aarons. Edinburgh: Edin-
burgh University Press. Edited by Gregg Lambert and Daniel Smith. Available
at: <http://www.jstor.org/stable/10.3366/j.ctt3fgr6f>. Accessed: 13 June 2017. Leonardo Balbino Mascarenhas is a Brazilian educator, and has been in-
volved in educational, artistic, social and economic projects since 2005. Currently is teaching at Universidade Federal de Alfenas – UNIFAL, at cam-
pus Varginha/MG and developing research and production in the realms of
education, literature, theater and contemporary philosophy. p
E-mail: leo.mascarenhas@gmail.com p
y p
p y
E-mail: leo.mascarenhas@gmail.com This is an open-access article distributed under the terms of the Creative
Commons Attribution License 4.0 International. Available at: <http://cre-
ativecommons.org/licenses/by/4.0>. Educação & Realidade, Porto Alegre, v. 43, n. 4, p. 1537-1554, Oct./Dec. 2018. 1554
|
https://openalex.org/W4233830471
|
https://bmcendocrdisord.biomedcentral.com/track/pdf/10.1186/s12902-020-0514-9
|
English
| null |
Establishment of a type 1 diabetes structured education programme suitable for Chinese patients: Type 1 Diabetes Education in Lifestyle and Self Adjustment (TELSA)
|
Research Square (Research Square)
| 2,020
|
cc-by
| 7,600
|
Establishment of a type 1 diabetes
structured education programme suitable
for Chinese patients: type 1 diabetes
education in lifestyle and self adjustment
(TELSA) Yuting Xie1,2†, Fang Liu1,3†, Fansu Huang4, Chunna Lan5, Jia Guo6, Jing He7, Lezhi Li3, Xia Li1,2* and
Zhiguang Zhou1,2 Xie et al. BMC Endocrine Disorders (2020) 20:37
https://doi.org/10.1186/s12902-020-0514-9 Xie et al. BMC Endocrine Disorders (2020) 20:37
https://doi.org/10.1186/s12902-020-0514-9 Open Access Abstract Background: Various guidelines recommend that all adults diagnosed with type 1 diabetes (T1D) should be
offered an evidence based, structured education programme (SEP) to optimize self-management care. China has a
13,000 annual increase in newly diagnosed T1D cases, of which 65% are adults. However, there is yet no validated
SEP targeted to T1D patients in China. The purpose of this study is to establish a structured T1D self-management
education programme—‘Type 1 Diabetes Education in Lifestyle and Self Adjustment’ (TELSA) that is adapted to
medical and cultural practices in China. Methods: TELSA programme was developed based on the ADDIE model, following three steps: i) Semi-structured
interviews were administered to 10 healthcare professionals (HCPs) and 13 T1D patients. Different topic guides,
focusing on 4 dimensions including goals, contents, format of delivery, and quality assurance, were designed for
either HCPs or patients. The interviews were recorded and analysed with thematic analysis. ii) Extracted themes
were modified according to Delphi consultation. iii) Preliminary courses were conducted as pilot study to evaluate
the effects of TELSA and optimization of the curriculum was finalized accordingly. (Continued on next page) * Correspondence: lixia@csu.edu.cn †Yuting Xie and Fang Liu should be considered co-first author and
contributed equally to this work. 1Department of Metabolism and Endocrinology, The Second Xiangya
Hospital, Central South University, No.139 Middle Renmin Road, Changsha,
China 2National Clinical Research Center for Metabolic Diseases, and Key Laboratory
of Diabetes Immunology, Ministry of Education, Changsha, China
Full list of author information is available at the end of the article Methods
Study design The training programme was developed based on the
ADDIE instructional design process [12–14]. Three es-
sential
steps:
semi-structured
interviews,
nationwide
Delphi consultation, and preliminary courses, were in-
cluded in the development of TELSA. (Continued from previous page) (Continued from previous page) Results: A total of 18 themes in 4 dimensions of the programme design were identified in the final version: i)
goals: ‘behaviour modification’ and ‘outcome improvement’; ii) contents: ‘living with T1D’, ‘self-monitoring of blood
glucose’, ‘knowing insulin’, ‘insulin dose adjustment’, ‘carbohydrates and carbohydrate counting’, ‘hypoglycaemia’,
‘complications of diabetes’, ‘managing psychological issues’, ‘physical activity’, and ‘question-and-answer’; iii) format:
‘multidisciplinary team combined with peer support’, ‘face-to-face education followed by remote learning’, and ‘2-
day programme held on weekends’; and iv) quality assurance: ‘after-class quiz’, ‘patients’ feedback’, and ‘long-term
evaluation on effectiveness’. Conclusions: A type 1 diabetes structured education programme in China was set up and shown to be applicable
under local medical, social, and cultural environment. Trial registration: NCT03610984. Date of registration: August 2, 2018. Trial registration: NCT03610984. Date of registration: August 2, 2018. Keywords: Type 1 diabetes, Structured education programme, Qualitative interviews, Delphi me have been diagnosed with diabetic retinopathy reached
17.3% in their investigation [11]. The severe status quo
on diabetes-related comorbidity is largely due to the lack
of diabetes self-management education from routine
clinical care [11]. To date, there is no evidence based
and validated SEP available to T1D patients in China. The lack of standard T1D educational approaches has
resulted in remarkable regional disparities in diabetes
control as well as varied clinical practice routines across
different healthcare settings. © The Author(s). 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License,
which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if
changes were made. The images or other third party material in this article are included in the article's Creative Commons
licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons
licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain
permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the
data made available in this article, unless otherwise stated in a credit line to the data. Page 2 of 10 Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders Background Type 1 diabetes (T1D) patients suffer from continuous
loss of pancreatic β-cell function and need life-long ex-
ogenous insulin treatment. Adjusting insulin dose to
keep glucose levels at target in a flexible daily routine re-
mains an enormous challenge in T1D management. Dia-
betes self-management education (DSME) is critical for
patients
to
achieve
HbA1c
targets,
minimise
hypoglycaemia,
and
optimise
quality
of
life. Self-
management training programmes such as dose adjust-
ment for normal eating (DAFNE) and the diabetes
teaching and treatment programmes (DTTP) have con-
sistently demonstrated positive outcomes in diabetes
control as well as quality of life in multiple studies [1–
4]. Therefore, consensus has been reached across various
guidelines that all adults diagnosed with T1D should be
offered
an
evidence
based,
structured
education
programme (SEP) [5, 6]. An SEP is defined as ‘a planned
and graded process that facilitates the knowledge, skills
and ability for diabetes self-management and empowers
individuals to live healthily, to maintain and improve
their quality of life, and assume an active role in their
diabetes care team.’ [5] It incorporates the needs, goals,
and life experiences of patients [7, 8]. Five quality cri-
teria of an SEP include i) patient-centered philosophy, ii)
structured written curriculum, iii) trained educators, iv)
quality assurance, and v) regular audit [5]. However, al-
though structured education for T1D is an absolute ne-
cessity, only limited countries have established proper
SEPs [7]. Due to lifestyle and social differences, SEPs should be
tailored to each country. There is an urgent unmet need
for a high-quality, standard T1D curriculum that em-
powers Chinese T1D patients with self-management
skills and psychological support. Hence this study fo-
cused on establishing the ‘Type 1 Diabetes Education in
Lifestyle and Self Adjustment’ (TELSA) programme, the
first T1D SEP designed to match the medical, social, and
cultural environment in China. Delphi procedure The Delphi questionnaires were delivered to participants
in person or via emails and responses were collected
within two weeks. The questionnaire started with an
introduction that briefly explained the purpose of the
study, and included general information on participants. The main part of the questionnaire included 17 items
developed from qualitative interviews. The five-point
Likert scale was used to evaluate the degree of import-
ance for each item (5 for ‘extremely important’ to 1 for
‘unimportant’). Participants’ basis of judgment and de-
gree of familiarity for each item were also surveyed in
this questionnaire. Free-text columns were included for
collection of suggestions. Data were collated and re-
presented to the research team for further refinement of
TELSA. Here we defined a consensus regarding a spe-
cific item as at least 80% agreement (with Likert score
4–5) [17]. Part 1: Semi-structured interviews
Data collection A recent study showed that China has 13,000 newly
diagnosed T1D cases every year in spite of a low inci-
dence rate [9], and is now the fourth largest country in
the number of T1D cases in the 0–14 age group [10]. Even with expanding categories of insulin and new tech-
nologies, the mean HbA1c across all age groups reported
in the cost, coverage, and care (3C) study in China
remained as high as 8.9% [11]. Although only 35.2% of
patients had eye exams, the percentage of patients that A qualitative, descriptive design was adopted. Healthcare
professionals (HCPs) certified for T1D clinical care and
adult T1D patients (≥18 years of age) were recruited with
purposive sampling strategy as interviewees. Patients
with diabetes duration ≥3 months and no medical his-
tory of mental disorders or cognition impairment were
recruited from 2 tertiary hospitals in Beijing and Chang-
sha. HCPs who were certified for T1D clinical care and fa-
miliar with diabetes education programmes were selected Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders (2020) 20:37 Page 3 of 10 Xie et al. BMC Endocrine Disorders Table 2 Characteristics of healthcare professionals interviewed
Characteristics
Professionals (n = 10)
Gender, n (%)
Male
1 (10.0)
Female
9 (90.0)
Age in years, mean (range)
37.9 (30.0–53.0)
Highest level of education, n (%)
Doctor
6(60.0)
Master
4(40.0)
Professional, n (%)
Diabetologist
5 (50.0)
Diabetes specialist nurse
2 (20.0)
Diabetes educator
3 (30.0)
Years of working, mean (range)
14.4 (6.0–31.0) from 4 tertiary hospitals in Beijing, Xi’an, Suzhou, and
Changsha. All interviewees gave their informed consent. Interviews were conducted by a diabetes education nurse. Interview guidelines for either patients or HCPs (Add-
itional file 1) were created by the research team and
piloted in two interviews (not included in the analysis) to
assess comprehensibility and avoid content that could be
misconstrued or offensive. Questions were open-ended
and leading questions were avoided. Each interview lasted
30 to 60 min and was audio-recorded with participants’
consent. In the last two interviews in each group, no new
information related to the topic was obtained, which sug-
gested that saturation was achieved and data collection
was ended [15]. The final sample consisted of 13 T1D pa-
tients and 10 HCPs (Tables 1 and 2). Data analysis professional network. Purposive sampling was conducted. Ultimately, a multidisciplinary and geographically diverse
group of 25 Chinese-based experts were invited in this
Delphi panel (Additional file 2). The five stages of thematic analysis were followed [16]. Records were transcribed verbatim within 24 h of each
interview by the interviewer and were re-read and veri-
fied. NVivo 11.0 (QSR International Pty Ltd) was used
for data analysis. Inductive content analysis was per-
formed [16]. The transcripts were then coded and
themes were identified, followed by discussion and
examination with a second researcher. Disagreements
were
discussed
within
the
research
team
to
aid
refinement. Part 2: Delphi consultation
Participants Experts were selected as potential participants if they are:
i) recognized experts in the field of T1D or diabetes edu-
cation, ii) researchers with expertise in diabetes, educa-
tion, or psychology, identified through literature review,
and
iii)
researchers
recommended
through
experts’ Table 1 Characteristics of patients interviewed
Characteristics
Patients (n = 13) Table 1 Characteristics of patients interviewed
Characteristics
Patients (n = 13)
Gender, n (%)
Male
6 (46.2)
Female
7 (53.8)
Age in years, mean (range)
30.9 (19.0–52.0)
T1D duration in years, mean (range)
10.1 (0.5–41.0)
Highest level of education, n (%)
Junior high
2 (15.4)
Senior high
1 (7.7)
College/University
7(53.8)
Postgraduate
3(23.1)
Marital status, n (%)
Married
5 (38.5)
Single
8 (61.5) Goals Theme 1: Outcome improvement All patients and
HCPs ranked improving diabetes outcome, including
both physiologically and psychologically, the most im-
portant goal of diabetes education. To live ‘a normal
life’ or have ‘better quality of life’ is also of top
concern. In addition to basic concepts, patients were gener-
ally more concerned about ‘to build a healthy attitude
towards diabetes’ in the first place. 8 out of 13 pa-
tients mentioned an ice-breaking start with establish-
ing their confidence to live with diabetes for the rest
of their lives. ‘A qualified education programme is supposed to im-
pact on patients’ metabolic control. It is critical in
improving the quality of life for patients and their
family.’ [Healthcare professional (H) 1]. ‘I think in the first class, it should be clarified what
the benefits are for controlling diabetes. It should be
pointed out that we can still have a normal life if
diabetes is under control, so as to build our confi-
dence.’ ‘I want to reduce the number of hypoglycaemic epi-
sode as well as incidences of very high blood sugar,
and ultimately, to avoid complications.’ ‘What I hope is to be able to relieve my anxiety, and
thus live a normal life.’
[P9]. Theme 2: Behaviour modification HCPs in China will
sometimes encounter T1D patients admitted with dia-
betic ketosis due to discontinuation of insulin therapy,
because of invalidated treatments that can ‘cure’ T1D. Moreover, patients are frequently confused with differ-
ent insulin categories and risk purchasing a wrong cart-
ridge. Therefore, most HCPs recognized the importance
of educating patients to achieve sufficient basic know-
ledge to avoid unnecessary cost. Theme 2: Self-monitoring of blood glucose (SMBG)
The importance of SMBG has been greatly underesti-
mated by most patients [18]. Over 60% patients in our
T1D clinic tested blood glucose levels less than 4 times
per day (data unpublished). However, only a few patients
in the interview mentioned SMBG. ‘I started with testing my blood glucose levels at least
7 times per day in the hope that I could figure out
my glucose pattern. But soon I found it was a mis-
sion impossible. Then I just gave up and let it be. Now I just test randomly. As long as it is neither too
high nor too low, I’m satisfied.’
[P4] ‘The most important goal of education is to reduce
fundamental errors. [H2]. comments column. Questions covered degree of satisfac-
tion, course comprehensibility, acceptability, and useful-
ness. The quiz contained at least 2 questions per session,
with an emphasis on carbohydrate (carb) counting and in-
sulin dose adjustment. Pre-testing of the quiz was con-
ducted among researchers to avoid misunderstandings. Curriculum was reviewed and modified by the research
team according to patients’ responses. [
]
‘Through education, patients will have a correct un-
derstanding of diabetes self-management. … With
various online resources that might be misleading,
patients need easy access to professional educational
materials that can teach correct from incorrect.’
[H4]. Part 1: Semi-structured interviews Part 1: Semi-structured interviews Totally 17 themes in the 4 dimensions of curriculum
were identified. ‘In the very beginning patients need to clearly under-
stand what they are dealing with every day. … They
should know, for example, what causes T1D, and
what some of the most common misunderstandings
of T1D are.’
[H7]. Results Theme 1: Living with T1D HCPs all agreed that the
teaching session should start with a basic introduction
to T1D. ‘I’ve heard there is a way to check my blood glucose Part 3: Preliminary courses y
The first two courses were piloted to evaluate the ac-
ceptability and organization of the curriculum. An-
nouncements of the courses were released in the
WeChat (Tencent Corp) public group where all the
registered T1D patients in our T1D clinic had access
to. For each course, the first 10 adult patients volun-
teered to join were selected as attendees. After the
course, all attendees completed feedback question-
naires and a quiz designed by the research team
(Additional file 3). Patients were also encouraged to
leave their free text comments. Questionnaires were pre-
sented
in
a
multiple-choice
format
with
free-text Xie et al. BMC Endocrine Disorders (2020) 20:37 Page 4 of 10 Xie et al. BMC Endocrine Disorders (2020) 20:37 correct time.’
[H7]. HCPs also emphasize on self-adjustment of insulin
doses in daily routine in order to help patients to main-
tain ‘a normal life’. Patients’ negligence on SMBG is exactly why HCPs
emphasize this topic. New techniques for glucose testing
such as continuous glucose monitoring also need to be
introduced. ‘Blood glucose levels may vary every day. Instead of
fixed doses prescribed by the doctors, it’s more im-
portant for the patients to learn how to adjust insu-
lin doses properly according to their own meals and
activities.’
[H10]. ‘In addition to the normal range, frequency, and cor-
rect procedures of testing blood glucose levels, the
importance of SMBG should also be emphasized in
different conditions, helping patients to form a habit
of testing.’
[H7]. Theme 5: Carbohydrate and carb counting Carbohy-
drates are the staple food in Chinese cuisine. Although
cooking methods and ingredients are more diversified
and harder to predict compared to western food culture,
consensus was still reached that, along with insulin,
identifying carbohydrates, knowing carb counting and
carb-insulin ratio, are fundamental. Theme 3: Managing psychosocial stress Almost all pa-
tients were stressed at different levels and occasions—
stress in the process of schooling, working, and estab-
lishing relationships. Some patients have difficulties in
communicating
with
people
around
them
about
diabetes. ‘Through understanding
how
carbohydrates
and
other ingredients affect blood glucose levels, patients
can learn to inject boluses before meals or snacks. If
they want to live a less restricted life while keeping
stable blood glucose levels, carb counting is a basic
skill.’
[H9]. ‘My previous research found that T1D patients are
under great stress but generally don’t know how to
relieve it, or to effectively communicate with families
and friends to gain support.’ f
g
pp
[H3]. ‘Since I have been diagnosed with diabetes, I have
not been in the mood for starting a romantic rela-
tionship. I strongly believe no one will accept a young
man with diabetes as a boyfriend.’ ‘Since I have been diagnosed with diabetes, I have
not been in the mood for starting a romantic rela-
tionship. I strongly believe no one will accept a young
man with diabetes as a boyfriend.’ ‘I heard from other patients about reading food la-
bels, but I still have no idea what to look at. Energy? Carbohydrates? What’s the meaning of reading these
numbers anyway? Goals For instance, some patients
choose invalidated Chinese traditional medicine in-
stead of insulin in the hope of curing T1D; some pa-
tients misuse NovoRapid 30 Mix as bolus instead of
NovoRapid. These can be avoided through proper
education right after diagnosis.’ ‘I’ve heard there is a way to check my blood glucose Page 5 of 10 Page 5 of 10 Page 5 of 10 Xie et al. BMC Endocrine Disorders Xie et al. BMC Endocrine Disorders (2020) 20:37 levels without finger prick. I’d like to know more
about that.’
[P10]. correct time.’
[H7]. correct time.’
[H7]. correct time.’
[H7]. ‘There need to be a part where patients can freely
and directly ask whatever questions they have during
the course.’ ‘Question & Answer must be included… To guaran-
tee that each attendee can have at least one actual
problem solved.’
[P5]. ‘I don’t know what type of exercise fits me. I assume
exercise can lower blood sugar, but my sugar level
can’t even drop for 1 mmol/L after running for 5
kilometres.’ Format of delivery Theme 1: Multidisciplinary team combined with peer
support SEPs in other countries are mainly conducted
by a team of one diabetes education nurse and one diet-
ician. Nevertheless, most HCPs interviewed embraced a
multidisciplinary team of educators, with psychologists
and physical therapists included. ‘Physical activity definitely has profound effects on
glucose levels thus should be discussed. For example,
patients need to learn how glucose levels might fluc-
tuate with different types, duration, and strength of
activities; how to make certain adjustments on food
intake and insulin dose before, during, and after
physical activities.’ ‘A multidisciplinary team is essential. Different con-
tents should be elucidated by specific specialists—-
diets
by
dieticians,
dose
adjustment
by
diabetologists, and so on.’
[H4]. ‘A multidisciplinary team is essential. Different con-
tents should be elucidated by specific specialists—-
diets
by
dieticians,
dose
adjustment
by
diabetologists, and so on.’
[H4]. Patients also mentioned the lack of time, and more
importantly, perseverance to exercise regularly. ‘I know the benefits of regular exercises, but it’s really
easier said than done. I am so exhausted to even
move my legs after work every day. I do want to
know whether there is a better way to set myself in
motion.’
[P7]. From patients’ perspectives, peer support was indis-
pensable. Patients are more likely to gain strength from
people in the same condition. ‘Experiences from well-managed patients will be
quite valuable. ‘Long illness makes the patient a
good doctor’. We cannot learn those personal experi-
ences from textbooks or professionals. Plus, they can
inspire us to never lose hope.’
[P12]. ‘Experiences from well-managed patients will be
quite valuable. ‘Long illness makes the patient a
good doctor’. We cannot learn those personal experi-
ences from textbooks or professionals. Plus, they can
inspire us to never lose hope.’
[P12]. Theme 8: Complications of diabetes Screening for
complications is recommended by diabetes guide-
lines [5, 6]. A comprehensive introduction to dia-
betic
complications
in
plain
language
should
be
available. Theme 2: Face-to-face education followed by remote
learning Face-to-face group learning remains the most
effective setting by all participants. However, different
from the large learning groups commonly seen among
T2D patients in China, ‘small-group education’ was
preferred for T1D. Meanwhile, with the rapid devel-
opment of mobile health (mHealth) technologies, dia-
betes remote learning apps has become a welcomed
supplement. ‘There must be a session for (chronic) complications,
especially for the screening part.’
[H4]. correct time.’
[H7]. I am so afraid of being in the
supermarket now, dare not to buy anything.’
[P9]. ‘All my classmates know that I’m diabetic. Every
time I inject insulin before a meal, I think they are
pitying me. So I just hide. I don’t like discussing it
with others.’ ‘All my classmates know that I’m diabetic. Every
time I inject insulin before a meal, I think they are
pitying me. So I just hide. I don’t like discussing it
with others.’ Theme 6: Hypoglycaemia Hypoglycaemic events occur
to every T1D patients, but not everyone knows the right
procedure
to
handle
it. All
basic
dimensions
of
hypoglycaemia need to be elucidated. Theme 4: Insulin Insulin is essential for blood glucose
control in T1D. Both the dose and timing of bolus injec-
tions are key factors in controlling post-prandial glucose
[19]. However, it is not easy for the patients to under-
stand how different types of insulin work. ‘In fact, quite a few patients don’t realize that they
are correcting hypoglycaemia in a wrong way. They
need
to
learn
how
to
treat
and
prevent
hypoglycaemia correctly.’
[H3] ‘In fact, quite a few patients don’t realize that they
are correcting hypoglycaemia in a wrong way. They
need
to
learn
how
to
treat
and
prevent
hypoglycaemia correctly.’
[H3] ‘I want to learn the effect (PK-PD) of different insu-
lin, like the time of onset, peak time, and etc.’ ‘Besides, we need to let them understand what
causes low blood glucose levels.’
[H9] ‘Patients need to know the basics of insulin, such as
its physiological effects and classification. This is the
prerequisite
of
administering
correct
insulin
at ‘I want to know how to reduce hypoglycaemic
events.’
[P2] Page 6 of 10 Page 6 of 10 Page 6 of 10 Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders Theme 7: Physical activity When it comes to the pa-
tients’ physical activity, the biggest obstacle is know-
ing the trend of glucose fluctuations during and after
exercises. Some experienced repeated hypoglycaemia
after household chores. Some didn’t know their glu-
cose changes because they never checked before or
after. Format of delivery ‘…How to prevent and detect early signs of diabetic
complications.’
[H5]. ‘If we could know what diabetic complications feel
like, probably we would pay more attention to them.’
[P4]. ‘There must be a session for (chronic) complications,
especially for the screening part.’ ‘I prefer patients sitting together because we can
learn from each other. However, I’m not good at
memorizing things, so it would be very helpful if we
can watch video recordings back home.’
[P4]. Theme 9: Question-and-answer Participants consid-
ered an opportunity for further discussion with HCPs
and experienced patients a good summary of the whole
course. ‘Small-group teaching followed by remote learning is
better. Remote
learning
should
be
via
video Page 7 of 10 Xie et al. BMC Endocrine Disorders (2020) 20:37 recordings. It is more direct and intuitive.’
[H8]. how well they have learned during class, and what
needs to be explained again.’ how well they have learned during class, and what
needs to be explained again.’ ‘An extremely important indicator is patients’ re-
sponses, such as their experiences, degree of satisfac-
tion, and so forth.’ ‘An extremely important indicator is patients’ re-
sponses, such as their experiences, degree of satisfac-
tion, and so forth.’ Theme 3: 2- to 3-day programme held on weekends
or holidays Most interviewees agreed that the length of
face-to-face education should not exceed three days. ‘I think the final evaluation needs to be thorough, in-
cluding both biomedical and psychological out-
comes.’ ‘Weekends are good options. It won’t conflict with
any work. Besides, I think it will be too much to di-
gest if the course lasts for more than 3 full days.’
[P8]. [H3, H5, H8]. Quality assurance All 17 themes reached consensus and results are shown
in Table 3. Therefore, all items were preserved and no
more rounds of Delphi were performed. According to
experts’ suggestions, the research group modified the
curriculum by i) changing the Chinese title for each
lesson to make the course more intriguing, ii) splitting
‘insulin’ to ‘knowing insulin’ and ‘insulin dose adjust-
ment’, iii) adding knowledge on diabetic ketoacidosis in
the session ‘complications of diabetes’, and iv) arranging
the course as a 2-day weekend event. Questions about quality assurance were only adminis-
tered to HCPs. Three themes were considered useful for
developing an assessment system: ‘After-class quiz’, ‘Pa-
tient’s feedback’, and ‘Long-term evaluation of effective-
ness’. While
the
first
two
themes
mainly
aim
at
examining immediate knowledge capture, general ac-
ceptance
by
patients
and
comprehensibility
of
the
programme, the third theme evaluates effectiveness to
provide
insights
for
further
refinement
of
the
programme. aAgreement ratio is the proportion of experts scoring the item 4–5 points with Likert scale Part 3: Preliminary courses ‘A quiz held right after class is the most straight for-
ward way to test the acceptance and outcome of
teaching. You could know from attendees’ responses In total, 20 T1D patients (Additional file 4) attended and
3 family members audited the courses. Degree of satis-
faction was 100%, and all attendees rated the programme Table 3 Results of Delphi consultation
Dimension
Item
Agreement
ratioa (%)
Full
mark
ratio
(%)
Degree of importance
Mean
SD
CV
Goals
Behaviour modification
100.00
92.00
4.92
0.28
0.06
Outcome improvement
100.00
96.00
4.88
0.37
0.08
Sessions
Living with T1D
96.00
80.00
4.60
0.63
0.13
Self-monitoring of blood glucose
100.00
92.00
4.88
0.44
0.09
Managing psychosocial stress
92.00
68.00
4.28
0.80
0.19
Insulin
100.00
96.00
4.72
0.33
0.07
Carbohydrates and carb counting
100.00
88.00
4.76
0.37
0.08
Hypoglycaemia
100.00
84.00
4.72
0.54
0.12
Physical activity
100.00
80.00
4.68
0.52
0.11
Complications of diabetes
96.00
84.00
4.48
0.56
0.12
Question-and-answer
96.00
72.00
4.52
0.82
0.18
Format
Multidisciplinary team combined with peer support
100.00
96.00
4.84
0.20
0.04
Face-to-face education followed by remote learning
96.00
84.00
4.76
0.63
0.13
2- to 3-day programme held on weekends or holidays
92.00
72.00
4.48
0.93
0.24
Quality assurance
After-class quiz
100.00
80.00
4.64
0.70
0.15
Patients’ feedback
96.00
84.00
4.88
0.54
0.11
Long-term evaluation on effectiveness
96.00
80.00
4.60
0.85
0.18
aAgreement ratio is the proportion of experts scoring the item 4–5 points with Likert scale Table 3 Results of Delphi consultation Page 8 of 10 Xie et al. BMC Endocrine Disorders (2020) 20:37 Page 8 of 10 Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders centered approach. In this study, we integrated three
procedures employing the ADDIE model. as ‘Extremely helpful’. 13 patients expressed their grati-
tude for this programme in comments. The average
score on the quiz was 70%, and most incorrect answers
were in dose calculation. According to patients feedback,
‘managing psychosocial stress ’ was expanded to ‘man-
aging psychological issues’, the teaching methods of
‘carbohydrate counting’ and ‘insulin dose adjustment’
were modified to improve comprehensibility, and lunch
break was extended to 2 h. Class schedule is shown in
Table S5 (Additional file 5). The final version of TELSA
programme is shown in Table 4. Semi-structured interview is a commonly used ap-
proach for data collection in qualitative researches [21]. Part 3: Preliminary courses Diverse social and cultural environment of patients must
be taken into consideration for educational programme
to be feasible and effective. Thus, data were collected
from patients and HCPs living and working in China,
taking into account their own social and cultural situ-
ation [22]. Additionally, the qualitative design of Part 1
helped us to understand patients’ perspectives and daily
life. The validity of results from interviews was further
verified with Delphi method. Delphi consultation is a
validated and widely used technique for obtaining a con-
sensus [23, 24]. In our study, the participants were not
chosen randomly but were representative of their profes-
sional specialty [25], and had extensive experience with
diabetes or education, as the average years of working
experience
was
about
18 years. In
the
preliminary
courses, all attendees reported a high level of satisfaction
with the programme, regardless of diabetes duration or
the current level of self-management skills. This suggests
that the programme is well-fit for Chinese culture and
social
environment. However,
patient
enrollment
methods in the preliminary courses favored patients with
stronger initiation and willingness to receive diabetes
education, thus a more positive feedback to the course. Further studies with more representative, average T1D
patients are needed to evaluate the generalizability of
this study to a broader T1D patient population. Discussion DSME is an essential component of diabetes manage-
ment, especially in T1D [20]. Unfortunately, few T1D
patients in China receive systematic DSME [11] due to
the lack of standardized, validated SEPs. Therefore, we
developed the first programme specific to T1D educa-
tion in China. Validity of the development process The overall curriculum was based on the ADDIE (i.e. Analysis, Design, Development, Implementation, and
Evaluation) framework, ‘a cyclic process that evolves
over time and continuous throughout the instructional
planning and implementation process’ [14]. ADDIE is
widely used in the development of training programmes
and can assist developers in instituting a learner- Table 4 Final version of TELSA
Dimension
Theme
Goals
1. Behaviour modification
2. Outcome improvement
Sessions
1. Living with T1D
2. Self-monitoring of blood glucose
3. Managing psychological issues
4. Knowing insulin
5. Carbohydrates and carb counting
6. Insulin dose adjustment
7. Hypoglycaemia
8. Physical activity
9. Complications of diabetes
10. Question-and-answer
Format
1. Multidisciplinary team combined with peer support
2. Face-to-face education followed by remote
learning
3. 2-day programme held on weekends
Quality
assurance
1. After-class quiz
2. Patients’ feedback
3. Long-term evaluation on effectiveness Table 4 Final version of TELSA Comparisons with prior SEPs and perspectives
Derived from DTTP in Dusseldorf, Germany [26, 27],
structured education courses have been adapted and im-
plemented internationally. The principle approach is a
flexible intensive insulin therapy adjusted to the carbo-
hydrate component of the meal and the blood glucose
level informed by SMBG [28]. Nonetheless, education
needs to be tailored to fit the local audience. In a study
by Grant et al. [29], glucose diary and doctor question-
and-answer sessions were not considered as core com-
ponents by interviewed educators in UK. However, as
was shown in various themes such as ‘SMBG’ from our
interviews, the perspectives of patients were quite differ-
ent from those of educators. Therefore, our study inte-
grated patients’ actual opinions with HCPs’ professional
knowledge
to
maintain
intactness
of
the
whole
programme, and was designed for the current status of
diabetes management in China. Another aspect that gives rise to regional divergence is
the intensity of course delivery. Most SEPs in the UK are
either 5 consecutive days or over several weeks [29, 30]. PRIMAS and DTTP in Germany are held during a 6-week Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders Page 9 of 10 period with 2 sessions per week [3]. These formats are
quite unpractical in China due to diverse working envir-
onment as well as challenges in commuting. TELSA is de-
signed as a 2-day programme with 10 lessons, which has
not yet been reported in other SEPs. Funding
h
k This work was supported by the National Key R&D Program of China
(2017YFC1309604), and the Clinical Nursing Research Fund Project of the
Second Xiangya Hospital, Central South University (2017-YHL-03). 2017YFC1309604 coverd printing costs, classroom room services, reading
materials for course participants, and payments for teachers. 2017-YHL-03
covered consulting fee for the Delphi panel. The funding body did not in-
volve in the design of the study and collection, analysis, and interpretation
of data and in writing the manuscript. Ethics approval and consent to participate The study was approved by the Research Ethics Committee of the Second
Xiangya Hospital, Central South University. All participants provided written
informed consent prior to participation. Acknowledgments We would like to thank all participants for sharing their perspectives in the
course of this research. We are grateful for Weiyan Li PhD for her helpful
suggestions and revisions on the manuscript. Validity of the development process A DAFNE course de-
livered 1 day a week for 5 consecutive weeks (5-week
course) was shown to be equivalent with the traditional 1-
week course in terms of biomedical and psychosocial out-
comes [31]. A 2.5-day educational intervention delivered
through 6 weeks had no significant improvement on
HbA1c or severe hypoglycaemia, but did show improve-
ments in diabetes treatment satisfaction and patient em-
powerment [32]. However, intensity of delivery will
influence course attendance [33, 34], and there has been
no research focusing on the social-economic aspect of
SEPs. We believe the shorter the course is, the less bar-
riers there will be for attendance and implementation
[34]. Whether 2-day is sufficient for an informative educa-
tion course needs further evaluations. Additional file 2: Table S3 Characteristics of participants in Delphi
consultation. Additional file 3: Quiz and a sample of feedback questionnaire. Additional file 4: Table S4 Characteristics of T1D patients in
preliminary courses. Additional file 5: Table S5 Class schedule of TELSA. Abbreviations
SEP St
t
d SEP: Structured Education Programme; SMBG: Self-monitoring of blood
glucose; T1D: Type 1 Diabetes; TELSA: Type 1 Diabetes Education in Lifestyle
and Self Adjustment Author details 1Department of Metabolism and Endocrinology, The Second Xiangya
Hospital, Central South University, No.139 Middle Renmin Road, Changsha,
China. 2National Clinical Research Center for Metabolic Diseases, and Key
Laboratory of Diabetes Immunology, Ministry of Education, Changsha, China. 3Clinic Nursing Teaching and Research Section, The Second Xiangya Hospital,
Central South University, Changsha, China. 4Department of Clinical Nutrition,
The Second Xiangya Hospital, Central South University, Changsha, China. 5Department of Rehabilitation, The Second Xiangya Hospital, Central South
University, Changsha, China. 6Xiangya School of Nursing, Central South
University, Changsha, China. 7Medical Psychological Center, The Second
Xiangya Hospital, Central South University, and Medical Psychological
Institute of Central South University, Changsha, China. Availability of data and materials The datasets used and/or analysed during this study are available from the
corresponding author on reasonable request. Authors’ contributions ZZ, XL, FL and YX conceived and designed the research. YX and FL drafted
the manuscript. YX and LL revised the manuscript. FL conducted interviews
and collected data. XL and FL analyzed the data. YX, XL, FL, FH, CL, JG, and
JH contributed to the design, implementation and revision of the curriculum. All authors read and approved the final version of the manuscript. Regardless of course intensity, some education ses-
sions, such as calculating insulin doses, are generally
considered challenging by both educators and course
participants [29]. Many participants struggle to sustain
behavior changes over time [35]. Results of after-class
quiz in our preliminary courses also indicated that it
would require patients more efforts to master carbohy-
drate counting and insulin dose calculation. Hence long-
term improvements in glucose control after attending
SEPs is compromised. Additionally, although classic
SEPs are all face-to-face group education, this format
also becomes a barrier for attendance [36]. Therefore,
remote learning was highly advocated in our study to
provide sustained education. It also has been suggested
that providing practical follow-up support will likely ex-
tend the benefits of SEPs [35, 37, 38]. In addition to
traditional SEPs, new formats and technologies are
worth exploring in the near future. Consent for publication
Not applicable. We developed TELSA—the first SEP targeted at Chinese
adult T1D patients, using semi-structured interviews
and Delphi method. The course was piloted and shown
to be applicable in the local medical, social, and cultural
environment. We will further conduct randomized con-
trolled
trials
to
evaluate
the
effectiveness
of
the
programme. Strategies aiming at post-course follow-up
supports will also be integrated to enhance learning. Supplementary information y
Supplementary information accompanies this paper at https://doi.org/10. 1186/s12902-020-0514-9. Additional file 1: Table S1 Interview guideline for adult patients with
T1D. Table S2 Interview guideline for HCPs. Additional file 1: Table S1 Interview guideline for adult patients with
T1D. Table S2 Interview guideline for HCPs. Page 10 of 10 Page 10 of 10 (2020) 20:37 Xie et al. BMC Endocrine Disorders (2020) 20:37 Xie et al. BMC Endocrine Disorders Xie et al. BMC Endocrine Disorders (2020) 20:37 Received: 20 August 2019 Accepted: 27 February 2020 References J Educ
Multimedia Hypermedia. 2003;12(3):227–41. 36. Harris S, Miller A, Amiel S, Mulnier H. Characterization of adults with type 1
diabetes not attending self-management education courses: the barriers to
uptake of type 1 diabetes education (BUD1E) study. Qual Health Res. 2019;
29(8):1174–85. 13. Hsu TC, Lee-Hsieh J, Turton MA, Cheng SF. Using the ADDIE model to
develop online continuing education courses on caring for nurses in
Taiwan. J Contin Educ Nurs. 2014;45(3):124–31. 37. Partridge H, Shaban C, Weiss M. Innovating structured education for people
with type 1 diabetes: www.Bertieonline.org.uk. J Diabetes Nurs. 2017;21(7):
255–8. 14. Wang SK, Hsu HY. Using the ADDIE model to design second life activities
for online learners. TechTrends Linking Res Pract Improve Learn. 2009;53(6):
76–82. 38. Basarir H, Pollard D, Brennan A, Elliott J, Heller S, Campbell MJ. The potential
value of ongoing support in Type-1 diabetes mellitus with Dafneplus:
exploratory pre-trial cost-effectiveness analysis on proposed trial end-point
target for 12-month Hba1c improvement. Value Health. 2014;17(7):A350. 15. Green J, Thorogood N. Qualitative methods for Health Research. 3rd ed. London: SAGE Publications Ltd; 2014. 15. Green J, Thorogood N. Qualitative methods for Health Research. 3rd ed. London: SAGE Publications Ltd; 2014. 16. Braun V, Clarke V. Successful qualitative research: a practical guide for
beginners. Thousand Oaks: SAGE Publications Ltd; 2013. 16. Braun V, Clarke V. Successful qualitative research: a practical guide for
beginners. Thousand Oaks: SAGE Publications Ltd; 2013. 17. Neveu ME, Debras E, Niro J, Fernandez H, Panel P. Standardizing
hysteroscopy teaching: development of a curriculum using the Delphi
method. Surg Endosc. 2017;31(12):5389–98. References 27. Muhlhauser I, Bruckner I, Berger M, et al. Evaluation of an intensified insulin
treatment and teaching programme as routine management of type 1
(insulin-dependent) diabetes. The Bucharest-Dusseldorf Study. Diabetologia. 1987;30(9):681–90. 1. Group DS. Training in flexible, intensive insulin management to enable
dietary freedom in people with type 1 diabetes: dose adjustment for
normal eating (DAFNE) randomised controlled trial. BMJ. 2002;325(7367):746. g
2. Cooke D, Bond R, Lawton J, et al. Structured type 1 diabetes education
delivered within routine care: impact on glycemic control and diabetes-
specific quality of life. Diabetes Care. 2013;36(2):270–2. 2. Cooke D, Bond R, Lawton J, et al. Structured type 1 diabetes education
delivered within routine care: impact on glycemic control and diabetes-
specific quality of life. Diabetes Care. 2013;36(2):270–2. 28. Oliver L, Thompson G. The DAFNE collaborative. Experiences of developing
a nationally delivered evidence-based, quality-assured programme for
people with type 1 diabetes. Pract Diabetes Int. 2009;26(9):371–7. 3. Hermanns N, Kulzer B, Ehrmann D, Bergis-Jurgan N, Haak T. The effect of a
diabetes education programme (PRIMAS) for people with type 1 diabetes:
results of a randomized trial. Diabetes Res Clin Pract. 2013;102(3):149–57. 3. Hermanns N, Kulzer B, Ehrmann D, Bergis-Jurgan N, Haak T. The effect of a
diabetes education programme (PRIMAS) for people with type 1 diabetes:
results of a randomized trial. Diabetes Res Clin Pract. 2013;102(3):149–57. 29. Grant L, Lawton J, Hopkins D, et al. Type 1 diabetes structured education:
what are the core self-management behaviours? Diabet Med. 2013;30(6):
724–30. 4. Plank J, Kohler G, Rakovac I, et al. Long-term evaluation of a structured
outpatient education programme for intensified insulin therapy in patients
with type 1 diabetes: a 12-year follow-up. Diabetologia. 2004;47(8):1370–5. 30. Humayun MA, Jenkins E, Knott J, et al. Intensive structured education for
type 1 diabetes management using BERTIE: long-term follow-up to assess
impact on glycaemic control and quality of life indices. Diabetes Res Clin
Pract. 2018;143:275–81. yp
y
p
g
5. Amiel SA, Pursey N, Higgins B, Dawoud D, Guideline Development G. Diagnosis and management of type 1 diabetes in adults: summary of
updated NICE guidance. BMJ. 2015;351:h4188. 31. Elliott J, Rankin D, Jacques RM, et al. A cluster randomized controlled non-
inferiority trial of 5-day dose adjustment for Normal eating (DAFNE) training
delivered over 1 week versus 5-day DAFNE training delivered over 5 weeks:
the DAFNE 5 x 1-day trial. Diabet Med. 2015;32(3):391–8. 6. References Chiang JL, Kirkman MS, Laffel LM, Peters AL, Type 1 diabetes sourcebook
authors. Type 1 diabetes through the life span: a position statement of the
American Diabetes Association. Diabetes Care. 2014;37(7):2034–54. 6. Chiang JL, Kirkman MS, Laffel LM, Peters AL, Type 1 diabetes sourcebook
authors. Type 1 diabetes through the life span: a position statement of the
American Diabetes Association. Diabetes Care. 2014;37(7):2034–54. 32. George JT, Valdovinos AP, Russell I, et al. Clinical effectiveness of a brief
educational intervention in type 1 diabetes: results from the BITES (brief
intervention in type 1 diabetes, education for self-efficacy) trial. Diabet Med. 2008;25(12):1447–53. 7. Chatterjee S, Davies MJ, Heller S, Speight J, Snoek FJ, Khunti K. Diabetes
structured self-management education programmes: a narrative review and
current innovations. Lancet Diabetes Endocrinol. 2018;6(2):130–42. 7. Chatterjee S, Davies MJ, Heller S, Speight J, Snoek FJ, Khunti K. Diabetes
structured self-management education programmes: a narrative review and
current innovations. Lancet Diabetes Endocrinol. 2018;6(2):130–42. 8. Haas L, Maryniuk M, Beck J, et al. National standards for diabetes self-
management education and support. Diabetes Care. 2014;37(Suppl 1):S144–
53. 8. Haas L, Maryniuk M, Beck J, et al. National standards for diabetes self-
management education and support. Diabetes Care. 2014;37(Suppl 1):S144–
53. 33. Harris SM, Shah P, Mulnier H, et al. Factors influencing attendance at
structured education for type 1 diabetes in South London. Diabet Med. 2017;34(6):828–33. 9. Weng J, Zhou Z, Guo L, et al. Incidence of type 1 diabetes in China, 2010-
13: population based study. BMJ. 2018;360:j5295. 34. Coates VE, Horigan G, Davies M, Davies MT. Exploring why young people
with type 1 diabetes decline structured education with a view to
overcoming barriers. Diabet Med. 2017;34(8):1092–9. 10. Cho NH, Shaw JE, Karuranga S, et al. IDF diabetes atlas: global estimates of
diabetes prevalence for 2017 and projections for 2045. Diabetes Res Clin
Pract. 2018;138:271–81. 35. Campbell F, Lawton J, Rankin D, et al. Follow-up support for effective type 1
diabetes self-management (the FUSED model): a systematic review and
meta-ethnography of the barriers, facilitators and recommendations for
sustaining self-management skills after attending a structured education
programme. BMC Health Serv Res. 2018;18(1):898. 11. McGuire HC, Ji L, Kissimova-Skarbek K, et al. Type 1 diabetes mellitus care
and education in China: the 3C study of coverage, cost, and care in Beijing
and Shantou. Diabetes Res Clin Pract. 2017;129:32–42. 12. Peters C. Bringing ADDIE to life: instructional design at its best. Received: 20 August 2019 Accepted: 27 February 2020 26. Muhlhauser I, Jorgens V, Berger M, et al. Bicentric evaluation of a teaching
and treatment programme for type 1 (insulin-dependent) diabetic patients:
improvement of metabolic control and other measures of diabetes care for
up to 22 months. Diabetologia. 1983;25(6):470–6. 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. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. 18. Qin ZY, Yan JH, Yang DZ, et al. Behavioral analysis of Chinese adult patients
with type 1 diabetes on self-monitoring of blood glucose. Chin Med J. 2017;130(1):39–44. 19. Slattery D, Amiel SA, Choudhary P. Optimal prandial timing of bolus insulin
in diabetes management: a review. Diabet Med. 2018;35(3):306–16. 20. Beck J, Greenwood DA, Blanton L, et al. 2017 National Standards for
diabetes self-management education and support. Diabetes Educ. 2019;
45(1):34–49. 21. Miller WR. Qualitative research findings as evidence: utility in nursing
practice. Clin Nurse Spec. 2010;24(4):191–3. 22. Coates V. Qualitative research: a source of evidence to inform nursing
practice. J Diabetes Nurs. 2004;8:329–34. 22. Coates V. Qualitative research: a source of evidence to inform nursing
practice. J Diabetes Nurs. 2004;8:329–34. 23. Adler M, Ziglio E. Gazing into the Oracle: the Delphi method and its
application to social policy and public health. London: Jessica Kingsley
Publishers Ltd; 1996. 23. Adler M, Ziglio E. Gazing into the Oracle: the Delphi method and its
application to social policy and public health. London: Jessica Kingsley
Publishers Ltd; 1996. 24. Boulkedid R, Abdoul H, Loustau M, Sibony O, Alberti C. Using and reporting
the Delphi method for selecting healthcare quality indicators: a systematic
review. PLoS One. 2011;6(6):e20476. 24. Boulkedid R, Abdoul H, Loustau M, Sibony O, Alberti C. Using and reporting
the Delphi method for selecting healthcare quality indicators: a systematic
review. PLoS One. 2011;6(6):e20476. 25. Hasson F, Keeney S, McKenna H. Research guidelines for the Delphi survey
technique. J Adv Nurs. 2000;32(4):1008–15. 25. Hasson F, Keeney S, McKenna H. Research guidelines for the Delphi survey
technique. J Adv Nurs. 2000;32(4):1008–15.
|
https://openalex.org/W4391311253
|
https://link.springer.com/content/pdf/10.1007/s40299-023-00801-6.pdf
|
English
| null |
The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey in Western Australia and Queensland
|
The Asia-Pacific education researcher
| 2,024
|
cc-by
| 11,342
|
The Asia-Pacific Education Researcher (2024) 33:1287–1301
https://doi.org/10.1007/s40299-023-00801-6 REGULAR ARTICLE REGULAR ARTICLE The Equity of Class Ability Grouping Practices in Australian
Education: Findings from a Survey in Western Australia
and Queensland Olivia Johnston1 · Rebecca Spooner‑Lane2 ·
Wei Zhang3 · Suzanne Macqueen4 · Nerida Spina2 Accepted: 6 December 2023 / Published online: 29 January 2024
© The Author(s) 2024 Abstract Grouping students into separate classes accord-
ing to their ‘ability’ is an inequitable practice that does
not, overall, improve academic outcomes. Research has
continued to show that class ability grouping widens the
educational gap between students from disadvantaged and
privileged backgrounds. PISA data analysis suggests that
class ability grouping continues to be used in Austral-
ian schools, at least in Year 10. However, no research has
characterized the existing class ability grouping practices
being used in secondary schools from Years 7 to 9. The
findings reported in this paper add quantitative evidence to
the literature, showing that students are experiencing differ-
ent class ability grouping practices according to their year
group, subjects, and locations. An across-state survey about
class ability grouping was conducted with respondents from
143 schools providing data about the schools’ class ability
grouping practices. The findings reveal variations in how
class grouping practices are used by schools in Australia
that have been not captured in other research: Class abil-
ity grouping was activated differently in different schools,
increased as students’ year levels increased, was most preva-
lent in Maths and English, and was used more extensively
in Western Australia than in Queensland. The findings use
descriptive statistics to show that students in Australia are
experiencing different grouping practices, with discussion of
how some practices are more inequitable than others. This
raises questions about how the varied forms of class ability grouping that are being employed are contributing to educa-
tional inequalities in Australia and how future research can
address this problem. Keywords Ability grouping · Tracking · Social equity ·
Secondary education Keywords Ability grouping · Tracking · Social equity ·
Secondary education * Olivia Johnston
o.johnston@ecu.edu.au
1
Edith Cowan University, Perth, Australia
2
Queensland University of Technology, Brisbane, Australia
3
The University of Western Australia, Perth, Australia
4
The University of Newcastle, Newcastle, Australia Class Ability Grouping This paper focuses on a type of ability grouping called
‘class ability grouping.’ The phrase ‘class ability grouping’
demarcates the practice from other forms of ability grouping
to clearly indicate what this research is, and is not, about. This research is about ability grouping by class, not about
ability grouping within the class or selective schooling. It focuses on practices where students are grouped into
separate classes within the school according their ‘ability.’
Educators and the general public in Australia often refer
to class ability grouping as ‘streaming,’ but this can evoke
confusion for international audiences (Chmielewski, 2014). Words and phrases including ‘tracking,’ ‘achievement
grouping,’ ‘attainment grouping,’ or ‘course-by-course
ability grouping’ are also used to describe variations of class
ability grouping across international contexts (Kaya, 2015;
Regan & Jesse, 2019; Van Houtte et al., 2013). Previous
research has found that more rigid forms of class ability
grouping, such as streaming students for all classes in the
same groups or inflexible tracking, are more inequitable than
more flexible practices, such as subject-by-subject groupings
or where students are only grouped for some learning areas
(Chmielewski et al., 2013; Francis et al., 2020). Thus, it is
important to be precise about the kind of ability grouping
being described. Students’ placement into classes by ‘ability’ reflects
the students’ pre-existing educational advantages and
disadvantages. The term ‘ability’ is often placed in
quotations in this paper to acknowledge that that the concept
is problematic and can be contested. ‘Ability’ is defined
here a social and cultural construct that is used to group
students into classes for learning, rather than an indication
of any innate or ‘natural’ capacity that students may or
may not have (Francis et al., 2017). Research increasingly
lends evidence to critical consideration of notions of finite
‘ability,’ which can be associated with deficit thinking
and assumptions about students’ prior background and
educational advantages/disadvantages (Clarke, 2014;
Dweck, 2012; Hart et al., 2014). The history of ‘ability’
in education is not related to any fixed academic potentials
– instead, ‘ability’ is a guise through which social and
cultural power and privilege are preserved (Clarke, 2014;
Hart et al., 2014). This problem is evident in the tools
that are often used to assess student ‘ability,’ such as the
difficulty in developing equitable and consistent instruments
for identifying gifted and talented students (Thraves et al.,
2021). Introduction International data collected by the OECD’s Program for
International Student Assessment (PISA) indicates that most
Australian schools group students into classes by ‘ability’
during Year 10 of secondary school (OECD, 2014, 2018b). This practice is called ‘class ability grouping,’ and it has
persisted in Australia despite clear findings from research
over many decades that there is no overall academic benefit
to students and that in fact many students are disadvantaged
by the practice (Ansalone, 2010; Boaler et al., 2000; Hodgen
et al., 2022; Ireson & Hallam, 2009; Slavin, 1987). Class
ability grouping exacerbates the effect of student background
on achievement at school, perpetuating pre-existing
disadvantages, and increasing the educational achievement
gap (Francis et al., 2020; Razer et al., 2018). To date, there has not been any wide-scale quantitative
research characterizing the extent to which class ability
grouping is being used in Australian schools. Australian
research about class ability grouping has tended to be
qualitative, focusing on social equity issues or benefits
for high ability learners (Johnston & Taylor, 2023). Some
quantitative research has drawn on international PISA data
that includes Australia to make comparisons between the
effects of ability grouping in different countries (Johnston
& Taylor, 2023). What is absent is empirical evidence that
illuminates the scope and detail of class grouping practices * Olivia Johnston
o.johnston@ecu.edu.au
1
Edith Cowan University, Perth, Australia
2
Queensland University of Technology, Brisbane, Australia
3
The University of Western Australia, Perth, Australia
4
The University of Newcastle, Newcastle, Australia (0121 1288 O. Johnston et al. are used including selective schooling, where whole schools
are grouped by ability, and within-class grouping, where
teachers form ‘ability’ groups within mixed-ability classes. Thus, the phrase ‘class ability grouping’ distinguishes ability
grouping that organizes students into separate classrooms
from other forms of ability grouping, which include
grouping within the class, or selective schooling. The
research presented here characterises class ability grouping
during Years 7–9 in two Australian states. being used across the country. Existing research does not
provide data on across-state differences or provide detail
about specific ability grouping practices. For example, when
does ability grouping start and for which subjects? How is it
used in Years 7–9, and how many ‘levels’ of class groups are
students grouped into? Introduction The answers to these questions could
provide details about how class ability grouping is practiced
and in doing so highlight potential implications for reducing
educational inequalities in Australia through changes to class
grouping practices to being used. International and Australian evidence cautions against the
use of class ability grouping because it exacerbates social
inequalities, segregating students into separate classes
according to their backgrounds (Steenbergen-Hu et al.,
2016). International comparative research findings show that
countries that use class ability grouping have less equity in
academic outcomes than countries with more mixed-ability
classes, such as Japan and Finland (Luschei & Jeong, 2018;
Parker et al., 2021). Researchers have investigated how
class ability grouping has detrimental effects on equity
outcomes because it increases the influence of students’
socio-economic status (SES) background on academic
achievement (Castejón & Zancajo, 2015). Students from
lower SES backgrounds achieve less academically than their
more privileged peers when they are grouped into classes by
‘ability’ (Castejón & Zancajo, 2015; Chmielewski, 2014). Others have found that class ability grouping increases the
association between racial/ethnic background and academic
outcomes, particularly for students from traditionally
marginalized groups (Razer et al., 2018). The study presented in this paper addresses the need
for quantitative research about how class ability grouping
is practiced in Australia. A survey about class grouping
practices from n = 143 schools in Queensland and Western
Australia addresses this gap by characterizing grouping
practices in terms of how, where, and when class ability
grouping is used in Years 7–9 of secondary school. Class Ability Grouping England is a country
characterized in comparative PISA analysis as using similar
methods of class ability grouping as Australia, but there
has been no examination of how practices in Australia are
affecting students (Schmidt et al., 2015). f
In secondary schools, ability-based classes may be used
for all or only some subjects and are more common for some
subjects than others (OECD, 2018b). When schools choose
to organize classes by ability, a wide range of approaches
can be implemented. Variations have been reported based
on which students are grouped for and at what age they are
grouped (Johnston et al., 2022). Maths has often been the
focus of ability grouping research because ability grouping
is common in the subject (Jaremus et al., 2022). Further
variations in class streaming practices include whether
or not the students are in the same between-class ability
groups for all, some, or none of their subjects. Previous
research has found that these subtle differences can impact
students’ academic outcomes (Chmielewski, 2014), so they
are important considerations for class ability grouping
practitioners. Thus, further research that characterises the
class ability grouping practices being used in countries like
Australia is important. There are some perceived benefits of class ability group-
ing in Australia, including a reduced load on teachers who
hold perspectives that class ability grouping enables them
to cater for a reduced range of student ability (Mills et al.,
2014). The practice might also seem to be reasonable within
Australian culture where beliefs about fixed ‘ability’ and
static potential to succeed academically have long prevailed. If one believes that students can be ranked according to
such ‘ability,’ then class ability grouping might seem an
intuitively reasonable approach. This also might be due to
its common use over many decades, it has become a ‘nor-
malised’ way of organizing classes and is widely accepted
(Perry, 2016; Vialle et al., 2015). Other evidence from Aus-
tralia shows that stakeholders in education hold perspectives
that class ability grouping is beneficial. Parents, students,
and teachers tend to view class ability grouping as benefit-
ing high ability students who are placed in the ‘top’ classes
(Kronborg & Cornejo-Araya, 2018; Noor, 2018). Teachers
can also view ability grouping as making their teaching load
more manageable because it is easier to differentiate and
that students benefit when they can learn at a pace and level
appropriate for them (Francis et al., 2020). Class Ability Grouping To address the language issues in ability grouping
research, international research is increasingly adopting
the term ‘between-class ability grouping’ to capture all
variations of practices that group students into separate
classes according to their ‘abilities’ (Papachristou et al.,
2021). The phrase is simplified to ‘class ability grouping’
in this paper. The use of this phrase is especially practical
in the Australian context where a broad range of practices Notions of ‘ability’ are inextricably linked with
students’ backgrounds, including their SES and minority 1 3 3 The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… 1289 uses subject groupings, as opposed to class ability grouping
that is less flexible where students are grouped the same way
for all classes (Chmielewski, 2014). Previous international
comparative research has suggested that the effects of ability
grouping depend on the type of grouping being used, with
rigid forms where students are fully streamed across all
subjects less inequitable than ‘course-by-course’ grouping
where students are grouped into different ability levels for
different classes (Chmielewski et al., 2013; Razer et al.,
2018). This language of rigidity is well established in the
literature about ability grouping, which recommends softer
approaches where students are grouped with flexibility and
more mixed-ability classes are used (Francis et al., 2020). No
research has explored the variety of class ability grouping
practices being used in Australia in terms of their rigidity
or other features. However, there is evidence to suggest a
wide variance from small studies using qualitative methods
(Johnston et al., 2022). New understandings can be gleaned
from new knowledge about how class ability grouping is
practiced within a single country, like Australia, on a wider
scale. group membership (Hart et al., 2014). When ‘ability’ is
used to group students into separate classes, students with
educational disadvantages become segregated into lower
ability-grouped classrooms (McCardle, 2020; McGillicuddy,
2021). Thus, class ability grouping can widen the
educational achievement gap between society’s ‘haves’ and
‘have nots’ (Castejón & Zancajo, 2015; Hodgen et al., 2022). Such widening gaps are detrimental for equity in education,
which is ultimately detrimental for a country’s economic
performance (OECD, 2018a). A recent study from England
found that class ability grouping widened the attainment gap
between students grouped in the highest classes for English
and Maths (Hodgen et al., 2022). Class Ability Grouping Teachers can see
low ability classes as beneficial for students because they
can be smaller groups and receive more attention, while
higher groups can be more easily accelerated when they
are grouped separately for learning (author, 2018). How-
ever, empirical evidence from student results in Australia to
substantiate these claims is lacking. Meanwhile, such views
reflect misconceptions about the philosophy of differentia-
tion originally conceived by theorists, such as Tomlinson
(2014) and Rose and Meyer (2006). Class ability grouping is
inflexible and does not facilitate differentiation- Tomlinson Class Ability Grouping in Australia and Rose both conceived differentiation as a philosophical
mindset where all students’ needs are met through flexible
grouping in mixed-ability classes, with Tomlinson articu-
lating that inflexible ability grouping is the ‘antithesis’ of
differentiation (Tomlinson, 2008, p. 4). f
The perceived benefits may be one reason that class
ability grouping continues to operate widely in secondary
schools within countries, like Australia. There is evidence to
suggest widespread use of the practice may be compounding
inequality in educational outcomes in countries, including
Australia, which is an increasingly problematic feature of
Australian education (Hetherington, 2018). PISA analyses
suggest that most Australian schools are using between-
class ability grouping in Year 10 (OECD, 2018b). However,
research thus far has only drawn implications of class
ability grouping for equity in Australia from international
comparative research using PISA data. These findings
generalize across class ability grouping practices without
exploring differences in how streaming is practiced within a
country, such as Australia, including the age that grouping
starts and subject variation. In Australia, state educational authorities make a few
decisions about whether to group students into public
schools by ability. PISA data indicate that class ability
grouping is widely practiced in Australian schools
(OECD, 2018a, b). Policy in many Australian states
limits selective entry requirements for state schools,
while Independent and Catholic schools use a range
of criteria to determine enrollment. Given the general
trend away from public schooling (which dropped from
approximately 66% in 2020 to 64% in 2022) (Australian
Bureau of Statistics, 2022), research on school structures
is a matter of growing importance. In Western Australia,
there is only one selective government school (Western
Australia Department of Education, 2023b). Students can
elect to sit a ‘Gifted and Talented entry’ test in their last
year of primary school (Western Australia Department
of Education, 2023a). Top performers are offered a place
in the selective school, while next ranking performers
are offered places in schools with ‘Gifted and Talented
programs’ (Western Australia Department of Education,
2023a). These programs are offered at 24 government
schools across the state, where they are implemented
using class ability grouping. Queensland, for example,
has three selective entry “academies”: one in creative
industries, one in science, maths, and technology, and
another in health sciences. Queensland also has a partially
selective (academic) secondary state school. Class Ability Grouping in Australia Class ability grouping is used differently by different schools
in Australia, with locally determined practices reported
in the qualitative research (Johnston et al., 2022). Many
primary and secondary schools use class ability grouping
for one or more subjects (Black, 2021; Jaremus et al., 2022;
Macqueen, 2013). Students in Australia begin primary
school at age four or five and move to secondary at age
eleven or twelve. They finish secondary school when they
are seventeen or eighteen years old. PISA data report on
practices in Year 10, but there are a lack of quantitative data
about practices in Years 7–9 when students are eleven to
fifteen years old. i
International research using PISA data suggests that class
ability grouping is more equitable when it is flexible and 1 3 1 1290 O. Johnston et al. Australia suggests that some schools start class ability
grouping at the beginning of Year 7, while others delay
class ability grouping until the end of Year 10 (Authors,
2022). Some schools use class ability grouping for
only one subject, two subjects, or all subjects (Authors,
2022). It is likely that practices range widely in Australia
because there is limited policy guidance or regulation for
schools. Most schools make local, contextual decisions
about if and how to group students into classes. There
is limited official advice from educational authorities or
policy makers currently guiding these practices. Further
variations in practice, and other forms of practices are
likely, but no quantitative research has been conducted
to quantify the extent to which these practices exist or to
further characterize the practices being used. Australia suggests that some schools start class ability
grouping at the beginning of Year 7, while others delay
class ability grouping until the end of Year 10 (Authors,
2022). Some schools use class ability grouping for
only one subject, two subjects, or all subjects (Authors,
2022). It is likely that practices range widely in Australia
because there is limited policy guidance or regulation for
schools. Most schools make local, contextual decisions
about if and how to group students into classes. There
is limited official advice from educational authorities or
policy makers currently guiding these practices. Further
variations in practice, and other forms of practices are
likely, but no quantitative research has been conducted
to quantify the extent to which these practices exist or to
further characterize the practices being used. Class Ability Grouping in Australia In both states,
schools that do not offer these government-sanctioned
competitive entry programs often create their own ‘gifted
and talented’ or other high ‘ability’ class ability groupings
within the school. Reasons for selective entry include a
desire to attract and retain students with good academic
track-records in a high-stakes testing environment and to
provide targeted schooling (for example through creative
industries or sporting excellence programs) in the context
of a competitive educational marketplace (Harris, 2018;
authors, under review). j
International analyses of PISA data that include Australia
characterize Australia as a country that uses a system of
ability grouping similar to some other Western nations
(Razer et al., 2018). These PISA analyses and other studies
show that class ability grouping continues to operate in
these countries, including England (Taylor et al., 2020),
United States (Loveless, 2013) and New Zealand (Hornby
& Witte, 2014). Recent research has begun to explore how
practices within the UK can vary widely too (Wilkinson
& Penney, 2023). Taylor et al. (2020) conducted a survey
on ability grouping practices in English and Maths in
England, while Wilkinson and Penney (2023) conducted
a survey on Physical Education ability grouping practices
in England. Research about ability grouping in England
has also explored grouping practices in primary schools. Existing research in Australia has suggested that class ability
grouping practices are common in secondary schools but
are also present in some primary schools (Cheeseman &
Klooger, 2018; Roth, 2017). For example, an Australia-
wide study that investigated an Indigenous education
reform surveyed teachers and principals from 201 Australian
schools and found evidence of ability-based grouping in
primary schools (Luke et al., 2013). The report, drawing on
further qualitative data, noted that ability grouping was used
from the foundation year of schooling onward, for a range
of reasons that included managing classroom behavior and
providing extension activities. Our review of the Australian literature about between-
class ability grouping practices revealed limited evidence
of how the practice is being used in schools with autonomy
over how students are grouped into classes for learning
(Authors, 2023). Existing qualitative research from 1 3 3 1291 The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… subjects, so data pertaining to each of them reflects how
students spend most of their time at school. Instrument The Class Ability Grouping Practices Survey was used
to determine the extent to which the various class ability
grouping practices are being used for students in Year 7–9
core (MESH) subjects. The survey was adapted from a study
about grouping practices in the UK and has been validated
in that context (Taylor et al., 2020). MESH subjects were
chosen as a focus because they are considered the ‘core
subject areas’ in Australian education, so all students must
take them until at least Year 10. Much research about
between-class ability grouping, including PISA analyses, has
focused on class ability grouping for Maths only. However,
all students in Year 7–9 in Australia take these four MESH Class Ability Grouping in Australia This paper presents analysis of data from a recent survey
about class ability grouping practices being used in Queens-
land and Western Australia. As PISA data pertain to Year 10
students (15-year-olds), data about how students are grouped
in the years leading up to this point (years 7–9) provide the
focus for this research. Researching school practices at this
point generates useful contextual information about group-
ing as students begin secondary schooling and provides a
foundation for future research about the effects of ability
grouping in Australia. The survey included a question where respondents identi-
fied their class grouping practices for each of the MESH sub-
jects in Years 7–9. Respondents selected from six types of
grouping practices for each of the four subjects, in each year
from 7 to 9, representing a variety of practices from com-
pletely mixed-ability grouping to a fully streamed grouping
practice. These six practices are depicted on a spectrum in
Fig. 1 below, ranging from ‘soft’ to ‘hard’ forms of group-
ing, which is modeled on the survey by Taylor et al. (2020). Definitions of each practice that were provided to partici-
pants are included in Fig. 1 as well: Methods Respondents also answered a question about class
grouping practices across subjects, in terms of whether
students were in the same class groups for the various
subjects. The responses to these questions were used to
answer the research question with the descriptive analyses
below. The methods for this research were informed by the
research literature, which points to class ability grouping
as a practice that has the capacity to widen achievement
gaps and perpetuate inequalities (e.g., Jaremus et al., 2022). In this way, it can function within education to reproduce
and exacerbate existing inequalities (Bourdieu & Passeron,
1977). A pragmatic approach was thus appropriate to best
answer the research question, combining approaches from
both positivist and interpretivist methodologies (Dewey,
1916). Mixed methods were thus used to answer the
research question through an explanatory sequential design
that prioritized quantitative data with some qualitative data
incorporated to further explain the quantitative findings
(Edmonds & Kennedy, 2016). Sampling The sampling procedure was to invite all schools in Western
Australia and Queensland with Year 7–9 students to
complete the survey. Western Australia and Queensland were
chosen for sampling because of convenience, as the authors’
institutions are located in these two states. Ethics approval
had been gained from the lead author’s institutional Human
Research Ethics Committee, but approval also needed to be
gained to conduct the research from all school authorities
in the two states. Approval was gained from all state and
Catholic authorities except one diocese in Queensland, who
did not approve the research on time for schools within
that diocese to be invited to complete the survey. All other
schools were invited through an email directed to the school
principal. A total of 909 schools across the two states were
sent an email inviting them to complete the Class Ability
Grouping Practices Survey online via Qualtrics in early
2023. The methods used in this research were selected to
generate an answer to the research question: To what extent
are the various class ability grouping practices being used
for MESH (Maths, English, Science, Humanities and Social
Sciences [HASS]) in Year 7–9 of secondary schools in
Queensland and Western Australia? A survey of class ability
grouping practices in secondary schools in Queensland and
Western Australia was conducted. Data Analysis A total of 173 schools responded to the survey, representing
a 19% response rate. This response rate represents a
confidence level of 95% for the population, with a margin
of error of 6.5% (Qualtrics, 2023). This confidence level
and margin of error assume equal response rates across
different parts of the population and that relevant variables
like grouping practices or location did not influence the
response rate. Of the 173 responses, 143 were included
in the analysis after data cleaning, representing a 16% 1 3 1 1292 O. Johnston et al. 1 Range of class grouping practices Fig. 1 Range of class grouping practices Fig. 1 Range of class grouping practices practices being used by the 143 participant schools, affecting
108,019 students who attend these schools. response rate. Cleaning involved screening for outliers and
correcting or deleting errors (e.g., scores were not within the
range of possible scores) and excluding surveys with large
proportions of missing data, leaving 68 Queensland Schools
(47.6%) and 75 Western Australian schools (52.4%). The
survey was completed primarily by principals (n = 93, 65%)
and associate or deputy principals (n = 30, 21.0%). Other
respondents included timetablers, curriculum/year leaders,
and other leadership roles within the school. The scale in
the present study had excellent internal consistency with a
Cronbach alpha coefficient reported of = 0.97. Findings Before determining the extent to which the schools in
Queensland and Western Australia engaged in class grouping
practices, grouping practices were initially collapsed into
two categories: completely mixed or class ability grouping
before examining the descriptive statistics. The grouping
practices are detailed in Table 2. fi
Descriptive analysis of the quantitative data occurred
using IBM SPSS Version 29. Qualitative data were analyzed
by three researchers to improve inter-rater reliability. The
data were coded in NVivo to identify themes relating to the
research questions. The findings revealed that in Queensland, most classes
were completed mixed. This pattern was reflected across
English, Maths, HASS, and Science. Ability grouping was
highest in Year 9 for Maths (33.8%) and English (11.8%). However, in contrast, Western Australian reported using
primarily class ability grouping practices across English,
Maths, HASS, and Science. For English, the percentage of
schools using ability groupings rose from 73.91% in Year 7
to 85.5% in Year 9. For Maths, ability groupings remained
consistent from Year 7 (85.71%) to Year 9 (85.51%). For
HASS, class ability grouping rose from 61.76% in Year 7 to
70.59% in Year 9. For Science, class ability groupings rose
from 62.86% in Year 7 to 70.15% in Year 9. The frequency tables that follow describe the Australian
Curriculum, Assessment, and Reporting Authority
(ACARA, 2023) data for the participant schools, illustrating
that the participant school profiles generally reflect the
averages for Australian schools. Critical readers can evaluate
the information presented in Table 1 below and make
their own decisions about the extent to which the sample
represents a more general population. Findings At the least, the data
reported in this paper characterizes the class ability grouping 1 3 3 The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… 1293 q
y
y
p g
g
y
Table 1 Representation of Participant Schools: ICSEA*, Location, and Students
* Note: ICSEA, or Index of Social Community Advantage, is a score used in Australian schooling to indicate the relative level of socio-economic
and cultural advantage for the students that attend the school (ACARA, 2016)
Representation of participant schools’ Index of Socio-community educational advantage (ICSEA)*
ICSEA
All Australian schools
Participant schools
M
1000
993.67
Min
500
611
Max
1300
1182
SD
100
106.10
% of students in participant schools in bottom ICSEA quarter
25
31.78
% of students in participant schools in bottom-middle ICSEA quarter
25
26.68
% of students in participant schools in upper-middle ICSEA quarter
25
22.72
% of students in participant schools in top ICSEA quarter
25
18.89
Representation of participant schools’ locations
Location
All Australian schools
Participant schools
% Inner Regional
24.3
17.9
% Major Cities
54.5
47.8
% Outer Regional
15
21.5
% Remote
3.1
7.7
% Very Remote
3.1
5.1
Representation of participant schools’ students
No. of Students
All Australian schools
Participant schools
M
423.91
832.74
Min
1
39
Max
5259
2601
SD
434.52
612.22
% Indigenous
10.86
13.97
% language background other than English
24.19
18.76 % Indigenous % language background other than English * Note: ICSEA, or Index of Social Community Advantage, is a score used in Australian schooling to indicate the relative level of socio-economic
and cultural advantage for the students that attend the school (ACARA, 2016) * Note: ICSEA, or Index of Social Community Advantage, is a score used in Australian schooling to indicate the relative level of socio-economic
and cultural advantage for the students that attend the school (ACARA, 2016) “Split line with ENG [English] and HUM [humanities]
in Year 7, 8 but blocked line in Year 9 ENG [English],
though semester rotation for 9HUM [Year 9 humani-
ties]” [90]. Figure 2 suggests that overall, schools in Queensland and
Western Australia reported higher percentages of class abil-
ity grouping for the subject areas of Maths and English. Findings We are trialing a stream-
Table 2 Class Grouping
practices in Years 7–9 for
English, Maths, HASS, and
Science in Queensland and
Western Australia
Location
Year & Subject
n
Completely
Mixed (f)
%
Class Ability
Grouping (f)
%
Queensland
Yr 7 English
68
67
98.5
1
1.5
Yr 8 English
68
67
98.5
1
1.5
Yr 9 English
68
60
88.2
8
11.8
Western Australia
Yr 7 English
69
18
26.09
51
73.91
Yr 8 English
70
13
18.57
57
81.43
Yr 9 English
69
10
14.49
59
85.51
Queensland
Yr 7 Maths
68
65
95.6
3
4.4
Yr 8 Maths
68
56
82.4
12
17.6
Yr 9 Maths
68
45
66.2
23
33.8
Western Australia
Yr 7 Maths
70
10
14.29
60
85.71
Yr 8 Maths
71
10
14.08
61
85.92
Yr 9 Maths
69
10
14.49
59
85.51
Queensland
Yr 7 HASS
68
68
100
–
–
Yr 8 HASS
68
67
98.5
1
1.5
Yr 9 HASS
68
67
98.5
1
1.5
Western Australia
Yr 7 HASS
68
26
38.24
42
61.76
Yr 8 HASS
69
26
37.68
43
62.32
Yr 9 HASS
68
20
29.41
48
70.59
Queensland
Yr 7 Science
68
68
100
–
–
Yr 8 Science
68
67
98.5
1
1.5
Yr 9 Science
68
67
98.5
1
1.5
Western Australia
Yr 7 Science
70
26
37.14
44
62.86
Yr 8 Science
70
26
37.14
44
62.86
Yr 9 Science
67
20
29.85
47
70.15
Fig. Findings We are trialing a stream-
Table 2 Class Grouping
practices in Years 7–9 for
English, Maths, HASS, and
Science in Queensland and
Western Australia
Location
Year & Subject
n
Completely
Mixed (f)
%
Class Ability
Grouping (f)
%
Queensland
Yr 7 English
68
67
98.5
1
1.5
Yr 8 English
68
67
98.5
1
1.5
Yr 9 English
68
60
88.2
8
11.8
Western Australia
Yr 7 English
69
18
26.09
51
73.91
Yr 8 English
70
13
18.57
57
81.43
Yr 9 English
69
10
14.49
59
85.51
Queensland
Yr 7 Maths
68
65
95.6
3
4.4
Yr 8 Maths
68
56
82.4
12
17.6
Yr 9 Maths
68
45
66.2
23
33.8
Western Australia
Yr 7 Maths
70
10
14.29
60
85.71
Yr 8 Maths
71
10
14.08
61
85.92
Yr 9 Maths
69
10
14.49
59
85.51
Queensland
Yr 7 HASS
68
68
100
–
–
Yr 8 HASS
68
67
98.5
1
1.5
Yr 9 HASS
68
67
98.5
1
1.5
Western Australia
Yr 7 HASS
68
26
38.24
42
61.76
Yr 8 HASS
69
26
37.68
43
62.32
Yr 9 HASS
68
20
29.41
48
70.59
Queensland
Yr 7 Science
68
68
100
–
–
Yr 8 Science
68
67
98.5
1
1.5
Yr 9 Science
68
67
98.5
1
1.5
Western Australia
Yr 7 Science
70
26
37.14
44
62.86
Yr 8 Science
70
26
37.14
44
62.86
Yr 9 Science
67
20
29.85
47
70.15
Fig. 2 Class ability grouping
practices in Years 7–9 for Eng-
lish, Maths, HASS, and Science on ability grouping, most schools now operate in envi-
ronments where technology offers new opportunities for
innovation that sit behind some grouping decisions. For
example, one respondent explained that. “The only difference [in how are grouped is] with
Maths [63]. We started a new program called Math
Pathways which students stay in their class grouping;
however, each student is working on a program built
around their level and needs. Findings 2 Class ability grouping
practices in Years 7–9 for Eng-
lish, Maths, HASS, and Science Table 2 Class Grouping
practices in Years 7–9 for
English, Maths, HASS, and
Science in Queensland and
Western Australia
Location
Year & Subject
n
Completely
Mixed (f)
%
Class Ability
Grouping (f)
%
Queensland
Yr 7 English
68
67
98.5
1
1.5
Yr 8 English
68
67
98.5
1
1.5
Yr 9 English
68
60
88.2
8
11.8
Western Australia
Yr 7 English
69
18
26.09
51
73.91
Yr 8 English
70
13
18.57
57
81.43
Yr 9 English
69
10
14.49
59
85.51
Queensland
Yr 7 Maths
68
65
95.6
3
4.4
Yr 8 Maths
68
56
82.4
12
17.6
Yr 9 Maths
68
45
66.2
23
33.8
Western Australia
Yr 7 Maths
70
10
14.29
60
85.71
Yr 8 Maths
71
10
14.08
61
85.92
Yr 9 Maths
69
10
14.49
59
85.51
Queensland
Yr 7 HASS
68
68
100
–
–
Yr 8 HASS
68
67
98.5
1
1.5
Yr 9 HASS
68
67
98.5
1
1.5
Western Australia
Yr 7 HASS
68
26
38.24
42
61.76
Yr 8 HASS
69
26
37.68
43
62.32
Yr 9 HASS
68
20
29.41
48
70.59
Queensland
Yr 7 Science
68
68
100
–
–
Yr 8 Science
68
67
98.5
1
1.5
Yr 9 Science
68
67
98.5
1
1.5
Western Australia
Yr 7 Science
70
26
37.14
44
62.86
Yr 8 Science
70
26
37.14
44
62.86
Yr 9 Science
67
20
29.85
47
70.15 Fig. 2 Class ability grouping
practices in Years 7–9 for Eng-
lish, Maths, HASS, and Science on ability grouping, most schools now operate in envi-
ronments where technology offers new opportunities for
innovation that sit behind some grouping decisions. For
example, one respondent explained that. “The only difference [in how are grouped is] with
Maths [63]. We started a new program called Math
Pathways which students stay in their class grouping;
however, each student is working on a program built
around their level and needs. We are trialing a stream-
Fig. 2 Class ability grouping
practices in Years 7–9 for Eng-
lish, Maths, HASS, and Science on ability grouping, most schools now operate in envi-
ronments where technology offers new opportunities for
innovation that sit behind some grouping decisions. For
example, one respondent explained that. Findings For
these subjects, the most common class grouping practices
used in English and Maths for the total sample (n = 143) for
Years 7, 8, and 9 were completely mixed-ability, followed
by a mixed-ability class with a top and bottom class, and a
mixed-ability class with a top class (See Figs. 3 and 4). Our findings suggest that high school students in Years
7 to 9 in Western Australia are more frequently grouped
into class ability groups than students in Queensland. This
was an unexpected finding as there is nothing in the lit-
erature to suggest any reason for this difference between
states. Furthermore, there is nothing in our current data
to suggest why this might be the case, so further research
must be conducted to explain why this is so. However,
some data revealed how school leaders make decisions
about student groupings under complex circumstances
that include teacher shortages and concerns about indi-
vidual student achievement. Schools made comments
such as “Due to shortages in staffing (we) had to look at
Years 7 and 8 to allow teachers to take 2 of the same year
group.” In comparison with the contexts of early research We acknowledge the importance of timetabling lines in
how students are grouped, as schools work to offer elective
subjects to students while minimizing timetable clashes. Subject selection (including electives and participation in
excellence programs) during secondary school is a related
factor that is linked to both timetable lines and thus class
grouping. The following qualitative response data illustrates
this point further, “Middle School structure in Years 7 and 8 means some
commonality with class lists, but top and tail in Math
and English means not exclusively the same” [110]; 1 3 1294 O. Johnston et al. 1294
O. Johnston et al. on ability grouping, most schools now operate in envi-
ronments where technology offers new opportunities for
innovation that sit behind some grouping decisions. For
example, one respondent explained that. “The only difference [in how are grouped is] with
Maths [63]. We started a new program called Math
Pathways which students stay in their class grouping;
however, each student is working on a program built
around their level and needs. Findings on ability grouping, most schools now operate in envi-
ronments where technology offers new opportunities for
innovation that sit behind some grouping decisions. For
example, one respondent explained that. “The only difference [in how are grouped is] with
Maths [63]. We started a new program called Math
Pathways which students stay in their class grouping;
however, each student is working on a program built
around their level and needs. We are trialing a stream- 1 3 3 1295
The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey…
ing approach for 1/5 of Maths and English. This is to
provide intensive intervention or extension and will be
determined by student needs” [64]. Such reasoning for grouping in the qualitative data was
provided by schools who used class ability grouping in
Western Australia, but there is no reason suggested that this
should be different in Western Australian than Queensland. Our analysis of the qualitative data also showed that
approach is a trial for this year, as we had previously
moved away from ability grouping” [24]; “We are
currently exploring the impact of streaming and are
very interested in what this research has to say” [8]. These school leaders were eager to make decisions about
class ability grouping in their students’ best interest, but
funding and resource issues were also considerations for
lower ability learners. Fig. 3 Differences in in Class
Ability Grouping for Maths
across Year Levels and States
Fig. 4 Differences in Class
Ability Grouping for English
across Year Levels and States The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… 1295 Fig. 3 Differences in in Class
Ability Grouping for Maths
across Year Levels and States Fig. 4 Differences in Class
Ability Grouping for English
across Year Levels and States ing approach for 1/5 of Maths and English. This is to
provide intensive intervention or extension and will be
determined by student needs” [64]. approach is a trial for this year, as we had previously
moved away from ability grouping” [24]; “We are
currently exploring the impact of streaming and are
very interested in what this research has to say” [8]. Findings “Maths and English classes are streamed in Years 7
to 10... For all other subjects, students are in mixed-
ability learning groups” [8]; “Year 9 Maths has two
top streamed classes, one bottom streamed (small)
class and two middle mixed classes” [17]; “Students
sit an entrance exam focused primarily on Maths
and are admitted to the top two classes based on this
exam” [25]; “Bottom group mostly students on ICP or
working below level. Based on curriculum ability not
literacy or numeracy” [24]. “Maths and English classes are streamed in Years 7
to 10... For all other subjects, students are in mixed-
ability learning groups” [8]; “Year 9 Maths has two
top streamed classes, one bottom streamed (small)
class and two middle mixed classes” [17]; “Students
sit an entrance exam focused primarily on Maths
and are admitted to the top two classes based on this
exam” [25]; “Bottom group mostly students on ICP or
working below level. Based on curriculum ability not
literacy or numeracy” [24]. “Maths and English classes are streamed in Years 7
to 10... For all other subjects, students are in mixed-
ability learning groups” [8]; “Year 9 Maths has two
top streamed classes, one bottom streamed (small)
class and two middle mixed classes” [17]; “Students
sit an entrance exam focused primarily on Maths
and are admitted to the top two classes based on this
exam” [25]; “Bottom group mostly students on ICP or
working below level. Based on curriculum ability not
literacy or numeracy” [24]. Figure 4 demonstrates that overall, Queensland schools
report higher levels of completely mixed classes for English
compared to Western Australian schools. Ability grouping
for English is highest in Year 9 in Queensland (n = 8, 11.8%). Class ability grouping for English increases from 68% in
Year 7, to 76% in Year 8 and 80% in Year 9 in Western
Australia. Figure 5 suggests that overall, Queensland schools
report higher levels of completely mixed classes for HASS
compared to Western Australian schools. In Queensland
schools, class ability grouping remains low (i.e., 1.5%
for Years 8 and 9). In Western Australian schools, levels
of ability grouping for HASS rise from 56% in Year 7, to
57.3% in Year 8 and 64% in Year 9. Findings Such reasoning for grouping in the qualitative data was
provided by schools who used class ability grouping in
Western Australia, but there is no reason suggested that this
should be different in Western Australian than Queensland. Such reasoning for grouping in the qualitative data was
provided by schools who used class ability grouping in
Western Australia, but there is no reason suggested that this
should be different in Western Australian than Queensland. Our analysis of the qualitative data also showed that
school leaders made decisions about grouping based on
the needs that they perceived their students to have. Some
indicative comments included: These school leaders were eager to make decisions about
class ability grouping in their students’ best interest, but
funding and resource issues were also considerations for
lower ability learners. f
Our analysis of the qualitative data also showed that
school leaders made decisions about grouping based on
the needs that they perceived their students to have. Some
indicative comments included: Students’ varying experiences of class ability grouping
have implications for students’ attainment of educational
outcomes, specifically in terms of equity. Equity issues
are explored further in the discussion section that follows. Class size is another factor at play, as small schools typically
offered only one class per year level, reducing the likelihood “Bottom group mostly students on (independent
curriculum program) or working below level. Based
on curriculum ability not literacy or numeracy. This 1 1296 O. Johnston et al. Queensland and Western Australia. Class ability grouping is
most common in Maths classes in Queensland and Western
Australia. The next most common subject grouped by ability
levels was English in Queensland and Western Australia. of class grouping. Similarly, specialist schools (such as
flexible schooling with residential offerings) made choices
based on a range of factors, such as safety. While there were a range of configurations, the qualitative
data indicate that Queensland schools often allocated
students to “top” and “bottom” classes for English and
Mathematics, before placing the remaining students into
“middle” classes. The following comments capture typical
approaches: Figure 3 reveals that overall, Queensland schools report
higher levels of completely mixed classes for Maths
compared to Western Australian schools. Ability grouping
for Maths is highest in Year 9 in Queensland (n = 23, 33.8%). The percentage of class ability grouping for Maths in Year
7 (80%), Year 8 (81.3%), and Year 9 in Western Australia
(78.7%) were relatively consistent. Discussion Our findings show that in Queensland and Western
Australian secondary schools, grouping by ability
generally increases as students get older, is used more
by some schools than others (e.g., larger schools), and
is most prominent in Maths and English. The findings
also highlight pronounced differences between the two
Australian states, where Western Australia uses class
ability grouping much more often, for more subjects, and
begins class grouping sooner. These findings suggest that
some students are experiencing more inequitable grouping
practices than others, due to contextual factors, which
may complicate and exacerbate existing equity issues
associated with ability grouping. This research generated
new knowledge that characterizes how streaming practices
vary across two states in Australia according to year level,
subject, and location. Class ability grouping showed an overall upward trend
as students move up year levels, with increases from Year
7 to 9 reflected in Fig. 2. Class ability grouping was most
common in Maths classes, with analyses also showing
that English was the second highest MESH subject where
ability grouping was used. However, Maths indicated a
slight dip in Year 9 grouping in the Western Australia
schools that was not evident in Queensland. These findings
are illustrated in Figs. 3, 4, 5, and 6. Possible reasons and
implications for these differences across subjects and
states are suggested in the discussion below.f The pronounced differences in the two states that were
indicated by the data analyses were an unexpected finding. Figure 2 showed that the majority of schools in Western
Australia use class ability grouping for all of the MESH
subjects from Year 7–9 inclusive, while the majority of
Queensland schools use completely mixed-ability grouping
for all of the MESH subjects from Year 7 to 9. This means
that most 12–15-year-olds in Western Australia are
learning their MESH subjects in ability-grouped classes,
while most 12–15-year-olds in Queensland are learning
their MESH subjects in completely mixed-ability classes. The possible implications of these findings are discussed
in terms of equity in the discussion section that follows,
but reasons for this difference were not found within the
scope of this research. Inequality in how students are grouped into classes for
learning may compound and complicate the implications
for equity in education. PISA data from 2012 to 2018 asked
principals whether students were grouped into classes by
ability for learning in no subjects, at least one subject, or
all subjects (OECD, 2014, 2018b). Findings While slight increases
for HASS were evident across the year levels, they were
much lower than the increases in ability grouping by year
level reported in Maths and English that were reflected in
Figs. 3 and 4. In Western Australia, qualitative responses indicate that
schools seemed more likely to provide focused instruction
programs rather than class grouping. Some indicative com-
ments include “Some lower ability students in Year 7 receive
intensive literacy support in place of their regular English
class. From Year 9, entry into the top class for English, Sci-
ence, Maths, and HASS is through an application process,
involving past results and an external selection test.” [60];
“There is English intervention provided for those with addi-
tional needs. This is a ‘push in’ model.” (65]. Descriptive
analysis of the survey responses suggested that class ability
grouping is most common in Maths classes, but less com-
mon in other subjects. Figures 3, 4, 5, and 6 illustrate the
rates of class ability grouping in the four MESH subjects in Figure 6 depicts that overall, Queensland schools report
higher levels of completely mixed classes for Science
compared to Western Australian schools. In Queensland
schools, class ability grouping is low (1.5% for Years 8
and 9). In Western Australian schools, levels of ability Fig. 5 Differences in in Class
Ability Grouping for HASS
across Year Levels and States 1 3 3 The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… 1297 Fig. 6 Differences in Class
Ability Grouping for Science
across Year Levels and States grouping for Science were 58.7% in Year 7 and 8 and
slightly higher in Year 9 (62.7%). Like HASS, although
there is a slight increase in class ability grouping for
Science across year levels, they were much lower than the
increases reported in Maths and English. Discussion Further upcoming
publications will address in greater detail why such decisions
are made as well as how the decisions are enacted within
schools. Some possible reasons for differences may include
varying levels of disadvantage, cultural norms, leadership,
or past interventions. However, these reasons for differences
in respondent schools’ class ability grouping practices can
only be speculative until further research is conducted. Such
further research could include interviews with school leaders
and educators in both states to further explore the reasoning
behind their decisions about class ability grouping. Overall, the qualitative data provided by participants
indicated that school leadership teams are searching for
practices and structures that will best meet the needs of
their students and trialing different grouping strategies as a
means of increasing the support provided to students. Our
analysis of the qualitative data also highlighted that schools
are making decisions based on what school leaders consider
to be best for their students. It is concerning that students who are commencing Year
7, as young as 11 years old, may have their post-secondary
pathways limited by class grouping practices. Teachers’
expectations of students can affect their academic outcomes
when they shape how students are treated in classrooms
(Papageorge et al., 2020; Wang et al., 2019). Students being
grouped into classes associated with defined post-secondary
pathways could create self-fulfilling prophesies where
students experience little flexibility in their educational
trajectory (Boaler, 2005). Once students are allocated
to an ability-based class, movement to a ‘higher’ class is
both difficult and rare, due to missed curriculum and the
need for another student to be moved down, making a
space available (Ireson et al., 2002). A student’s previous
group level influences subsequent placement regardless of
later achievement (Gamoran, 1986). Recent research from
Australia has investigated how students placed in lower
ability-grouped classes in New South Wales were unable to
take university-entry level Maths classes in Years 11 and 12
(Jaremus et al., 2022). These findings confirm international
research that has shown that class ability grouping is
associated with restricted post-secondary pathways (Francis
et al., 2020). Inequality in Australian education is growing with
devastating economic repercussions, with conservative
estimates that inequality is costing Australia 20.3 billion
dollars (Hetherington, 2018). Many aspects of an education
system might contribute to inequality, but international
research suggests that class ability grouping can be a
contributing factor (Castejón & Zancajo, 2015; OECD,
2018a). Discussion The analysis of PISA
data above shows that the vast majority of principals in
all three testing years selected ‘for at least one subject,’
but there was no identification of subject provided by the
data. Furthermore, the PISA data are only for fifteen-year-
old students, which is Year 10 in Australia. The research
presented in this paper has elaborated on the PISA data
in three ways: 1 3 1298 O. Johnston et al. (1) Identifying the specific MESH subjects in which
students are grouped into classes by ability; Science and HASS. Interestingly, high-stakes testing in
Australia’s NAPLAN focuses on student achievement in
these two subjects. Students undertake standardized tests
for Science and HASS less frequently and these subjects
are not reported about publicly as they are for Maths and
English in Australia. Furthermore, schools are held to
account by their state government according to NAPLAN
scores in Western Australia, with underperforming schools
subject to review processes that can involve dismissal
of the school Principal and government intervention. Research about class ability grouping in Australia has
traditionally focused on the Maths learning area (Forgasz,
2010; Zevenbergen, 2005). The research presented in this
paper adds to the literature by comparing class ability
grouping in Maths and English with the other MESH
subjects of HASS and Science.i g
p
y
y
(2) Characterizing the increase in class ability grouping
from Year 7 to 9; and (3) Identifying variance in between-class ability grouping
practices according to where students live and which
school they attend. If Australian educators are committed to following
through on policy commitments to equity in education
(MYCEETA, 2008), closer scrutiny of class ability grouping
practices could be a starting point for change. Our findings
confirmed that levels of class ability grouping used in MESH
subjects increase as students move from Year 7 to Year 9. This is unsurprising because students’ academic pathways
for Years 11 and 12 become more certain (and restricted)
as they get older. Schools might consider it preparation for
students’ future, according to whether or not the students
will be enrolling in university pathway courses in Years 11
and 12. The research findings also begin to reveal the complexity
of class grouping practices being used in Australia,
emphasizing that vast differences across locations exist. The
current research presents what occurs in schools regarding
class grouping and begins to consider the reasons why
some class grouping decisions are made. 3 Limitations The present study is not without limitations and findings
should be considered with some caution. The limitations
of the voluntary response method are noted. The present
study is not without limitations. We recognize that the study
relies on a self-report methodology which is susceptible to
subjective bias. We acknowledge the potential bias that may
have arisen that those who chose to participate might have
had current or prior knowledge (including about the research
literature) or a particular interest in ability grouping. Some
schools may have chosen to participate because they
are currently changing, or have recently changed, their
practices. Others may have chosen to participate because
they are interested in the topic and have knowledge about
it. Although there is little research and policy advice about
ability grouping in Australia, the research predominately
cautions against the practice. For this reason, the authors
believe that the levels of class ability grouping reported in
this study are modest representations of the extent to which
class ability grouping is being used in these two states. Furthermore, the study used cross-sectional data from two
states in Australia. As such, findings should be interpreted
with some caution and further research is needed with larger
sample sizes across all Australian states and territories. Black, A. (2021). Streaming, social class and schooling in Western
Australia: A critical ethnography of post-school reflections (Publi-
cation Number 63077) Murdoch University. https://researchreposit
ory.murdoch.edu.au/id/eprint/63077/1/Black2021.pdf Boaler, J. (2005). The “psychological prisons” from which they never
escaped: The role of ability grouping in reproducing social class
inequalities. Forum, 47(2&3), 125–134. https://ed.stanford.edu/
sites/default/files/psychological_prisons_2005.pdf i
Boaler, J., Wiliam, D., & Brown, M. (2000). Students’ experiences of
ability grouping-disaffection, polarisation and the construction of
failure. British Educational Research Journal, 26(5), 631–648. Bourdieu, P., & Passeron, J. C. (1977). Reproduction in education,
society and culture. Sage.f Castejón, A., & Zancajo, A. (2015). Educational differentiation poli-
cies and the performance of disadvantaged students across OECD
countries. European Educational Research Journal, 14(3–4),
222–239. https://doi.org/10.1177/1474904115592489 Cheeseman, J., & Klooger, M. (2018). Mathematics teachers: Deal-
ing with difference. Australian Primary Mathematics Classroom,
23(3), 27–29. https://doi.org/10.3316/informit.924803020028042 Chmielewski, A. K. (2014). An international comparison of achieve-
ment inequality in within-and between-school tracking systems. American Journal of Education, 120(3), 293–324. https://www. jstor.org/stable/https://doi.org/10.1086/675529?seq=1 Chmielewski, A. K., Dumont, H., & Trautwein, U. (2013). Tracking
effects depend on tracking type: An international comparison
of students’ mathematics self-concept. American Educational
Research Journal, 50(5), 925–957. https://doi.org/10.3102/00028
31213489843 Clarke, M. (2014). References ACARA. (2016). ICSEA Fact Sheet. http://docs.acara.edu.au/resources/
About_icsea_2014.pdf ACARA. (2023). My school. https://myschool.edu.au/f Ansalone, G. (2010). Tracking: Educational Differentiation or Defec-
tive Strategy. Educational Research Quarterly, 34(2), 3–17. Australian Bureau of Statistics. (2022). Schools. https://www.abs.gov.
au/statistics/people/education/schools/latest-release#:~:text=
Media%20releases-,Key%20statistics,13.1%20students%20to%
20one%20teacher Funding Open Access funding enabled and organized by CAUL and
its Member Institutions. Discussion 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/. Discussion Future research could inform policymaking about
class ability grouping in the Australian context, leading to
improvements in class ability grouping practices that create
equitable outcomes for our students, without compromising
academic outcomes. Such further research could examine the
Australian context, investigating how different forms of class
ability grouping affect student outcomes, including how
this varies across subjects and groups. This might include
following students and grouping practices over several
years. Such research could examine the characteristics of the
students in each class group within the school and explore
any differences in their experiences according to how they
are grouped. The research could also be expanded to other
Australian states. The findings also reveal that class ability grouping
is much more widely used in Maths and English than in 1 3 3 1299 The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… Our findings indicated that school leaders’ intentions were
to provide the best learning conditions for their students, but
further research is needed to see how students are being
affected by these choices in Australia. Previous qualitative
research by the first author of this study has suggested
that students in high ability groups experience benefits of
class ability grouping, but that they do not always see it
as beneficial or fair (Author et al., 2022). Future research
could draw wider comparisons from evidence about how
students experience different forms of class ability grouping
and how these affect their educational outcomes. We suggest
that further research is also needed to determine how
education funding and policy could provide school leaders
with clear direction and the support needed to tackle the
large disparities in student needs and achievement at the
school level. As Ball (2012) suggests, most education policy
research does not deal with issues of funding. A deeper
understanding of what school leaders require to ensure
teachers are able to support all learners – without resorting
to class ability grouping – is needed. protect the anonymity of schools and participants.Open Access This
article is licensed under a Creative Commons Attribution 4.0 Interna-
tional 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. Limitations Dialectics and dilemmas : Psychosocial dimensions
of ability grouping policy. Critical Studies in Education, 55(2),
186–200. https://doi.org/10.1080/17508487.2014.891146 Funding Open Access funding enabled and organized by CAUL and
its Member Institutions. Dewey, J. (1916). Democracy and education: An introduction to the
philosophy of education. Macmillan. Data availability Restrictions apply to the sharing of the data from
this study, as per stipulations from the granting Human Research Eth-
ics Committee and school authority approvals. Access is restricted to 1 3 1300 O. Johnston et al. Dweck, C. (2012). Mindset: How you can fulfil your potential. Con-
stable & Robinson. Loveless, T. (2013). The resurgence of ability grouping and persis-
tence of tracking (Part II of the 2013 Brown Center Report on
American Education, the Brookings Institution, Issue 2). https://
www.brookings.edu/articles/theresurgence-of-ability-grouping-
and-persistence-of-tracking/ Edmonds, W. A., & Kennedy, T. D. (2016). An applied guide to
research designs: Quantitative, qualitative, and mixed methods. Sage Publications. Luke, A., Cazden, C., Coopes, R., Klenowski, V., Ladwig, J., Lester,
J., Macdonald, S., Phillips, D., Shield, P., & Spina, N. (2013). A
Summative Evaluation of the Stronger Smarter Learning Com-
munities Project: 2013 Report-Volume 1 and Volume 2. https://
eprints.qut.edu.au/59535/ g
Forgasz, H. (2010). Streaming for mathematics in Victorian secondary
schools. Australian Mathematics Teacher, 66(1), 31–40. Francis, B., Archer, L., Hodgen, J., Pepper, D., Taylor, B., & Travers,
M.-C. (2017). Exploring the relative lack of impact of research
on ‘ability grouping’in England: A discourse analytic account. Cambridge Journal of Education, 47(1), 1–17. Luschei, T. F., & Jeong, D. W. (2018). Is teacher sorting a global phe-
nomenon? Cross-national evidence on the nature and correlates
of teacher quality opportunity gaps. Educational Researcher,
47(9), 556–576. https://doi.org/10.3102/0013189X18794401 Francis, B., Taylor, B., & Tereshchenko, A. (2020). Reassessing ‘abil-
ity’ grouping: Improving practice for equity and attainment. Routledge. g
Gamoran, A. (1986). Instructional and institutional effects of ability
grouping. Sociology of Education, 59(4), 185–198. https://doi.
org/10.2307/2112346 Macqueen, S. E. (2013). Grouping for inequity. International Jour-
nal of Inclusive Education, 17(3), 295–309. https://doi.org/10.
1080/13603116.2012.676088 McCardle, T. (2020). A critical historical examination of tracking
as a method for maintaining racial segregation. Educational
Considerations, 45(2), 4. Harris, J. A. M. (2018). Sharing knowledge beyond the school gate. In J. Harris, Carrington, S. & Ainscow, M. (Eds.), Promoting
equity in schools: Collaboration, Inquiry and Ethical Leader-
ship (pp. 101–120). McGillicuddy, D. (2021). Limitations “They would make you feel stupid” - Abil-
ity grouping, Children’s friendships and psychosocial Wellbeing
in Irish primary school. Learning and Instruction, 75, 101492. https://doi.org/10.1016/j.learninstruc.2021.101492 Hart, S., Drummond, M. J., & McIntyre, D. (2014). Learning without
limits: Constructing a pedagogy free from determinist beliefs
about ability. The SAGE Handbook of Special Education: Two
Volume Set, 439–458. Mills, M., Monk, S., Keddie, A., Renshaw, P., Christie, P., Geelan,
D., & Gowlett, C. (2014). Differentiated learning: From policy
to classroom. Oxford Review of Education, 40(3), 331–348. https://doi.org/10.1080/03054985.2014.911725 Hetherington, D. (2018). What price the gap? Education and inequal-
ity in Australia. Public Educaton Foundation. https://publiceduc
ationfoundation.org.au/wp-content/uploads/2018/04/Issues-
Paper_What-Price-The-Gap.pdf MYCEETA. (2008). Melbourne declaration on educational goals
for young Australians. ERIC.f Hodgen, J., Taylor, B., Francis, B., Craig, N., Bretscher, N., Teresh-
chenko, A., Connolly, P., & Mazenod, A. (2022). The achieve-
ment gap: The impact of between-class attainment grouping on
pupil attainment and educational equity over time. British Edu-
cational Research Journal. https://doi.org/10.1002/berj.3838 Noor, B. (2018). Perceptions of multiple stakeholders of the effec-
tiveness of ability grouping gifted and talented (Publication
Number 616) University of Wollongong. https://ro.uow.edu.
au/theses1/616 Hornby, G., & Witte, C. (2014). Ability grouping in New Zealand
high schools: Are practices evidence-based? Preventing School
Failure: Alternative Education for Children and Youth, 58(2),
90–95. https://doi.org/10.1080/1045988X.2013.782531 OECD. (2014). School Questionnaire for PISA 2015. https://www.
oecd.org/pisa/data/CY6_QST_MS_SCQ_CBA_Final.pdf OECD. (2018a). Equity in Education: Breaking Down Barriers to
Social Mobility. OECD Publishing. https://www.oecd.org/educa
tion/equity-in-education-9789264073234-en.htm Ireson, J., Clark, H., & Hallam, S. (2002). Constructing ability
groups in the secondary school: Issues in practice. School Lead-
ership & Management, 22(2), 163–176. OECD. (2018b). School Questionnaire for PISA 2018. https://www.
oecd.org/pisa/data/2018database/CY7_201710_QST_MS_
SCQ_NoNotes_final.pdf Ireson, J., & Hallam, S. (2009). Academic self-concepts in ado-
lescence: Relations with achievement and ability grouping in
schools. Learning and Instruction, 19(3), 201–213. https://doi.
org/10.1016/j.learninstruc.2008.04.001 i
Papachristou, E., Flouri, E., Joshi, H., Midouhas, E., & Lewis, G. (2021). Ability‐grouping and problem behavior trajectories in
childhood and adolescence: Results from a U.K. population‐
based sample. Child Development, 93. https://doi.org/10.1111/
cdev.13674 Jaremus, F., Gore, J., Fray, L., & Prieto-Rodriguez, E. (2022). Grouped out of STEM degrees: The overlooked mathematics
‘glass ceiling’ in NSW secondary schools. International Jour-
nal of Inclusive Education, 26(11), 1141–1157. https://doi.org/
10.1080/13603116.2020.1776778 Papageorge, N. W., Gershenson, S., & Kang, K. M. (2020). Teacher
expectations matter. Review of Economics and Statistics,
102(2), 234–251. Parker, P., Dicke, T., Guo, J., Basarkod, G., & Marsh, H. (2021). Limitations Ability Stratification Predicts the Size of the Big-Fish-Little-
Pond Effect. Educational Researcher, 50(6), 334–344. https://
doi.org/10.3102/0013189X20986176fi Johnston, O., & Taylor, R. (2023). A systematic literature review of
between-class ability grouping in Australia: Enduring tensions,
new directions. Issues in Educational Research, 33(1), 91–117. https://discovery.ucl.ac.uk/id/eprint/10167261/ Johnston, O., Wildy, H., & Shand, J. (2022). Students’ contrasting
their experiences of teacher expectations in streamed and mixed
ability classes: A study of Grade 10 students in Western Aus-
tralia. Research Papers in Education, 1–25. https://doi.org/10.
1080/02671522.2022.2030396f Perry, L. B. (2016). Curricular differentiation and stratification
in Australia. Orbis scholae, 10(3), 27–47. https://doi.org/10.
14712/23363177.2017.9 Qualtrics. (2023). Qualtrics XM Version. Provo, UT. https://www.
qualtrics.com Kaya, S. (2015). The effect of the type of achievement grouping
on students’ question generation in science. Australian Edu-
cational Researcher, 42(4), 429–441. https://doi.org/10.1007/
s13384-014-0164-x Razer, M., Mittelberg, D., & Ayalon, S. (2018). The ability-track
glass ceiling of Israeli schooling: Lessons from a comparative
analysis of Israeli and Australian PISA 2012 data. International
Journal of Inclusive Education, 22(2), 192–214. https://doi.org/
10.1080/13603116.2017.1362480 Kronborg, L., & Cornejo-Araya, C. A. (2018). Gifted educational
provisions for gifted and highly able students in Victorian
schools. Australia. Universitas Psychologica, 17(5), 1–14. Regan, P. M., & Jesse, J. (2019). Ethical challenges of edtech, big
data and personalized learning: Twenty-first century student 1 3 1301 The Equity of Class Ability Grouping Practices in Australian Education: Findings from a Survey… sorting and tracking. Ethics and Information Technology, 21(3),
167–179. https://doi.org/10.1007/s10676-018-9492-2 adjustment or labeling? Social Psychology of Education : An
International Journal, 16(3), 329–352. https://doi.org/10.1007/
s11218-013-9216-8 p
g
Rose, D. H., & Meyer, A. (2006). A practical reader in universal
design for learning. ERIC. Vialle, W., Heaven, P. C., & Ciarrochi, J. (2015). The relationship
between self-esteem and academic achievement in high ability stu-
dents: Evidence from the Wollongong Youth Study. Australasian
Journal of Gifted Education, 14(2), 39–45. https://doi/epdf/https://
doi.org/10.3316/ielapa.568775578072286 Roth, R. (2017). Perceptions of students and parents of full-time
opportuity classes for gifted students in a Western Australian
primary school (Publication Number 37790) Murdoch Univer-
sity. http://researchrepository.murdoch.edu.au/id/eprint/37790 y. http://researchrepository.murdoch.edu.au/id/eprint/37 Wang, S., Rubie-Davies, C. M., & Meissel, K. (2019). Instructional
practices and classroom interactions of high and low expecta-
tion teachers in China. Social Psychology of Education, 22(4),
841–866. https://doi.org/10.1007/s11218-019-09507-4 Schmidt, W. H., Burroughs, N. A., Zoido, P., & Houang, R. T. (2015). The role of schooling in perpetuating educational ine-
quality: An international perspective. Educational Researcher,
44(7), 371–386. https://doi.org/10.3102/0013189X15603982 Slavin, R. E. (1987). Limitations Ability grouping and student achievement in
elementary schools: A best-evidence synthesis. Review of Edu-
cational Research, 57(3), 293–336. Western Australia Department of Education. (2023a). Gifted and tal-
ented https://www.education.wa.edu.au/gifted-and-talented Western Australia Department of Education. (2023b). Selective
Schools. https://www.education.wa.edu.au/selective-schools Steenbergen-Hu, S., Makel, M., & Olszewski-Kubilius, P. (2016). What
one hundred years of research says about the effects of ability
grouping and acceleration on K-12 students’ academic achieve-
ment: Findings of two second-order meta-analyses. Review of
Educational Research, 86(4), 849–899. https://doi.org/10.3102/
0034654316675417 Wilkinson, S. D., & Penney, D. (2023). A national survey of abil-
ity grouping practices in secondary school physical education in
England. Research Papers in Education, 1–20. https://doi.org/10.
1080/02671522.2023.2217819 Zevenbergen, R. (2005). The construction of a mathematical habitus:
Implications of ability grouping in the middle years. Journal of
Curriculum Studies, 37(5), 607–619. https://doi.org/10.1080/
00220270500038495 Taylor, B., Hodgen, J., Tereshchenko, A., & Gutiérrez, G. (2020). Attainment grouping in English secondary schools: A national
survey of current practices. Research Papers in Education, 1–22. https://doi.org/10.1080/02671522.2020.1836517 Thraves, G., Baker, P., Berman, J., Nye, A., & Dhurrkay, M. (2021). Djalkiri rom and gifts, talents, and talent development: Yolnu
way, an Australian Aboriginal approach to talent development. Australasian Journal of Gifted Education, 30(1), 5–22. https://
doi.org/10.21505/ajge.2021.0002f Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. g
jg
Tomlinson, C. (2014). The differentiated classroom: Responding to the
needs of all learners (2nd ed.). ASCD.f Tomlinson, C. A. (2008). The differentiated school making revolution-
ary changes in teaching and learning. Association for Supervision
and Curriculum Development. p
Van Houtte, M., Demanet, J., & Stevens, P. A. (2013). Curriculum
tracking and teacher evaluations of individual students: Selection, 1 3
|
https://openalex.org/W3187441743
|
https://www.researchsquare.com/article/rs-724766/v1.pdf?c=1637369290000
|
English
| null |
Association between oligo-residual disease and patterns of failure during EGFR-TKI treatment in EGFR-mutated non-small cell lung cancer: a retrospective study
|
BMC cancer
| 2,021
|
cc-by
| 7,139
|
Association Between Oligo-Residual Disease and
Patterns of Failure During EGFR-TKI Treatment in
EGFR-Mutated Non-Small Cell Lung Cancer: A
Retrospective Study Taichi Miyawaki
Shizuoka Cancer Center
Hirotsugu Kenmotsu
(
h.k
Shizuoka Cancer Center
Hiroaki Kodama
Shizuoka Cancer Center
Naoya Nishioka
Shizuoka Cancer Center
Eriko Miyawaki
Shizuoka Cancer Center
Nobuaki Mamesaya
Shizuoka Cancer Center
Haruki Kobayashi
Shizuoka Cancer Center
Shota Omori
Shizuoka Cancer Center
Ryo Ko
Shizuoka Cancer Center
Kazushige Wakuda
Shizuoka Cancer Center
Akira Ono
Shizuoka Cancer Center
Tateaki Naito
Shizuoka Cancer Center
Haruyasu Murakami
Shizuoka Cancer Center
Keita Mori
Shizuoka Cancer Center
Hideyuki Harada
Shizuoka Cancer Center Eriko Miyawaki
Shizuoka Cancer Center Nobuaki Mamesaya
Shizuoka Cancer Center Ryo Ko
Shizuoka Cancer Center Kazushige Wakuda
Shizuoka Cancer Center Akira Ono
Shizuoka Cancer Center Tateaki Naito
Shizuoka Cancer Center Haruyasu Murakami
Shizuoka Cancer Center
Keita Mori
Shizuoka Cancer Center
Hideyuki Harada
Shizuoka Cancer Center Page 1/20 Masahiro Endo
Shizuoka Cancer Center
Kazuhisa Takahashi
Juntendo University Graduate School of Medicine
Toshiaki Takahashi
Shizuoka Cancer Center Abstract Background: Local ablative therapy (LAT) may be beneficial for patients with epidermal growth factor
receptor (EGFR) mutated non-small cell lung cancer (NSCLC) with oligo-residual disease after treatment
with EGFR tyrosine kinase inhibitor (EGFR-TKI). However, this has not been fully established. This study
aimed to evaluate the predominant progressive disease (PD) pattern limited to residual sites of disease
after treatment with EGFR-TKI. Methods: Patients with advanced EGFR-mutated NSCLC treated with EGFR-TKIs as first-line therapy were
retrospectively analysed during a 7-year period. Oligo-residual disease was defined as the presence of 1 –
4 lesions (including the primary site) at 3 months from the start of EGFR-TKI treatment. The predictive
factors of PD patterns after EGFR-TKI treatment were evaluated. Results: A total of 207 patients were included. Three months after the start of EGFR-TKI treatment, 66
patients (32%) had oligo-residual disease. A total of 191 patients had PD, 60 with oligo-residual disease
and 131 with non-oligo-residual disease. Regarding the pattern, 44 patients (73%) with oligo-residual
disease and 37 patients (28%) with non-oligo-residual disease had PD limited to the residual sites. Multivariate logistic regression analysis at 3 months from the start of EGFR-TKI treatment revealed that
oligo-residual disease (P < 0.001), the lack of residual central nervous system metastases (P = 0.032),
and initial treatment with osimertinib (P = 0.028) were independent predictors of PD limited to residual
disease sites. Conclusions: This study provided a rationale for LAT to all sites of residual disease in patients with oligo-
residual disease during EGFR-TKI treatment. Research Article License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Version of Record: A version of this preprint was published at BMC Cancer on November 19th, 2021. See
the published version at https://doi.org/10.1186/s12885-021-08983-2. Page 2/20 1. Background Epidermal growth factor receptor-tyrosine kinase inhibitors (EGFR-TKIs) have demonstrated clinical
activity in the treatment of patients with EGFR-mutated non-small-cell lung cancer (NSCLC). [1] Several
clinical trials have indicated the superiority of EGFR-TKIs over conventional chemotherapy in terms of
treatment efficacy, progression-free survival (PFS), and objective response rate in patients with EGFR-
mutated NSCLC. [1–3] Furthermore, osimertinib, a third-generation EGFR-TKI, was associated with
prolonged PFS and overall survival (OS) compared to first-generation EGFR-TKIs, including erlotinib or
gefitinib, in a phase III trial. [4,5] However, the development of resistance to EGFR-TKIs remains an
obstacle to achieving disease control and long-term survival. [6] Adding local ablative therapy (LAT) to standard systemic therapy could be a treatment option that
provides high local control of residual disease in patients with oligometastatic NSCLC. [7–9] The
European Society for Medical Oncology defines oligometastatic NSCLC as the presence of 1 – 3
metastases and recommends the addition of LAT in these patients. [10]Previous studies have
demonstrated that LAT of all sites of disease provided potential benefits in patients with synchronous
oligometastatic NSCLC. [11–13] Page 3/20 Progressive disease (PD) after first-line chemotherapy has been shown to be predominantly limited to the
original disease site of disease, providing a rationale for the addition of LAT in patients with
oligometastatic NSCLC. [14,15] In patients with EGFR-mutated NSCLC, almost half had PD limited to the
original sites of disease after first-line treatment with EGFR-TKIs. [16–18] No significant association was
found between synchronous oligometastatic disease and patterns of initial PD after EGFR-TKI
treatment. [18] However, several studies have shown that LAT to all sites of residual disease
demonstrated favourable PFS and OS in patients with oligo-residual disease. [19–21] The clinical features of oligo-residual disease are unknown. Furthermore, the patterns of initial PD after
first-line treatment with EGFR-TKIs remain unclear in patients with oligo-residual disease. Our study
aimed to evaluate the clinical impact of oligo-residual disease on patterns of PD after EGFR-TKI
treatment and establish a rationale for adding LAT to all sites of oligo-residual disease. 3.1 Baseline patient characteristics A total of 207 patients were included in this study. The median patient age was 68 years (34 – 88
years). The majority of the patients had adenocarcinoma (94.7%), ECOG-PS 0 – 1 (82.6%), and
sensitising EGFR mutations (95.1%). Only 6% of patients had synchronous oligometastatic disease, and
87% of patients had 10 or more metastases at the start of EGFR-TKI treatment. (Table 1) 2.3 Statistical analysis PFS was calculated from the residual disease evaluation to the first evidence of disease progression or
death from any cause and estimated using the Kaplan-Meier method. The log-rank test was used to
compare PFS between patients with oligo-residual disease and those with non-oligo residual disease. The
end of the follow-up period was 31 December 2020. All categorical variables were analysed using the chi-
square test. Potential predictive factors for oligo-residual disease were assessed using univariate and
multivariate analyses with a logistic regression model adjusted for patient characteristics at baseline. Potential predictive factors for PD limited to the residual sites were assessed using univariate and
multivariate analyses with a logistic regression model adjusted for patient characteristics at 3 months
from the start of EGFR-TKI therapy. For the univariate analyses, the covariates included age (≥ 75 vs. < 75
years), sex, smoking status, ECOG-PS (0 – 1 vs. ≥ 2), histology (adenocarcinoma vs. non-
adenocarcinoma), EGFR mutation (exon 19 deletions / L858R point mutations vs. others), residual central
nervous system (CNS) metastases (yes vs. no), number of residual metastatic organs (0 – 1 vs. ≥
2), [25,26] EGFR-TKI type (osimertinib vs. other EGFR-TKIs), and oligo-residual disease. Factors with
univariate P-values of < 0.1, were subjected to multivariate analyses. Differences were considered
statistically significant at P-values of < 0.05. All analyses were performed using STATA version 14.0
(Stata Corp., Texas, USA). 2.1 Patients The medical records of patients with stage IV EGFR-mutated NSCLC who received EGFR-TKI first-line
monotherapy at the Shizuoka Cancer Centre between January 2013 and December 2019 were
retrospectively reviewed. This study’s protocol was approved by our institutional ethics review board
(approval number: J2020-177-2020-1) and was conducted in accordance with the Declaration of
Helsinki. The need for informed consent was waived due to the retrospective nature of the study. The collected data included age, sex, Eastern Cooperative Oncology Group performance status (ECOG-
PS), smoking history, EGFR mutation status, metastatic details (sites, number of organs, number of
metastases), and type of EGFR-TKIs. EGFR gene mutations were evaluated using polymerase chain
reaction amplification using commercially available assays. Age, ECOG-PS, metastatic details, and the
number of residual lesions were collected at 3 months ± 6 weeks after the start of EGFR-TKI therapy as
previous studies have shown that this is the median time to initial response. [16,23] Synchronous
oligometastatic disease was defined as the presence of 1 – 3 metastases (1 – 4 lesions including the
primary site) at the time of NSCLC diagnosis. [14,22] Oligo-residual disease was defined as the presence
of 1 – 4 residual lesions, including the primary site, at 3 months after the start of EGFR-TKI (Figure
1). [19,22] Residual disease was defined as detectable lesions on imaging evaluation after 3 months of
EGFR-TKI therapy. Lesions that had previously been treated with local therapies, such as radiotherapy,
were excluded from the definition of "residual disease" unless they had worsened. In all analysed patients
the residual lesions were independently evaluated by a thoracic oncologist and radiologist. Among the 308 eligible patients, those with EGFR exon20 insertion orinitialT790M mutation (n = 9), those
who did not continue EGFR-TKI therapy for 3 months (n = 61, 42 due to disease progression, and 19 due
to side effects), those without an efficacy evaluation at the previously mentioned time frame (n = 17),
those transferred to other hospitals during the treatment period (n = 7) and other reasons (n = 7) were all
excluded from this study. (Figure 2) Page 4/20 Page 4/20 2.2 Treatment and assessments The baseline disease stage was assessed using systemic and brain imaging. Metastatic lesions were
independently evaluated by a thoracic oncologist and radiologist in all patients. Based on a randomised
phase II study, any metastatic thoracic lymph nodes (N1 – N3), including those in the supraclavicular
fossae, were collectively considered as a single lesion. [22] PD was identified by reviewing follow-up
radiological imaging, including CT and MRI, after the initiation of EGFR-TKI. Tumour responses were
classified according to RECIST version 1.1. [24] PD patterns were classified as PD limited to residual sites
of disease, PD at new sites, and PD at both sites (Figure 1). 3.3 Comparison between the oligo-residual and non-oligo-residual disease The clinical characteristics of patients with oligo-residual disease and those with non-oligo-residual
disease are summarised in Table 1. The distribution of ECOG-PS differed significantly between these two
groups (P = 0.021). The predominant metastatic organs also differed significantly, as pleura, pulmonary,
bone, and brain metastases were more frequently observed in patients with non-oligo-residual disease
than in those with oligo-residual disease. The median follow-up time for PFS was 16 months. The median PFS was 11.3 months (95% CI [8.7 –
13.7]) in patients with oligo-residual disease and 9.1 months (95% CI [7.0 – 10.2]) in patients with non-
oligo-residual disease. There was no significant difference in PFS between patients with oligo-residual
disease and those with non-oligo-residual disease (hazard ratio = 0.81, 95% CI [0.60 – 1.10], P = 0.183). (Figure 3) 3.2 Oligo-residual disease Three months after the start of EGFR-TKI treatment, 32% (n = 66) had oligo-residual disease. All 13
patients (100%) with synchronous oligometastatic disease at baseline had oligo-residual disease. Out of Page 5/20 the 194 patients with non-synchronous oligometastatic disease at baseline, 53 patients (27%) showed
oligo-residual disease at 3 months. (Table 1) Baseline clinical factors were investigated to identify the predictive factors of oligo-residual disease. The
univariate logistic regression analysis demonstrated that ECOG-PS 0 – 1 (Odds ratio [OR] = 6.41, 95%
confidence interval (CI) [1.89 – 21.77], P = 0.003) and the presence of only one metastatic organ (OR =
4.10, 95% CI [2.18 – 7.72], P < 0.001) were predictive factors for oligo-residual disease. The multivariate
logistic regression analysis demonstrated that ECOG-PS 0 – 1 (OR = 4.98, 95% CI [1.41 – 17.6], P =
0.013), the presence of only one metastatic organ (OR = 3.59, 95% CI [1.86 – 6.93], P < 0.001) and
treatment with osimertinib (OR = 2.33, 95% CI [1.06 – 5.13], P = 0.034) were independent predictive
factors of oligo-residual disease. (Table 2) 4. Discussion This is the first study that assesses the pattern of PD in patients with EGFR-mutated NSCLC using the
residual disease evaluation at 3 months after the start of EGFR-TKI treatment, including first-, second-,
and third-generation EGFR-TKIs. Our study found that, after adjusting for other clinical factors, oligo-
residual disease was an independent predictive factor of PD limited to the residual sites in patients with
EGFR-mutated NSCLC. Analysing the pattern of PD after EGFR-TKI treatment might be essential to
provide the rationale for LAT of all disease sites in patients with EGFR-mutated NSCLC, as well as in
NSCLC patients without EGFR mutations. [16,18] Our study also showed that more than 90% of patients
had PD after EGFR-TKI. Acquired resistance remains a significant obstacle to achieving a durable
response, even if the patients had oligo-residual disease response after EGFR-TKI treatment. Based on
these data, adding consolidative LAT to all sites of residual disease at the time of response to EGFR-TKIs
could potentially delay the time to progression or even improve survival outcomes in patients with oligo-
residual disease. The results of our study show that the majority of patients with oligo-residual disease have PD limited to
residual sites after EGFR-TKI treatment. Preclinical studies have demonstrated that synchronous
oligometastatic disease does not metastasise to other sites. [27,28] EGFR-TKI treatment might have
caused EGFR-mutated polymetastatic disease to become oligometastatic, which was defined as oligo-
residual disease. Furthermore, our study showed that only 6% of patients had synchronous
oligometastatic disease before treatment, which increased to 32% after treatment. These findings
suggest that EGFR-TKI treatment for 3 months increased the number of patients eligible for LAT more
than fivefold. Limited to the small number of cases in our study, treatment with osimertinib was found to be an
independent predictor of oligo-residual disease and PD limited to residual sites. No previous study has
demonstrated the differences in PD patterns between osimertinib and other EGFR-TKIs. The FLAURA
study showed that osimertinib was more effective than first-generation EGFR-TKIs, and suggested that
the incidence of CNS relapses was lower in patients treated with osimertinib than in those treated with
first-generation EGFR-TKIs (19% vs. 43%). [4,5] A recent retrospective study showed that osimertinib might
delay the development of CNS metastasis compared to first-generation EGFR-TKIs. 3.4 Pattern of PD A total of 191 patients (92%) had PD, 60 of whom (91%) had oligo-residual disease, and 131 (93%) with
non-oligo-residual disease. PD limited to residual sites was observed in 44 patients (73%) with oligo-
residual disease and 37 patients (28%) with non-oligo-residual disease. The proportion of PD in the
residual sites alone was significantly higher in patients with oligo-residual disease than in those with non-
oligo-residual disease (P < 0.001). (Figure 3) The clinical factors at 3 months from the start of EGFR-TKI treatment were investigated to identify the
predictive factors of PD limited to residual sites. The univariate logistic regression analysis demonstrated
that ECOG PS 0 – 1 (OR = 2.96, 95% CI [1.26 – 6.94], P = 0.012), the lack of CNS metastases (OR = 4.15,
95% CI [1.72 – 10.00], P = 0.002), residual metastatic organ number of 0 – 1 (OR = 2.53, 95% CI [1.39 –
4.61], P = 0.002), oligo-residual disease (OR = 6.98, 95% CI [3.51 – 13.24], P < 0.001), and treatment with
osimertinib were associated with PD limited to residual disease sites (OR = 3.13, 95% CI [1.27 – 7.74], P =
0.013). The multivariate logistic regression analysis demonstrated that the lack of CNS metastases (OR =
3.07, 95% CI [1.10 – 8.52], P = 0.032), oligo-residual disease (OR = 5.43, 95% CI [2.57 – 11.46], P < 0.001), Page 6/20 Page 6/20 and treatment with osimertinib (OR = 3.24, 95% CI [1.13 – 9.25], P = 0.028) were independent predictors
of PD limited to residual disease sites. (Table 3) and treatment with osimertinib (OR = 3.24, 95% CI [1.13 – 9.25], P = 0.028) were independent predictors
of PD limited to residual disease sites. (Table 3) 4. Discussion [29] Intriguingly, the
results of our study suggest that more effective EGFR-TKI treatment for CNS metastases may result in
oligo-residual disease and PD limited to the residual sites. Additionally, the lack of residual CNS
metastases at 3 months after the start of EGFR-TKI treatment was found to be an independent predictive
factor of PD limited to residual sites in our study. Previous studies have suggested that patients with
brain metastases have a higher risk of developing newer brain metastases and have a poorer
prognosis. [30,31] ECOG PS 0 – 1 and having one metastatic organ at baseline were independent
predictive factors of oligo-residual disease in patients with EGFR-mutated NSCLC. Previous studies have Page 7/20 Page 7/20 already shown that both were prognostic factors in EGFR-mutated NSCLC patients receiving EGFR-
TKIs. [25,32] There were some limitations to our study. Our analysis was limited by its retrospective nature and the
inability to account for unknown confounders. A relatively small sample size has the potential to affect
its statistical power. This study was conducted in a cohort from a single institution and was not validated
independently. Although not all patients had undergone comprehensive imaging at the time of disease
progression, the patients were categorised based on all available imaging findings. Furthermore, this
study included only patients who were able to continue EGFR-TKI therapy for 3 months, which may have
resulted in selection bias. Additionally, since first-line treatment with osimertinib was approved in Japan
in August 2018, the median follow-up period for these patients was 15.8 months, shorter than the 37.8
months for patients treated with first- and second-generation EGFR-TKIs. Thus, bias due to differences in
follow-up periods cannot be ruled out. A randomised phase II study of osimertinib with or without local
consolidation therapy for stage IV NSCLC (ClinicalTrials.gov identifier: NCT03410043) is currently
ongoing. The results of a prospective randomised study could confirm our hypothesis. Moreover, from a
strictly scientific perspective, counting the number of residual lesions might be a crude surrogate marker
of oligo-residual disease. Evaluation of the number of alleles with EGFR mutations in circulating cell-free
DNA during EGFR-TKI treatment has been applied in several studies. Recent studies have suggested that
minimal residual disease can detect changes in circulating cell-free DNA. [33,34] Thus, this has the
potential to become a new method of identifying true oligo-residual disease. [35,36] 5. Conclusions In conclusion, our study revealed that oligo-residual disease was significantly associated with PD limited
to residual sites after EGFR-TKI treatment in patients with EGFR-mutated NSCLC. These results provide a
rationale for LAT of all disease sites in patients with EGFR-mutated NSCLC and oligo-residual disease. Future studies should focus on the development of treatment strategies, including LAT, in patients with
oligo-residual disease during treatment with EGFR-TKI. Central nervous system Confidence interval List Of Abbreviations Central nervous system Progressive disease Progressive disease Declarations Ethics approval and consent to participate: The study was approved by the institutional ethics review
board of Shizuoka Cancer Centre (approval number: J2020-177-2020-1) and was conducted in
accordance with the Declaration of Helsinki. The need for consent to participate was waived due to the
retrospective nature of the study. Consent for publication: Not applicable. Availability of data and materials: The datasets used and/or analysed during the current study are
available from the corresponding author on reasonable request. Non-small-cell lung cancer
Odds ratio
Overall survival
Progression-free survival
Progressive disease Non-small-cell lung cancer
Odds ratio
Overall survival
Progression-free survival
Progressive disease Confidence interval Page 8/20
Confidence interval
Eastern Cooperative Oncology Group performance status
Epidermal growth factor receptor-tyrosine kinase inhibitor
Local ablative therapy Eastern Cooperative Oncology Group performance status Epidermal growth factor receptor-tyrosine kinase inhibitor
Local ablative therapy Page 8/20 Availability of data and materials: The datasets used and/or analysed during the current study are
available from the corresponding author on reasonable request. KT reports C/A and RF AstraZeneca
K.K., Pfizer Japan, Inc., Eli Lilly K.K., MSD, and Boehringer Ingelheim as well as grants from Takeda
Pharmaceutical Co., Ltd., Chugai Pharmaceutical Co., Ltd., Taiho Pharmaceutical Co., Ltd., KYORIN
Pharmaceutical Co., Ltd., Ono Pharmaceutical Co., Ltd., GlaxoSmithKline Consumer Healthcare Japan
K.K., SHIONOGI & CO., LTD., and Novartis Pharma K.K., which are unrelated to the submitted work. TT
reports C/A and RF from AstraZeneca KK, Pfizer Japan, Inc., Eli Lilly Japan K.K., Chugai Pharmaceutical
Co., Ltd., Ono Pharmaceutical Co., Ltd., MSD K.K., Boehringer Ingelheim Japan, Inc., and Pfizer Japan, Inc.,
and Roche Diagnostics K.K., outside the submitted work. TM, HK (Kodama), NN, EM, TN, and, KM declare
that they have no competing interests. Funding: This research did not receive any specific grants from funding agencies in the public,
commercial, or not-for-profit sectors. Funding: This research did not receive any specific grants from funding agencies in the public,
commercial, or not-for-profit sectors. Authors’ contributions: TM and HK wrote the manuscript and researched data. HK reviewed and edited
the manuscript. KM is a professional biostatistician and responsible for statistical analysis. All authors
reviewed, approved the final version of the manuscript. Authors’ contributions: TM and HK wrote the manuscript and researched data. HK reviewed and edited
the manuscript. KM is a professional biostatistician and responsible for statistical analysis. All authors
reviewed, approved the final version of the manuscript. Acknowledgements: We would like to thank Editage (https://www.editage.jp) for editing this manuscript. Acknowledgements: We would like to thank Editage (https://www.editage.jp) for editing this manuscript. Availability of data and materials: The datasets used and/or analysed during the current study are
available from the corresponding author on reasonable request. P
9/20
Competing interests: HK (Kenmotsu) reports C/A and RF from Chugai Pharmaceutical Co, Ltd., C/A from
Ono Pharmaceutical Co, Ltd., C/A from Boehringer Ingelheim, C/A from Eli Lilly K.K, C/A from Kyowa
Hakko Kirin Co., Ltd., C/A from Bristol-Myers Squibb, C/A from MSD, C/A and RF from Novartis Pharma
K.K., C/A and RF from Daiichi-Sankyo Co., Ltd., C/A and RF from AstraZeneca K.K., C/A from Pfizer, C/A
from Taiho Pharma, outside the submitted work. NM reports C/A from AstraZeneca KK, Pfizer Japan, Inc.,
C/A from Chugai Pharmaceutical Co., Ltd., C/A and RF from Boehringer Ingelheim, C/A from MSD K.K.,
personal fees from TAIHO PHARMACEUTICAL CO., LTD., C/A from ONO PHARMACEUTICAL CO., LTD.,
outside the submitted work. HK (Kobayashi) reports C/A from Eli Lilly K.K, C/A from Taiho
Pharmaceutical, personal fees from AstraZeneca, outside the submitted work. SO reports C/A from
Chugai Pharmaceutical Co., Ltd., Ono Pharmaceutical, AstraZeneca K.K., Boehringer Ingelheim, Taiho
Pharmaceutical, and MSD, which are unrelated to the submitted work. RK reports C/A and RF from
Boehringer Ingelheim, C/A and RF from AstraZeneca, C/A from Taiho Pharmaceutical, Chugai
Pharmaceutical, Ono Pharmaceutical, Pfizer, and Lilly, outside the submitted work. KW reports C/A and RF
from Chugai Pharmaceutical Co., Ltd., C/A from Taiho Pharmaceutical, C/A from Boehringer Ingelheim,
C/A from Eli Lilly K.K., C/A from Ono Pharmaceutical, C/A from MSD, C/A and RF from AstraZeneca, RF
from Novartis, RF from AbbVie, outside the submitted work. AO reports C/A from Taiho Pharmaceutical,
C/A from Ono Pharmaceutical, C/A from Chugai Pharmaceutical Co., Ltd., C/A from Novartis Pharma
K.K., outside the submitted work. HM reports C/A from AstraZeneca K.K., Ono Pharmaceutical, Bristol-
Myers Squibb Japan, Chugai Pharmaceutical Co., Ltd., Pfizer Inc., Novartis Pharma K.K., Boehringer
Ingelheim, Taiho Pharmaceutical, Eli Lilly K.K., and MSD, which are unrelated to the submitted work. HH
reports C/A and RF from Daiichi Sankyo Pharmaceutical Co. AstraZeneca K.K., Brain Labo Co., and Page 9/20 Page 9/20 Chugai Pharmaceutical Co., and RF from the Japan Agency for Medical Research and Development and
the National Cancer Centre Research and Development Fund, which are unrelated to the submitted work. ME reports C/A from Ono Pharmaceutical, C/A from AstraZeneca, C/A from Takeda Pharmaceutical Co.,
Ltd, C/A from Daiichi-Sankyo Co., Ltd, outside the submitted work. References 1. Mitsudomi T, Morita S, Yatabe Y, Negoro S, Okamoto I, Tsurutani J, et al. Gefitinib versus cisplatin
plus docetaxel in patients with non-small-cell lung cancer harbouring mutations of the epidermal
growth factor receptor (WJTOG3405): An open label, randomised phase 3 trial. Lancet Oncol. 2010;11:121-8. doi:10.1016/S1470-2045(09)70364-X. 1. Mitsudomi T, Morita S, Yatabe Y, Negoro S, Okamoto I, Tsurutani J, et al. Gefitinib versus cisplatin
plus docetaxel in patients with non-small-cell lung cancer harbouring mutations of the epidermal
growth factor receptor (WJTOG3405): An open label, randomised phase 3 trial. Lancet Oncol. 2010;11:121-8. doi:10.1016/S1470-2045(09)70364-X. 2. Rosell R, Carcereny E, Gervais R, Vergnenegre A, Massuti B, Felip E, et al. Erlotinib versus standard
chemotherapy as first-line treatment for European patients with advanced EGFR mutation-positive
non-small-cell lung cancer (EURTAC): A multicentre, open-label, randomised phase 3 trial. Lancet
Oncol. 2012;13:239-46. doi:10.1016/S1470-2045(11)70393-X. 3. Maemondo M, Inoue A, Kobayashi K, Oizumi S, Isobe H, Gemma A, et al. Gefitinib or chemotherapy
for Non–small-cell lung cancer with mutated EGFR. N Engl J Med. 2010;362:2380-8. doi:10.1056/NEJMoa0909530. 4. Soria JC, Ohe Y, Vansteenkiste J, Reungwetwattana T, Chewaskulyong B, Lee KH, et al. Osimertinib in
untreated EGFR-mutated advanced Non–small-cell lung cancer. N Engl J Med. 2018;378:113-25. doi:10.1056/NEJMoa1713137. 5. Ramalingam SS, Vansteenkiste J, Planchard D, Cho BC, Gray JE, Ohe Y, et al. Overall survival with
osimertinib in untreated, EGFR-mutated advanced NSCLC. N Engl J Med. 2020;382:41-50. 5. Ramalingam SS, Vansteenkiste J, Planchard D, Cho BC, Gray JE, Ohe Y, et al. Overall survival with
osimertinib in untreated, EGFR-mutated advanced NSCLC. N Engl J Med. 2020;382:41-50. Page 10/20 Page 10/20 doi:10.1056/NEJMoa1913662. 6. Schmid S, Li JJN, Leighl NB. Mechanisms of osimertinib resistance and emerging treatment options. Lung Cancer. 2020;147:123-9. doi:10.1016/j.lungcan.2020.07.014. 7. Planchard D, Popat S, Kerr K. Metastatic non-small cell lung cancer: ESMO Clinical Practice
Guidelines for diagnosis, treatment and follow-up. Ann Oncol. 2018;29:iv192-iv237. doi:10.1093/annonc/mdy275. 8. Ettinger DS, Wood DE, Aggarwal C, Aisner DL, Akerley W, Bauman JR, et al. NCCN Guidelines Insights:
Non-Small Cell Lung Cancer, Version 1.2020. J Natl Compr Canc Netw. 2019;17:1464-72. doi:10.6004/jnccn.2019.0059. 9. Guckenberger M, Lievens Y, Bouma AB, Collette L, Dekker A, deSouza NM, et al. Characterisation and
classification of oligometastatic disease: A European Society for Radiotherapy and Oncology and
European Organisation for Research and Treatment of Cancer consensus recommendation. Lancet
Oncol. 2020;21:e18-e28. doi:10.1016/S1470-2045(19)30718-1. 10. Novello S, Barlesi F, Califano R, Cufer T, Ekman S, Levra MG, et al. Metastatic non-small cell lung
cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol. 2016;27:v1-v27. doi:10.1093/annonc/mdw326. 10. Novello S, Barlesi F, Califano R, Cufer T, Ekman S, Levra MG, et al. Metastatic non-small cell lung
cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol. 2016;27:v1-v27. doi:10.1093/annonc/mdw326. 11. Iyengar P, Wardak Z, Gerber DE, Tumati V, Ahn C, Hughes RS, et al. Consolidative radiotherapy for
limited metastatic non-small-cell lung cancer: A Phase 2 randomized clinical trial. JAMA Oncol. 2018;4:e173501. doi:10.1001/jamaoncol.2017.3501. 11. Iyengar P, Wardak Z, Gerber DE, Tumati V, Ahn C, Hughes RS, et al. Consolidative radiotherapy for
limited metastatic non-small-cell lung cancer: A Phase 2 randomized clinical trial. JAMA Oncol. 2018;4:e173501. doi:10.1001/jamaoncol.2017.3501. 12. Gomez DR, Tang C, Zhang J, Blumenschein GR Jr, Hernandez M, Lee JJ, et al. Local consolidative
therapy vs. maintenance therapy or observation for patients with oligometastatic non-small-cell lung
cancer: Long-term results of a multi-institutional, Phase II, randomized study. J Clin Oncol. 2019;37:1558-65. doi:10.1200/JCO.19.00201. 12. Gomez DR, Tang C, Zhang J, Blumenschein GR Jr, Hernandez M, Lee JJ, et al. Local consolidative
therapy vs. maintenance therapy or observation for patients with oligometastatic non-small-cell lung
cancer: Long-term results of a multi-institutional, Phase II, randomized study. J Clin Oncol. 2019;37:1558-65. doi:10.1200/JCO.19.00201. 13. Palma DA, Olson R, Harrow S, Gaede S, Louie AV, Haasbeek C, et al. Stereotactic ablative
radiotherapy for the comprehensive treatment of oligometastatic cancers: Long-term results of the
SABR-COMET Phase II randomized trial. J Clin Oncol. 2020;38:2830-8. doi:10.1200/JCO.20.00818. 13. Palma DA, Olson R, Harrow S, Gaede S, Louie AV, Haasbeek C, et al. doi:10.1056/NEJMoa1913662. Patel SH, Rimner A, Foster A, Zhang Z, Woo KM, Yu HA, et al. Patterns of initial and intracranial
failure in metastatic EGFR-mutant non-small cell lung cancer treated with erlotinib. Lung Cancer. 2017;108:109-14. doi:10.1016/j.lungcan.2017.03.010. 19. Chan OSH, Lam KC, Li JYC, Choi FPT, Wong CYH, Chang ATY, et al. ATOM: A phase II study to assess
efficacy of preemptive local ablative therapy to residual oligometastases of NSCLC after EGFR TKI. Lung Cancer. 2020;142:41-6. doi:10.1016/j.lungcan.2020.02.002. 19. Chan OSH, Lam KC, Li JYC, Choi FPT, Wong CYH, Chang ATY, et al. ATOM: A phase II study to assess
efficacy of preemptive local ablative therapy to residual oligometastases of NSCLC after EGFR TKI. Lung Cancer. 2020;142:41-6. doi:10.1016/j.lungcan.2020.02.002. 20. Xu Q, Zhou F, Liu H, Jiang T, Li X, Xu Y, et al. Consolidative local ablative therapy improves the
survival of patients with synchronous oligometastatic NSCLC harboring EGFR activating mutation
treated with first-line EGFR-TKIs. J Thorac Oncol. 2018;13:1383-92. doi:10.1016/j.jtho.2018.05.019. 20. Xu Q, Zhou F, Liu H, Jiang T, Li X, Xu Y, et al. Consolidative local ablative therapy improves the
survival of patients with synchronous oligometastatic NSCLC harboring EGFR activating mutation
treated with first-line EGFR-TKIs. J Thorac Oncol. 2018;13:1383-92. doi:10.1016/j.jtho.2018.05.019. 21. Elamin YY, Gomez DR, Antonoff MB, Robichaux JP, Tran H, Shorter MK, et al. Local consolidation
therapy (LCT) after first line tyrosine kinase inhibitor (TKI) for patients with EGFR mutant metastatic
non-small-cell lung cancer (NSCLC). Clin Lung Cancer. 2019;20:43-7. doi:10.1016/j.cllc.2018.09.015. 21. Elamin YY, Gomez DR, Antonoff MB, Robichaux JP, Tran H, Shorter MK, et al. Local consolidation
therapy (LCT) after first line tyrosine kinase inhibitor (TKI) for patients with EGFR mutant metastatic
non-small-cell lung cancer (NSCLC). Clin Lung Cancer. 2019;20:43-7. doi:10.1016/j.cllc.2018.09.015. 22. Gomez DR, Blumenschein GR, Lee JJ, Hernandez M, Ye R, Camidge DR, et al. Local consolidative
therapy versus maintenance therapy or observation for patients with oligometastatic non-small-cell
lung cancer without progression after first-line systemic therapy: A multicentre, randomised,
controlled, phase 2 study. Lancet Oncol. 2016;17:1672-82. doi:10.1016/S1470-2045(16)30532-0. 22. Gomez DR, Blumenschein GR, Lee JJ, Hernandez M, Ye R, Camidge DR, et al. Local consolidative
therapy versus maintenance therapy or observation for patients with oligometastatic non-small-cell
lung cancer without progression after first-line systemic therapy: A multicentre, randomised,
controlled, phase 2 study. Lancet Oncol. 2016;17:1672-82. doi:10.1016/S1470-2045(16)30532-0. 23. Guo T, Ni J, Yang X, Li Y, Li Y, Zou L, et al. doi:10.1056/NEJMoa1913662. Pattern of recurrence analysis in metastatic EGFR-mutant
NSCLC treated with osimertinib: Implications for consolidative stereotactic body radiation therapy. Int
J Radiat Oncol Biol Phys. 2020;107:62-71. doi:10.1016/j.ijrobp.2019.12.042. 23. Guo T, Ni J, Yang X, Li Y, Li Y, Zou L, et al. Pattern of recurrence analysis in metastatic EGFR-mutant
NSCLC treated with osimertinib: Implications for consolidative stereotactic body radiation therapy. Int
J Radiat Oncol Biol Phys. 2020;107:62-71. doi:10.1016/j.ijrobp.2019.12.042. 24. Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, et al. New response
evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1). Eur J Cancer. 2009;45:228-47. doi:10.1016/j.ejca.2008.10.026. 24. Eisenhauer EA, Therasse P, Bogaerts J, Schwartz LH, Sargent D, Ford R, et al. New response
evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1). Eur J Cancer. 2009;45:228-47. doi:10.1016/j.ejca.2008.10.026. 25. He YY, Zhang XC, Yang JJ, Niu FY, Zeng Z, Yan HH, et al. Prognostic significance of genotype and
number of metastatic sites in advanced non-small-cell lung cancer. Clin Lung Cancer 2014;15:441-7. doi:10.1016/j.cllc.2014.06.006. 25. He YY, Zhang XC, Yang JJ, Niu FY, Zeng Z, Yan HH, et al. Prognostic significance of genotype and
number of metastatic sites in advanced non-small-cell lung cancer. Clin Lung Cancer 2014;15:441-7
doi:10.1016/j.cllc.2014.06.006. 26. Paralkar VR, Li T, Langer CJ. Population characteristics and prognostic factors in metastatic non-
small-cell lung cancer: A Fox Chase Cancer Center retrospective. Clin Lung Cancer. 2008;9:116-21. doi:10.3816/CLC.2008.n.018. 26. Paralkar VR, Li T, Langer CJ. Population characteristics and prognostic factors in metastatic non-
small-cell lung cancer: A Fox Chase Cancer Center retrospective. Clin Lung Cancer. 2008;9:116-21. doi:10.3816/CLC.2008.n.018. 27. Yachida S, Jones S, Bozic I, Antal T, Leary R, Fu B, et al. Distant metastasis occurs late during the
genetic evolution of pancreatic cancer. Nature. 2010;467:1114-7. doi:10.1038/nature09515. 27. Yachida S, Jones S, Bozic I, Antal T, Leary R, Fu B, et al. Distant metastasis occurs late during the
genetic evolution of pancreatic cancer. Nature. 2010;467:1114-7. doi:10.1038/nature09515. 28. Goss PE, Chambers AF. Does tumour dormancy offer a therapeutic target? Nat Rev Cancer. 2010;10:871-7. doi:10.1038/nrc2933. 28. Goss PE, Chambers AF. Does tumour dormancy offer a therapeutic target? Nat Rev Cancer. 2010;10:871-7. doi:10.1038/nrc2933. 29. Zhou Y, Wang B, Qu J, Yu F, Zhao Y, Li S, et al. Survival outcomes and symptomatic central nervous
system (CNS) metastasis in EGFR-mutant advanced non-small cell lung cancer without baseline CNS
metastasis: Osimertinib vs. first-generation EGFR tyrosine kinase inhibitors. Lung Cancer. 2020;150:178-85. doi:10.1016/j.lungcan.2020.10.018. 29. doi:10.1056/NEJMoa1913662. Stereotactic ablative
radiotherapy for the comprehensive treatment of oligometastatic cancers: Long-term results of the
SABR-COMET Phase II randomized trial. J Clin Oncol. 2020;38:2830-8. doi:10.1200/JCO.20.00818. 14. Miyawaki T, Wakuda K, Kenmotsu H, Miyawaki E, Mamsaya N, Kobayashi H, et al. Proposing
synchronous oligometastatic non-small-cell lung cancer based on progression after first-line
systemic therapy. Cancer Sci. 2021;112:359-68. doi:10.1111/cas.14707. 14. Miyawaki T, Wakuda K, Kenmotsu H, Miyawaki E, Mamsaya N, Kobayashi H, et al. Proposing
synchronous oligometastatic non-small-cell lung cancer based on progression after first-line
systemic therapy. Cancer Sci. 2021;112:359-68. doi:10.1111/cas.14707. 15. Kim C, Hoang CD, Kesarwala AH, Schrump DS, Guha U, Rajan A. Role of local ablative therapy in
patients with oligometastatic and oligoprogressive non-small cell lung cancer. J Thorac Oncol. 2017;12:179-93. doi:10.1016/j.jtho.2016.10.012. 15. Kim C, Hoang CD, Kesarwala AH, Schrump DS, Guha U, Rajan A. Role of local ablative therapy in
patients with oligometastatic and oligoprogressive non-small cell lung cancer. J Thorac Oncol. 2017;12:179-93. doi:10.1016/j.jtho.2016.10.012. 16. Al-Halabi H, Sayegh K, Digamurthy SR, Niemierko A, Piotrowska Z, Willers H, et al. Pattern of failure
analysis in metastatic EGFR-mutant lung cancer treated with tyrosine kinase inhibitors to identify
candidates for consolidation stereotactic body radiation therapy. J Thorac Oncol. 2015;10:1601-7. doi:10.1097/JTO.0000000000000648. 16. Al-Halabi H, Sayegh K, Digamurthy SR, Niemierko A, Piotrowska Z, Willers H, et al. Pattern of failure
analysis in metastatic EGFR-mutant lung cancer treated with tyrosine kinase inhibitors to identify
candidates for consolidation stereotactic body radiation therapy. J Thorac Oncol. 2015;10:1601-7. doi:10.1097/JTO.0000000000000648. 17. Li XY, Zhu XR, Zhang CC, Yu W, Zhang B, Shen TL, et al. Analysis of progression patterns and failure
sites of patients with metastatic lung adenocarcinoma with EGFR mutations receiving first-line 17. Li XY, Zhu XR, Zhang CC, Yu W, Zhang B, Shen TL, et al. Analysis of progression patterns and failure
sites of patients with metastatic lung adenocarcinoma with EGFR mutations receiving first-line Page 11/20 Page 11/20 treatment of tyrosine kinase inhibitors. Clin Lung Cancer. 2020;21:534-4. doi:10.1016/j.cllc.2020.04.004. 18. Patel SH, Rimner A, Foster A, Zhang Z, Woo KM, Yu HA, et al. Patterns of initial and intracranial
failure in metastatic EGFR-mutant non-small cell lung cancer treated with erlotinib. Lung Cancer. 2017;108:109-14. doi:10.1016/j.lungcan.2017.03.010. 18. Patel SH, Rimner A, Foster A, Zhang Z, Woo KM, Yu HA, et al. Patterns of initial and intracranial
failure in metastatic EGFR-mutant non-small cell lung cancer treated with erlotinib. Lung Cancer. 2017;108:109-14. doi:10.1016/j.lungcan.2017.03.010. 18. doi:10.1056/NEJMoa1913662. Zhou Y, Wang B, Qu J, Yu F, Zhao Y, Li S, et al. Survival outcomes and symptomatic central nervous
system (CNS) metastasis in EGFR-mutant advanced non-small cell lung cancer without baseline CNS
metastasis: Osimertinib vs. first-generation EGFR tyrosine kinase inhibitors. Lung Cancer. 2020;150:178-85. doi:10.1016/j.lungcan.2020.10.018. Page 12/20 Page 12/20 Page 12/20 30. Heon S, Yeap BY, Britt GJ, Costa DB, Rabin MS, Jackman DM, et al. Development of central nervous
system metastases in patients with advanced non-small cell lung cancer and somatic EGFR
mutations treated with gefitinib or erlotinib. Clin Cancer Res. 2010;16:5873-82. doi:10.1158/1078-
0432.CCR-10-1588. 31. Su PL, Wu YL, Chang WY, Ho CL, Tseng YL, Lai WW, et al. Preventing and treating brain metastases
with three first-line EGFR-tyrosine kinase inhibitors in patients with EGFR mutation-positive advanced
non-small cell lung cancer. Ther Adv Med Oncol. 2018;10:1758835918797589. doi:10.1177/1758835918797589. 32. Inoue A, Kobayashi K, Usui K, Maemondo M, Okinaga S, Mikami I, et al. First-line gefitinib for patients
with advanced Non–small-cell lung cancer harboring epidermal growth factor receptor mutations
without indication for chemotherapy. J Clin Oncol. 2009;27:1394-1400. doi:10.1200/JCO.2008.18.7658. 33. Blumenthal GM, Bunn PA, Chaft JE, McCoach CE, Perez EA, Scagliotti GV, et al. Current status and
future perspectives on neoadjuvant therapy in lung cancer. J Thorac Oncol. 2018;13:1818-31. doi:10.1016/j.jtho.2018.09.017. 33. Blumenthal GM, Bunn PA, Chaft JE, McCoach CE, Perez EA, Scagliotti GV, et al. Current status and
future perspectives on neoadjuvant therapy in lung cancer. J Thorac Oncol. 2018;13:1818-31. doi:10.1016/j.jtho.2018.09.017. 34. Abbosh C, Birkbak NJ, Wilson GA, Jamal-Hanjani M, Constantin T, Salari R, et al. Phylogenetic ctDNA
analysis depicts early-stage lung cancer evolution. Nature. 2017;545:446-51. doi:10.1038/nature22364. 34. Abbosh C, Birkbak NJ, Wilson GA, Jamal-Hanjani M, Constantin T, Salari R, et al. Phylogenetic ctDNA
analysis depicts early-stage lung cancer evolution. Nature. 2017;545:446-51. doi:10.1038/nature22364. 35. Iwama E, Sakai K, Azuma K, Harada T, Harada D, Nosaki K, et al. Monitoring of somatic mutations in
circulating cell-free DNA by digital PCR and next-generation sequencing during afatinib treatment in
patients with lung adenocarcinoma positive for EGFR activating mutations. Ann Oncol. 2017;28:136-
41. doi:10.1093/annonc/mdw531. 35. Iwama E, Sakai K, Azuma K, Harada T, Harada D, Nosaki K, et al. Monitoring of somatic mutations in
circulating cell-free DNA by digital PCR and next-generation sequencing during afatinib treatment in
patients with lung adenocarcinoma positive for EGFR activating mutations. Ann Oncol. 2017;28:136-
41. doi:10.1093/annonc/mdw531. 36. Wu YL, Sequist LV, Hu CP, Feng J, Lu S, Huang Y, et al. doi:10.1056/NEJMoa1913662. EGFR mutation detection in circulating cell-free
DNA of lung adenocarcinoma patients: Analysis of LUX-Lung 3 and 6. Br J Cancer. 2017;116:175-
85. doi:10.1038/bjc.2016.420. Tables Tables Page 13/20 Table1 Patient Characteristics at baseline and 3 months from EGFR-TKI
Characteristics
N=207 (%)
Baseline
3 months from EGFR-TKI
Overall
N=207
Oligo-residual
n=66 (%)
Non-Oligo
n=141 (%)
P
Median age (range)
68 (34-88)
67 (41-87)
68 (34-88)
0.478
Sex
Male
77 (37)
22 (33)
55 (39)
0.431
Female
130 (63)
44 (67)
86 (61)
ECOG-PS
0
43 (21)
28 (42)
34 (24)
0.021
1
128 (62)
36 (55)
90 (64)
2
26 (12)
2 (3)
15 (11)
3
10 (5)
0
2 (1)
Smoking status
Ever
109 (53)
34 (52)
64 (45)
0.411
Never
98 (47)
32 (48)
77 (55)
Histology
Adenocarcinoma
196 (95)
61 (92)
135 (96)
0.321
Non-Adenocarcinoma
11(5)
5 (8)
6 (4)
Type of EGFR mutation
Del 19
124 (60)
33 (50)
91 (65)
0.391
L858R
73 (35)
30 (45)
43 (30)
Other
10 (5)
3 (5)
7 (5)
Site of metastatic organs
Pleura
122 (59)
0
92 (65)
<0.001
Pulmonary
114 (55)
17 (26)
63 (45)
0.009
Bone
95 (46)
12 (18)
62 (44)
<0.001
Brain
71 (34)
6 (9)
32 (23)
0 018 Adrenal grand
24 (12)
5 (8)
19 (14)
0.217
Extra-thoracic lymph node
23 (11)
4 (6)
12 (9)
0.538
Others
13 (6)
2 (3)
10 (7)
0.244
Number of lesions
1
0
17 (8)
0
2
0
19 (9)
0
3
3 (1)
20 (10)
0
4
10 (5)
10 (5)
0
5
5 (3)
0
2 (1)
6
5 (3)
0
0
7
1 (0)
0
2 (1)
8
3 (1)
0
1 (0)
9
0
0
0
≥10
180 (87)
0
136 (66)
Number of metastatic organs
0
0
15 (22)
0
1
63 (31)
39 (59)
60 (43)
2
62 (30)
11 (17)
33 (23)
3
46 (22)
1 (2)
20 (14)
4
24 (12)
0
20 (14)
5
5 (2)
0
3 (2)
6
7 (3)
0
5 (4)
EGFR-TKI treatment
Gefitinib
96 (46)
30 (45)
66 (47)
0.132
Erlotinib
49 (24)
11 (17)
38 (27)
Afatinib
24 (12)
8 (22)
16 (11)
Osimertinib
38 (18)
17 (26)
21 (15)
Eastern Cooperative Oncology Group; PS, performance status; EGFR, epidermal growth facto
r; TKI tyrosine kinase inhibitor; CNS central nervous system; DEL 19 exon 19 deletions; L85 ECOG, Eastern Cooperative Oncology Group; PS, performance status; EGFR, epidermal growth factor
receptor; TKI, tyrosine kinase inhibitor; CNS, central nervous system; DEL 19, exon 19 deletions; L858R, Page 15/20 L858R point mutations. Tables Table 2. Predictive factors of Oligo-residual disease using a logistic regression model adjusted for
baseline patient characteristics
Covariates
N=207
Univariate analysis
Multivariate analysis
OR
95% CI
P-
value
OR
95% CI
P-
value
Age (<75 years vs ≥75 years)
1.74
0.87-3.45
0.114
Sex (male vs female)
1.29
0.69-2.36
0.432
ECOG performance status score (0-1
vs ≥2)
6.41
1.89-
21.77
0.003
4.98
1.41-
17.6
0.013
Smoking status (ever vs never)
1.28
0.71-2.29
0.411
Histology (adeno vs non-adeno)
0.54
0.15-1.84
0.327
EGFR mutation (del19/L858R vs Others)
0.64
0.23-1.77
0.394
No baseline CNS metastases
1.00
0.53-1.85
0.989
Baseline number of metastatic organ (1
vs ≥2)
4.10
2.18-7.72
<0.001
3.59
1.86-
6.93
<0.001
Treatment with Osimertinib
1.98
0.96-4.07
0.063
2.33
1.06-
5.13
0.034 Significant P-values are shown in bold type. OR, odds ratio; CI, confidence interval; ECOG, Eastern
Cooperative Oncology Group; EGFR; epidermal growth factor receptor; DEL 19, exon 19 deletions; L858R,
L858R point mutations; CNS, central nervous system. Significant P-values are shown in bold type. OR, odds ratio; CI, confidence interval; ECOG, Eastern
Cooperative Oncology Group; EGFR; epidermal growth factor receptor; DEL 19, exon 19 deletions; L858R,
L858R point mutations; CNS, central nervous system. Significant P-values are shown in bold type. OR, odds ratio; CI, confidence interval; ECOG, Eastern
Cooperative Oncology Group; EGFR; epidermal growth factor receptor; CNS, central nervous system m; del
19, exon 19 deletions; L858R, L858R point mutations. Significant P-values are shown in bold type. OR, odds ratio; CI, confidence interval; ECOG, Eastern
Cooperative Oncology Group; EGFR; epidermal growth factor receptor; CNS, central nervous system m; del
19, exon 19 deletions; L858R, L858R point mutations. g
yp
Cooperative Oncology Group; EGFR; epidermal growth factor receptor; CNS, central nervous system m; del
19, exon 19 deletions; L858R, L858R point mutations. Figures Page 16/20 Table 3. Predictive factors of PD limited to residual sites of disease using a logistic regression model
adjusted for patient characteristics
Covariates
N=191
Univariate analysis
Multivariate analysis
OR
95% CI
P-
value
OR
95% CI
P-
value
Age (< 75 vs ≥ 75 years)
1.14
0.60-
2.17
0.669
Sex (male vs female)
1.05
0.58-
1.90
0.853
ECOG performance status score (0-1
vs ≥2)
2.96
1.26-
6.94
0.012
1.77
0.67-
4.66
0.249
Smoking status (ever vs never)
1.65
0.92-
2.95
0.088
1.41
0.72-
2.74
0.315
Histology (adeno vs non-adeno)
1.11
0.30-
4.07
0.874
EGFR mutation (del19/L858R vs Others)
2.60
0.69-
9.76
0.157
No residual CNS metastases
4.15
1.72-
10.00
0.002
3.07
1.10-
8.52
0.032
Number of residual metastatic organ (0-1
vs ≥2)
2.53
1.39-
4.61
0.002
1.02
0.48-
2.14
0.951
Oligo-residual disease
6.98
3.51-
13.24
<0.001
5.43
2.57-
11.46
<0.001
Treatment with Osimertinib*
3.13
1.27-
7.74
0.013
3.24
1.13-
9.25
0.028 Table 3. Predictive factors of PD limited to residual sites of disease using a logistic regression model
adjusted for patient characteristics Page 17/20 Page 17/20 Figure 1
Oligo-residual disease and PD limited to residual sites. EGFR, epidermal growth factor receptor; PD,
progressive disease; TKI, tyrosine kinase inhibitor. Figure 1 Oligo-residual disease and PD limited to residual sites. EGFR, epidermal growth factor receptor; PD,
progressive disease; TKI, tyrosine kinase inhibitor. Oligo-residual disease and PD limited to residual sites. EGFR, epidermal growth factor receptor; PD,
progressive disease; TKI, tyrosine kinase inhibitor. Page 18/20 Page 18/20 Figure 2 Flowchart of included and excluded patients. EGFR, epidermal growth factor receptor; NSCLC, non-small
cell lung cancer; TKI, tyrosine kinase inhibitor. Page 19/20 Figure 3
A) Kaplan-Meier curves for progression-free survival of oligo-residual and non-oligo-residual disease. The
P-value was calculated using the log-rank test. The small vertical lines on the curve indicate patients who
were censored. B) Pattern of progressive disease. EGFR, epidermal growth factor receptor; PD, progressive
disease; TKI, tyrosine kinase inhibitor. Figure 3 Figure 3 A) Kaplan-Meier curves for progression-free survival of oligo-residual and non-oligo-residual disease. The
P-value was calculated using the log-rank test. The small vertical lines on the curve indicate patients who
were censored. B) Pattern of progressive disease. EGFR, epidermal growth factor receptor; PD, progressive
disease; TKI, tyrosine kinase inhibitor. Page 20/20 Page 20/20
|
https://openalex.org/W3119974988
|
https://pathology.medresearch.in/index.php/jopm/article/download/506/824
|
English
| null |
Malaria Seroprevalence in the Blood Donors of Malaria Endemic Regions of Northern Andhra Pradesh, India.
|
Pathology update
| 2,020
|
cc-by
| 2,608
|
Malaria Seroprevalence in the Blood Donors of Malaria Endemic
Regions of Northern Andhra Pradesh, India. Sitalata C.1, Kalyan K.2*
DOI: https://doi.org/10.17511/jopm.2020.i08.06 DOI: https://doi.org/10.17511/jopm.2020.i08.06
1 C. Sitalata, Assistant Professor, Department of Pathology, Maharaja Institute of Medical Sciences, Vizianagaram, Andhra Pradesh, India. 2* K. Kalyan, Professor, Department of Pathology, Dr. PSIMS, and RF, Gannavaram, Andhra Pradesh, India. Introduction: Transmission of malaria through blood transfusion continues to be a major threat to
safe blood transfusion practice. Transfusion-transmitted malaria occurs at an estimated rate of 0.25
cases per 1 million blood units collected. It is significantly more common in endemic areas. Aim: To
study the Seroprevalence of Malaria among the blood donors in the endemic areas of Northern
Andhra Pradesh. Materials and methods: The present survey was carried out at the blood bank of
Maharaja institute of medical sciences, Vizianagaram. This includes the analysis of seroprevalence of
Malaria in the blood donors during the period of 1 year from February 2018 to January 2019. Two ml
of the blood sample was collected in the labeled pilot tube at the time of collection of blood from
donor tubing of the blood bag. The serum was separated. The samples were tested for Malaria by
rapid antigen detection test. Results: Out of the total of 3096 blood donors, replacement donors
(86.91%) were more in comparison to voluntary donors (13.08%). The seroprevalence among the
replacement blood donors was more compared to voluntary blood donors. Conclusion: Voluntary
blood donation, increasing awareness about blood donation in the general population, selection of
repeat, non-remunerated, regular voluntary blood donors and diligent donor selection, sensitive
screening tests are most important to increase blood safety and prevent transmission of Malaria
through blood transfusion. Keywords: Malaria, Seroprevalence, Blood donors, Endemic zone Keywords: Malaria, Seroprevalence, Blood donors, Endemic zone
Corresponding Author
How to Cite this Article
To Browse
K. Kalyan, Professor, Department of Pathology, Dr. PSIMS, and RF, Gannavaram, Andhra Pradesh, India. Email:
Sitalata C, Kalyan K. Malaria Seroprevalence in the
Blood Donors of Malaria Endemic Regions of Northern
Andhra Pradesh, India.. Trop J Pathol Microbiol. 2020;6(8):493-497. Available From
https://pathology.medresearch.in/index.php/jopm/ar
ticle/view/506 Tropical Journal of Pathology and
Microbiology
2020 Volume 6 Number 8 November-December
E ISSN:245
P-ISSN:245
RNI:MPENG/20
Research
Blood Do 2020 Volume 6 Number 8 November-December Publisher
www.medresearch.in Publisher
www.medresearch.in Publisher Introduction Transfusion
of
blood
and
its
components
is
lifesaving as well as it has life-threatening hazards. With every transfusion, there is a chance of
transfusion-associated
problems. Vector-borne
diseases like Malaria, Filariasis, Dengue are endemic
in the Northern parts of Andhra Pradesh. Among all,
Malaria continues to be a leading public health
problem in Northern Andhra Pradesh. It constitutes
about 400 million cases and 2.5 million deaths
annually [1-5]. Study design: A retrospective cross-sectional
study. Sample size: In this study, 3096 samples were
collected. Out of these, 2691 samples were from
replacement donors and 405 samples were from
voluntary donors. These samples are collected from
both the sex and from different age groups. The
blood donor’s history and lab test records were
reviewed at the blood bank. Inclusion criteria: All the donors were required to
pass through a panel of questions on previous
illnesses and medical conditions for blood donation. They should meet the eligibility criteria which
consists of age between 17 to 65 years, body
weight > 45 kg, and no history of blood transfusion,
hepatitis, jaundice, hypertension, and fever at the
time of blood donation. Transmission of malaria through blood transfusion is
more common in endemic areas and cases are being
reported in non-endemic areas too. Transfusion
transmission malaria occurs at an estimated rate of
0.25 cases per 1 million blood units collected. In
many establishments, Malaria screening in potential
blood donors is based on Interviews. Even though
there is a specific test for malaria, prevention of
transmission of malaria through blood transfusion is
not possible mainly because of the inability of the
test to detect the antigen in the window period. Exclusion criteria: Any donor who does not meet
the eligibility criteria and also any donor having
reaction during blood donation procedure was
excluded from the study. This survey aimed to access the Seroprevalence of
malaria in blood donors of malaria-endemic regions
of Northern Andhra Pradesh. The present study was
done on voluntary and replacement donors in
Maharaja institute of medical sciences. Sample collection: The samples were obtained
from donors using the recommended bio-security
measures. 2ml of the blood sample was collected in
the labeled pilot tube at the time of collection blood
from donor tubing of the blood bag. It is centrifuged
at 3500 rpm for 5minutes to obtain clear non-
hemolyzed serum. Results Table-1 explained the seropositivity of malaria in
different donor categories studied at Maharaja
institute of medical sciences, Vizianagaram. Out of
the 3096 blood donors, 2691 were replacement
donors and 405 were voluntary donors. Introduction The test used to diagnose
Malaria was the Rapid Diagnostic test - SD BIO-LINE
RAPID TEST (Standard Diagnostic, INC) which is a
visual, rapid, and sensitive immunoassay for the
qualitative diagnosis of Malaria. Rapid diagnostic test kits are used for the diagnosis
of malaria. Routine methods like microscopic
visualization of malarial parasites in thick and thin
smears are inadequate for wide-field applications. Rapid diagnostic tests detect malarial antigens using
immunochromatographic methods. Other diagnostic
methods
available
are
microscopy
using
fluorochromes, polymerase chain reaction tests, and
antibody detection by serology. Corresponding Author K. Kalyan, Professor, Department of Pathology, Dr. PSIMS, and RF, Gannavaram, Andhra Pradesh, India. Email: K. Kalyan, Professor, Department of Pathology, Dr. PSIMS, and RF, Gannavaram, Andhra Pradesh, India. Email: Manuscript Received
Review Round 1
Review Round 2
Review Round 3
Accepted
2020-11-28
2020-12-08
2020-12-17
2020-12-23
Conflict of Interest
Funding
Ethical Approval
Plagiarism X-checker
Note
No
Nil
Yes
8%
© 2020 by C. Sitalata, K. Kalyan and Published by Siddharth Health Research and Social Welfare Society. This is an Open
Access article licensed under a Creative Commons Attribution 4.0 International License
https://creativecommons.org/licenses/by/4.0/ unported [CC BY 4.0]. Tropical Journal of Pathology and Microbiology 2020;6(8)
493 Review Round 2
2020-12-17
Ethical Approval
Yes Manuscript Received
2020-11-28
Conflict of Interest
No Review Round 1
2020-12-08
Funding
Nil © 2020 by C. Sitalata, K. Kalyan and Published by Siddharth Health Research and Social Welfare Society. This is an Open
Access article licensed under a Creative Commons Attribution 4.0 International License
https://creativecommons.org/licenses/by/4.0/ unported [CC BY 4.0]. Tropical Journal of Pathology and Microbiology 2020;6(8) Sitalata C. et al: Malaria Seroprevalence in the Blood Donors Also, they prepare different blood components
including platelets and plasma. Conclusion The overall seroprevalence of transmission of
malaria through blood transfusion was 0.22%. This
result does not include transfusion transmission
malaria
during
the
window
period,
which
is
serological negative. This still poses a threat to
blood safety in the environment. Thus, there might
be a higher rate of transfusion transmission of
malaria in the community. Our survey concluded that the seroprevalence of
malaria was more in replacement donors than
voluntary donors. The screening of blood bank donors in endemic
areas is of higher importance because of the two
opposing factors in play: the scarce number of blood
donors
and
the
increased
risk
of
disease
transmission. So, it is important to increase the no. of voluntary donors who were at low risk. In this study, all the positives blood units were
obtained from replacement donors. This can be due
to the reason that the replacement donors are less
likely to express about previous exposure. Also,
there was less number of voluntary donors. Several
studies indicate the prevalence rates of transfusion-
transmissible infections are found to be higher
among replacement donors than voluntary donors. Table-3:
Percentage
of
voluntary
and
replacement donors in different studies. Chavan SK in their study has reported that over the
last 10 years malarial infection has been negligible
in the studied population. Prevalence of Malaria was
low (0.002 %) with only one case being detected
overall (in the year 2013). No cases of Malaria were
detected in other years (2004 to 2012) [14]. Though globally malaria constitutes a big health
problem in the general population, the prevalence of
malaria among blood donors is low in most studies. Authors
Voluntary donors
Replacement donors
Sonawane et al [6]
1.5
98.5
Castillo et al [7]
5.3
94.7
Singh et al [8]
15.5
84.5
Bhattachary et al [9]
94.6
5.4
Bruce-Chwatt et al [10]
64.78
35.22
Present Study
13.08
86.91 Methods and Materials Study Area and Period: The present study was
carried out at the blood bank of Maharaja institute
of medical sciences, Vizianagaram from February
2019 to January 2020. The blood bank of the
department of pathology, Maharaja institute of
medical sciences is a licensed blood bank. It has an
average collection of 4000 units of blood from
healthy donors in and around Vizianagaram. It has
been collecting blood from donors by undergoing
campaigns and institutes, routinely screens the
collector blood, and provide it to recipients in need
at hospitals. Table-1: Seroprevalence of Malaria in different
donors. Donor
Category
No. of blood units Screened No. of Seropositive (%)
Voluntary
405
0
0
Replacement
2691
7
0.26
Total
3096
7
0.22
and Microbiology 2020;6(8) Table-1: Seroprevalence of Malaria in different
donors. Tropical Journal of Pathology and Microbiology 2020;6(8) Tropical Journal of Pathology and Microbiology 2020;6(8) 494 Sitalata C. et al: Malaria Seroprevalence in the Blood Donors Out of the 3096 screened blood samples, seven
units of the blood units which constitute 0.22%
were positive for malarial parasites. Of the positive
units, seven blood units which constitute 0.26%
were from replacement donors and zero blood units
from voluntary donors. Table-2 gives information
about the age-wise distribution of malaria positive
donors. The majority of the donor's positive donors
belong to the age group of 36-45 years. These imply that there is a need on increasing the
number of voluntary donors through creating
awareness among the population. By increasing the
voluntary donors, it can be ensured the safety of
blood transfusion as they were at low risk. In
endemic
areas,
it
is
better
to
advise
chemoprophylaxis for all the recipients of blood
transfusion. Elghouzzi et al [12] studied the result of the new
ELISA malaria screening. The observed malaria
prevalence was 0.05%. Hildaf Etal [13] have
reported 0.01% seropositivity among blood donors. Keshav et al17 have reported 0.04% seropositivity
among blood donors. Table-2:
Age-wise
distribution
of
Malaria
positive donors. Table-2:
Age-wise
distribution
of
Malaria
positive donors. Table-2:
Age-wise
distribution
of
Malaria
positive donors. Age Range (years)
No of Sero-Positives
Percentage
18-25
0
0
26-35
1
14.2
36-45
5
71.4
46 and Above
1
14.2
Total
7
100 Interestingly, PCR analysis of 115 individuals,
rejected as potential donors because they had
traveled to or lived in malaria-endemic areas within
the previous year, showed that none were infected
with any of the Plasmodium species [7]. Thus,
efficient diagnostic tests for blood donor screening
need to be implemented to avoid losing valuable
blood donors. Table-3 shows the percentage of replacement and
voluntary donors. In a study by Sonawane et al [6]
at Ambajogai, out of all the blood units screened,
none were positive. Author’s contribution
Dr. C. Sitalata: Concept, study design
Dr. K. Kalyan: Manuscript preparation Dr. C. Sitalata: Concept, study design Dr. C. Sitalata: Concept, study design
Dr. K. Kalyan: Manuscript preparation 10. Singh
K,
Bhat
S,
Shastry
S. Trend
in
seroprevalence of hepatitis B virus infection
among blood donors of coastal Karanataka. Indian J Infect Dev Ctries. 2009;3(5)376-379. [Crossref] Sitalata C. et al: Malaria Seroprevalence in the Blood Donors 07. Bruce‐Chwatt LJ. Transfusion malaria. Bull World
Health Organ. 1974;50(3-4)337-346. [Crossref] Extensive
donor
selection,
sensitive
screening
procedures, and strict blood donation guidelines can
improve blood safety. The emphasis must also be
laid on voluntary risk reduction, which will require
increased awareness and change in the attitude of
people. With the implementation of the above-
mentioned strategies, it is possible to reduce the
transfusion of malaria through blood transfusion. Extensive
donor
selection,
sensitive
screening
procedures, and strict blood donation guidelines can
improve blood safety. The emphasis must also be
laid on voluntary risk reduction, which will require
increased awareness and change in the attitude of
people. With the implementation of the above-
mentioned strategies, it is possible to reduce the
transfusion of malaria through blood transfusion. 08. Organization WHO. New perspectives malaria
diagnosis. The WHO Organization. 2000;14-15. Available at [Article] [Crossref] 09. Srikrishn A, Sitalaxmi S, Domodhar P. How safe
are our safe blood donors?. Indian J Pathol
Microbial. 1999;42(4)411-416. [Crossref] What does the study add to the
existing knowledge? Based on the results, it was felt that to reduce the
risk
of
transfusion-transmitted
malaria
non-
remunerated repeat voluntary donor services need
to be instituted. Tropical Journal of Pathology and Microbiology 2020;6(8) Tropical Journal of Pathology and Microbiology 2020;6(8) 495 Sitalata C. et al: Malaria Seroprevalence in the Blood Donors Reference 01. Fernandes H, D’souza P, D’souza P. Prevalence of
transfusion transmitted infections in voluntary
and replacement donors. Indian of Heamatol
Blood Transfus. 2010;26(3)89-91. 11. Bhattacharya P, Chandra PK, Datta S, Banarjee
A. Significant increase in HBV, HCV, HIV and
syphilis infection among blood donors in West
Bengal, Eastern India, 2004-2005, Exploratory
screening reveals high frequency of occult HBV
infection. World J Gastroenterol. 2013;13(27):
3730-3733. doi: 10.3748/wjg.v13.i27.3730 [Crossref] 02. Elghouzzi MH, Senegas A, Steinmetz T, Guntz P,
Barlet V, Assal A, et al. Multicentric evaluation of
the
DiaMed
enzyme-linked
immunosorbent
assay malaria antibody test for screening of
blood
donors
for
malaria. Vox
Sang. 2008;94(1)33-40. doi: 10.1111/j.1423-0410.2007.00998.x [Crossref] 12. Sharma RI, Patel KJ, Patel H, Dharaiya MC. Seroprevalence
of
transfusion
transmissible
infections among blood donors in tertiary care
centre of Gandhinagar, Gujarat, India. Trop J
Pathol Microbiol. 2018;4(4)302-307. Available from: [Article] [Crossref] 03. Castillo CM, Ramírez C. Malaria screening in
blood donors in Cali, Colombia. Biomedica. 2005;25;203-210. [Crossref] 13. Chavan SK, Chavan KB. Seroprevalence, trend
of transfusion transmittable infections and co-
infections rate among blood donors at tertiary
care hospital – 10 years study. Int J Res Health
Sci. 2014;2(4)1014-1020. [Crossref] 04. Seed CR, Kitchen A, Davis TM. The current
status and potential role of laboratory testing to
prevent
transfusion-transmitted
malaria. Transfus Med Rev. 2005;19(3)229-240. doi:
10.1016/j.tmrv.2005.02.004
[Crossref] 14. Irshad M, Peter S. Spectrum of viral hepatitis in
thalassemic children receiving multiple blood
transfusions. Indian
J
Gastroenterol. 2002;21(5)183-184. [Crossref] 05. Rodulfo H, de Donato M, Quijada I, Peña A. High
prevalence of malaria infection in Amazonas
state, Venezuela. Rev Inst Med Trop Sao Paulo. 2007b;49(2)79-85. doi: 10.1590/s0036-46652007000200003 [Crossref] 15. Sulhyan Kalpana R, Anvikar Arti R, Ratnaparkhi
Aaditi
D. Seroprevalence
of
transfusion
transmissible infections among blood donors at
a tertiary care centre in Maharashtra, India. Int
J Contemp Med Res. 2017;4(9)1865-1867. [Crossref] 06. Kitchen AD, Chiodini PL. Malaria and blood
transfusion. Vox Sang. 2006;90(2)77-84. doi: 10.1111/j.1423-0410.2006.00733.x [Crossref] Tropical Journal of Pathology and Microbiology 2020;6(8) Tropical Journal of Pathology and Microbiology 2020;6(8) 496 Tropical Journal of Pathology and Microbiology 2020;6(8) Sitalata C. et al: Malaria Seroprevalence in the Blood Donors Sitalata C. et al: Malaria Seroprevalence in the Blood Donors 16. Teklemariam Z, Mitiku H, Weldegebreal F. Seroprevalence
and
trends
of
transfusion
transmitted infections at Harar blood bank in
Harari regional state, Eastern Ethiopia- eight
years
retrospective
study. BMC
Hematol. 2018;18(1)24. doi:
10.1186/s12878-018-0115-2
[Crossref] 19. Talib VH, Khuana SK. Hematology for Students. 1996. 1st Ed 415–416. [Crossref] 20. Morar MM, Pitman JP, McFarland W, Bloch EM. The contribution of unsafe blood transfusion to
human immunodeficiency virus incidence in sub-
Saharan Africa- reexamination of the 5% to
10% convention. Transfusion. 2016;6(12)3121–
3132. doi: 21.1111/trf.13816 [Crossref] 17. WHO African Region. Ethiopia 2006 /Regional
training workshop on blood donor recruitment-
pre- and post-donation counseling. 2006. Available at [Article] [Crossref] doi: 21.1111/trf.13816 [Crossref] 18. Centeral Statistics Agency. ICF MacroCalverton. Addis Ababa- Ethiopia demographic and health
survey. 2011. Available at [Article] [Crossref] Tropical Journal of Pathology and Microbiology 2020;6(8) 497
|
https://openalex.org/W4234346596
|
https://www.qeios.com/read/AQHFZH/pdf
|
English
| null |
Chemical Association
|
Definitions
| 2,020
|
cc-by
| 54
|
Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Chemical Association National Cancer Institute Qeios ID: AQHFZH · https://doi.org/10.32388/AQHFZH Source National Cancer Institute. Chemical Association. NCI Thesaurus. Code C73471. Any process of combining chemical entities that is dependent upon chemical forces. Qeios ID: AQHFZH · https://doi.org/10.32388/AQHFZH 1/1
|
https://openalex.org/W3032197815
|
https://www.matec-conferences.org/articles/matecconf/pdf/2020/10/matecconf_icsc-isatech20_01001.pdf
|
English
| null |
A novel real-time safety level calculation approach based on STPA
|
MATEC web of conferences
| 2,020
|
cc-by
| 4,580
|
A novel real-time safety level calculation
approach based on STPA
Apostolos Zeleskidis1,*, Ioannis M. Dokas2, and Basil Papadopoulos3
1Undergraduate Student (Democritus University of Thrace, Civil Engineering, Greece)
2Assistant Professor (Democritus University of Thrace, Civil Engineering, Greece)
3Professor (Democritus University of Thrace, Civil Engineering, Greece) Abstract. This paper proposes a novel approach to dynamic safety level
calculation for safety-critical systems based on the STAMP accident model
and the implementation of a mathematical model. The proposed approach
utilises (1) an STPA hazard analysis applied to the system in question, (2)
system operational data from domain experts regarding process duration and
reaction times, and (3) real-time system data. The STPA analysis is
transformed into acyclic diagrams that graphically indicate every possible
sequence of safety constraint violations that could lead to a loss (path). Based on this diagram the safety level (SL) of a system is defined as SL=p"⃗! where p"⃗! is the most detrimental to safety path which is active for any
possible time value or context in the system’s operation. This approach is
also demonstrated using as a case study the “classical” Train Door STPA
analysis example. This paper aims to introduce a new perspective on the
problem of measuring and managing the actual safety level of highly
complex socio-technical systems in real time and discusses related
limitations and future research opportunities of this approach. © 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/). * Corresponding author: aposzele@civil.duth.gr MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 A novel real-time safety level calculation
approach based on STPA
Apostolos Zeleskidis1,*, Ioannis M. Dokas2, and Basil Papadopoulos3
1Undergraduate Student (Democritus University of Thrace, Civil Engineering, Greece)
2Assistant Professor (Democritus University of Thrace, Civil Engineering, Greece)
3Professor (Democritus University of Thrace, Civil Engineering, Greece) 2 STPA STPA is a hazard analysis technique based on the STAMP accident model. According to
STAMP, safety is an emergent property of systems, and accidents can occur not just because
of component failures but also due to unsafe interactions among system components that did
not fail [8]. That means that the feedback control loops of the system should be designed,
developed and operated in a manner that their controllers will not enforce unsafe control
actions in any possible operational context or environment due to lack of awareness of the
system state (i.e. mental model of the system). This could be achieved by applying the STPA
hazard analysis during the life cycle of the system, ideally as early as possible. The STPA hazard analysis consists of four steps. In the first step, the purpose of the
analysis and the boundaries of the system are defined, together with the losses or accidents
(A), the system level hazards (H), and the system level safety constraints. During the second
step of STPA, a functional diagram known as the safety control structure diagram is
developed, where the controllers and the controlled processes of the system are shown,
together with the control actions and the feedback each controller is receiving from the
process it controls. In the third step, the control actions of each controller are analyzed to examine under
which contexts they could lead to the identified losses. The so-called Unsafe Control Actions
(UCA) are then translated into safety constraints or safety specifications. In addition, all
Control Actions (CA) given by the controller are analysed to determine how they could be
unable to affect the controlled process as intented while enforced by the controller within the
appropriate context. The fourth step aims at identifying the reasons why unsafe control
actions might be enforced in the system. As a result, loss scenarios (S) are created to explain
how incorrect feedback, inadequate requirements, design errors, component failures and
other factors that could cause unsafe or ineffective control actions (CA) which are grouped
and analysed fundementaly as UCAs [8]. This analysis incorporates safety barriers and other similar mechanisms as parts of the
system and finds the weaknesses in the complete system together with its defenses. MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 RiskSOAP indicator. With RiskSOAP, one can compare the safety constraints of existing
systems compared to their ideal set of safety constraints that derive from their STPA [8] and
EWaSAP [9] analysis, and calculate a situational awareness indicator for the system under
study. y
The problem is that there are no methodologies paired with a mathematical model that
can determine dynamically what the safety level is at any certain moment in time for any
given context and how much time is left until an accident takes place. To fill this gap, we
propose a novel approach including a mathematical model for systems’ safety level
determination and its dynamic calculation based on the STAMP accident model. The
proposed model utilizes the outcomes of STPA hazard analyses which are transformed into
diagrams. In these diagrams, each node depicts an STPA based safety constraint, and each
path of the acyclic diagram depicts a possible scenario of safety constraints violations that
can lead to accidents. 1 Introduction Several safety indicators are utilised to monitor safety drifts and to assess whether a system
maintains its safety within acceptable levels. As a result, numerous categories of safety
indicators have been proposed in the literature such as event indicators, barrier indicators,
activity indicators, and programming indicators [1,2]. However, the need to “get smarter at
predicting the next accident” [3] and the challenge of measuring what the actual safety level
of a system is at a certain moment in time at a given context [4] still remains, regardless of
the introduction of new accident models and the view of safety as an emergent system
property. To address this problem, Leveson [5] proposed that useful leading indicators can
be identified based on the assumptions [6] underlying our safety engineering practices rather
than on the likelihood of loss events. Thus, there is a need to monitor whether the generated
safety assumptions based on which a system was designed, hold during the phase of
operations are vulnerable or changed. Chatzimicailidou et al. [7] suggested to measure the
gap between system design and operation as a measure for safety and introduced the MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 is the Model Development process of the system under study which leades to the creation
of a mathematical model dedicated to the system. Then, from real time system data and the operational mode of the system the Safety Level
Determination process is initiated. Operational modes are a tool used in complicated systems
to distinguish between different modes in a systems operation. For example, an airplane
during a typical flight goes through 3 different operational modes: take off, landing and
cruising. The goal of the Safety Level Determination process is to dynamically calculate the
Safety Level of the system in real time Figure. 1. The proposed approach. Figure. 1. The proposed approach. 3.1 Model Developments In more detail, the main goal of the Model Development process is to create and populate an
acyclic diagram that represents the system in terms of safety and calibrate the mathematical
model to the exact system in study. This is achieved by utilising the following inputs: 1. Safety specifications and constraints obtained from the STPA analysis are turned into
nodes of the diagram and are categorised according to their impact on safety. The
Categories (levels) are ranked from most to least consequential according to STPA:
Level 4 = Accidents, Level 3 = Hazards, Level 2 = Unsafe Control Actions (UCAs) and
ineffective Control Actions (CA) and Level 1 = Scenarios. Also, safety constraints are
causally linked as shown in the diagram by the connections between the nodes which
represent the specifications. These connections are always between nodes of two
ascending levels (from level 1 to level 2 or from level 2 to level 3 etc.). See Figure 2 for
nodes connections and levels of safety constraints in acyclic diagrams. 2. Time ranges given by domain experts or observed by studying the system regarding the
connections of the casually linked safety constraints. These should be distilled in the
form of sets (min(t), max(t)) for every connection between two nodes, such as the time
it would take from the moment that an Unsafe Control Action is given to the moment
that a Hazardous state occurs because of the specific UCA in the system. Each set
represents the maximum and minimum amount of time it would take for an active node
to activate the node connected with it (Figure 3). 3. The operation used (minimum, maximum, mean average etc.) to discern a single time
value tx→y from the time ranges which represent the flexibility in how the entire
operation can be managed. A path is defined as a possible scenario of safety constraints
violations that can lead to accidents. It is one of the possible “roads” leading from the
lowest level (loss scenarios) to the highest (losses) using the connections between nodes. For instance, the example of Figure 2 has a total of 17 paths and one possible path is
S1→ UCA1→ H-2→ A (shown with bold arrows). Each path is comprised of 4 nodes, 3. 3 Methodology The complete approach we suggest is depicted in Figure 1. The proposed model is
comprised of two main processes. The results of STPA and EWaSAP analyses as well as
time ranges taken from domain experts are used for the first step of the methodology which 2 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 3.1 Model Developments The operation used (minimum, maximum, mean average etc.) to discern a single time
value tx→y from the time ranges which represent the flexibility in how the entire
operation can be managed. A path is defined as a possible scenario of safety constraints
violations that can lead to accidents. It is one of the possible “roads” leading from the
lowest level (loss scenarios) to the highest (losses) using the connections between nodes. For instance, the example of Figure 2 has a total of 17 paths and one possible path is
S1→ UCA1→ H-2→ A (shown with bold arrows). Each path is comprised of 4 nodes, 3 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 one in each level of the tree-like structure. Since a path is comprised of 4 nodes it also
has 3 corresponding time values (t1→2, t2→3, t3→4). Paths have two main
characteristics: i) Path completeness y which expresses which Level of the acyclic
diagram is the highest active node of the path in time t. Path completeness takes values
in the discrete set {1,2,3,4}, ii) Time remaining until accident 𝑡+(𝑦) which is calculated
according to the path completeness and the singular time values assigned to each path
and expresses the time which is left for a path to reach the node that represents the
occurrence of an accident. An example of path completeness and time remaining until
accident is given in Figure 3. Figure. 2. (Right) Example of an acyclic diagram and representations of active and inactive nodes,
paths, and node connections. Figure. 2. (Right) Example of an acyclic diagram and representations of active and inactive nodes,
paths, and node connections. Figure. 2. (Right) Example of an acyclic diagram and representations of active and inactive nodes,
paths, and node connections. Figure. 3. (Left) Example path, completeness levels and the corresponding time values. 3.2 Safety Level Determination The goal of the Safety Level Determination process is the actual real-time safety monitoring
of the system during its operation. The data needed are: The goal of the Safety Level Determination process is the actual real-time safety monitoring
of the system during its operation. The data needed are: 1. The Operational Mode of the system. For instance, referring to a plane system during
its take-off mode, out of the total set of the acyclic diagram paths that can be produced
from the plane system, the paths which will be computed during the Operational System
process of the methodology will be only those belonging to the take-off mode of plane
operations. p
2. System specific data according to the STPA analysis. This data must be able to show if
any node or safety constraint of the diagram has activated or not for any time t. Activated
means the safety constraint was violated in the specific time value monitored. 2. System specific data according to the STPA analysis. This data must be able to show if
any node or safety constraint of the diagram has activated or not for any time t. Activated
means the safety constraint was violated in the specific time value monitored. y
p
Using the mathematical model and the active nodes, the most detrimental to safety
system path is calculated. 4 https://doi.org/10.1051/matecconf/202031401001 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 3.3 The mathematical model The mathematical model defines the safety level of the system in a specific time t as 𝑆𝐿=
𝑝⃗#(𝑡) = max (℘///⃗), where ℘///⃗ is the ordered set of all paths of the system derived by STPA,
𝑝⃗#(𝑡) indicates the path or set of paths that for time t are considered the “worst” among all
the paths of the diagram concerning their completeness level (i.e. how “close” to the loss
node is the last active node of this path), and the time left until the accident (i.e. the time until
the loss node is activated meaning an accident has taken place in the system) graphically
represented in Figure 3. p
g
Mathematically paths are defined as follows: p
g
Mathematically paths are defined as follows: 𝑝
y p
For path 𝑝⃗= (𝑦, 𝑡$⃗
&(𝑦)) ∈𝑌× ℝ&where: 𝑝
y p
r path 𝑝⃗= (𝑦, 𝑡$⃗
&(𝑦)) ∈𝑌× ℝ&where: 𝑝
For path 𝑝⃗= (𝑦, 𝑡$⃗
&(𝑦)) ∈𝑌× ℝ&where: 𝑝
$
he path completeness for 𝑝 in time t, y ∈ {0,1,2,3,4} y the path completeness for 𝑝 in time t, y ∈ {0,1,2,3,4}
&( ) 𝑝
𝑡$⃗
&(𝑦):{0,1,2,3,4}→[0,∞) is the time remaining until the accident of path 𝑝 is activated and
is calculated according to the following function: 𝑡$⃗
&(𝑦) =
⎩
⎪⎨
⎪⎧𝑡'→)
$⃗
+ 𝑡)→*
$⃗
+ 𝑡*→+
$⃗
𝑦∈{0,1}
𝑡)→*
$⃗
+ 𝑡*→+
$⃗
𝑦= 2
𝑡*→+
$⃗
𝑦= 3
0
𝑦= 4
(1) (1) We consider the set of all the paths ℘///⃗ = {𝑝⃗', 𝑝⃗),…, 𝑝⃗,} where n is the number of paths of the
complete system. We consider the set of all the paths ℘///⃗ = {𝑝⃗', 𝑝⃗),…, 𝑝⃗,} where n is the number of paths of the
complete system. ⃗
B ⃗C In the set ℘///⃗ we define the following ordering relation, according to which maxB℘///⃗C is
determined: ∀𝑝⃗' E𝑦$⃗!, 𝑡$⃗! & B𝑦$⃗!CF , 𝑝⃗) E𝑦$⃗", 𝑡$⃗"
& B𝑦$⃗"CF ∈℘///⃗
𝑝⃗' ≥𝑝⃗) ⟺𝑡$⃗! & < 𝑡$⃗"
& ∨B𝑡$⃗! & = 𝑡$⃗"
& ∧𝑦$⃗! ≥𝑦$⃗"C
(2) (2) 4.1 Results The scenario unfolds as follows. The train is stopped at the station and the door rail is filled
with dirt, resulting in the door being unable to close. Then the train starts for the next station
but while the command to close the door is issued by the door controller the actuator is unable
to execute it, leaving the door open while the train is moving. A passenger then sees the door
open and the train moving and scared presses the emergency button. This causes the system
to change contexts of operation fundamentally changing the safety priorities of the system. 4 Case study The fictitious system of the train door STPA analysis example [10] will be used to
demonstrate our approach based on a scenario of operation to demonstrate the methodology’s
real-time capabilities. The train door system monitors and controls the process of the typical
train door. This process concerns the safe boarding, departing and travel of train passengers. The system is comprised of a door controller, the door actuator, various sensors and the
physical door itself. Figure 4 depicts the safety control structure of the system. The STPA
analysis applied to this system identified 91 safety requirements in total. After removing the
repeated specifications which were produced during the last step of the STPA analysis (i.e.,
from the translation of the unsafe control actions scenarios) the analysis defined the
following: 1 accident, 3 hazards, 14 unsafe control actions, 4 improperly executed control
actions and 36 safety scenarios (sample in Table 1). This system is used purely for
demonstrative purposes and the complete analysis is not of much importance other than the
example. 5 5 https://doi.org/10.1051/matecconf/202031401001 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 Figure. 4. Train Door System Safety Control Structure Figure. 4. Train Door System Safety Control Structure Figure. 4. Train Door System Safety Control Structure Table 1. A subset of STPA Produced Safety Specifications of the Train Door Sy
#
Symbols
Description
Connecti
ons
1
A
Passenger loss of life or injury. -
2
H-1
The door is open when the train
is moving fast. A
3
H-2
A person is unable to leave the
train (by the door) in case of
emergency. A
4
H-3
A passenger is caught by the
door and the train is moving. A
5
UCA5
Train Door Controller provides
open door while the train is in
motion. H-1
6
CA3
Train Door Controller is unable to
provide close door while the train
is moving, and the door
isn’t closed. H-1
7
S05
Small objects stuck in door
movement rail. CA1,
CA3
8
S24
Evacuation mode misfire. UCA5 Table 1. A subset of STPA Produced Safety Specifications of the Train Door System. Table 1. A subset of STPA Produced Safety Specifications of the Train Door System. 4.1.1
Model Development process 1. Creation of acyclic diagram. The safety constraints from the STPA analysis were
translated into an acyclic diagram (Figure 5). The diagram is comprised of 143 distinct
paths. In our example, only 2 of these paths are studied (Figure 6). 6 6 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 2. Time ranges. The time values for the connections of the safety constraints were arbitrarily
assigned (sample in Table 2). 3
S l
i
f
i
B
i
hi
ll h
l
d
bi
i i
i 2. Time ranges. The time values for the connections of the safety constraints were arbitrarily
assigned (sample in Table 2). 2. Time ranges. The time values for the connections of the safety constraints were arbitrarily
assigned (sample in Table 2). 3. Selection of operation. Because in this system small changes can lead to big variations in
the safety level the MINIMUM operation was used to discern the single time values
(Table 2). 3. Selection of operation. Because in this system small changes can lead to big variations in
the safety level the MINIMUM operation was used to discern the single time values
(Table 2). Figure 5. The complete acyclic diagram of the train door system. ure 5. The complete acyclic diagram of the train door system. Figure 5. The complete acyclic diagram of the train door system. Figure 5. The complete acyclic diagram of the train door system. Table 2. Time ranges and single time values. Connection
Time range
Time value with
minimum
operation
H-1→A
[60,120]
MIN[60,120] = 60
CA3→H-1
[2,6]
MIN[2,6] = 2
UCA5→H-1
[10,30]
MIN[10,30] = 10
S05→CA3
[90,300]
MIN[90,300] = 90
S24→UCA5
[8,20]
MIN[8,20] = 8 7 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 Figure 6. The acyclic diagram for the train door case study. Figure 6. The acyclic diagram for the train door case study. Figure 6. The acyclic diagram for the train door case study. 4.1.2
Safety Level Determination 1. Operational modes. The system is divided into two operational modes: the train stopped
at a station, the train travelling between stations, but for the sake of simplicity in the
example takes place only when the Travelling between stations Operational mode is
active. 1. Operational modes. The system is divided into two operational modes: the train stopped
at a station, the train travelling between stations, but for the sake of simplicity in the
example takes place only when the Travelling between stations Operational mode is
active. 2. System monitoring data. The system specific data needed for the nodes of Figure 6 are:
the door’s state (open, closed), the train’s velocity, doorway clearance, evacuation state,
if the door movement rail is filled with small objects and evacuation mode misfire. 2. System monitoring data. The system specific data needed for the nodes of Figure 6 are:
the door’s state (open, closed), the train’s velocity, doorway clearance, evacuation state,
if the door movement rail is filled with small objects and evacuation mode misfire. 3. Mathematical model. In Figure 6 the sample of the acyclic diagram that will be used for
the demonstration of the suggested approach is shown. This diagram contains 2 distinct
system paths (𝑝⃗': S05→CA3→H-1→A and 𝑝⃗): S24→UCA5→H-1→A). According to
equations (3), (4) the values for the time remaining until accident for these two paths are
the following: 𝑡$⃗! & (𝑦) =
⎩
⎪
⎨
⎪⎧𝑡'→)
$⃗! + 𝑡)→*
$⃗! + 𝑡*→+
$⃗! = 90 + 2 + 60 = 152
𝑦∈{0,1}
𝑡)→*
$⃗! + 𝑡*→+
$⃗! = 2 + 60 = 62
𝑦= 2
𝑡*→+
$⃗! = 60
𝑦= 3
0
𝑦= 4
(3)
𝑡$⃗"
& (𝑦) =
⎩
⎪
⎨
⎪⎧𝑡'→)
$⃗" + 𝑡)→*
$⃗"
+ 𝑡*→+
$⃗"
= 8 + 10 + 60 = 78
𝑦∈{0,1}
𝑡)→*
$⃗"
+ 𝑡*→+
$⃗"
= 10 + 60 = 70
𝑦= 2
𝑡*→+
$⃗"
= 60
𝑦= 3
0
𝑦= 4
(4) (3) (4) https://doi.org/10.1051/matecconf/202031401001 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 Figure 7. Example scenario of operation with acyclic diagrams for every time moment. Figure 7. Example scenario of operation with acyclic diagrams for every time moment. 4.1.2
Safety Level Determination As Figure 7 shows, in the first time moment S05 (Table 1) is active this activates 𝐩//⃗'
with values 𝐩//⃗'= (1,152) and 𝐩//⃗)= (0,78), so 𝐩//⃗#
t=1=𝐩//⃗) =(0,78), with the context of the
system being that the train is stationary on the platform. In the second time moment the
context changes to the train starting moving and gathering speed, with this change in
context (that a computerized system can monitor with various sensors) the active nodes
become S05 and CA3, S24 is active because a passenger has pressed the emergency button
due to seeing the open door, these in turn activate 𝐩//⃗) with value 𝐩//⃗) =(1,78) and change
𝐩//⃗'=(2,62), so 𝐩//⃗#
t=2=𝐩//⃗'=(2,62). In the final time moment the train reaches cruising speed
making H-1 active and in a few moments will start decelerating because of the emergency
button being pressed this results in the two paths having the same value 𝐩//⃗'= 𝐩//⃗) =(3,60),
so 𝐩//⃗#
t=3 = 𝐩//⃗'= 𝐩
///⃗) =(3,60). MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 https://doi.org/10.1051/matecconf/202031401001 It is the first time where a mathematical model is presented to address the problem of
determining dynamically what the safety level is at a certain moment in time at a given
context and calculate how much time is left for an accident to happen. This approach is also
based on the results of an STPA analysis. This is another novel aspect of this paper since
there are no previous concepts on real time safety level calculation based on the STAMP
accident model. A prominent limitation however of this novel approach is the fact that the mathematical
model it is based on does not cope with uncertainty. It is planned, however, to address this
problem in future work by enhancing the mathematical model with the use of fuzzy sets
theory. An extension of the acyclic diagrams is also planned to take place in future work such
that their acyclic nature would be nullified when system defences are in place. Finally, the
creation of an operational system is planned where the approach will be installed into a real
system to calculate its safety level in real time. 5 Future Work and Concluding Remarks By using this methodology, it is possible to identify the worst path to violate safety of a
system with many possible paths that can lead to accidents. This can be useful to help safety
managers and staff understand how system information and changes affects, safety and
enable operators to react in timely manner to neutralize the completion of the path and hence
the occurrence of an accident. The aim of this new approach is to enhance the capabilities of
safety management systems towards preventing accidents and any types of losses by
calculating in real time the safety levels of safety critical processes. This is feasible by
projecting enriched information in a simple to understand form (second or minutes, instead
of safety indexes) in real time as well as the acyclic diagrams, which can help managers
understand how certain system interactions effect safety in their systems. This can be seen in
the case study by observing that initially p/⃗' seems more severe, if CA3 occurs the system
gets much closer to the accident state from p/⃗', and after the system reaches the point of
Hazards the priority should be to stop the train and not meddle with the two different control
systems S5→CA3, S24→UCA5. 9 9 MATEC Web of Conferences 314, 01001 (2020)
ICSC-ISATECH 2019 References 1. Øien K., (2010). Remote Operation in Environmentally Sensitive Areas; Development
of Early Warning Indicators. 2nd iNTeg-Risk Conference, 14 – 18 June, Stuttgart,
Germany. 1. Øien K., (2010). Remote Operation in Environmentally Sensitive Areas; Development
of Early Warning Indicators. 2nd iNTeg-Risk Conference, 14 – 18 June, Stuttgart,
Germany. 2. Thieme C. A., Utne I. B., (2017). Safety performance monitoring of autonomous marine
systems. Reliability Engineering & System Safety. 159, March 2017, Pages 264-275. 2. Thieme C. A., Utne I. B., (2017). Safety performance monitoring of autonomous marine
systems. Reliability Engineering & System Safety. 159, March 2017, Pages 264-275. 3. Dekker S., (2006) Resilience Engineering: Chronicling the Emergence of Confused
Consensus. Chapter 7 in Hollnagel, E., Woods, D. D. & Leveson, N. (Eds.), Resilience
Engineering: Concepts and Precepts. Aldershot, UK: Ashgate, 2006. 3. Dekker S., (2006) Resilience Engineering: Chronicling the Emergence of Confused
Consensus. Chapter 7 in Hollnagel, E., Woods, D. D. & Leveson, N. (Eds.), Resilience
Engineering: Concepts and Precepts. Aldershot, UK: Ashgate, 2006. 4. Knegtering B., Pasman H., (2013). The safety barometer: How safe is my plant today? Is instantaneously measuring safety level utopia or realizable?.Journal of Loss
Prevention in the Process Industries. 26(4), 821-829. 5. Leveson N., (2015). A systems approach to risk management through leading safety
indicators, Reliability Engineering and System Safety.136, 17–34. 6. Karanikas, N. (2018). Documentation of Assumptions and System Vulnerability
Monitoring: the Case of System Theoretic Process Analysis (STPA), Proceedings of
the 5th STAMP European Workshop, 14-15 September 2017, Reykjavik University,
Iceland, International Journal of Safety Science, 2(1), pp. 84-93 7. Chatzimichailidou M. M., Karanikas N., Dokas I. M., (2016). Measuring Safety
Through the Distance Between Systems States with RiskSOAP Indicator, Journal of
Safety Studies, 2 (2), 0-5. 8. Leveson N., Thomas J. P., (2018). STPA Handbook [on line], [Viewed 29 November
2018] Available from: ,
, (
)
[
], [
2018] Available from:
http://psas.scripts.mit.edu/home/get_file.php?name=STPA_handbook.pdf ]
http://psas.scripts.mit.edu/home/get_file.php?name=STPA_handbook.pdf 9. Dokas I. M., J. Feehan and Imran S., (2013). EWaSAP: An Early Warning Identification
Approach Based on a Systemic Hazard Analysis, Safety Science. 58, pp 11-26 10. Leveson, N., (2011). Engineering a safer world: Systems thinking applied to safety. MIT
press. 10
|
https://openalex.org/W4306870978
|
https://insu.hal.science/insu-03863335/document
|
English
| null |
The Green Edge cruise: investigating the marginal ice zone processes during late spring and early summer to understand the fate of the Arctic phytoplankton bloom
|
Earth system science data
| 2,022
|
cc-by
| 21,087
|
The Green Edge cruise: investigating the marginal ice
zone processes during late spring and early summer to
understand the fate of the Arctic phytoplankton bloom
Flavienne Bruyant, Rémi Amiraux, Marie-Pier Amyot, Philippe Archambault,
Lise Artigue, Lucas Barbedo de Freitas, Guislain Bécu, Simon Bélanger,
Pascaline Bourgain, Annick Bricaud, et al. To cite this version: Flavienne Bruyant, Rémi Amiraux, Marie-Pier Amyot, Philippe Archambault, Lise Artigue, et al.. The Green Edge cruise: investigating the marginal ice zone processes during late spring and early
summer to understand the fate of the Arctic phytoplankton bloom. Earth System Science Data, 2022,
14, pp.4607-4642. 10.5194/essd-14-4607-2022. insu-03863335 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: insu-03863335
https://insu.hal.science/insu-03863335v1
Submitted on 21 Nov 2022 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 Earth Syst. Sci. Data, 14, 4607–4642, 2022
https://doi.org/10.5194/essd-14-4607-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License. The Green Edge cruise: investigating the marginal ice
zone processes during late spring and early summer to
understand the fate of the Arctic phytoplankton bloom The Green Edge cruise: investigating the marginal ice
zone processes during late spring and early summer to
understand the fate of the Arctic phytoplankton bloom Flavienne Bruyant1,2, Rémi Amiraux1,2,3, Marie-Pier Amyot1, Philippe Archambault1,2, Lise Artigue4,
Lucas Barbedo de Freitas2,5, Guislain Bécu1,2, Simon Bélanger2,5, Pascaline Bourgain6,
Annick Bricaud7, Etienne Brouard1, Camille Brunet8, Tonya Burgers9, Danielle Caleb10, Flavienne Bruyant1,2, Rémi Amiraux1,2,3, Marie-Pier Amyot1, Philippe Archambault1,2, Lise Artigue4,
Lucas Barbedo de Freitas2,5, Guislain Bécu1,2, Simon Bélanger2,5, Pascaline Bourgain6,
Annick Bricaud7, Etienne Brouard1, Camille Brunet8, Tonya Burgers9, Danielle Caleb10, Fanny Cusset1, Laeticia Dadaglio13, Marty Davelaar10, Gabrièle Deslongchamps1,2, Céline Dimier7,
Julie Dinasquet13, Dany Dumont2,4, Brent Else15, Igor Eulaers16, Joannie Ferland1,2,
Gabrielle Filteau1,2, Marie-Hélène Forget1, Jérome Fort17, Louis Fortier1,2,, Martí Galí1,18,
Morgane Gallinari3, Svend-Erik Garbus16, Nicole Garcia8, Catherine Gérikas Ribeiro19,20, Fanny Cusset1, Laeticia Dadaglio13, Marty Davelaar10, Gabrièle Deslongchamps1,2, Céline Dimier7,
Julie Dinasquet13, Dany Dumont2,4, Brent Else15, Igor Eulaers16, Joannie Ferland1,2,
Gabrielle Filteau1,2, Marie-Hélène Forget1, Jérome Fort17, Louis Fortier1,2,, Martí Galí1,18,
Morgane Gallinari3, Svend-Erik Garbus16, Nicole Garcia8, Catherine Gérikas Ribeiro19,20, C
G
,
G
, C
G y
, C
y G
,
G
,
Pascal Guillot2,21, Sandrine Hillion3, Rachel Hussherr2, Fabien Joux13, Hannah Joy-Warren24,
Gabriel Joyal1,2, David Kieber25, Augustin Lafond8, José Lagunas1,2, Patrick Lajeunesse1,
Catherine Lalande1,2, Jade Larivière1,2, Florence Le Gall19, Karine Leblanc8, Mathieu Leblanc1,2,
Justine Legras3, Keith Lévesque21, Kate-M. Lewis24, Edouard Leymarie7, Aude Leynaert3,
Thomas Linkowski21, Martine Lizotte1,2, Adriana Lopes dos Santos26, Claudie Marec1,27, Dominique Marie19, Guillaume Massé1, Philippe Massicotte1,2, Atsushi Matsuoka1,28, Lisa A. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 12Akvaplan-niva, Fram Centre for Climate and the Environment, Tromsø, Norway 12Akvaplan-niva, Fram Centre for Climate and the Environment, Tromsø, Norway
13Laboratoire d’Océanographie Microbienne (LOMIC), UMR7621, CNRS/Sorbonne Université,
Observatoire Océanologique de Banyuls-sur-mer, France
14Institut des sciences de la mer de Rimouski, Université du Québec à Rimouski, QC, Canada
15Department of Geography, University of Calgary, Calgary T2N 1N4, AB, Canada
16Department of Biosciences – Arctic Environment, Aarhus University, Denmark
17Littoral Environnement et Sociétés, UMR7266, CNRS/Université de La Rochelle, France
18Barcelona Supercomputing Center (BSC), Barcelona, Spain
19ECOMAP, UMR7144, CNRS/Sorbonne Université, Station Biologique de Roscoff, France
20 vatoire Océanologique de Banyuls-sur-mer, Franc p
p
g
p
19ECOMAP, UMR7144, CNRS/Sorbonne Université, Station Biologique de Roscoff, France p
p
g
p
19ECOMAP, UMR7144, CNRS/Sorbonne Université, Station Biologique de Roscoff, France
20 ,
,
,
g q
,
20GEMA Center for Genomics, Ecology & Environment, Faculty of Sciences, 20GEMA Center for Genomics, Ecology & Environment, Faculty of Sciences, Universidad Mayor, Santiago, Chile 21Amundsen Science, Université Laval, Québec QC, Canada 21Amundsen Science, Université Laval, Québec QC, Canada 22Roscoff Culture Collection, FR2424 CNRS/Université Sorbonne, Station Biologique, Roscoff, France
23Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences (RBINS), 23Operational Directorate Natural Environment, Royal Belgian Institute of Natural Sciences (RBINS), g
24Department of Earth System Science, Stanford University, Stanford, CA 94305, USA
25 24Department of Earth System Science, Stanford University, Stanford, CA 94305, USA 25Department of Chemistry, College of environmental sciences and forestry, 25Department of Chemistry, College of environmental sciences and forestry, State University of New York, Syracuse, NY 13210, USA State University of New York, Syracuse, NY 13210, USA of the Environment, Nanyang Technological University, 50 Nanyang Avenue, 26Asian School of the Environment, Nanyang Technological University, 50 Nanyang Avenue, The Green Edge cruise: investigating the marginal ice
zone processes during late spring and early summer to
understand the fate of the Arctic phytoplankton bloom Miller10,
Sharif Mirshak29, Nathalie Morata3,12, Brivaela Moriceau3, Philippe-Israël Morin1,2, Simon Morisset21,
Anders Mosbech16, Alfonso Mucci30, Gabrielle Nadaï1,2, Christian Nozais11, Ingrid Obernosterer13,
Thimoté Paire1, Christos Panagiotopoulos8, Marie Parenteau1,2, Noémie Pelletier11, Marc Picheral7,
Bernard Quéguiner8, Patrick Raimbault8, Joséphine Ras7, Eric Rehm1,2, Llúcia Ribot Lacosta1,31,
Jean-François Rontani8, Blanche Saint-Béat1,32, Julie Sansoulet1, Noé Sardet29, Catherine Schmechtig33,
Antoine Sciandra7, Richard Sempéré8, Caroline Sévigny2,14, Jordan Toullec3, Margot Tragin19,
Jean-Éric Tremblay1,2, Annie-Pier Trottier1, Daniel Vaulot19, Anda Vladoiu34,35, Lei Xue25,
Gustavo Yunda-Guarin1,2, and Marcel Babin1 q
,
,
pp
,
,
,
Sharif Mirshak29, Nathalie Morata3,12, Brivaela Moriceau3, Philippe-Israël Morin1,2, Simon Morisset21,
Anders Mosbech16, Alfonso Mucci30, Gabrielle Nadaï1,2, Christian Nozais11, Ingrid Obernosterer13,
Thimoté Paire1, Christos Panagiotopoulos8, Marie Parenteau1,2, Noémie Pelletier11, Marc Picheral7,
Bernard Quéguiner8, Patrick Raimbault8, Joséphine Ras7, Eric Rehm1,2, Llúcia Ribot Lacosta1,31,
Jean-François Rontani8, Blanche Saint-Béat1,32, Julie Sansoulet1, Noé Sardet29, Catherine Schmechtig33,
Antoine Sciandra7, Richard Sempéré8, Caroline Sévigny2,14, Jordan Toullec3, Margot Tragin19,
Jean-Éric Tremblay1,2, Annie-Pier Trottier1, Daniel Vaulot19, Anda Vladoiu34,35, Lei Xue25,
Gustavo Yunda-Guarin1,2, and Marcel Babin1 4LEGOS, University of Toulouse, CNRS, CNES, IRD, UPS, 31400 Toulouse, France à Rimouski, 300 allée des Ursulines, Rimouski G5L 3A1, QC, Canada
6 6Société AVUNGA, Lars en Vercors, France oratoire d’Océanographie de Villefranche, UMR7093, CNRS/Sorbonne Université, 10Institute of Ocean Sciences, Fisheries and Oceans Canada, Sidney BC, Canada 11Québec-Océan, Département de biologie, chimie et géographie, Université du Québec à Rimouski QC, Canada Published by Copernicus Publications. 4608 1
Introduction The second paper (the present
paper by Bruyant et al., 2022) provides an overview of the
dataset gathered during an oceanographic cruise conducted
in Central Baffin Bay in 2016. For more clarity, we created
a second dataset on SEANOE associated with the present
paper: https://doi.org/10.17882/86417 (Bruyant et al., 2022). This 2022 DOI contains the final version of all the cruise data
that could be formatted to be published by SEANOE (see
Sect. 6 Data availability). Note that the first dataset (Massi-
cotte et al., 2020) contained some of the cruise data for the For logistical reasons, the cruise was divided into two legs. Leg 1A started on 3 June in Québec City, ended on 23 June
in Qikiqtarjuaq (NU), and included one week of transit
to the study zone. Leg 1B started on 23 June in Qikiq-
tarjuaq and ended in Iqaluit (NU) on 14 July. During the
five-week period spent in Baffin Bay, the ship crossed the
MIZ, from open waters (in the east) to sea-ice-covered areas
(in the west) and back again following latitudinal transects. A total of seven transects were covered between 68.0 and
70.5◦N (Fig. 1a). Three transects were covered during Leg
1A (68.5 to 69.0◦N) and four during Leg 1B (68.0 and 69.5
to 70.5◦N). For each transect, stations were separated by six
nautical miles (approximately 11 km) to obtain a relatively
high spatial resolution. A total of 15 to 25 stations were sam-
pled within each transect, for a total of 144 stations visited
during the campaign. The activities conducted at each type of station are de-
tailed in Table 1. Briefly, at so-called CTD (current tem-
perature depth) stations, rosette casts did not include sea-
water collection. The rosette, a Sea-Bird model 32 carousel
equipped with 22 12 L Niskin bottles, was geared with mul-
tiple sensors (see Table 2 for details). At NUT stations, sea-
water samples were additionally collected at several depths
between 2 and 2000 m for nutrient analyses. At BASIC sta-
tions, the apparent optical properties of seawater were mea-
sured using underwater profiling optical instruments. The
variables measured at BASIC stations included the concen-
tration of chlorophyll a, phytoplankton pigment, particulate
carbon and nitrogen, and particulate absorption spectra. Fi-
nally, at FULL stations, a suite of measurements was made
on seawater samples, and several underwater instruments
were deployed as well, including a suite of optical sensors. 1
Introduction The Arctic Ocean is currently experiencing unprecedented
environmental changes. The increase of the summer ice re-
treat lengthens the phytoplankton growing season but also
increases the area of the marginal ice zone (MIZ). If trends
are maintained, all Arctic sea ice may become seasonal as
early as 20 years from now (Meredith et al., 2019), increas-
ing the MIZ coverage even more. Ice edge blooms repre-
sent much of the annual phytoplankton primary production in
the Arctic Ocean (Perrette et al., 2011; Ardyna et al., 2013),
and their current phenology is relatively well known (Wass-
mann and Reigstad, 2011; Leu et al., 2015). However, we
currently do not know how precisely primary production will
respond to climate changes. The overarching goal of Green
Edge was to understand the processes that control an Arc-
tic phytoplankton spring bloom (PSB) as it expands north-
ward and to determine its fate through the investigation of
related carbon fluxes (e.g., Trudnowska et al., 2021). This
study was also motivated by the discovery that PSBs can and
do occur underneath the ice (Arrigo et al., 2014) despite the
limited amounts of under-ice available light (Mundy et al.,
2009; Arrigo et al., 2014; Lowry et al., 2014; Assmy et al.,
2017; Randelhoff et al., 2019). Field studies for the Green
Edge project were carried out in 2015 and 2016 at an ice
camp located on landfast sea ice close to Qikiqtarjuaq (NU,
Canada). Additionally, during late spring and early summer
2016, a cruise aboard CCGS Amundsen was conducted in
Baffin Bay. As explained in Randelhoff et al. (2019), Baf-
fin Bay is both relatively easy to access and represents an
ideal framework for this study, because environmental con-
ditions are representative of what is observed at the pan-
Arctic scale. Particularly, the warm Greenland current, flow-
ing north on the Greenland side, and the colder waters on
the Canadian side, flowing south (Baffin Island current), in-
duce an evenly retreating ice edge, allowing a straightfor-
ward sampling strategy. From the Green Edge project, two
separate data papers were produced. One paper by Massi-
cotte et al. (2020) describes the dataset generated during
two ice-camp campaigns on landfast ice (2015 and 2016). The latter paper is related to a dataset published in 2019 on
SEANOE: https://www.seanoe.org/data/00487/59892/ (last
access: 28 September 2022). F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4609 Singapore 639798, Singapore g p
g p
ersitaire Européen de la Mer, UMS3113, CNRS/Univ. Brest, Plouzane, France 27Institut Universitaire Européen de la Mer, UMS3113, CNRS/Univ. Brest, Plouzane, France f Marine Science and Ocean Engineering (SMSOE), Institute for the Study of Earth, Oceans, and Space (EOS) University of New Hampshire, Durham, USA
29 29Société Parafilm, Montréal QC, Canada 30GEOTOP and Department of Earth and Planetary Sciences, McGill University, Montréal QC, Canada
31Balearic Islands Coastal Observing and Forecasting System, SOCIB, 07122, Edificio Naorte, Bloque A,
Parc Bit, Palma de Mallorca, Spain 32Dyneco Pelagos, IFREMER, BP70, 29280 Plouzané, France
33OSU Ecce-Terra, UMS3455, CNRS/Sorbonne Université, PARIS Cedex 5, France
34LOCEAN-IPSL, UMR7159, CNRS/IRD/MNHN/Sorbonne Université, 75005 Paris, France
35Applied Physics Laboratory, University of Washington, Seattle, WA 98105, USA
deceased Correspondence: Flavienne Bruyant (flavienne.bruyant@takuvik.ulaval.ca) Received: 28 January 2022 – Discussion started: 21 February 2022
Revised: 19 August 2022 – Accepted: 20 August 2022 – Published: 20 October 2022 Abstract. The Green Edge project was designed to investigate the onset, life, and fate of a phytoplankton spring
bloom (PSB) in the Arctic Ocean. The lengthening of the ice-free period and the warming of seawater, amongst
other factors, have induced major changes in Arctic Ocean biology over the last decades. Because the PSB is
at the base of the Arctic Ocean food chain, it is crucial to understand how changes in the Arctic environment
will affect it. Green Edge was a large multidisciplinary, collaborative project bringing researchers and technicians
from 28 different institutions in seven countries together, aiming at understanding these changes and their impacts
on the future. The fieldwork for the Green Edge project took place over two years (2015 and 2016) and was
carried out from both an ice camp and a research vessel in Baffin Bay, in the Canadian Arctic. This paper
describes the sampling strategy and the dataset obtained from the research cruise, which took place aboard the
Canadian Coast Guard ship (CCGS) Amundsen in late spring and early summer 2016. The sampling strategy was
designed around the repetitive, perpendicular crossing of the marginal ice zone (MIZ), using not only ship-based
station discrete sampling but also high-resolution measurements from autonomous platforms (Gliders, BGC-
Argo floats ...) and under-way monitoring systems. The dataset is available at https://doi.org/10.17882/86417
(Bruyant et al., 2022). Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer https://doi.org/10.5194/essd-14-4607-2022 yant et al.: Investigating the marginal ice zone processes during late spring and early summer 4610 Table 1. List of operations carried out during the Green Edge cruise at each different station type. [(+) Opportunistic sampling only]. CTD conductivity–temperature–depth; AOP apparent optical properties; C-OPS Compact-Optical Profiling System; IOP inherent optical
properties; BB9 backscattering meter; CDOM coloured dissolved organic matter; SCAMP Self-Contained Autonomous MicroProfiler; LOKI
Lightframe On-sight Key species Investigation. Table 1. List of operations carried out during the Green Edge cruise at each different station type. [(+) Opportunistic sampling only]. CTD conductivity–temperature–depth; AOP apparent optical properties; C-OPS Compact-Optical Profiling System; IOP inherent optical
properties; BB9 backscattering meter; CDOM coloured dissolved organic matter; SCAMP Self-Contained Autonomous MicroProfiler; LOKI
Lightframe On-sight Key species Investigation. Operation type
FULL
BASIC
NUT
CTD
CTD cast (see Table 2 for sensors list)
+
+
+
+
Water sampling (niskin/rosette)
+
+
+
AOP profile (C-OPS)
+
+
IOP profile (CTD, BB9, a-Sphere, CDOM, and EcoTriplet fluorometers)
+
SCAMP profile
+
LOKI and vertically integrated plankton nets
+
Mesozoic plankton trawl net
+
Hydro-bios MultiNet Maxi
+
Beam trawl
+
(+)
Agassiz trawl
+
Box core
+
(+)
Ice sampling (when ice-covered)
+
Sediment traps
Deployed only once for long-term sampling
TOTAL
26
18
49
51 Table 2. List of the sensors attached to the rosette carousel. CDOM coloured dissolved organic matter; PAR photosynthetically available
radiation; ADCP acoustic Doppler current profiler; UVP Underwater Vision Profiler. NA – not available. Table 2. List of the sensors attached to the rosette carousel. CDOM coloured dissolved organic matter; PAR photosynthetically available
radiation; ADCP acoustic Doppler current profiler; UVP Underwater Vision Profiler. NA – not available. Table 2. List of the sensors attached to the rosette carousel. CDOM coloured dissolved organic matter; PAR photosynthetically available
radiation; ADCP acoustic Doppler current profiler; UVP Underwater Vision Profiler. NA – not available. Table 2. List of the sensors attached to the rosette carousel. CDOM coloured dissolved organic matter
radiation; ADCP acoustic Doppler current profiler; UVP Underwater Vision Profiler. NA – not available. able 2. List of the sensors attached to the rosette carousel. CDOM coloured dissolved organic matter; PAR photosynthetically ava
adiation; ADCP acoustic Doppler current profiler; UVP Underwater Vision Profiler. NA – not available. 1
Introduction Vertical plankton nets geared with a plankton imager, hori-
zontal net trawls, benthic trawls, and Ursnel box corers were
also deployed at each FULL station. Note that the number
of variables measured on seawater samples was significantly
larger at FULL stations, where three rosette casts were nec-
essary to cover the demand in water volume, compared with
one rosette at BASIC stations. At least one FULL station
was sampled in each of the three major domains covered
by each transect, namely open waters, the MIZ, and the ice-
covered area. During Leg 1B, a larger emphasis was placed
on collecting ice cores for analyses and measurements of
light propagation through the ice and snow. FULL stations
sampled in the ice-covered domain did not include trawling
operations. Our sampling strategy allowed successive crossings of
different PSB stages: the early-bloom stage at the west-
ern end of transects covered in sea ice, late- to post-bloom
stages at the eastern end of transects in open waters, and
full-bloom stage in the middle of transects around the ice
edge (see Randelhoff et al., 2019). Between the stations, https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4611 e 1. Cruise maps showing (a) the seven transects and all stations with shape distinction between station type (FULL, BASIC, NUT,
TD, see Table 1 for description). Coloured lines indicate the position of the ice edge (sea-ice concentration at 80 %) on each transect
date of sampling; ice cover persisted on the western side of Baffin Bay, while the eastern side cleared earlier. The starting date of
ransect sampling is as follows: 9 June (100), 14 June (200), 17 June (300), 24 June (400), 29 June (500), 3 July (600), and 7 July
(b) Tracks of the four BGC-Argo floats deployed during the Green Edge cruise over their first 101 d of life, and the journey of the two
UM gliders (blue and orange). The dashed line represents the ship track along the seven transects. Figure 1. Cruise maps showing (a) the seven transects and all stations with shape distinction between station type (FULL, BASIC, NUT,
and CTD, see Table 1 for description). Coloured lines indicate the position of the ice edge (sea-ice concentration at 80 %) on each transect
at the date of sampling; ice cover persisted on the western side of Baffin Bay, while the eastern side cleared earlier. The starting date of
each transect sampling is as follows: 9 June (100), 14 June (200), 17 June (300), 24 June (400), 29 June (500), 3 July (600), and 7 July
(700). (b) Tracks of the four BGC-Argo floats deployed during the Green Edge cruise over their first 101 d of life, and the journey of the two
SLOCUM gliders (blue and orange). The dashed line represents the ship track along the seven transects. http://www.obs-vlfr.fr/proof/ftpfree/greenedge/db/DATA/
FLOATS/ (last access: 3 October 2022). show a good agreement for the data. Gliders travel follow-
ing a programmed sawtooth pattern, joining pre-defined way-
points. Data and instructions were transmitted both ways via
iridium when the glider surfaced. Figure 3 shows an example
of the level of detail provided by the gliders when travelling
through complex water structures. Representing chlorophyll
fluorescence measured over a three-week journey covering
almost 500 km, the data show that the glider(s) did travel
through both surface blooms and a subsurface chlorophyll
maximum between 20–50 m. The data presented in Fig. 3
represents 693 000 chlorophyll fluorescence measurements. Earth Syst. Sci. Data, 14, 4607–4642, 2022 yant et al.: Investigating the marginal ice zone processes during late spring and early summer Parameter
Sensor
Unit
Serial #
Calibration
# Casts
Temperature
Sea-Bird Electronics SBE 3plus
ITS-90 ◦C
03P4318
12/2015
203
Conductivity
Sea-Bird Electronics SBE 4
mS cm−1
42696
12/2015
203
Pressure
Paroscientific Digiquartz®
db
679
01/2016
203
Oxygen concentration
Sea-Bird Electronics SBE 43
mL L−1
430427
12/2015
203
CDOM fluorescence
WetLabs ECO CDOM
mg m−3
2344
01/2016
203
Chlorophyll fluorescence
Seapoint SCF
µg L−1
3120
01/2016
203
Light attenuation
WetLabs C-Star
%
CST671DR
01/2016
87
Distance to bottom
Benthos PSA-916
m
1065
02/2016
203
PAR/Irradiance
Biospherical Instr. QCP-2300
µEm−2 s−1
4664
01/2014
203
Nitrate concentration
Satlantic MBARI-ISUS
µM
132
05/2016
104
Current speed and direction
RDI-WHM300 L-ADCP
NA
03/2016
203
Particle concentration
Hydroptic UVP5
NA
NA
203 sion of BGC-Argo floats that was deployed, the so-called
PRO-ICE, is commercialized by NKE Electronics (France). These floats carry a typical biogeochemical payload (Sea-
Bird 41 ARGO CTD, Aanderaa optode 4330 Oxygen sen-
sor, Sea-Bird™OCR-504 PAR (photosynthetic available ra-
diation) and downwelling radiance sensor (380, 412 and
490 nm), Sea-Bird ECO-FLBBCD fluorescence chlorophyll-
a, coloured dissolved organic matter (CDOM), and backscat-
tering sensor and Sea-Bird SUNA nitrate sensor). They also
include a 2 way-directional Iridium communication Rudics
for data transmission and a sea-ice detection system to pro-
tect the float from hitting sea ice on ascent (Le Traon et al.,
2020; André et al., 2020). The 2016 data are available on the
following website: the ship track water monitoring system (TSG SBE45 from
Sea-Bird, WETStar fluorometer from WetLabs, LiCOR non-
dispersive infra-red spectrometer (model Li-7000), Campbell
Scientific CR1000 data logger) recorded temperature, salin-
ity, chlorophyll a fluorescence, and pCO2 at 7 m depth con-
tinuously when navigating outside the ice pack. A moving
vessel profiler (MVP300-1700, AML Oceanographic, Victo-
ria BC, Canada), equipped with a micro CTD (AML), a Wet-
Labs C-Star transmissometer, and a WetLabs Eco-FLRTD
fluorometer, was deployed in open waters. To significantly extend the monitoring of the PSB be-
yond the duration and space covered by the cruise, we de-
ployed four BGC-Argo (Bio-Geo-Chemical-Argo) floats on
9 July. They collected data until late fall (Fig. 1b), per-
forming a 0–1000 m profile each day. The ice-specific ver- https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer These constitute robust results towards the validation of the Two SLOCUM G2 gliders (Teledyne Marine Inc.) were
deployed during the cruise from the ship’s zodiac, either to
revisit transects or in areas that were not visited by the CCGS
Amundsen (Fig. 1b). They both carried a similar scientific
payload and communication system as the BGC-Argo floats,
rendering the possibility of inter-calibration (Fig. 2). Glid-
ers were primarily used in the MIZ, where a 90 m icebreaker
would disturb the fragile hydrological structure of shallow
under-ice water masses. Gliders were deliberately directed
through the same area as the BGC-Argo floats to compare
CTD and optical data from both platforms. Results in Fig. 2 Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 4612 Figure 2. Comparison between salinity (psu, a), temperature (◦C, a), chlorophyll fluorescence (relative units, b), and backscattering at
700 nm (bbp(700), m−1, c); data from the qala2 glider and the takapm005b BioArgo float at their closest common position (Fig. 1b). Figure 2. Comparison between salinity (psu, a), temperature (◦C, a), chlorophyll fluorescence (relative units, b), and backscattering at
700 nm (bbp(700), m−1, c); data from the qala2 glider and the takapm005b BioArgo float at their closest common position (Fig. 1b). ing from 001, throughout the entire cruise. As a result, any
given operation received a unique code, which could be used
thereafter to merge all the data acquired during that opera-
tion. use of multiple measurement platforms to investigate com-
plex systems. A schematic synopsis of all operations carried out during
the campaign can be found in Fig. 4a. The use of multiple
analysis platforms allowed the measurement of more than
150 parameters during the Green Edge cruise (Table 3); to-
gether, they accurately describe the complexity of the MIZ
trophic systems (Fig. 4b) and most of the stocks and pro-
cesses involved in the development of the PSB. Different control procedures were adopted to ensure the
quality of the data. First, the raw data were screened to iden-
tify and, where possible, eliminate errors originating from the
measurement devices, including sensor (systematic or ran-
dom) errors inherent to measurement procedures and meth-
ods. Instrumental pre- and post-calibration corrections were
applied when necessary. Statistical summaries such as aver-
age, standard deviation, and range were computed to detect
and remove anomalous values in the data. Then, data were
checked for duplicates and remaining outliers. 3
Time-for-space formatting and data quality control One of the challenging tasks when assembling data from a
large group of researchers is to adopt a common frame for
spatial and temporal tagging of samples. Geographic posi-
tions require a lot of attention and conversion of latitude and
longitude into one format (we used decimal degrees east) to
ensure data that can be easily merged. The concomitant use
of local time and Coordinated Universal Time (UTC) dur-
ing the cruise also presented a challenge. For the Green Edge
cruise, an operation logbook was created to keep track of all
operations conducted on the ship in sequential order during
each day (local time). Each operation was associated with a
unique operation ID to which all other data could be refer-
enced. The use of ordinal date (number of days since Jan-
uary first) was used to avoid confusion between European
and American date writing conventions. Each cast within a
given operation type (CTD/RO for Rosette, AOP for appar-
ent optical properties, etc.) was numbered sequentially, start- F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Once raw
measurements were cleaned, data were structured and gath-
ered into single, comma-separated value (CSV) files. Each of
these files was constructed to gather variables of the same na-
ture (e.g., nutrients). In each file, a minimum number of vari-
ables (columns) was always included to make dataset merg-
ing easier and accurate (Table 4). F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4613 Figure 3. Chlorophyll fluorescence measured by the Glider qala2 during its 23 d journey (Fig. 1b). Figure 3. Chlorophyll fluorescence measured by the Glider qala2 during its 23 d journey (Fig. 1b). Figure 3. Chlorophyll fluorescence measured by the Glider qala2 during its 23 d journey (Fig. 1b). Ice cover history was compiled and expressed as open
water days (OWD) before sampling day (Fig. 7), calcu-
lated from the difference (in day number) between the
date of sampling and the date at which the sea-ice con-
centration reached 10 (panel A), 50 (panel B), and 80 %
(panel C) in the geographical location under study. Ice
concentration data were obtained from the Advanced Mi-
crowave Scanning Radiometer 2 (AMSR2) sea-ice concen-
tration data on the 3.125 km grid (Spreen et al., 2008), down-
loaded from http://www.iup.uni-bremen.de:8084/amsr2data/
asi_daygrid_swath/n3125/ (last access: 18 September 2020)
(see Randelhoff et al., 2019 for details on the calculations). In
Fig. 7, yellow and pale green colours on the Greenland side
indicate a positive value between 20 and 40 OWD, which re-
flects how long the open-water conditions had prevailed at
those stations at the time of sampling. To the east, closer to
the Canadian side, the colder colours and negative values in-
dicate the presence of sea ice. Open water days is a useful
metric or index and can be computed using different sea-ice
cover (SIC) thresholds, depending on the goal. For example, A meteorological tower was also installed on the foredeck
of the ship to measure additional variables (instantaneous
wind speed and direction, air temperature and relative hu-
midity, atmospheric partial pressure, and vertical fluxes of
CO2. Averaged wind speeds and directions over the entire
Baffin Bay were retrieved from the Remote Sensing Sys-
tems website (http://www.remss.com/measurements/ccmp/,
last access: 25 April 2021) and were computed according
to the cross-calibrated multi-platform (CCMP) wind vector
analysis product (V2.0, Atlas et al., 2011) (see one example
of a pattern calculated over the months of June and July in
Fig. 5). A major change in wind patterns happened between
June (light 1–2 m s−1 southward winds) and July (4–5 m s−1
northward winds), which impacted sea ice movements. Fig-
ure 6 shows sea-ice cover over four periods covering the total
sampling time of the cruise (https://nsidc.org/data/g02186,
last access: 26 February 2021; NSIDC (U.S. National Ice
Center and National Snow and Ice Data Center, 2010)). 4.1
Meteorological, navigational, and ice coverage data Along the ship track, an automated Voluntary Observing
Ship (AVOS) system recorded all data related to naviga-
tion, including the position of the vessel and basic atmo-
spheric meteorological data (including barometric pressure). https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer The
north–south general orientation of the ice edge is visible,
along with, over time, the westward progression of the MIZ. https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer yant et al.: Investigating the marginal ice zone processes during late spring and early summer 4614 14
F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summe
ure 4. (a) Representation of all operations carried out during the Green Edge campaign. (b) Schematic representation of all stock
bbles) and fluxes (arrows) measured during the Green Edge cruise as part of the MIZ trophic system. Measured and calculated variable
represented in red. Figure 4. (a) Representation of all operations carried out during the Green Edge campaign. (b) Schematic representation of all stocks
(bubbles) and fluxes (arrows) measured during the Green Edge cruise as part of the MIZ trophic system. Measured and calculated variables
are represented in red. in Randelhoff et al. (2019), the SIC value used for hydrolog-
ical interpretation was 10 % (as in Fig. 7, top panel). How-
ever, a biologist might want to consider a SIC of 80 % (Fig. 7,
bottom panel) when looking for the onset of phytoplankton
growth, as only 20 % of open water surface already dramati-
cally increases the amount of light available. During sea-ice sampling operations, snow depth, ice thick-
ness, and freeboard were measured at each ice-coring site. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 https://doi.org/10.5194/essd-14-4607-2022 4615 Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer
46
ble 3. List of all the variables sampled during the Green Edge cruise. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
15N-Nitrate assimilation
15N spiking – in-
cubation – mass-
spectrometry
Rosette Deck
incubations
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Tremblay J.É. 15N-Nitrate primary pro-
duction (13C)
15N spiking – in-
cubation – mass-
spectrometry
Rosette Deck
incubations
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Tremblay J.É. 15N-Urea assimilation
15N spiking – in-
cubation – mass-
spectrometry
Rosette Deck
incubations
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Above-water reflectance
(Rrs(0+))
C-OPS
Biospherical
Instr. Profile mode
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Above-water reflectance
(Rrs(0+))
Radiometer (Satlantic
HyperSAS)
Above-water
sensor
https://www.seanoe.org/
data/00752/86417/
Remote
Sensing
Re-
flectance (Rrs) measured
by the HyperSas
Belanger S. Absorption (non-algal
particles)
Spectrophotometer
(filters)
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Particulate absorption
Bricaud
A./Sciandra
A./Matsuoka
A. Absorption (particulate
matter)
Spectrophotometer
(filters)
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Particulate absorption
Bricaud
A./Sciandra
A./Matsuoka
A. Absorption coefficient
(total)
HOBI Labs a-Sphere
In-water
profiler
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
IOP/
GreenEdge_hydroscat_
Asphere
Belanger S. Acoustic determination
of fish presence
Echosounder
Continuous on
way
https://www.polardata. ca/pdcsearch/?doi_id=
12841
Multiple files available. Data search required
Fortier L. Air relative humidity
Humidity sensor
Meteorological
tower
https://www.seanoe.org/
data/00752/86417/
Meteorological Tower
data
Else B./Burgers
T. Air temperature
Temperature probe
Meteorological
tower
https://www.seanoe.org/
data/00752/86417/
Meteorological Tower
data
Else B./Burgers
T. Alkalinity total (TA)
Potentiometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Bottle salinity, DIC con-
centration and Delta 18O
Else B./
Miller L. Ammonium (assimila-
tion)
Isotopic dilution 15N
Rosette deck
incubations
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Ammonium (regenera-
tion)
Isotopic dilution 15N
Rosette deck
incubations
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Ammonium concentra-
tion
Fluorescence
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Water column nutrient
concentrations
Tremblay J.É. Backscattering coeffi-
cient
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. Backscattering coeffi-
cient (6 wavelengths)
Hydroscat-6
In-water
profiler
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
IOP/
GreenEdge_hydroscat_
Asphere
Belanger S. Table 3. List of all the variables sampled during the Green Edge cruise. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4616 . Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Bacterial abundance
Flow cytometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic eu-
karyotes and prokaryotes
concentration (flow cy-
tometry)
Vaulot D. Bacteria infected by
virus
Electron microscopy
Rosette water
sample
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
EM/
Direct
Joux F. Bacterial diversity
16S rRNA Illumina
sequencing
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Bacterial production and
respiration
Joux F. Bacterial production
Leucine-3H incor-
poration
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
bacterial production and
respiration
Joux F. Bacterial respiration
(whole community)
O2 consumption –
Winkler – incubations
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
bacterial production and
respiration
Joux F. Bacterial salinity- and
light-induced biomark-
ers
GC/MS
Rosette water
sample
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
Bact_Viab/
Direct
Rontani
J.-
F./Amiraux
R./Burot C. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Bacterial viability
Incubation
Rosette water
sample
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
Bact_Viab/
Direct
Rontani
J.-
F./Amiraux
R./Burot C. Bathymetry
Kongsberg EM302
multi-beam
echosounder
Continuous
horizontal
https://geoapp.bibl. ulaval.ca/Home/Index
Search
Lajeunesse
P./Joyal
G./Brouard
E. Benthic ammonium flux
Incubations – col-
orimetry
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Benthic carbon content
CN analyzer
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Benthic macrofauna
abundance
Microscopy
Box corer
https://www.seanoe.org/
data/00752/86417/
Abundance and weight
of benthic organisms
Archambault
P. Benthic macrofauna
biomass
Wet weight
Box corer
https://www.seanoe.org/
data/00752/86417/
Abundance and weight
of benthic organisms
Archambault
P. Benthic Macrofauna di-
versity
Microscopy
Box corer
https://www.seanoe.org/
data/00752/86417/
Abundance and weight
of benthic organisms
Archambault
P. Benthic nitrate flux
Incubations – col-
orimetry – autoana-
lyzer
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Benthic nitrite flux
Incubations – col-
orimetry – autoana-
lyzer
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Benthic nitrogen content
CN analyser
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Benthic phosphate flux
Incubations – col-
orimetry – autoana-
lyzer
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Benthic silicic acid flux
Incubations – col-
orimetry – autoana-
lyzer
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Chlorophyll a and
Phaeopigments concen-
tration
Fluorimetry
Sea ice core
https://www.seanoe.org/
data/00752/86417/
Chlorophyll and
Phaeopigment con-
centration (fluorescence
technique)
Bruyant
F./Babin M. Table 3. Continued. https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 4617 e 3. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Chlorophyll a and
phaeopigments concen-
tration
Fluorimetry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Chlorophyll and
phaeopigment concen-
tration (fluorescence
technique)
Bruyant F./
Babin M. Chlorophyll a and
Phaeopigments concen-
tration (benthic)
Fluorometric analysis
Box corer
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
SEDIMENT_BC/
GE_Amundsen_Sediment_
BoxCore.csv
Archambault
P. Chlorophyll a and
Phaeopigments concen-
tration (benthic)
Fluorometric analysis
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment
incubations
data
Morata N. Chlorophyll a fluores-
cence
Seapoint fluorometer
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot P./
Gombault C. Chlorophyll a fluores-
cence
Fluorescence (Wet-
labs)
In-water
profiler
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
IOP/
GreenEdge_AMundsen_
CTD_IOPs
Belanger S. Chlorophyll a fluores-
cence
Fluorometer
Continuous
horizontal
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot P./
Gombault C. Chlorophyll a fluores-
cence
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Chlorophyll a fluores-
cence
Wetlabs FLRTD
Moving Vessel
Profiler
https://www.seanoe.org/
data/00752/86417/
Moving vessel profiler
data
Morisset S./
Gombault C. Chlorophyll a concen-
tration
Fluorometer
Drifting
sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Chromophoric dis-
solved organic matter
absorption
Ultrapath
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Colored Dis-
olved
Organic
Matter
(CDOM) absorption data
Matsuoka A. Chromophoric dis-
solved organic matter
fluorescence
Fluorescence (Wet-
labs)
In-water
profiler
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
IOP/
GreenEdge_AMundsen_
CTD_IOPs
Belanger S. Chromophoric dis-
solved organic matte
fluorescence
Fluorescence (Wet-
labs, rosette)
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot P./
Gombault C. Chromophoric dis-
solved organic matter
fluorescence
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. CO2 partial pressure
(pCO2)
Licor
Continuous
horizontal
https://www.seanoe.org/
data/00752/86417/
Continuous pCO2 and
salinity
Else B./
Burgers T. Conductivity, tem-
perature, and
depth (CTD)
Seabird (IOP optical
frame)
In-water
profiler
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
IOP/
GreenEdge_AMundsen_
CTD_IOPs
Belanger S. Conductivity, tem-
perature, and depth
(CTD)
Seabird (rosette)
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot P./
Gombault C. Table 3. Continued. Table 3. Continued. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 4618 Table 3. Continued. Table 3. Continued. ble 3. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Conductivity, tem-
perature, and depth
(CTD)
Seabird
Continuous
horizontal
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot P./
Gombault C. Conductivity, tem-
perature, and depth
(CTD)
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. Conductivity, tem-
perature, and depth
(CTD)
AML micro CTD
Moving Vessel
Profiler
https://www.seanoe.org/
data/00752/86417/
Moving vessel profiler
data
Morisset S./
Gombault C. Cryptophytes (abun-
dance)
Flow cytometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic eu-
karyotes and prokaryotes
concentration (flow cy-
tometry)
Vaulot D. Current speed and direc-
tion
ADCP (150 kHz)
Continuous
horizontal
https://www.seanoe.org/
data/00752/86417/
Acoustic Doppler Cur-
rent Profiler (ADCP)
Guillot P./
Gombault C. Current speed and direc-
tion
ADCP (LADCP)
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
Acoustic Doppler Cur-
rent Profiler (ADCP)
Guillot P./
Gombault C. Delta 18O – water
Mass spectrometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Bottle salinity, DIC con-
centration and Delta 18O
Else B./
Mucci A. Demersal fish diversity
Beam trawl
Fish trawl
https://www.seanoe.org/
data/00752/86417/
Demersal fish abundance
and sizes (Beam trawl
sampling)
Fortier L. Diacids (aerosol)
HPAEC-PAD
Atmosphere
http://www.obs-vlfr.fr/
proof/ftpv/greenedge/db/
DATA/AMUNDSEN/
AEROSOLS/
Direct
Panagiotopoulos
C./Sempere
R. Diatom (abun-
dance)
Microscopy
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Taxonomy data Diatoms
abundance inverted mi-
croscope
Lafond A. Diatom frustules (abun-
dance)
Ludox/colloidal silica
extraction
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata N. Diatoms (bacilliaro-
phyta) abundance
Inverted microscopy
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Taxonomy data Diatoms
abundance inverted mi-
croscope
Leblanc K./
Quéguiner
B./ Cornet V. Diatoms (bacilliaro-
phyta) taxonomy
Inverted microscopy
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Taxonomy data Diatoms
abundance inverted mi-
croscope
Leblanc K./
Quéguiner
B./ Cornet V. Diffuse attenuation coef-
ficient (Kd)
C-OPS
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Dimethyl sulfide (DMS)
Gas chromatography-
mass spectrometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
DMS and DMSP con-
centration
Masse G./
Galí M. Dimethyl sulfide (sea-air
flux)
Gas chromatography-
mass spectrometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
DMS and DMSP con-
centration
Masse G./
Galí M. Dimethylsulfopropionate
(DMSP)
Gas chromatography-
mass spectrometry
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
DMS and DMSP con-
centration
Masse G./
Galí M./
Lizotte M./
Hussherr R. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4619 Table 3. Continued. Table 3. Continued. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Dissolved inorganic
carbon (DIC)
Coulometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Bottle salinity, DIC con-
centration and Delta 18O
Else B./
Miller L. Dissolved organic car-
bon (DOC)
Wet oxidation
Rosette deck
incubations
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. Dissolved organic ni-
trogen
Wet oxidation
Rosette
deck
incubations
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. Dissolved organic ni-
trogen (release)
Isotopic procedure
Rosette
deck
incubations
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Dissolved oxygen con-
centration
Seabird 43
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot P./
Gombault
C. Dissolved oxygen con-
centration
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. Downward longwave ra-
diation
Pyrgeometer
Atmosphere
https://www.seanoe.org/
data/00752/86417/
Downwelling
radiation
(pyrgeometer)
Else B./
Burgers T. Downward shortwave ra-
diation
Pyranometer
Atmosphere
https://www.seanoe.org/
data/00752/86417/
Downwelling
radiation
(pyrgeometer)
Else B./
Burgers T. Downwelling irradiance
(Ed(z))
C-OPS
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Downwelling irradi-
ance above the surface
(Ed(0+))
Radiometer (Satlantic
HyperSAS)
Above-water
sensor
https://www.seanoe.org/
data/00752/86417/
Remote Sensing Re-
flectance (Rrs) measured
by the HyperSas
Belanger S. Downwelling irradi-
ance above the surface
(Ed(0+))
SBDART
Surface mode
http://www.obs-vlfr.fr/
proof/ftpfree/greenedge/
db/DATA/SBDART/
AM2016/
AM2016_SBDART_
AllCasts.zip
Babin M./
Galí M. Downwelling irradi-
ance above the surface
(Ed(0+))
C-OPS
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Downwelling
radiance
(Ed(z))
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. Epibenthic fauna abun-
dance
Microscopy
Agassiz trawl
https://www.seanoe.org/
data/00752/86417/
Benthic organisms’ iden-
tification and abundance
Archambault
P. Epibenthic fauna
biomass
Wet weight
Agassiz trawl
https://www.seanoe.org/
data/00752/86417/
Benthic organisms’ iden-
tification and abundance
Archambault
P. Epibenthic fauna
diversity
Microscopy
Agassiz trawl
https://www.seanoe.org/
data/00752/86417/
Benthic organisms’ iden-
tification and abundance
Archambault
P. Eukaryotic diversity
Metabarcoding
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Fish abundance (midwa-
ter)
IKMT trawl
Fish trawl
https://www.seanoe.org/
data/00752/86417/
Pelagic fish abundance
and sizes (IKMT sam-
pling)
Fortier L. Lipid biomarkers con-
centrations
GC/MS
Collected
organisms
(bird)
https://www.seanoe.org/
data/00752/86417/
Lipid biomarkers in ben-
thic and sediment fauna
Mosbech
A./Fort J. https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4620 Table 3. Continued. Table 3. Continued. 3. Continued. Earth Syst. Sci. Data, 14, 4607–4642, 2022 Table 3. Continued. Variable
Method
Sampling
Method
Access To Dataset
Name Of File
PI
Microturbulence
SCAMP profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/SCAMP/
Vladoiu A./
Dumont D. Nanoeukaryotes (abun-
dance)
Flow cytometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic
eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Nitrate (NO−
3 ) assimila-
tion
Isotopic dilution 15N
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Nitrate concentration
(NO−
3 )
Colorimetry/
AutoAnalyzer
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Water column nutrient
concentrations
Tremblay J. E. Nitrate concentration
(NO−
3 )
Colorimetry/
AutoAnalyzer
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary production incu-
bations experiments
Garcia N. Nitrate concentration
(NO−
3 )
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
multiple
Babin M. Nitrate concentration
(NO3)
MBARI-ISUS Sat-
lantic
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot
P./Gombault
C. Nitrification
15N labeling
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Nitrite concentration
(NO−
2 )
Colorimetry/
AutoAnalyzer
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Water column nutrient
concentrations
Tremblay J. E. Nitrite concentration
(NO−
2 )
Colorimetry/
AutoAnalyzer
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary production incu-
bations experiments
Garcia N. Open water days
AMSR
Satellite
https://www.seanoe.org/
data/00752/86417/
Days of Open Water
(DOW)
Massicotte
P./Ferland J. Orthosilicic acid (uptake
rate)
32Si absorption
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Silicate uptake rate
Leynaert A./
Quéguiner
B./ Gallinari
M. Orthosilicic acid con-
centration (Si(OH)4)
Colorimetry/
AutoAnalyzer
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Water column nutrient
concentrations
Tremblay
J.É. Orthosilicic acid con-
centration (Si(OH)4)
Colorimetry/
AutoAnalyzer
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary production incu-
bations experiments
Garcia N. Orthosilicic acid con-
centration Si(OH)4
Technicon
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Silicate absorption kinet-
ics experiments
Leynaert
A./Moriceau
B./ Gallinari
M. Orthosilicic acid
Si(OH)4 – uptake
kinetics
32Si absorption – in-
cubation
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Silicate absorption kinet-
ics experiments
Leynaert A./
Quéguiner
B./ Gallinari
M. Particle size distribu-
tion
UVP-5
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
Underwater Vision Pro-
filer (UVP) Particles
Picheral M. Particulate mass
Dry weight
Drifting sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Particulate Nitrogen
content
CHN
Drifting sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4621 Table 3. Continued. 3. Table 3. Continued. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Particulate organic car-
bon (POC)
CHN
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Dry weight, Particulate
Carbon
and
Nitrogen
(CHN)
Bruyant
F./Lariviere
J./Babin M. Particulate organic car-
bon (POC)
High combustion
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. Particulate organic car-
bon (POC)
CHN
Drifting sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Particulate organic ni-
trogen (PON)
CHN
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Dry weight, Particulate
Carbon
and
Nitrogen
(CHN)
Bruyant
F./Lariviere
J./Babin M. Particulate organic ni-
trogen (PON)
High combustion
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. PDMPO uptake
Spectrophotometry/
spectrofluorometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Silicification of Diatoms
Leblanc
K./Quéguiner
B./
Cornet
V. Phosphate concentration
(PO3−
4 )
Colorimetry/
AutoAnalyzer
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Water column nutrient
concentrations
Tremblay
J.É. Phosphate concentration
(PO3−
4 )
Colorimetry/
AutoAnalyzer
Deck incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary production incu-
bations experiments
Garcia N. Photo eukaryotes (mor-
phology)
Scanning electron
microscopy
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic
eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Photo eukaryotes sorted
(Morphology)
Scanning electron mi-
croscopy
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic
eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Photosynthetically avail-
able radiation (PAR)
Biospherical
Instru-
ment QCP-2300
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot
P./Gombault
C. Photosynthetically avail-
able radiation (PAR)
C-OPS
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Photosynthetically avail-
able radiation (PAR)
SBDART
Surface mode
http://www.obs-vlfr.fr/
proof/ftpfree/greenedge/
db/DATA/SBDART/
AM2016/
AM2016_SBDART_
AllCasts.zip
Babin M./
Galí M. Photosynthetic Available
Radiation (PAR)
Radiometer
Atmosphere
https://www.seanoe.org/
data/00752/86417/
Downwelling
radiation
(pyrgeometer)
Else B./
Burgers T. Photosynthetically avail-
able radiation (PAR)
BGC-Argo profiler
In-water
profiler
http://www.obs-vlfr. fr/proof/php/
GREENEDGE/
greenedge_autonomous. php
Multiple
Babin M. Photosynthetic parame-
ters
14C P vs. E curve
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Photosynthetic parame-
ters
Lewis K. Phytoplankton (taxon-
omy)
Inverted microscopy
Rosette water
sample
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/
TAXONOMIE/
Phytoplankton
taxon-
omy (microscopy)
Babin M. Phytoplankton (micro-)
taxonomy
Microscopy
Drifting sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Earth Syst. Sci. Data, 14, 4607–4642, 2022 4622 e 3. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Phytoplankton (taxon-
omy)
Imaging FlowCytobot
Sea-ice core
http://www.obs-vlfr. Table 3. Continued. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/IFCB/
Multiple
Bruyant
F./Grondin
P.L./Babin
M. Phytoplankton (taxon-
omy)
Imaging FlowCytobot
Rosette
water
sample
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/IFCB/
Multiple
Bruyant
F./Grondin
P.L./Babin
M. Phytoplankton cultures
Sorted by flow cytom-
etry,
serial
dilution,
single cell pipetting
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic
eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Picoeukaryotes (abun-
dance)
Flow cytometry
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic
eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Pigments concentration
HPLC
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
phytoplankton pigments
concentration (HPLC)
Ras
J./Claustre
H./Dimier
C. Pigments concentration
HPLC
Sea-ice core
https://www.seanoe.org/
data/00752/86417/
phytoplankton pigments
concentration (HPLC)
Ras
J./Claustre
H./Dimier
C. Plankton taxonomy
UVP-5
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
Underwater Vision Pro-
filer (UVP) zooplankton
Picheral M. Primary production
13C labeling
Deck
incuba-
tions
https://www.seanoe.org/
data/00752/86417/
Primary Production in-
cubations experiments
Raimbault
P./Garcia N. Quantum efficiency of
PSII
(Fv/Fm)
(phyto-
plankton)
Benchtop
PAM
–
Phyto-PAM
Rosette
water
sample
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/PAM/
Direct
Joy-Warren
H. Sea-ice concentration
Satellite
Surface mode
https://www.seanoe.org/
data/00752/86417/
Sea ice history
Massicotte
P. Sediment grain size
Laser
Box corer
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/
SEDIMENT_BC/
GE_Amundsen_Sediment_
BoxCore.csv
Archambault
P. Sediment organic con-
tent
Lost by ignition
Box corer
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/
SEDIMENT_BC/
GE_Amundsen_Sediment_
BoxCore.csv
Archambault
P. Silica biogenic (BSi)
BSi extraction
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
Biogenic and Lithogenic
silica concentration
Leblanc K./
Quéguiner
B./
Ley-
naert
A./
Moriceau
B./
Legras
J./ Gallinari
M. Silica biogenic (BSi) dis-
solution rate
Dissolution in filtered
sea water
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
Biogenic and Lithogenic
silica concentration
Moriceau
B./ Gallinari
M. https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 4623 Table 3. Continued. Table 3. Continued. Table 3. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Wind speed
Wind monitor
Meteorological
tower
https://www.seanoe.org/
data/00752/86417/
Meteorological Tower
data
Else B./
Burgers T. Wind speed
Cross-calibrated
multi-platform
(CCMP)
Atmosphere
http://www.obs-vlfr.fr/
proof/ftpfree/greenedge/
/db/DATA/WIND/
DATA/
Direct
Massicotte P. Zooplankton (abun-
dance)
Multi-nets (hydro-
bios)
Plankton net
https://www.seanoe.org/
data/00752/86417/
Zooplankton abundance
and diversity
(vertical nets)
Fortier L. Zooplankton (abun-
dances)
Vertical plankton net
200 µm
Plankton net
https://www.seanoe.org/
data/00752/86417/
Zooplankton abundance
and diversity
(vertical nets)
Fortier L. Zooplankton (meso-)
(abundance)
Tucker net
Plankton net
https://www.seanoe.org/
data/00752/86417/
Ichthyoplancton vertical
nets sampling
Fortier L. Zooplankton (meso-)
(taxonomy)
Tucker net
Plankton net
https://www.seanoe.org/
data/00752/86417/
Ichthyoplancton vertical
nets sampling
Fortier L. Zooplankton (taxonomy)
Multi-nets (hydro-
bios)
Plankton net
https://www.seanoe.org/
data/00752/86417/
Zooplankton abundance
and diversity
(vertical nets)
Fortier L. Zooplankton (taxon-
omy)
Vertical plankton net
200 µm
Plankton net
https://www.seanoe.org/
data/00752/86417/
Zooplankton abundance
and diversity
(vertical nets)
Fortier L. Zooplankton (taxonomy)
Microscopy
Drifting sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Zooplankton fecal pel-
lets
Microscopy
Drifting sedi-
ment trap
https://www.seanoe.org/
data/00752/86417/
drifting traps data (25 m
depth)
Lalande C. Table 4. Name and description of variables systematically included in datasets (i.e., in each .csv file). Variable
Description
Mission
Mission identifier (“ice_camp_2016”, “Amundsen_2016”, .. .)
Date
Sampling date (UTC)
Latitude
Latitude of sampling location (degree north decimals)
Longitude
Longitude of sampling (degree east decimals)
Station
Station name (e.g., G206)
Operation code
GE_0008-1 (unique operation identifier)
PI
Name(s) of the principal investigator(s) responsible for the measured (calculated) variable Table 4. Name and description of variables systematically included in datasets (i.e., in each .csv file). Table 4. Name and description of variables systematically included in datasets (i.e., in each .csv file). Variable
Description
Mission
Mission identifier (“ice_camp_2016”, “Amundsen_2016”, .. .)
Date
Sampling date (UTC)
Latitude
Latitude of sampling location (degree north decimals)
Longitude
Longitude of sampling (degree east decimals)
Station
Station name (e.g., G206)
Operation code
GE_0008-1 (unique operation identifier)
PI
Name(s) of the principal investigator(s) responsible for the measured (calculated) variable Over the cruise, ice thickness varied between 32 and 108 cm,
while freeboard varied between 10 and −8 cm (top of the ice
under water). Several cores were retrieved at each site using
a 9 cm diameter Mark II ice corer (Kovacs Enterprises Inc.,
Roseburg, OR, USA). Each ice core was sliced into 10 cm
segments (from the bottom) after temperature was measured. Table 3. Continued. Salinity was assessed after thawing and filtration using a sali-
nometer (Guildline Autosal 8400B, Guildline Instruments
Ltd., Smith Falls, ON, Canada). Snow density and granulom-
etry were assessed opportunistically (Eicken et al., 2009). ployed, oscillating between 0 and 300 m depth while towed
at an average speed of 12 knots, rendering a very high spatial
resolution (Fig. 8, bottom row, one profile every 2 km). Data
obtained with the MVP matched the patterns observed from
the rosette data acquired on sampling stations (Fig. 8, mid-
dle row). Profiles of conductivity, temperature, and pressure
were collected using a Sea-Bird SBE 911plus CTD system
rigged on the rosette. The data were post-processed accord-
ing to the standard procedures recommended by the manu-
facturer and averaged over 0.2 m vertical bins. While there
was a sharp transition in SIC at the ice edge along transect
300, the change in SIC was less steep in the more extensive
MIZ of transect 500 (top row in Fig. 8). Nonetheless, both
transects show similar patterns, with 100 % SIC and colder Table 3. Continued. Variable
Method
Sampling
method
Access to dataset
Name of file
PI
Silica biogenic concen-
tration
BSi extraction
Box corer
https://www.seanoe.org/
data/00752/86417/
Sediment incubations
data
Morata
N./Gallinari
M. Silica lithogenic (LSi)
LSi extraction
Rosette
water
sample
https://www.seanoe.org/
data/00752/86417/
Biogenic and Lithogenic
silica concentration
Leblanc
K./Quéguiner
B./Leynaert
A./Moriceau
B./Legras
J./Gallinari
M. Sub-bottom profiles
Knudsen
320
sub-
bottom echosounder
Continuous
horizontal
https://geoapp.bibl. ulaval.ca/Home/Index
Search
Lajeunesse
P./Joyal
G./Brouard
E. Sugars (aerosol)
HPAEC-PAD
Atmosphere
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/
AEROSOLS/
Direct
Panagiotopoulos
C./Sempere
R. Suspended particulate
material (SPM)
Particle dry weight
(gravimetry)
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
Dry weight, Particulate
Carbon
and
Nitrogen
(CHN)
Bruyant
F./Lariviere
J./Babin M. Synechococcus (abun-
dance)
Flow cytometry
Rosette water
sample
https://www.seanoe.org/
data/00752/86417/
photosynthetic and
non-photosynthetic
eu-
karyotes and prokaryotes
concentration (flow
cytometry)
Vaulot D. Total organic carbon
(TOC)
Wet oxidation
Rosette Deck
incubations
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. Total organic nitrogen
(TON)
Wet oxidation
Rosette Deck
incubations
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. Total organic phospho-
rus (TOP)
Wet oxidation
Rosette Deck
incubations
https://www.seanoe.org/
data/00752/86417/
Dissolved Inorganic and
Organic matter concen-
trations
Raimbault
P./Garcia N. Transmittance (of light
in water)
CST Wetlabs
Moving Vessel
Profiler
https://www.seanoe.org/
data/00752/86417/
Moving vessel profiler
data
Morisset
S./Gombault
C. Transmittance (of light
in water)
C-Star
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
CTD data 2.0 m resolu-
tion with fluorescence
Guillot
P./Gombault
C. Upwelling irradiance
(Eu(z))
C-OPS
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Upwelling radiance (Lu)
C-OPS
In-water
profiler
https://www.seanoe.org/
data/00752/86417/
C-OPS data
Belanger S. Variable fluorescence
and rapid light curves
parameters (phytoplank-
ton)
Benchtop PAM
Rosette water
sample
http://www.obs-vlfr. fr/proof/ftpfree/
greenedge/db/DATA/
AMUNDSEN/PAM/
direct
Joy-Warren
H. Weather and navigation
Onboard
AVOS
https://www.seanoe.org/
data/00752/86417/
Automated Volunteer
Observing Ship (AVOS)
weather data
Morisset
S./Gombault
C. Wind direction
Wind monitor
Meteorological
tower
https://www.seanoe.org/
data/00752/86417/
Meteorological tower
data
Else
B./Burgers
T Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4624 4.3
Chemistry 4.3
Chemistry Partial pressure of CO2 (pCO2) was measured continuously
(every 2 min) using a Li-7000 CO2 analyzer (LICOR, Lin-
coln NE, USA) coupled to a General Oceanics underway sys-
tem model 8050 (General Oceanics, Miami FL, USA) con-
nected to the ship-track water monitoring system. At each
FULL, BASIC, and NUT station, discrete samples were col-
lected using the Niskin bottles at 10 or more depths for sea-
water analysis (see Table 3 for the complete list). To com-
plement the pCO2 data from the underway system and to
provide full profiles of the seawater CO2 system, total alka-
linity and dissolved inorganic carbon (DIC) concentrations
were determined on discrete samples according to Dickson
et al. (2007). Concentrations of the major macronutrients
(nitrate, phosphate, and orthosilicic acid) were determined
with a segmented flow AutoAnalyzer model 3 (Seal Analyt-
ical, Germany) using standard colorimetric methods adapted
from Grasshoff et al. (1999). Nitrate concentration in the wa-
ter column was also determined during each CTD cast using
an in situ ultraviolet spectrophotometer (ISUS, Satlantic Inc.,
Halifax NS, Canada) mounted on the rosette. Concentrations
varied between 0 and non-limiting concentrations over the
entire cruise, with concentrations gradually increasing from
the surface to the bottom. Surface waters showed higher con-
centrations of macronutrients in the western half of the tran-
sects than in the eastern half of the transects, indicating that
surface water nutrients had been used by the developing PSB. The organic elemental composition of total and dissolved
matter (nitrogen, carbon, and phosphorus) was measured on
water samples taken from the Niskin bottles. Samples were
immediately poisoned with sulfuric acid and brought back
to the lab for analysis using wet oxidation, as described by
Raimbault et al. (1999). Subtracting signals obtained for fil-
tered samples (dissolved matter) from non-filtered samples
(total matter) rendered calculated values for particulate or-
ganic matter. Particulate organic carbon and nitrogen were
also analyzed on filtered samples (Whatman™glass fiber
GF/F, GE Healthcare, USA) using high-temperature oxida-
tion combined with gas chromatography. Figure 5. Average wind direction and speed (arrow length and
colour) over Baffin Bay in June 2016 (a) and July 2016 (b); CCMP
wind vector analysis product (V2.0, Atlas et al., 2011). 4.3
Chemistry (below −1 ◦C) and fresher (salinity below 33.5 g kg−1) wa-
ters close to the surface on the western side, and 0 % SIC and
saltier (above 33.6 g kg−1) and warmer (above 0 ◦C) waters
within the first 50 m on the eastern side. These observations
were consistent with the northward inflow of Atlantic-origin
waters along the Greenland shelf break and the southward
outflow of Arctic/Pacific-origin waters along the Baffin Is-
land shelf break. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4625 Figure 5. Average wind direction and speed (arrow length and
colour) over Baffin Bay in June 2016 (a) and July 2016 (b); CCMP
wind vector analysis product (V2.0, Atlas et al., 2011). 4.2.2
Water masses Hydrological conditions during the cruise were determined
using several tools. A Moving Vessel Profiler (MVP) was de- https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer uyant et al.: Investigating the marginal ice zone processes during late spring and early summer yant et al.: Investigating the marginal ice zone processes during late spring and early summer 4626 Figure 6. Average weekly sea-ice extent for each of the four 8 d periods during the Green Edge cruise. Date is the median date of each 8 d
sampling period. The white areas represent sea ice and the blue areas the open water. Black lines represent the ship route during said 8 d
period. Figure 6. Average weekly sea-ice extent for each of the four 8 d periods during the Green Edge cruise. Date is the median date of each 8 d
sampling period. The white areas represent sea ice and the blue areas the open water. Black lines represent the ship route during said 8 d
period. six different wavelengths (HOBI Labs, Hydroscat-6, 394,
420, 470, 532, 620 and 700 nm) together with CTD data
(Sea-Bird SBE 19plus attached to the package). In addition,
discrete water samples were taken at each FULL and BA-
SIC station to measure in the lab the CDOM absorption co-
efficient (aCDOM) between 200 and 722 nm using an Ultrap-
ath (World Precision Instruments) and the phytoplankton and
non-algal particle absorption coefficients between 200 and
860 nm determined from the “inside sphere” filter-pad tech-
nique (Röttgers and Gehnke, 2012; Stramski et al., 2015) us-
ing a spectrophotometer equipped with a 155 mm integrat-
ing sphere (Perkin Elmer Lambda 19). Note that aCDOM,
phytoplankton, and non-algal particle absorption coefficients
were also measured on the bottom slice of thawed ice cores. The data revealed that the minimum light amount required
for net phytoplankton growth (0.415 mol m−2 d−1; Letelier
et al., 2004) can be reached deeper under the ice than ex-
pected (Randelhoff et al., 2019). Further details of the light
field measurements can be found in Massicotte et al. (2020). were recorded at each FULL and BASIC station in open wa-
ters. Above-water hyperspectral remote sensing reflectance
(Rrs(λ)) was calculated from the radiometric quantities fol-
lowing the ocean optics protocols of Mueller et al. (2003)
and Mobley (1999). In-water vertical profiles of downward
irradiance (Ed(z)) and upward radiance (Lu(z,λ) or irradi-
ance (Eu(z,λ)) in the water column were measured using two
different versions of the compact optical profiling system (C-
OPS, Biospherical Instruments Inc.) radiometer. In open wa-
ters, the free-fall version of the profiler was deployed from
the ship (Antoine et al., 2013). 4.4
Light field and bio-optics The characteristics of the light field (quantity and quality)
passing through snow and sea ice into the water column were
assessed, as light is the most important parameter triggering
the PSB. From the top of the CCGS Amundsen wheelhouse,
the total solar downwelling radiation was measured using
a pyranometer (0.3 to 300 µm wavelength) and a radiome-
ter (visible range 300 to 750 nm). Surface radiometry was
performed using a HyperSAS (hyperspectral surface acqui-
sition system, SeaBird Scientific, USA) placed on the bow
of the ship, including simultaneous measurements of hyper-
spectral above-water downward irradiance (Ed(0+, λ)) and
sky and surface radiance (Lsky(0+, λ) or Ltot(0+, λ)). Data Currents in the water column were measured using a hull-
mounted 150 kHz acoustic Doppler current profiler (ADCP,
Teledyne RD Instruments Ocean Surveyor, California, USA)
as well as two L-ADCP installed on the rosette structure
(RDI, WHM300-1-UG304) in a master/slave configuration. Vertical profiles of water turbulence were measured at each
FULL station using a Self-Contained Autonomous Micro-
Profiler (SCAMP, Precision Measurement Engineering, Cal-
ifornia, USA) deployed from the zodiac. A detailed descrip-
tion of the hydrological structures in the studied area dur-
ing the Green Edge cruise is presented in Randelhoff et
al. (2019). https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 4.5.1
Viruses and bacteria An abundance of viruses and bacteria was determined on
fresh and preserved (glutaraldehyde 4 % final concentration)
water samples taken from the rosette at each FULL and BA-
SIC station (10 depths) using two different flow cytometers. On board, fresh samples were counted using an Accuri™C6
and preserved samples were counted back in the lab using
a FACSCanto (both machines from Becton Dickinson Bio-
sciences, San Jose, CA, USA). Samples were processed ac-
cording to Marie et al. (2001). Bacteria (and viruses) are
ubiquitous in the oceans, and in Baffin Bay, we measured
bacterial abundances up to 2.9 × 106 cells mL−1. For bacterial diversity analysis, water samples were fil-
tered sequentially onto 20 µm, 3 µm (both polycarbonate fil-
ters, Millipore), and 0.22 µm (Sterivex-GV, Millipore). The
filters and Sterivex were stored at −80 ◦C with RNAlater
(Qiagen) until analyzed. The DNA/RNA co-extraction was
carried out using the AllPrep DNA/RNA kit (Qiagen). The
V4–V5 hypervariable region of the 16S rRNA gene was am-
plified by PCR using primers 515F-Y and 926R, covering a
broad spectrum of diversity, including Archaea and Bacteria
(Parada et al., 2016). PCR, as well as sequencing settings and
bioinformatics of sequence data, can be found in Dadaglio et
al. (2018). Figure 7. Open water days (OWD) before sampling (values in
days). The yellow colour corresponds to positive values, meaning
the water was already free of ice on the day of sampling. Bluer,
darker values correspond to stations that were still covered in ice
at the sampling date (negative values). Values of OWD can be com-
puted using different SIC (sea-ice coverage) values: (a) SIC = 10%,
(b) SIC = 50% and (c) SIC = 80%. A comparison of the bacterial diversity as a function of
geographic location and size fractions (free living bacte-
ria, bacteria attached to particles smaller than 20 and larger
than 20 µm) was made at a relatively broad taxonomic level
(Fig. 10). The samples from the different groups were mainly
dominated by Bacteroidetes and Proteobacteria. In general,
the proportion of Proteobacteria decreased from ice stations
to open-water stations featuring a more advanced stage of
PSB, giving way to Bacteroidetes and, more specifically,
Flavobacteriaceae. C-Star transmissometer, USA). Data is shown in Fig. 8 for
transects 300 and 500. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4627 below 50 %, and where the surface waters had been depleted
of nutrients by phytoplankton growth. Figure 7. Open water days (OWD) before sampling (values in
days). The yellow colour corresponds to positive values, meaning
the water was already free of ice on the day of sampling. Bluer,
darker values correspond to stations that were still covered in ice
at the sampling date (negative values). Values of OWD can be com-
puted using different SIC (sea-ice coverage) values: (a) SIC = 10%,
(b) SIC = 50% and (c) SIC = 80%. 4.5
Biodiversity The Green Edge project also aimed to understand the related
potential impacts of evolving environmental conditions on
Arctic food webs in the context of climate change. Hence,
great care was taken to sample the entire size spectrum of
particulate matter and living organisms (Fig. 9), from the
tiniest viruses and bacteria to demersal fishes, seabirds, and
marine mammals. A wide variety of sampling techniques and
analyses, from visual observation to highly automated under-
water imaging systems, allowed us to ensure that almost all
the levels of the trophic network were examined. Earth Syst. Sci. Data, 14, 4607–4642, 2022 yant et al.: Investigating the marginal ice zone processes during late spring and early summer The sea-ice version (ICE-
Pro) was deployed during ice sampling through an auger hole
carefully filled with fresh snow to avoid, as much as possible,
disturbing the underwater light field. A reference sensor pro-
vided simultaneous measurements of downward irradiance
in the air. All measurements were made at 19 different wave-
lengths between 320 and 875 nm. A profiling optical package was deployed at 28 stations
to measure the inherent optical properties (IOPs) of sea-
water. The measured properties (and sensors) included the
fluorescence of chlorophyll a and fluorescent dissolved or-
ganic matter (FDOM) (WetLabs, Eco Triplets), spectral total
non-water absorption coefficients between 360 and 764 nm
(HOBI Labs a-Sphere), particle backscattering coefficient at Three optical profilers were also attached to the rosette
carousel and rendered 203 profiles of CDOM fluorescence
(FluoCDOM Wetlabs USA) and chlorophyll concentration
(estimated from in situ fluorescence, Seapoint fluorometer,
USA) as well as 87 profiles of light transmittance (WET Labs https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4.5.1
Viruses and bacteria For both transects, the highest values
of chlorophyll a concentration and of the attenuation coeffi-
cient (both parameters being strong proxies for phytoplank-
ton biomass) were observed close to the surface in the MIZ
and deeper at around 50 m in ice-free waters, showing a pro-
gression in the PSB development starting close to the surface
along the ice edge and growing into a subsurface chlorophyll
maximum (SCM) where surface waters were depleted in nu-
trients. Concentration of CDOM showed its lowest concen-
trations at the surface of open waters, where SIC dropped Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4628 Figure 8. Physical properties of seawater along transects 500 (70◦N) and 300 (69◦N). Middle and bottom panels show data recorded
by sensors deployed on the rosette and on the MVP, respectively. From left to right: temperature (◦C), salinity (g kg−1), chlorophyll a
concentration (mg m−3), transmittance (%), and CDOM concentration (mg m−3) as a function of depth (m, y axis) and longitude (◦W,
x axis). Topmost panels show ice coverage (%) at corresponding longitudes. Note that the MVP did not carry a CDOM sensor. Figure 8. Physical properties of seawater along transects 500 (70◦N) and 300 (69◦N). Middle and bottom panels show data recorded
by sensors deployed on the rosette and on the MVP, respectively. From left to right: temperature (◦C), salinity (g kg−1), chlorophyll a
concentration (mg m−3), transmittance (%), and CDOM concentration (mg m−3) as a function of depth (m, y axis) and longitude (◦W,
x axis). Topmost panels show ice coverage (%) at corresponding longitudes. Note that the MVP did not carry a CDOM sensor. 4.5.2
Phytoplankton community for purification using flow cytometry sorting, serial dilu-
tion, and single-cell pipetting. Pure cultures were char-
acterized by microscopy and 18S rRNA gene sequenc-
ing. Most cultures isolated during the cruise belonged to
diatoms, especially to the genera Attheya and Chaeto-
ceros (Gérikas Ribeiro et al., 2020). All cultures were de-
posited in the Roscoff Culture Collection and are available
for distribution (http://www.roscoff-culture-collection.org/
strains/shortlists/cruises/green-edge, last access: 19 Septem-
ber 2022). Flow cytometry was used (same protocols as for viruses and
bacteria, Sect. 4.5.1) to count and differentiate the smallest
cells (picophytoplankton, nanophytoplankton, cryptophytes,
and Synechococcus) according to their fluorescence and scat-
tering properties at each FULL station. At the surface, pi-
cophytoplankton and nanophytoplankton cell concentrations
could reach 60 000 (station 719 – transect 7, station 19) and
9000 (station 515 – transect 5, station 15) cell mL−1, respec-
tively, while cryptophytes were always below 360 cell mL−1. Synechococcus cyanobacteria were never observed. To study the phytoplankton community composition, an
Imaging FlowCytobot (IFCB, McLane Research Laborato-
ries Inc., East Falmouth, MA, USA) was used during Leg
1B. The IFCB is best used for the study and identification Some samples were used to start phytoplankton cul-
tures, which were taken back to the Roscoff laboratory Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer uyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4629 tions. The number of particles close to the surface in open
waters coincides with the larger phytoplankton biomass ob-
served there compared with ice-covered stations, consistent
with lower primary and secondary production under sea ice. Deeper in the water column, around 300 m, the large parti-
cle concentrations observed at open-water stations likely re-
flect resuspension of bottom sediments, because these obser-
vations were mostly made in the eastern part of Baffin Bay
over the continental shelf, whereas under-ice stations were
mostly located on the deeper Canadian side of the Bay (see
the bathymetry in Fig. 1). Figure 9. Schematic of the biological sampling size continuum
across the various methods and tools used during the Green Edge
cruise. Samples for taxonomic analyses of micro-algae by mi-
croscopy were taken at each FULL and BASIC station at 10
sampling depths. 4.5.2
Phytoplankton community Half a litre of seawater was preserved with
Lugol and kept at 4 ◦C until it was analyzed in the labora-
tory. Visual observation and taxonomic determination were
done using an inverted microscope (Eclipse TS100, Nikon
Instrument Inc.) according to the Utermöhl method (Uter-
möhl, 1958) using 25 or 50 mL columns. Three transects of
26 mm at 400× were systematically observed for identifica-
tion and counting of Bacillariophyceae, Dinophyceae, flag-
ellates, and ciliates. Larger phytoplankton cells and colonies
were observed in all chambers at 100×. Diatoms (Bacillar-
iophyceae) were found at every station, primarily at the sur-
face of the water column, along with flagellates (both at the
surface and in the subsurface chlorophyll maximum, SCM)
(Fig. 12). The most striking feature was the dominating pres-
ence of a Phaeocystis sp. (Prymnesiophyceae, blue bars in
Fig. 12) at the SCM, reaching 60 to 90 % of the cell counts
(and, to a lesser extent, at the surface) across a wide range of
ice cover conditions (OWD values between −12 and 12 d). Figure 9. Schematic of the biological sampling size continuum
across the various methods and tools used during the Green Edge
cruise. of cells between 1 and 150 µm. Fresh samples (5 mL) taken
from the rosette at each FULL station (all depths) and some
BASIC and NUT stations (2 to 7 depths) were analyzed; sam-
ples from the 2 bottom-most slices of ice cores were also
analyzed once melted. The IFCB takes pictures at a reso-
lution of around 3.4 pixels per µm. Image descriptors and
features were extracted with Matlab® using scripts devel-
oped by Heidi Sosik (Sosik and Olson, 2007). Taxonomic
determination was achieved using Ecotaxa (Picheral et al.,
2017; http://ecotaxa.obs-vlfr.fr, last access: 12 March 2022). Random forest algorithms were used for automatic classifi-
cation. Reference sets and the validation of predictions were
both done manually. Examples of specimens observed dur-
ing the Green Edge campaigns can be found in Massicotte et
al. (2020). (
)
Phytoplankton and ice-algae pigments were measured to
derive indices of micro-algae biomass and taxonomic com-
position and to get information on processes such as pho-
toacclimation, senescence, and grazing activities (Roy et al.,
2011). Rosette water samples were filtered onto GF/F fil-
ters (Whatman™, GE Healthcare Life Sciences) and quickly
frozen in liquid nitrogen. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 4.5.2
Phytoplankton community Back in the land-based labora-
tory, samples were thawed and extracted in 100 % methanol,
separated, and identified by HPLC, as described by Ras et
al. (2008). A total of 25 individual pigments or groups of
pigments were identified and quantified at each FULL and
BASIC station (10 depths sampled each time). Figure 13
shows the distribution of total chlorophyll a and phaeophor-
bide concentrations along transects 300 and 500. The high
chlorophyll a concentrations close to the surface in the MIZ
and deepening towards open waters in the east confirmed the
evolution of the PSB from an under-ice bloom to a SCM. Note that highest concentrations of phaeophorbide were sys-
tematically found underneath the accumulation of chloro-
phyll a, indicating the sinking of degrading phytoplanktonic
material. A total of 203 underwater vertical profiles were acquired
using an Underwater Vision Profiler (UVP, model 5-DEEP,
Hydroptics, France) installed on the frame of the rosette
carousel. The UVP5 collects in-focus images in the small
seawater volume lit by its light emitting diodes (LEDs) as it
is lowered in the water column. An automated computer sys-
tem (https://ecotaxa.obs-vlfr.fr/, last access: 12 March 2022)
was used to sub-sample images of individual objects and
sort them into the appropriate category (marine snow or var-
ious taxa of zooplankton). The UVP has been developed
mainly to count and identify particles larger than 100 µm. Figure 11 (left panels) show the average vertical profiles of
particle concentration (mL−1) over the top 350 m of the wa-
ter column for open-water (top) and under-ice (bottom) sta- Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 4630 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer ure 10. Relative proportions of the different microbial taxa within the different groups of samples: (a) for the 0.2–3 µm
ee-living bacteria); (b) for the 3–20 µm size fraction (particle-attached bacteria); and (c) for the size fraction > 20 µm (parti
teria). ICE1-2: ice stations in the transects 100 and 200; ICE3-5: ice stations in transects 300 and 500; EDGE0-18: samples be
m depth from the edge stations (stations 107, 204, and 312); EDGE > 20: samples greater than 20 m deep from the edge stati
7, 204, and 312); OWr: open water stations where the ice had receded between 2 and 8 d previously; OWo: open water station
has receded more than 15 d previously. 4.5.2
Phytoplankton community th S
t S i D t
14 4607 4642 2022
htt
//d i
/10 5194/
d 14 Figure 10 Relative proportions of the different microbial taxa within the different groups of samples: (a) for the 0 2 3 µm Figure 10. Relative proportions of the different microbial taxa within the different groups of samples: (a) for the 0.2–3 µm size fraction
(free-living bacteria); (b) for the 3–20 µm size fraction (particle-attached bacteria); and (c) for the size fraction > 20 µm (particle-attached
bacteria). ICE1-2: ice stations in the transects 100 and 200; ICE3-5: ice stations in transects 300 and 500; EDGE0-18: samples between 0 and
18 m depth from the edge stations (stations 107, 204, and 312); EDGE > 20: samples greater than 20 m deep from the edge stations (stations
107, 204, and 312); OWr: open water stations where the ice had receded between 2 and 8 d previously; OWo: open water stations where the
ice has receded more than 15 d previously. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4631 Figure 11. Underwater Vision Profiler data. Average vertical profiles of particle concentration (per mL; a, c) and copepod volumetric fraction
(cm3 m−3; b, d) at open-water (a, b) and ice-covered (c, d) stations over the top 350 m of the water column. Figure 11. Underwater Vision Profiler data. Average vertical profiles of particle concentration (per mL; a, c) and copepod volumetric fraction
(cm3 m−3; b, d) at open-water (a, b) and ice-covered (c, d) stations over the top 350 m of the water column. Figure 12. Relative abundance (%) of main phytoplankton groups (coloured bars) at the surface (a, c) and at the subsurface chlorophyll
maximum (SCM; b, d) for all stations analyzed. Stations are sorted according to their OWD value (Fig. 7); (a) and (b) represent the
chlorophyll a concentration (mg m−3) at the relevant depths for each station. Figure 12. Relative abundance (%) of main phytoplankton groups (coloured bars) at the surface (a, c) and at the subsurface chlorophyll
maximum (SCM; b, d) for all stations analyzed. Stations are sorted according to their OWD value (Fig. 7); (a) and (b) represent the
chlorophyll a concentration (mg m−3) at the relevant depths for each station. https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 4632 ure 13. Water column chlorophyll a concentration (mg m−3, top panels) and total phaeophorbide a concentration (mg m−3, botto
els) along transects 300 (69◦N, left panels) and 500 (70◦N, right panels), as measured by HPLC on discrete samples obtained from t
kin bottles at every FULL and BASIC station. Bottom panels: abundance of zooplankton (ind m−3), copepods in red and non-copepo
lue, at each of the three FULL stations sampled on each transect (lower station numbers towards the east). The top graphs indicate t
at each station at the time of sampling. Figure 13. Water column chlorophyll a concentration (mg m−3, top panels) and total phaeophorbide a concentration (mg m−3, bottom
panels) along transects 300 (69◦N, left panels) and 500 (70◦N, right panels), as measured by HPLC on discrete samples obtained from the
Niskin bottles at every FULL and BASIC station. Bottom panels: abundance of zooplankton (ind m−3), copepods in red and non-copepods
in blue, at each of the three FULL stations sampled on each transect (lower station numbers towards the east). The top graphs indicate the
SIC at each station at the time of sampling. 4.5.3
Zooplankton and fish at both open-water and ice-covered stations. A secondary
peak right at the surface is present at ice-covered stations,
where a subpopulation of copepods may stay close to the
bottom of sea ice to feed on sympagic microalgae, small an-
imals, and related detritus. Zooplankton represents the second level of the food chain. The UVP5 and the Imaging FlowCytobot (see previous sec-
tions) both rendered valuable information on small zooplank-
ton specimens (below 150 µm). Figure 11 (right panels) show
copepod volumetric fraction (cm3 m−3) over the top 350 m of
the water column for open-water (top panel) and under-ice
(bottom panel) stations. The total copepod volumetric frac-
tion calculated based on automatic identification made using
the Ecotaxa web application (http://ecotaxa.obs-vlfr.fr, last
access: 12 March 2022) shows subsurface peaks around 20 m For bigger specimens, a series of vertical nets and trawls
were deployed at each FULL station (no trawling operations
took place when sea ice was present). An assembly of 4 nets
of 3 different mesh sizes (50, 200 and 500 µm) coupled with
a Lightframe On-sight Key species Investigation (LOKI) sys-
tem rendered high-resolution pictures of individuals sam- https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4633 mer in areas close to the MIZ, and (iii) deep benthic food
web dynamics and structural variability are directly linked
to both depth and availability of food sources (Yunda-Guarin
et al., 2020). The sampling was achieved using two different
strategies; a total of 16 Agassiz trawling and 34 box coring
operations (some down to more than 2000 m depth) were car-
ried out during the cruise. The Agassiz trawl (KC Denmark
a/s Research Equipment) is a medium-size dredge trawled
behind the ship, allowing sampling of the macrofauna liv-
ing on the sediment surface. Once brought back on board,
the contents of the net were immediately rinsed with seawa-
ter, manually sorted, and identified to the lowest taxonomic
level possible. Samples were brought back to the laboratory
to be identified under a dissecting microscope when onboard
identification was impossible. Figure 14 shows an example
of the diversity of benthic organisms. More than 220 species
of macrofauna were identified during the Green Edge cruise
from more than 25 classes (Grant, C. and Yunda-Guarin, G.,
unpublished data). A box corer was used to sample sediment
from each FULL station. 4.5.5
Birds and marine mammals During the entire cruise, a systematic bird and marine mam-
mals survey was carried out from the ship’s wheelhouse (see
LeBlanc et al., 2019 for detailed methodology). A total of 20
different bird species and 8 different mammal species were
identified. Northern fulmar, thick-billed murre, and little auk
were the most common bird species observed. Ringed seal,
hooded seal, and harp seal were the most common seals. The
long-finned pilot whale was the most common whale species
observed. A total of 10 polar bears were observed. Samples of zooplankton were all processed in the same
way. Swimmers (fish larvae and juveniles) were sorted out,
measured, identified, and preserved in a mix of 95 % ethanol
and 1 % glycerol (final concentrations) for later analysis,
while zooplankton samples were preserved in 4 % formalde-
hyde solution. Zooplankton abundance and diversity were
determined using binoculars back at the laboratory. A few
samples (hydro-bios) were analyzed using the ZooScan and
the Ecotaxa identification tools (https://ecotaxa.obs-vlfr.fr/
prj/802, last access: 12 March 2022). Fish from IKMT and
BBT sampling were sorted, counted, identified, and mea-
sured before preservation in a −20 ◦C freezer in case fur-
ther analyses are needed in the future. Acoustic data from
the EK60 were analyzed in Echoview® (see Geoffroy et al.,
2016 for details). A total of 123 seabirds from 7 species were also col-
lected from a zodiac deployed from the CCGS Amundsen
in Greenland waters between 10 June and 8 July. This in-
cludes black-legged kittiwakes (n = 8), glaucous gulls (n =
6), great black-backed gull (n = 1), little auks (n = 19),
northern fulmars (n = 42), and thick-billed murres (n = 36). Sampled birds were frozen at −20 ◦C until laboratory anal-
yses. A first study aimed to investigate the co-distribution
of seabirds and their fish prey along the MIZ (LeBlanc et
al., 2019). To this end, stomach contents were examined for
74 birds (35 murres, 30 fulmars, and 9 kittiwakes) under a
dissecting microscope. Otoliths were retrieved and used to
identify fish species, age, and size. A second focus was the
recording of plastic in the stomachs. Plastic data are used in
OSPAR monitoring and AMAP working groups on plastic
pollution. A third study aimed to determine the birds’ associ-
ation to sea ice and ice-derived resources by the combination
of different trophic markers. Hence, liver, muscle, and blood 4.5.3
Zooplankton and fish The sediment samples were then
divided among the research teams for diverse analyses (see
Table 3 for a complete list), including (but not limited to)
identification of organisms living inside the sediment, incu-
bations for respiration, and nutrient utilization or chemical
analysis. pled along the water column together with actual specimens. The multi-net plankton sampler (Hydro-bios, Altenholz, Ger-
many) uses a different sampling strategy. Composed of 9
identical nets (200 µm mesh size), it is hauled vertically in
the water column, with the nets opening sequentially at dif-
ferent depths, each net collecting a slice of the water column
displaying the vertical distribution of the species sampled. Figure 13c shows the abundance (ind m−3) of zooplankton
sampled using the vertical 200 µm mesh net along transects
300 and 500. Copepods represent the main zooplankton class
observed during the cruise, and they were present at every
sampling site. The particularly high abundance at station 507
(situated under the ice where a phytoplankton bloom had al-
ready disappeared) might be due to the relatively high abun-
dance of copepod nauplii (25 % of all copepod individuals
compared to the usual 4 % at other stations). Ichthyoplankton were sampled using a double square net
towed obliquely from the side of the ship at a speed of ca. 2–3 knots to a maximum depth of 90 m. A Star-Oddi® mini-
CTD attached to the frame and flowmeters determined the
real depth and volume of sampling. For fish sampling, an
echo sounder (EK60, Simrad, Kongsberg Maritime, Norway)
mounted on the hull was used to locate and determine the
depth of fish aggregations along the ship track during the
entire cruise. When pelagic juveniles and adult fish were
present at the sampling stations, an Isaac–Kidd Midwater
Trawl (IKMT, Filmar and Québec-Océan, Québec, Canada)
was towed for 20 min at a speed of 2–3 knots. When demer-
sal fish were detected, a benthic beam trawl (BBT, Filmar and
Québec-Océan, Québec, Canada) was used to sample bigger
specimens (between 10 and 32 mm mesh size) living on the
bottom sediment. https://doi.org/10.5194/essd-14-4607-2022 4.5.4
Benthos sampling Benthos sampling was performed to test if (i) sea-ice cover
is the primary environmental driver of the contribution and
geographic distribution of sympagic carbon on the seabed,
(ii) sympagic carbon is the most important baseline food
source supporting benthic consumers during spring and sum- https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4634 4634
F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer
Figure 14. Examples of benthic organisms. (a) Urasterias lincki, (b) Astarte borealis, (c) Gorgonocephalus eucnemis, (e) Brachiomma sp.,
(f) Heliometra glacialis, (g) Siphonodentalium lobatum, (h) Stegocephalus inflatus, (i) Ophiopleura borealis, Bathypolypus sp. (pictures by
Benthic Ecology Lab, Université Laval, Gonzalo Bravo). Figure 14. Examples of benthic organisms. (a) Urasterias lincki, (b) Astarte borealis, (c) Gorgonocephalus eucnemis, (e) Brachiomma sp.,
(f) Heliometra glacialis, (g) Siphonodentalium lobatum, (h) Stegocephalus inflatus, (i) Ophiopleura borealis, Bathypolypus sp. (pictures by
Benthic Ecology Lab, Université Laval, Gonzalo Bravo). 68 %) collected in shallower waters at station 409 and station
418 (Burot et al., 2021). 68 %) collected in shallower waters at station 409 and station
418 (Burot et al., 2021). (from the cardiac clot) samples were collected from a total of
52 bird carcasses (27 murres, 14 auks, 3 kittiwakes, and 8 ful-
mars), on which highly branched isoprenoids (HBIs), carbon
and nitrogen stable isotopes, and fatty acids were measured. Finally, a fourth study was looking at stable isotope data to-
gether with mercury (Hg) data for both muscle and liver. 5.2
Primary production and micronutrient cycling To determine the fate of the phytoplankton spring bloom, one
must first determine primary production. In situ simulated
incubations were carried out at each FULL station on water
sampled from the rosette at 8–10 depths, determined as cho-
sen percentages of surface photosynthetically available radi-
ation (PAR, namely 100 %, 50 %, 25 %, 10 %, 6 %, 2.9 %,
1.2 %, 0.6 %, and 0.1 %). The melted bottom-most slices of
ice cores were also incubated, when available. After spiking
the water with a mix of 13C/15N tracers, samples were incu-
bated on deck at simulated light levels identical to the sam-
pling light levels. The dissolved and particulate matter result-
ing from these incubations were analyzed by mass spectrom-
etry resulting in detailed nitrogen assimilation and regenera-
tion values (see Table 3 for a complete list of measurements)
as well as phytoplankton primary production (PP). Primary
production varied between 0 and 88.13 ± 3.0 µgC L−1 d−1
over the entire cruise. 5
Biological production and fluxes 5.3
Fate of the phytoplankton spring bloom Some organic matter produced by the PSB was exported
down the water column as algal cells aggregated and sank
or were grazed upon by vertically migrating zooplankton. One ambitious experiment was conducted during the cruise
to monitor the export of the PSB at a high temporal resolu-
tion. A sequential sediment trap (PPS4, Technicap, France;
12 sampling cups) was anchored to an ice floe and de-
ployed 25 m under the ice from 15 June to 9 July 2016. Sediment trap collection cups were filled with filtered sea-
water adjusted to a salinity of 38 psu with NaCl and a for-
malin concentration of 4 % to preserve samples during de-
ployment and after recovery. The carousel holding the sam-
pling cups was programmed to rotate every 2 d. The sedi-
ment trap was deployed in the marginal ice zone along tran-
sect 200 (Fig. 1), eventually drifted south with the ice, and
was recovered on the way back to Iqaluit. The sediment
trap was no longer anchored to its floe at recovery, but sea
ice was still present in the region. Taxonomic identifica-
tion of the algal cells collected showed a constant export of
diatoms (∼50 million cells m−2 d−1) from 15 June to early
July, when a 6-fold increase in diatom fluxes was observed
from 5 to 7 July (∼300 million cells m−2 d−1) along with
a peak in chlorophyll a fluxes. More than half of the cells
exported during the peak in algal fluxes were identified as
the ice-associated pennate diatom Navicula spp. Fluxes of
the ice-obligate pennate diatom Nitzschia frigida, among the
first species to be consistently exported from the melting sea
ice in the Arctic Ocean (Lalande et al., 2019; Dezutter et al.,
2021; Nadaï et al., 2021), peaked from 23 to 25 June, prob-
ably indicating the onset of sea ice melt. Fluxes of copepod
fecal pellets collected in the sediment trap were higher prior
to 27 June, suggesting under-ice grazing of ice algae until the
ice melted. Making such a large and diverse dataset available to others
requires the use of many different platforms. Administra-
tive rules and previous habits and commitments explain
why our dataset is hosted by various websites, with some
of it in more than one place (see in Table 3 the link
and file information, when applicable for each parame-
ter acquired during the cruise). 5.5
Other data The exhaustive list of parameters measured during the cruise
is presented in Table 3 along with the responsible principal
investigator’s (PI’s) name. 5.1
Bacterial production, respiration, and viability At each FULL station during the cruise, water samples were
taken from 2–3 depths (surface, deep chlorophyll maximum
(DCM), and below DCM) to determine bacterial respira-
tion. Oxygen concentration was determined using the Win-
kler method on 1 µm filtered samples before and after a 5 d
incubation in the dark at 1.5 ◦C. Bacterial respiration varied
overall between 0 and 1.63 µmol O2 L−1 d−1, with a mean
value of 0.35 ± 0.41 µmol O2 L−1 d−1. For bacterial produc-
tion determination, water was collected at each FULL sta-
tion from 8–10 depths. Bacterial production was measured
by [3H]-Leucine incorporation (Kirchman et al., 1985) mod-
ified for microcentrifugation (Smith and Azam, 1992). Over-
all values varied between 0 and 1.51 µgC L−1 d−1 around a
mean value of 0.17 ± 0.25 µgC L−1 d−1. The use of the pro-
pidium monoazide (PMA) method identified a high bacterial
mortality in sea ice (up to 90 %) and in SPM material (up to Photosynthetic parameters also allow the calculation of
primary production and provide insight into the efficiency
and characteristics of the photosynthesis of a given sam-
ple. On board, photosynthetic parameters were determined https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4635 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer by the P vs E curves method using NaH14CO−
3 -spiked incu-
bations of water samples (Lewis and Smith, 1983). Changes
in the saturation parameter Ek (µmol Quanta m−2 s−1) in
the surface waters of the transect show clear variations in
light level acclimation, increasing from lower values around
39 µmol Quanta m−2 s−1 at the western under-ice stations to
217 µmol Quanta m−2 s−1 at the eastern open-water stations
(transect 700 values given as an example). Great emphasis
was placed on the contribution of diatoms to primary produc-
tion, as diatoms are the main phytoplankton group present
during the PSB. Experiments on silica production and dis-
solution were performed throughout the cruise to locate the
actively growing diatoms. These experiments confirmed the
occurrence of active silicification beneath the sea ice, where
both centric and pennate diatoms were observed (see details
in Lafond et al., 2019). 5.4
Benthic processes Taken from the box corer, portions of the sediment were in-
cubated at in situ simulated conditions of temperature and
light to assess the consumption of oxygen and nutrients by
endofauna. Oxygen use in the sediment cores allowed calcu-
lation of the benthic carbon demand (mgC m−2 d−1), which
was found to be especially high at stations in open waters
where the PSB had already reached senescence and sinking
organic matter had reached the bottom. https://doi.org/10.5194/essd-14-4607-2022 5.3
Fate of the phytoplankton spring bloom Some funding agencies
require data to be deposited in a specific database as a
deliverable. In our case, the “Les Enveloppes Fluides et
l’Environnement-Cycles Biogéochimiques Environnement
et Ressources” (LEFE-CYBER) repository is our main host:
http://www.obs-vlfr.fr/proof/php/GREENEDGE/x_datalist_
1.php?xxop=greenedge&xxcamp=amundsen
(last
access:
29 September 2022). This is where all data and associated
metadata can be found for the Green Edge cruise. Particu-
larly, detailed metadata files associated with each variable
contain the principal investigator’s contact information. For
specific questions, the PI associated with the data should be
contacted directly. The LEFE-CYBER platform, however,
does not deliver DOI, which is a very important feature
for visibility of data. To obtain a DOI for the Green Edge
cruise dataset (https://doi.org/10.17882/86417, Bruyant et
al., 2022), we uploaded the available formatted data on
SEANOE (SEA scieNtific Open data Edition) under the
CC-BY license: https://www.seanoe.org/data/00752/86417
(last access: 29 September 2022). All data hosted on the
SEANOE website have been formatted as described in
Sect. 3, but not all the data’s original formats allow transfor-
mation into the “.csv” file type. It is therefore important to
keep a repository up to date where one can find all raw data. Major long-term research programs often have their own
repository/database available that has been used since the on-
set of their research. While the data of the BGC-Argo floats
we deployed during the Green Edge cruise are hosted on the
LEFE-CYBER repository, they also have been made avail-
able, together with the entire BGC-Argo dataset, from the https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4636 Table 5. List of all peer-reviewed journal articles published so far using Green Edge cruise and/or Green Edge Ice Camp data. Only the first
4 authors are indicated in this table. Authors
Year
Title
Journal
DOI
Cruise
Ice
camp
Amiraux, R., Jeanthon,
C., Vaultier, F., Rontani,
J.-F. 2016
Paradoxical effects of temperature and
solar irradiance on the photodegradation
state of killed phytoplankton
J. Phycol. https://doi.org/10.1111/jpy.12410
n
y
Rontani, J.-F., Belt, S.-
T., Brown, T.-A., Ami-
raux, R., et al. 2016
Monitoring abiotic degradation in sink-
ing versus suspended Arctic sea-ice al-
gae during a spring ice melt using specific
lipid oxidation tracers
Org. Geochem. 5.3
Fate of the phytoplankton spring bloom https://doi.org/10.1016/j.orggeochem.2016.05.016
n
y
Amiraux, R., Belt, S.-T.,
Vaultier, F., Galindo, V.,
et al. 2017
Monitoring photo-oxidative and salinity-
induced bacterial stress in the Canadian
Arctic using specific lipid tracers
Mar. Chem. https://doi.org/10.1016/j.marchem.2017.05.006
n
y
Rontani, J.-F., Galeron,
M.-A., Amiraux, R., Ar-
tigue, L., et al. 2017
Identification of di- and triterpenoid lipid
tracers confirms the significant role of au-
toxidation in the degradation of terrestrial
vascular plant material in the Canadian
Arctic
Org. Geochem. https://doi.org/10.1016/j.orggeochem.2017.03.011
n
y
Dadaglio, L., Dinasquet,
J., Obernosterer, I., Joux,
F. 2018
Differential
responses
of
bacteria
to
diatom-derived dissolved organic matter
in the Arctic Ocean
Aquat. Mi-
crob. Ecol. https://doi.org/10.3354/ame01883
y
n
Goyens, C., Marty, S.,
Leymarie, E., Antoine,
D., et al. 2018
High Angular Resolution Measurements
of the Anisotropy of Reflectance of Sea
Ice and Snow
Earth
Space Sci. https://doi.org/10.1002/2017EA000332
n
y
Massicotte, P., Bécu, G.,
Lambert-Girard, S., Ley-
marie, E., et al. 2018
Estimating underwater light regime under
spatially heterogeneous sea ice in the Arc-
tic
Appl. Sci. https://doi.org/10.3390/app8122693
n
y
Rontani, J.-F., Amiraux,
R., Lalande, C., Babin,
M et al. 2018
Use of palmitoleic acid and its oxidation
products for monitoring the degradation
of ice algae in Arctic waters and bottom
sediments
Org. Geochem. https://doi.org/10.1016/j.orggeochem.2018.06.002
n
y
Rontani, J.-F., Belt, S.-
T., Amiraux, R. 2018
Biotic and abiotic degradation of the sea
ice diatom biomarker IP 25 and selected
algal sterols in near-surface Arctic sedi-
ments
Org. Geochem. https://doi.org/10.1016/j.orggeochem.2018.01.003
n
y
Lafond,
A.,
Leblanc,
K.,
Quéguiner,
B.,
Moriceau, B., et al. 2019
Late spring bloom development of pelagic
diatoms in Baffin Bay
Elementa
https://doi.org/10.1525/elementa.382
y
n
LeBlanc, M., Gauthier,
S., Garbus, S. E., Mos-
bech, A., et al. 2019
The co-distribution of Arctic cod and its
seabird predators across the marginal ice
zone in Baffin Bay
Elementa
https://doi.org/10.1525/elementa.339
y
n
Randelhoff,
A.,
Oziel,
L., Massicotte, P., Bécu,
G., et al. 2019
The evolution of light and vertical mixing
across a phytoplankton ice-edge bloom. Elementa
https://doi.org/10.1525/elementa.357
y
n
Amiraux, R., Smik, L.,
Köseo˘glu, D., Rontani,
J.-F., et al. 2019
Temporal evolution of IP25 and other
highly branched isoprenoid lipids in sea
ice and the underlying water column dur-
ing an Arctic melting season. Elementa
https://doi.org/10.1525/elementa.377
n
y
Else, B. G. T. T., White-
head, J. J., Galindo, V.,
Ferland, J., Mundy, C. J.,
Gonski, S. F., et al. 5.3
Fate of the phytoplankton spring bloom 2019
Response of the Arctic marine inorganic
carbon system to ice algae and under-
ice phytoplankton blooms: A case study
along the fast-ice edge of Baffin Bay. J. Geo-
phys. Res.-
Oceans
https://doi.org/10.1029/2018JC013899
n
y
Gourdal, M., Crabeck,
O., Lizotte, M., Galindo,
V., et al. 2019
Upward transport of bottom-ice dimethyl
sulfide during advanced melting of arctic
first-year sea ice. Elementa
https://doi.org/10.1525/elementa.370
n
y
Matthes,
L. C.,
Ehn,
J. K.,
L.-Girard,
S.,
Pogorzelec, N. M., et al. 2019
Average cosine coefficient and spectral
distribution of the light field under sea ice:
Implications for primary production. Elementa
https://doi.org/10.1525/elementa.363
n
y Table 5. List of all peer-reviewed journal articles published so far using Green Edge cruise and/or Green Edge Ice Camp data. Only the first
4 authors are indicated in this table. https://doi.org/10.5194/essd-14-4607-2022 https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4637 able 5. Continued. Authors
Year
Title
Journal
DOI
Cruise
Ice
camp
Oziel, L., Massicotte, P.,
Randelhoff, A., Ferland,
J et al. 2019
Environmental factors influencing the
seasonal dynamics of spring algal blooms
in and beneath sea ice in western Baffin
Bay. Elementa
https://doi.org/10.1525/elementa.372
n
y
Sampei, M. 2019
An estimation of the quantitative impacts
of copepod grazing on an under sea-ice
spring phytoplankton bloom in western
Baffin Bay, Canadian Arctic
Elementa
https://doi.org/10.1525/elementa.2019.00092
n
y
Sansoulet, J., Pangrazi,
J.-J., Sardet, N., Mir-
shak, S., et al. 2019
Green Edge Outreach Project: a large-
scale public outreach and educational ini-
tiative
polar
record
https://doi.org/10.1017/S0032247419000123
n
y
Burgers, T. M., Trem-
blay, J.-É., Else, B. G. T.,
& Papakyriakou, T. N. 2020
Estimates of net community production
from multiple approaches surrounding the
spring ice-edge bloom in Baffin Bay
Elementa
https://doi.org/10.1525/elementa.013
y
n
Randelhoff, A., Lacour,
L., Marec, C., Leymarie,
E., et al. 2020
Arctic mid-winter phytoplankton growth
revealed by autonomous profilers
Science
Advances
https://doi.org/10.1126/sciadv.abc2678
y
n
Saint-Béat, B., Fath, B. D., Aubry, C., Colombet,
J., et al. 2020
Contrasting pelagic ecosystem function-
ing in eastern and western Baffin Bay re-
vealed by trophic network modeling
Elementa
https://doi.org/10.1525/elementa.397
y
n
Yunda-Guarin,
G.,
Brown, T. A., Michel, L. N., Saint-Béat, B., et al. 2020
Reliance of deep-sea benthic macrofauna
on ice-derived organic matter highlighted
by multiple trophic markers during spring
in Baffin Bay, Canadian Arctic
Elementa
https://doi.org/10.1525/elementa.2020.047
y
n
Amiraux, R., Burot, C.,
Bonin, P., Massé, G., et
al. 5.3
Fate of the phytoplankton spring bloom 2020
Stress factors resulting from the Arctic
vernal sea ice melt: impact on the viability
of the bacterial communities associated to
sympagic algae
Elementa
https://doi.org/10.1525/elementa.076
n
y
Else, B. G. T. T., White-
head, J. J., Galindo, V.,
Ferland, J., et al. 2020
Green Edge ice camp campaigns: un-
derstanding the processes controlling the
under-ice Arctic phytoplankton spring
bloom. Earth Syst. Sci. Data
https://doi.org/10.5194/essd-12-151-2020
n
y
Matthes, L. C., Mundy,
C. J.,
L.-Girard,
S.,
Babin, M et al. 2020
Spatial Heterogeneity as a Key Variable
Influencing Spring-Summer Progression
in UVR and PAR Transmission Through
Arctic Sea Ice
Front. Mar. Sci. https://doi.org/10.3389/fmars.2020.00183
n
y
Sansoulet,
J.,
Ther-
rien, M., Delgove, J.,
Pouxviel, G., et al. 2020
An update on Inuit perceptions of their
changing environment, Qikiqtaaluk (Baf-
fin Island, Nunavut)
Elementa
https://doi.org/10.1525/elementa.025
n
y
Ardyna, M. and Arrigo,
K. R. 2020
Phytoplankton dynamics in a changing
Arctic Ocean. Nat. Clim. Change
https://doi.org/10.1038/s41558-020-0905-y
y
y
Ardyna, M., Mundy, C. J., Mills, M. M., Oziel,
L., et al. 2020
Environmental drivers of under-ice phy-
toplankton bloom dynamics in the Arctic
Ocean
Elementa
https://doi.org/10.1525/elementa.430
y
y
Gérikas Ribeiro, C., dos
Santos, A. L., Probert, I.,
Vaulot, D., et al. 2020
Taxonomic reassignment of Pseudohap-
tolina birgeri comb. nov. (Haptophyta)
J. Phycol. https://doi.org/10.1080/00318884.2020.1830255
y
y
Ribeiro, C. G., Dos San-
tos, A. L., Gourvil, P., Le
Gall, F., et al. 2020
Culturable diversity of Arctic phytoplank-
ton during pack ice melting. Elementa
https://doi.org/10.1525/elementa.401
y
y
Tisserand, L., Dadaglio,
L., Intertaglia, L., Catala,
P., et al. 2020
Use of organic exudates from two po-
lar diatoms by bacterial isolates from the
Arctic Ocean
Phil. Trans. R. Soc. A. https://doi.org/10.1098/rsta.2019.0356
y
y
Yau,
S.,
Lopes
dos
Santos, A., Eikrem, W.,
Gérikas Ribeiro, C., et
al. 2020
Mantoniella beaufortii and Mantoniella
baffinensis
sp. nov. (Mamiellales,
Mamiellophyceae), two new green algal
species from the high arctic
J. Phycol. https://doi.org/10.1111/jpy.12932
y
y https://doi.org/10.5194/essd-14-4607-2022
Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4638 4638
F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summe
Table 5. Continued. Authors
Year
Title
Journal
DOI
Cruise
Ice
camp
Toullec, J., Moriceau, B.,
Vincent, D., Guidi, L., et
al. 8
Conclusions The Green Edge cruise was of typical oceanographic design. In terms of goal achievement, the cruise was extremely suc-
cessful and generated an impressive dataset over a diverse set
of disciplines, providing a global picture of the explored en-
vironment and of all the processes fuelling the Arctic food
web. Figure 4b represents all interactions existing and/or
measured during the cruise between compartments of the
various trophic levels. The generated dataset contains a much
larger number of parameters than those presented in this pa-
per. All data can be obtained from the data repository and
provide an excellent opportunity for re-use and comparison
with other Arctic datasets. A special issue of the Elementa:
Science of the Anthropocene journal entitled “Green Edge –
The phytoplankton spring bloom in the Arctic Ocean: past,
present and future response to climate variations, and impact
on carbon fluxes and the marine food web” contains a col-
lection of research papers referring to this cruise. A com-
plete list of peer-reviewed journal publications presenting
data from either or both the Green Edge Ice Camp or Green
Edge cruise can be found in Table 5. Geographical specificity might also be a motivation for
the cross-uploading of data. Since the Amundsen has been
used to conduct polar research, all navigation, AVOS, ADCP,
MVP, and CTD data are systematically uploaded to the Polar
Data Catalog (PDC): https://www.polardata.ca/ (last access:
10 August 2022). Please note that, in Table 3, only one address for each pa-
rameter is provided, while most of them are also available
from other sources. 5.3
Fate of the phytoplankton spring bloom 2021
Processes controlling aggregate formation
and distribution during the Arctic phyto-
plankton spring bloom in Baffin Bay
Elementa
https://doi.org/10.1525/elementa.2021.00001
y
n
Vilgrain, L., Maps, F.,
Picheral, M., Babin, M.,
et al. 2021
Trait-based approach on zooplankton in
situ images reveals contrasted ecological
patterns along ice melt dynamics
Limnol. Oceanogr. https://doi.org/10.1002/lno.11672
y
n
Amiraux,
R.,
Rontani,
J.-F.,
Armougom,
F.,
Frouin, E., et al. 2021
Bacterial diversity and lipid biomarkers
in sea ice and sinking particulate organic
material during the melt season in the
Canadian Arctic
Elementa
https://doi.org/10.1525/elementa.2019.040
n
y
Galí, M., Lizotte, M.,
Kieber, D.J., Randelhoff,
A., et al. 2021
DMS emissions from the Arctic Ocean
marginal ice zone
Elementa
https://doi.org/10.1525/elementa.2020.00113
y
n
Laliberté, J., Rehm, E.,
Hamre, B., Goyens, C et
al. 2022
A method to derive satellite PAR albedo
time series over first-year sea ice in the
Arctic Ocean
Elementa
https://doi.org/10.1525/elementa.2020.00080
n
y Table 5. Continued. Table 5. Continued. quality dataset possible, and to avoid the loss of both valu-
able time and data. biogeochemical Argo database: https://biogeochemical-argo. org/data-access.php (last access: 8 November 2021). Some more specific data acquired during the cruise are
also available on dedicated websites. For example, dissolved
inorganic carbon (DIC), alkalinity, and 18O data are also
archived with the Ocean Carbon and acidification Data Sys-
tem (OCADS): https://doi.org/10.25921/719e-qr37 (Miller
et al., 2020). Earth Syst. Sci. Data, 14, 4607–4642, 2022 References André, X., Le Traon, P.-Y., Le Reste, S., Dutreuil, V., Leymarie,
E., Malardé, D., Marec, C., Sagot, J., Amice, M., Babin, M.,
Claustre, H., David, A., D’Ortenzio, F., Kolodziejczyk, N., La-
gunas, J.L., Le Menn, M., Moreau, B., Nogré, D., Penkerc’h, C.,
Poteau, A., Renaut, C., Schaeffer, C., Taillandier, V., and Thierry,
V.: Preparing the New Phase of Argo: Technological Develop-
ments on Profiling Floats in the NAOS Project, Front. Mar. Sci.,
7, 577446, https://doi.org/10.3389/fmars.2020.577446, 2020. Antoine, D., Hooker, S. B., Bélanger, S., Matsuoka, A., and Babin,
M.: Apparent optical properties of the Canadian Beaufort Sea –
Part 1: Observational overview and water column relationships,
Biogeosciences, 10, 4493–4509, https://doi.org/10.5194/bg-10-
4493-2013, 2013. Competing interests. The contact author has declared that none
of the authors has any competing interests. Ardyna, M., Babin, M., Gosselin, M., Devred, E., Bélanger, S.,
Matsuoka, A., and Tremblay, J.-É.: Parameterization of verti-
cal chlorophyll a in the Arctic Ocean: impact of the subsur-
face chlorophyll maximum on regional, seasonal, and annual
primary production estimates, Biogeosciences, 10, 4383–4404,
https://doi.org/10.5194/bg-10-4383-2013, 2013. Disclaimer. Publisher’s note: Copernicus Publications remains
neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Arrigo, K. R., Perovich, D. K., Pickart, R. S., Brown, Z. W.,
van Dijken, G. L., Lowry, K. E., Mills, M. M., Palmer, M. A., Balch, W. M., Bates, N. R., Benitez-Nelson, C. R., Brown-
lee, E., Frey, K. E., Laney, S. R., Mathis, J., Matsuoka, A.,
Mitchell, B. G., Moore, G. W. K., Reynolds, R. A., Sosik,
H. M. and Swift, J. H.: Phytoplankton blooms beneath the
sea ice in the Chukchi sea, Deep-Sea Res. Pt. II, 105, 1–16,
https://doi.org/10.1016/j.dsr2.2014.03.018, 2014. Acknowledgements. This project was conducted using the Cana-
dian research icebreaker CCGS Amundsen with the support of
the Amundsen Science program funded by the Canada Founda-
tion for Innovation (CFI) Major Science Initiatives (MSI) Fund. We wish to thank the officers and crew of the CCGS Amund-
sen. The project was conducted under the scientific coordination
of the CERC on Remote Sensing of Canada’s new Arctic fron-
tier and the Centre national de la recherche scientifique CNRS/U-
niversité Laval Takuvik Joint International Laboratory (IRL3376). The field campaign was successful thanks to the contributions of
Guislain Bécu, José Lagunas, Debra Christiansen-Stowe, Julie San-
soulet, Eric Rehm, Maxime Benoît-Gagné, Marie-Hélène For-
get and Flavienne Bruyant, Julie Bourdon, Claudie Marec and
Marc Picheral from CNRS. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4639 Author contributions. MB designed the Green Edge project, in-
cluding the scientific objectives and sampling strategy. MB, KL,
FB, TL, PG, GJ, TB, MP, CM, KC, DM, MT, GD, GF, LD, JD,
CL, ML, GN, NM, MC, MP, K-ML, HJ-W, ER, AV, LBdF, DD,
NG, HC, AS, BQ, SH, GB, SEG, CG, P-LG, JET, EB, CS, MGT,
JR, AB, RA, CB, BM, JL, EL, PB, and PC were onboard the ship
and took part in sampling and onboard analysis. FB, PG, GJ, TB,
MP, CM, KC, DM, MT, GD, LD, GF, LD, JD, CL, LM, GN, NM,
NP, K-ML, HJ-W, ER, AV, LBdF, DD, NG, HC, AS, BG, SH, GB,
GC, P-LG, M-NH, CS, MGT, JR, AB, RA, CB, BM, JL, EL, BS-B,
PC, PA, LA, SB, DC, VC-B, FC, MD, CD, BE, IE, JF, LF, MG,
CGR, CG, PG, CG, SH, RH, FJ, AL, PL, FLG, KL, JL, AL, ML,
ALdS, GM, AM, LAM, P-IM, AM, AM, CP, MP, PR, J-FR, RS,
JT, A-PT, DV, and CN took part in processing and analyzing the
samples and in generating data. M-PA and PM cleaned, merged,
and assembled the dataset. CS maintains the Les Enveloppes Flu-
ides et l’Environnement-Cycles Biogéochimiques Environnement
et Ressources (LEFE-CYBER) repository it is stored in. NS, SM,
JS, LRL, TP and PB oversaw communication and outreach. MHF,
JF, JL, and FB oversaw logistics. FB wrote the manuscript. 106086), Fisheries and Ocean Canada, Sentinelle Nord (grant no. 113079), LEFE (grant no. AO2015-874272), and Institut PaulEmile
Victor (IPEV, grant no. 1164). 106086), Fisheries and Ocean Canada, Sentinelle Nord (grant no. 113079), LEFE (grant no. AO2015-874272), and Institut PaulEmile
Victor (IPEV, grant no. 1164). Review statement. This paper was edited by David Carlson and
reviewed by Emilia Trudnowska and one anonymous referee. Review statement. This paper was edited by David Carlson and
reviewed by Emilia Trudnowska and one anonymous referee. 7
Lessons learned As for any scientific cruise, a large amount of data was ac-
quired by many people. Even though guidelines had been
suggested ahead of time for data formatting, merging, and
storage, a tremendous amount of effort was necessary to col-
lect, assemble, and standardize the data. It is important that a
clear and streamlined data management plan be established
ahead of time to avoid errors or loss of data in the merg-
ing process. For oceanographic CTD-rosette sampling-based
cruises, depth of sampling necessitates special attention, as
it is crucial to use Niskin bottle number instead of nominal
depth to correctly merge the data. Furthermore, we cannot
emphasize enough that data management specialists must be
involved from the beginning of such large-scale projects to
ensure that data is properly documented, to render the best https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4640 natural aquatic systems, Appl. Environ. Microb., 49, 599–607,
https://doi.org/10.1128/aem.49.3.599-607.1985, 1985. natural aquatic systems, Appl. Environ. Microb., 49, 599–607,
https://doi.org/10.1128/aem.49.3.599-607.1985, 1985. M., Cusset, F., Dadaglio, L., Davelaar, M., Deslongchamps, G.,
Dimier, C., Dinasquet, J., Dumont, D., Else, B., Eulaers, I., Fer-
land, J., Filteau, G., Forget, M.-H., Fort, J., Fortier, L., Galí,
M., Gallinari, M., Garbus, S.-E., Garcia, N., Gérikas Ribeiro,
C., Gombault, C., Gourvil, P., Goyens, C., Grant, C., Grondin,
P.-L., Guillot, P., Hillion, S., Hussherr, R., Joux, F., Joy-Warren,
H., Joyal, G., Kieber, D., Lafond, A., Lagunas, J., Lajeunesse, P.,
Lalande, C., Larivière, J., Le Gall, F., Leblanc, K., Leblanc, M.,
Legras, J., Levesque, K., Lewis, K.-M., Leymarie, E., Leynaert,
A., Linkowski, T., Lizotte, M., Lopes Dos Santos, A., Marec,
C., Marie, D., Massé, G., Massicotte, P., Matsuoka, A., Miller,
L., Mirshak, S., Morata, N., Moriceau, B., Morin, P.-I., Moris-
set, S., Mosbech, A., Mucci, A., Nadaï, G., Nozais, C., Obernos-
terer, I., Paire, T., Panagiotopoulos, C., Parenteau, M., Pelletier,
N., Picheral, M., Quéguiner, B., Raimbault, P., Ras, J., Rehm,
E., Ribot Lacosta, L., Rontani, J.-F., Saint-Béat, B., Sansoulet,
J., Sardet, N., Schmechtig, C., Sciandra, A., Sempéré, R., Sévi-
gny, C., Toullec, J., Tragin, M., Tremblay, J.-É., Trottier, A.-P.,
Vaulot, D, Vladoiu, A., Xue, L., Yunda-Guarin, G., and Babin,
M.: The Green Edge cruise: following the evolution of the Arctic
phytoplankton spring bloom, from ice-covered to open waters,
SEANOE [data set], https://doi.org/10.17882/86417, 2022. Lafond, A., Leblanc, K., Quéguiner, B., Moriceau, B., Leynaert,
A., Cornet, V., Legras, J., Ras, J., Parenteau, M., Garcia, N.,
Babin, M., and Tremblay, J.-É.: Late spring bloom devel-
opment of pelagic diatoms in Baffin Bay, Elementa, 7, 44,
https://doi.org/10.1525/elementa.382, 2019. C., Gombault, C., Gourvil, P., Goyens, C., Grant, C., Grondin, P.-L., Guillot, P., Hillion, S., Hussherr, R., Joux, F., Joy-Warren, H., Joyal, G., Kieber, D., Lafond, A., Lagunas, J., Lajeunesse, P., Lalande, C., Nöthig, E.-M., and Fortier, L.: Algal Export in the Arc-
tic Ocean in Times of Global Warming, Geophys. Res. Lett., 46,
5959–5967, https://doi.org/10.1029/2019GL083167, 2019. Lalande, C., Larivière, J., Le Gall, F., Leblanc, K., Leblanc, M., s, J., Levesque, K., Lewis, K.-M., Leymarie, E., Leyna A., Linkowski, T., Lizotte, M., Lopes Dos Santos, A., Marec, LeBlanc, M., Gauthier, S., Garbus, S. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer E., Mosbech, A., and Fortier,
L.: The co-distribution of Arctic cod and its seabird predators
across the marginal ice zone in Baffin Bay, Elementa, 7, 1–18,
https://doi.org/10.1525/elementa.339, 2019. C., Marie, D., Massé, G., Massicotte, P., Matsuoka, A., Miller, L., Mirshak, S., Morata, N., Moriceau, B., Morin, P.-I., Moris-
set, S., Mosbech, A., Mucci, A., Nadaï, G., Nozais, C., Obernos-
terer, I., Paire, T., Panagiotopoulos, C., Parenteau, M., Pelletier,
N
Pi h
l M
Q é
i
B
R i b
l
P R
J
R h terer, I., Paire, T., Panagiotopoulos, C., Parenteau, M., Pelletier, Letelier,
R. M.,
Karl,
D. M.,
Abbott,
M. R.,
and
Bidi-
gare, R. R.: Light driven seasonal patterns of chlorophyll
and nitrate in the lower euphotic zone of the North Pa-
cific Subtropical Gyre, Limnol. Oceanogr., 49, 508–519,
https://doi.org/10.4319/lo.2004.49.2.0508, 2004. N., Picheral, M., Quéguiner, B., Raimbault, P., Ras, J., Rehm,
E., Ribot Lacosta, L., Rontani, J.-F., Saint-Béat, B., Sansoulet, Le Traon, P.-Y., D’Ortenzio, F., Babin, M., Leymarie, E., Marec,
C., Pouliquen, S., Thierry, V., Cabanes, C., Claustre, H., Des-
bruyères, D., Lacour, L., Lagunas, J. L., Maze, G., Mercier, H.,
Penkerc’h, C., Poffa, N., Poteau, A., Prieur, L., Racapé, V., Ran-
delhoff, A., Rehm, E., Schmechtig, C. M., Taillandier, V., Wa-
gener, T., and Xing, X.: Preparing the New Phase of Argo: Sci-
entific Achievements of the NAOS Project, Front. Mar. Sci., 7,
577408, https://doi.org/10.3389/fmars.2020.577408, 2020. Burot, C., Amiraux, R., Bonin, P., Guasco, S., Babin, M.,
Joux, F., Marie, D., Vilgrain, L., Heipieper, H. J., and
Rontani, J.-F.: Viability and stress state of bacteria asso-
ciated with primary production or zooplankton-derived sus-
pended particulate matter in summer along a transect in Baf-
fin Bay (Arctic Ocean), Sci. Total Environ., 770, 145252,
https://doi.org/10.1016/j.scitotenv.2021.145252, 2021. Leu, E., Mundy, C. J., Assmy, P., Campbell, K., Gabrielsen, T. M., Gosselin, M., Juul-Pedersen, T., and Gradinger, R.: Arc-
tic spring awakening – Steering principles behind the phenol-
ogy of vernal ice algal blooms, Prog. Oceanogr., 139, 151–170,
https://doi.org/10.1016/j.pocean.2015.07.012, 2015. Dadaglio, L., Dinasquet, J., Obernosterer, I., and Joux, F.: Differ-
ential responses of bacteria to diatom-derived dissolved organic
matter in the Arctic Ocean, Aquat. Microb. Ecol., 82, 59–72,
https://doi.org/10.3354/ame01883, 2018. Lewis, M. R. and Smith, J. C.: A small volume, short-incubation-
time method for measurements of photosynthesis as a function
of incident irradiance, Mar. Ecol.-Prog. Ser., 13, 99–102, 1983. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Dezutter, T., Lalande, C., Darnis, G., and Fortier, L.: Seasonal and
interannual variability of the Queen Maud Gulf ecosystem de-
rived from sediment trap measurements, Limnol. Oceangr., 66,
S411–S426, https://doi.org/10.1002/lno.11628, 2021. Lowry, K. E., van Dijken, G. L., and Arrigo, K. R.: Evi-
dence of under-ice phytoplankton blooms in the Chukchi Sea
from 1998 to 2012, Deep-Sea Res. Pt. II, 105, 105–117,
https://doi.org/10.1016/j.dsr2.2014.03.013, 2014. Dickson, A. G., Sabine, C. L., and Christian, J. R. (Eds.): Guide
to Best Practices for Ocean CO2 measurements, PICES Spe-
cial Publication 3, 191 pp., https://doi.org/10.25607/OBP-1342,
2007. Marie, D., Partensky, F., Vaulot, D., and Brussaard, C.: Enu-
meration of Phytoplankton, Bacteria, and Viruses in Ma-
rine Samples, Curr. Protoc. Cytom., 10, 11.11.1–11.11.15,
https://doi.org/10.1002/0471142956.cy1111s10, 2001. Eicken, H., Gradinger, R., Salganek, M., Shirasawa, K., Perovich,
D. K., and Leppäranta, M. (Eds.): Field Techniques for Sea-Ice
Research, University of Alaska Press, ISBN 1602230595, 2009. Massicotte, P., Amiraux, R., Amyot, M.-P., Archambault, P., Ar-
dyna, M., Arnaud, L., Artigue, L., Aubry, C., Ayotte, P., Bécu, G.,
Bélanger, S., Benner, R., Bittig, H. C., Bricaud, A., Brossier, É.,
Bruyant, F., Chauvaud, L., Christiansen-Stowe, D., Claustre, H.,
Cornet-Barthaux, V., Coupel, P., Cox, C., Delaforge, A., Dezut-
ter, T., Dimier, C., Domine, F., Dufour, F., Dufresne, C., Dumont,
D., Ehn, J., Else, B., Ferland, J., Forget, M.-H., Fortier, L., Galí,
M., Galindo, V., Gallinari, M., Garcia, N., Gérikas Ribeiro, C.,
Gourdal, M., Gourvil, P., Goyens, C., Grondin, P.-L., Guillot,
P., Guilmette, C., Houssais, M.-N., Joux, F., Lacour, L., Lacour,
T., Lafond, A., Lagunas, J., Lalande, C., Laliberté, J., Lambert-
Girard, S., Larivière, J., Lavaud, J., LeBaron, A., Leblanc, K.,
Le Gall, F., Legras, J., Lemire, M., Levasseur, M., Leymarie,
E., Leynaert, A., Lopes dos Santos, A., Lourenço, A., Mah, D.,
Marec, C., Marie, D., Martin, N., Marty, C., Marty, S., Massé, G.,
Matsuoka, A., Matthes, L., Moriceau, B., Muller, P.-E., Mundy, Geoffroy, M., Majewski, A., LeBlanc, M., Gauthier, S., Walkusz,
W., Reist, J. D., and Fortier, L.: Vertical segregation of age-0
and age-1+ polar cod (Boreogadus saida) over the annual cy-
cle in the Canadian Beaufort Sea, Polar Biol., 39, 1023–1037,
https://doi.org/10.1007/s00300-015-1811-z, 2016. nt, F., Chauvaud, L., Christiansen-Stowe, D., Claustre, H., , Ehn, J., Else, B., Ferland, J., Forget, M.-H., Fortier, L., Galí, Gérikas Ribeiro, C., Lopes dos Santos, A., Probert, I., Vaulot,
D., and Edvardsen, B.: Taxonomic reassignment of Pseudohap-
tolina birgeri comb. nov. (Haptophyta), Phycologia, 59, 606–
615, https://doi.org/10.1080/00318884.2020.1830255, 2020. References We also thank Québec-Océan and the
Polar Continental Shelf Program for their in-kind contribution in
terms of polar logistics and scientific equipment. We thank Marie-
Pier Amyot for data cleaning and Étienne Ouellet for IT support and
data infrastructure management. We thank Emilia Trudnowska and
one anonymous referee for their numerous and useful comments. Assmy, P., Fernández-Méndez, M., Duarte, P., Meyer, A., Ran-
delhoff, A., Mundy, C. J., Olsen, L. M., Kauko, H. M., Bai-
ley, A., Chierici, M., Cohen, L., Doulgeris, A. P., Ehn, J. K.,
Fransson, A., Gerland, S., Hop, H., Hudson, S. R., Hughes,
N., Itkin, P., Johnsen, G., King, J. A., Koch, B. P., Koenig, Z.,
Kwasniewski, S., Laney, S. R., Nicolaus, M., Pavlov, A. K., Po-
lashenski, C. M., Provost, C., Rösel, A., Sandbu, M., Spreen,
G., Smedsrud, L. H., Sundfjord, A., Taskjelle, T., Tatarek, A.,
Wiktor, J., Wagner, P. M., Wold, A., Steen, H., and Granskog,
M. A.: Leads in Arctic pack ice enable early phytoplankton
blooms below snow-covered sea ice, Sci. Rep.-UK, 7, 40850,
https://doi.org/10.1038/srep40850, 2017. Atlas, R., Hoffman, R. N., Ardizzone, J., Leidner, S. M., Jusem, J. C., Smith, D. K., and Gombos, D.: A cross-calibrated, multiplat-
form ocean surface wind velocity product for meteorological and
oceanographic applications, B. Am. Meteor. Soc., 92, 157–174,
https://doi.org/10.1175/2010BAMS2946.1, 2011. Financial support. This research has been supported by the
Agence Nationale de la Recherche (ANR, grant no. 111112),
the Canada Excellence Research Chair on Remote Sensing of
Canada’s new Arctic Frontier (grant no. 096031), the Centre Na-
tional d’Etudes Spatiales (grant no. 131425), ArcticNet (grant no. 099009), the French Arctic Initiative, Fondation Total (grant no. BIO-Février 2015-CS/036), the Canadian Space Agency (grant no. Bruyant, F., Amiraux, R., Amyot, M.-P., Archambault, P., Artigue,
L., Barbedo De Freitas, L., Bécu, G., Bélanger, S., Bourgain,
P., Bricaud, A., Brouard, E., Brunet, C., Burgers, T., Caleb, D.,
Chalut, K., Claustre, H., Cornet-Barthaux, V., Coupel, P., Cusa, https://doi.org/10.5194/essd-14-4607-2022 Earth Syst. Sci. Data, 14, 4607–4642, 2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Ras, J., Claustre, H., and Uitz, J.: Spatial variability of phytoplank-
ton pigment distributions in the Subtropical South Pacific Ocean:
comparison between in situ and predicted data, Biogeosciences,
5, 353–369, https://doi.org/10.5194/bg-5-353-2008, 2008. Röttgers, R. and Gehnke, S.: Measurement of light absorption by
aquatic particles: improvement of the quantitative filter technique
by use of an integrating sphere approach, Appl. Optics, 51, 1336–
1351, https://doi.org/10.1364/AO.51.001336, 2012. Miller, L. A., Davelaar, M., Caleb, D., Mucci, A., Burgers, T. M.,
Ahmed, M., and Irish, V.: Dissolved inorganic carbon (DIC), to-
tal alkalinity, stable oxygen isotope (O-18), temperature, salin-
ity, dissolved oxygen and other parameters measured from dis-
crete samples and profile observations during the Canadian
Coast Guard Ship Amundsen ArcticNet cruise (EXPOCODE
18DL20160603, Leg 1 and Leg 2) in the Eastern Canadian Arc-
tic, Baffin Bay, Nares Strait, Lancaster Sound, Barrow Strait and
Coronation Gulf from 2016-06-03 to 2016-08-23 (NCEI Acces-
sion 0217304), NOAA National Centers for Environmental In-
formation [data set], https://doi.org/10.25921/719e-qr37, 2020. Roy, S., Llewellyn, C. A., Egeland, E. S., and Johnsen, G. (Eds.):
Phytoplankton pigments: characterization, chemotaxonomy, and
applications in oceanography, Cambridge University Press, Cam-
bridge, UK, https://doi.org/10.1017/CBO9780511732263, 2011. Smith, D. C. and Azam, F.: A simple, economical method for mea-
suring bacterial protein synthesis rates in seawater using 3H-
leucine, Mar. microb. food webs, 6, 107–114, 1992. Sosik, H. M. and Olson, R. J.: Automated taxonomic clas-
sification
of
phytoplankton
sampled
with
imaging
in-
flow
cytometry,
Limnol. Oceanogr.-Meth.,
5,
204–216,
https://doi.org/10.4319/lom.2007.5.204, 2007. Mobley, C. D.: Estimation of the remote-sensing reflectance
from above-surface measurements, Appl. Opt., 38, 7442–7455,
https://doi.org/10.1364/AO.38.007442, 1999. Spreen, G., Kaleschke, L., and Heygster, G.: Sea ice remote sensing
using AMSR-E 89-GHz channels, J. Geophys. Res.-Oceans, 113,
C2, https://doi.org/10.1029/2005JC003384, 2008. Mueller, J. L., Austin, R. W., Morel, A., Fargion, G. S., and
McClain, C. R.: Ocean Optics Protocols For Satellite Ocean
Color Sensor Validation, Revision 4. Volume 1: Introduction,
Background and Conventions. Greenbelt, MD, Goddard Space
Flight Space Center, 1–56, (NASA/TM-2003-21621/Rev-Vol I),
https://doi.org/10.25607/OBP-61, 2003. Stramski, D., Reynolds, R. A., Kaczmarek, S., Uitz, J., and Zheng,
G.: Correction of pathlength amplification in the filter-pad tech-
nique for measurements of particulate absorption coefficient
in the visible spectral region, Appl. Optics, 54, 6763–6782,
https://doi.org/10.1364/ao.54.006763, 2015. Mundy, C. J., Gosselin, M., Ehn, J., Gratton, Y., Rossnagel, A., Bar-
ber, D. G., Martin, J., Tremblay, J.-É., Palmer, M., Arrigo, K. F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer Grasshoff, K., Kremling, K., and Ehrhardt, M. (Eds.): Meth-
ods of Seawater Analysis, Wiley-VCH, Weinheim, Germany,
https://doi.org/10.1002/9783527613984, 1999. Kirchman, D., K’nees, E., and Hodson, R.: Leucine incorporation
and its potential as a measure of protein synthesis by bacteria in Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer 4641 C.-J., Neukermans, G., Oziel, L., Panagiotopoulos, C., Pangrazi,
J.-J., Picard, G., Picheral, M., Pinczon du Sel, F., Pogorzelec,
N., Probert, I., Quéguiner, B., Raimbault, P., Ras, J., Rehm, E.,
Reimer, E., Rontani, J.-F., Rysgaard, S., Saint-Béat, B., Sam-
pei, M., Sansoulet, J., Schmechtig, C., Schmidt, S., Sempéré, R.,
Sévigny, C., Shen, Y., Tragin, M., Tremblay, J.-É., Vaulot, D.,
Verin, G., Vivier, F., Vladoiu, A., Whitehead, J., and Babin, M.:
Green Edge ice camp campaigns: understanding the processes
controlling the under-ice Arctic phytoplankton spring bloom,
Earth Syst. Sci. Data, 12, 151–176, https://doi.org/10.5194/essd-
12-151-2020, 2020. C.-J., Neukermans, G., Oziel, L., Panagiotopoulos, C., Pangrazi,
i
d G
i h
l
i
d
S l
l Picheral, M., Colin, S., and Irisson, J.-O.: EcoTaxa, a tool for
the taxonomic classification of images, http://ecotaxa.obs-vlfr.fr
(last access: 2 December 2019), 2017. J.-J., Picard, G., Picheral, M., Pinczon du Sel, F., Pogorzelec, Raimbault, P., Pouvesle, W., Diaz, F., Garcia, N., and Sem-
péré, R.: Wet-oxidation and automated colorimetry for si-
multaneous determination of organic carbon, nitrogen and
phosphorus dissolved in seawater, Mar. Chem., 66, 161–169,
https://doi.org/10.1016/S0304-4203(99)00038-9, 1999. Randelhoff, A., Oziel, L., Massicotte, P., Bécu, G., Galí, M.,
Lacour, L., Dumont, D., Vladoiu, A., Marec, C., Bruyant,
F., Houssais, M.-N., Tremblay, J.-É., Deslongchamps, G.,
and Babin, M.: The evolution of light and vertical mix-
ing across a phytoplankton ice-edge bloom, Elementa, 7, 20,
https://doi.org/10.1525/elementa.357, 2019. Meredith, M.,Sommerkorn, M., Cassotta, S., Derksen, C., Ekaykin,
A., Hollowed, A., Kofinas, G., Mackintosh, A., Melbourne-
Thomas, J., Muelbert, M. M. C., Ottersen, G., Pritchard, H., and
Schuur, E. A. G.: Polar Regions, in: IPCC Special Report on the
Ocean and Cryosphere in a Changing Climate, edited by: Pört-
ner, H.-O., Roberts, D. C., Masson-Delmotte, V., Zhai, P., Tig-
nor, M., Poloczanska, E., Mintenbeck, K., Alegriìa, A., Nico-
lai, M., Okem, A., Petzold, J., Rama, B., and Weyer, N. M.,
https://doi.org/10.1017/9781009157964, 2019. https://doi.org/10.5194/essd-14-4607-2022 F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early F. Bruyant et al.: Investigating the marginal ice zone processes during late spring and early summer R.,
Darnis, G., Fortier, L., Else, B., and Papakyriakou, T.: Contri-
bution of under-ice primary production to an ice-edge upwelling
phytoplankton bloom in the Canadian Beaufort Sea, Geophys. Res. Lett., 36, 1–5, https://doi.org/10.1029/2009GL038837,
2009. Trudnowska, E., Lacour, L., Ardyna, M., Rogge, A., Irisson, J.-O.,
Waite, A. M., Babin, M., and Stemmann, L.: Marine snow mor-
phology illuminates the evolution of phytoplankton blooms and
determines their subsequent vertical export, Nat. Commun., 12,
2816, https://doi.org/10.1038/s41467-021-22994-4, 2021. U.S. National Ice Center and National Snow and Ice Data Center:
compiled by: Fetterer, F., Savoie, M., Helfrich, S., and Clemente-
Colón, P.: updated daily, Multisensor Analyzed Sea Ice Extent
– Northern Hemisphere (MASIE-NH), Version 1. [Baffin Bay],
Boulder, Colorado USA, NSIDC: National Snow and Ice Data
Center, https://doi.org/10.7265/N5GT5K3K, 2010. Nadaï,
G.,
Nöthig,
E.-M.,
Fortier,
L.,
and
Lalande,
C.:
Early snowmelt and sea ice breakup enhance algal ex-
port in the Beaufort Sea, Prog. Oceanogr., 190, 102479,
https://doi.org/10.1016/J.POCEAN.2020.102479, 2021. Parada, A. E., Needham, D. M., and Fuhrman, J. A.: Every
base matters: assessing small subunit rRNA primers for ma-
rine microbiomes with mock communities, time series and
global field samples, Environ. Microbiol., 18, 1403–1414,
https://doi.org/10.1111/1462-2920.13023, 2016. Utermöhl,
H.:
Zur
Vervollkommnung
der
Quantitativen
Phytoplankton-Methodik, Mitt. Int. Ver. Theor. Angew. Limnol.,
9, 1–38, 1958. Wassmann, P. and Reigstad, M.: Future Arctic Ocean Seasonal Ice
Zones and Implications for Pelagic-Benthic Coupling, Oceanog-
raphy, 24, 220–231, https://doi.org/10.5670/oceanog.2011.74,
2011. Perrette, M., Yool, A., Quartly, G. D., and Popova, E. E.: Near-
ubiquity of ice-edge blooms in the Arctic, Biogeosciences, 8,
515–524, https://doi.org/10.5194/bg-8-515-2011, 2011. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022 4642 Yunda-Guarin, G., Brown, T. A., Michel, L. N., Saint-Béat,
B., Amiraux, R., Nozais, C., and Archambault, P.: Re-
liance of deep-sea benthic macrofauna on ice-derived or-
ganic matter highlighted by multiple trophic markers dur-
ing spring in Baffin Bay, Canadian Arctic, Elementa, 8, 047,
https://doi.org/10.1525/elementa.2020.047, 2020. Earth Syst. Sci. Data, 14, 4607–4642, 2022 https://doi.org/10.5194/essd-14-4607-2022
|
https://openalex.org/W3110910775
|
https://nottingham-repository.worktribe.com/file/25363949/1/1-s2.0-S0148296320307839-main
|
English
| null |
Artificial intelligence for human flourishing – Beyond principles for machine learning
|
Journal of business research
| 2,021
|
cc-by
| 15,446
|
* Corresponding author at: De Montfort University, The Gateway, Leicester LE2 9BH, UK.
E-mail address: bstahl@dmu.ac.uk (B.C. Stahl). A R T I C L E I N F O Keywords:
Ethics
Artificial intelligence
Big data
Human rights
Governance Keywords:
Ethics
Artificial intelligence
Big data
Human rights
Governance The technical and economic benefits of artificial intelligence (AI) are counterbalanced by legal, social and ethical
issues. It is challenging to conceptually capture and empirically measure both benefits and downsides. We
therefore provide an account of the findings and implications of a multi-dimensional study of AI, comprising 10
case studies, five scenarios, an ethical impact analysis of AI, a human rights analysis of AI and a technical analysis
of known and potential threats and vulnerabilities. Based on our findings, we separate AI ethics discourse into
three streams: (1) specific issues related to the application of machine learning, (2) social and political questions
arising in a digitally enabled society and (3) metaphysical questions about the nature of reality and humanity. Human rights principles and legislation have a key role to play in addressing the ethics of AI. This work helps to
steer AI to contribute to human flourishing. whether and how AI should be regulated or whether other ways should
be found to address the downsides of AI. Artificial intelligence for human flourishing – Beyond principles for
machine learning B.C. Stahl a,*, A. Andreou e, P. Brey b, T. Hatzakis c, A. Kirichenko d, K. Macnish b,
S. Laulh´e Shaelou f, A. Patel d, M. Ryan g, D. Wright c a De Montfort University, UK
b University of Twente, the Netherlands
c Trilateral Research, UK
d F-Secure, Finland
e Aequitas, Cyprus
f University of Central Lancashire, Cyprus
g Wageningen University & Research, the Netherlands a De Montfort University, UK
b University of Twente, the Netherlands
c Trilateral Research, UK
d F-Secure, Finland
e Aequitas, Cyprus
f University of Central Lancashire, Cyprus
g Wageningen University & Research, the Netherlands Available online 16 December 2020
0148-2963/© 2020 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0
https://doi.org/10.1016/j.jbusres.2020.11.030
Received 18 January 2020; Received in revised form 16 November 2020; Accepted 18 November 2020 Available online 16 December 2020
0148-2963/© 2020 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Available online 16 December 2020
0148-2963/© 2020 The Author(s). Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). blished by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/) Journal of Business Research 124 (2021) 374–388
Artificial intelligence for human flourishing – Beyond principles for
machine learning
B.C. Stahl a,*, A. Andreou e, P. Brey b, T. Hatzakis c, A. Kirichenko d, K. Macnish b,
S. Laulh´e Shaelou f, A. Patel d, M. Ryan g, D. Wright c
a De Montfort University, UK
b University of Twente, the Netherlands
Contents lists available at ScienceDirect
Journal of Business Research
journal homepage: www.elsevier.com/locate/jbusres Journal of Business Research 124 (2021) 374–388
Artificial intelligence for human flourishing – Beyond principles for
machine learning
B.C. Stahl a,*, A. Andreou e, P. Brey b, T. Hatzakis c, A. Kirichenko d, K. Macnish b,
S. Laulh´e Shaelou f, A. Patel d, M. Ryan g, D. Wright c
a De Montfort University, UK
b University of Twente, the Netherlands
Contents lists available at ScienceDirect
Journal of Business Research
journal homepage: www.elsevier.com/locate/jbusres Journal of Business Research 124 (2021) 374–388 2.1. AI and big data The concept of AI, while much discussed, is not well defined. A
typical definition of AI is the one provided by the European Commission
(2018, p. 1): “Artificial intelligence (AI) refers to systems that display
intelligent behaviour by analysing their environment and taking actions
– with some degree of autonomy – to achieve specific goals.” This is
consistent with Haenlein and Kaplan (2019) emphasis on the interpre
tation of external data, learning from such data and using data for the
achievement of specific goals. While such definitions are sufficient to
give an idea of the scope of AI, they are arguably not specific enough to
allow the identification of specific ethical issues or the application of
governance structures. Definitions such as the EC’s can also be prob
lematic when they seem to imply contentious positions, such as that AI
can behave, analyse and act, which can be read as imputing character
istics, notably that of independent agency, that current machine
learning technologies do not display. This points to metaphysical as
sumptions about AI to which we return to below. i i
Our analysis shows that the ethical issues that arise in empirical
observations are similar to those that the academic literature discusses,
which provides reason for the belief that the discourse on ethics in AI is
reasonably expansive. At the same time, however, it becomes clear that
the meaning of these issues is largely context-dependent. We use our
understanding of the ethical issues to categorise them into three broad
categories: (1) issues directly related to machine learning, (2) broader
social and political issues arising in modern digitally enabled societies
and finally (3) metaphysical questions. These categories allow us to map
currently existing and discussed mitigation and governance structures to
these issues. This is an important starting point for the practical question
of what can and should be done to address these issues. This question is
beyond the scope of this paper. i One reason for these shortcomings is that the definitions hide the
immense breadth and depth of the underlying AI research (Elsevier,
2018). The current prominence of AI is based on long-established
principles of machine learning, often implemented through (deep)
neural networks. These have recently gained prominence due to the
increased availability of computing power and large data sets for
training purposes. 2.1. AI and big data Ethical discussions of AI therefore need to be sensitive
to both the consequences of the application of AI algorithms and tech
niques as well as the ethical aspects of (big) data analytics (B. D. Mit
telstadt, Allo, Taddeo, Wachter, & Floridi, 2016; Nerurkar, Wadephul, &
Wiegerling, 2016; Varley-Winter & Shah, 2016). Public discourse on AI
especially focuses on machine learning and the empirical work we have
undertaken covers technologies in machine learning and big data ana
lytics. However, as we argue below, the ethics of AI debate is broader
than this and refers to other concepts of AI, notably that AI technologies
have broader human-like cognitive abilities. The concept of general AI
goes back to the beginning of AI research and is sometimes referred to as
Good Old Fashioned AI (GOFAI) (Moor & Bynum, 2002). General AI
technologies do not currently exist, but they figure strongly in the public
discourse. In order to be able to make sense of the broader debate, it is
important to be aware of the entire breadth of meaning of the term. The findings presented in this paper are important in several re
spects. The paper makes an academic contribution to the quickly
spreading discussion of ethics and AI and research around ethics, values,
governance and tools of AI. The categorisation of issues suggested here
and the mapping of the categories to different governance mechanisms
can help streamline the debate. Due to the high practical importance of
the underlying technologies, the paper also has practical importance for
stakeholders faced with the practical challenge of proactively engaging
with the ethics of AI. The paper can help organisations developing,
deploying or using AI to identify issues they are likely to face and engage
with governance mechanisms that can address these issues. In order to develop the argument, the paper proceeds as follows. In
the next section, we discuss the governance of AI, looking first at defi
nitions, followed by a discussion of ethical issues and currently proposed
governance structures. We then describe our multi-dimensional empir
ical study of AI. The findings and discussion give rise to our catego
risation of issues, which we then map to governance structures and
stakeholders. Our discussion and conclusions demonstrate the novelty
and relevance of our findings while we propose next steps. 1. Introduction The development of artificial intelligence (AI) is often described in
terms of human progress. The recent progress of machine learning,
supported by growing amounts of available data combined with rapidly
expanding computing capabilities and publicly available tools and li
braries, have led to expectations of increased efficiency but also to new
and better services for consumers and citizens. This broadly positive
discourse is, however, counterbalanced by a discussion of the downsides
and risks of AI. A growing volume of literature suggests that governance mecha
nisms need to be devised for these technologies because existing
governance structures are not able to address the issues they raise. As a
consequence, one can find numerous suggestions on various ways to
develop governance structures that range from the informal, such as
voluntary industry codes of conduct, to national and international
legislation and the creation of regulators. One weakness of the current discourse is a disconnect between
rigorous academic research on the content and implications of these
technologies and the development of governance proposals. The ethics of AI is a topic of conversation in the disciplines concerned
with these technologies including the social sciences, humanities, media
and policy. Worries range from discrimination due to biased datasets to
the domination of humanity by sentient machines. The social impact of
AI-based technologies provides the backdrop and justification for the
flurry of activities in public discourse and policy developments about In order to move beyond the current discourse, gain a deeper un
derstanding of the nature of ethics in AI, and allow for a critical
reflection of the current discourse, we conducted multi-method and
interdisciplinary research aimed at contributing to empirical and Journal of Business Research 124 (2021) 374–388 B.C. Stahl et al. conceptual clarity of the nature of these technologies, the challenges
they raise and the potential of new governance structures to address
these issues. The aim of this paper is to contribute to the discussion
about how to identify, interpret and address ethical issues arising from
AI applications1. The paper critically reflects on the term AI and explores
which aspects of AI raise which types of issues and how these are re
flected and addressed in organisational and societal practice. Bringing
together conceptual insights and empirical findings, the paper is in a
position to propose new ways to think about AI and structure the AI
ethics narrative. 1 We use the term "issue" in an open sense, accepting as issues whatever our
respondents or the literature describes using the term. As a consequence, the
issues we cover vary greatly in terms of scope and impact. Some are very
precise and focused whereas other are large and fuzzy and cover entire areas
where issues arise. 1. Introduction In order to achieve this aim, the paper first seeks to
answer the question of what precisely are the key ethical issues and how
best to classify or categorise them. It then explores how existing
governance mechanisms may be applied to these issues. This leads to the
final question of theoretical and practical next steps. organization, or territory, and whether through laws, norms, power, or
language” (Bevir, 2012, p. 1). The term also refers to specific localised
ways of organising (or governing) particular issues, as in data gover
nance (Khatri & Brown, 2010) or information governance (ISO, 2008),
rendering it suitable to describe ways of dealing with AI that cover many
societal actors and activities. 2.1. AI and big data This paper therefore does not attempt to offer a comprehensive
definition of AI or of any of its constituent technologies such as machine
learning. Instead, it aims to bring greater clarity to the question what
people refer to when they talk about AI and, more importantly, when
they talk about the ethics of AI or about the ethical issues of AI. These
conceptual questions are crucial to dealing with the ethics of AI and
questions of governance. They pose the problem of delineating which
ethical issues are related to or caused by AI and it complicates questions
of governance, where the application area of governance mechanisms is
often not clear, as we will show in more detail below. 2. Governance of AI This section provides the conceptual basis of tthis article and gives an
overview of current discussions regarding AI, its ethical implications and
possible governance structures. The term ’governance’ as developed in
political sciences traditionally refers to alternatives to formal govern
ment on a societal or state level. In business research, it frequently refers
to structures and processes within organisations, whereas on a higher
level the term ’regulation’ is used (Braithwaite & Drahos, 2000). How
ever, ’governance’ is increasingly used to describe a much broader array
of “[…] processes of governing, whether undertaken by a government,
market, or network, whether over a family, tribe, formal or informal 2.2. Ethics and AI However, any attempts to use ‘AI
for Good’, as the title of the series of summits organised by the Inter
national Telecommunication Union suggests (https://aiforgood.itu.int/
), can count in this category. i Despite a rich history of discussing the relative merits of various
ethical positions, the current discourse around ethical issues of AI makes
little reference to philosophical ethical theories. Instead, the generally
accepted approach to AI ethics seems to define mid-level ethical prin
ciples, an approach pioneered by biomedical ethics (Beauchamp &
Childress, 2009; The National Commission for the Protection of Human
Subjects of Biomedical and Behavioral Research. (1979), 1979). This
approach, sometimes referred to as principlism, is not without criticism
(Clouser & Gert, 1990). It has the practical advantage of sidestepping
long-standing ethical debates. But it is open to the charge that it fails to
solve practical ethical issues, due to the apparent consensus on ethical
principles that then fail to guide practical action (B. Mittelstadt, 2019). Nevertheless, the creation and compilation of ethical principles form key
aspects of the ethics of AI debate (Anabo, Elexpuru-Albizuri, &
Villard´on-Gallego, 2019; Asilomar Conference, 2017; Boden et al.,
2017). In addition, most of the high-level interventions into the ethics of
AI discussion are principle-based, such as the guidelines produced by the
European High Level Expert Group on AI (HLEG on AI, 2019). For our
purposes, it is sufficient to understand the prevalence of ethical princi
ples in the AI discourse. We agree with Mittelstadt (2019), however, in
seeing the focus on principles as limiting and will return to the question
of an appropriate ethical theoretical basis for the ethics of AI below. We realise that this is a strong simplification and that these in
tentions and purposes of AI are not necessarily mutually exclusive and
do not comprehensively cover all possibilities. The need for contact
tracing to fight a pandemic, for example, shows that social control can
be conducive to human flourishing. Similarly, the optimisation of pro
cesses and resulting profit maximisation leads to higher income and
welfare, which can (but do not have to) contribute to broader human
flourishing. The Venn diagram in Fig. 1 indicates that the three different
purposes can intersect and overlap. However, they are recognisably
different ways of approaching AI and have different ethical implications
and connotations. 2.2. Ethics and AI The concept of ethics is even more contested and open than that of
AI. In everyday English, it denotes questions of right or wrong, of good
or bad. Following Stahl (2012), we argue that this everyday under
standing of ethics constitutes the basis of explicit reasoning and aca
demic reflection, which are the subject matter of philosophical ethics. Answering the question of why a particular action can be seen as good or
bad or which processes would allow answering such a question is the 375 Journal of Business Research 124 (2021) 374–388 B.C. Stahl et al. role of philosophical ethical theories. These include classical theories
such as virtue ethics (Aristotle, 2007) which determines the ethics
quality often action based on the character of the individual undertaking
it. Other frequently used ethical theories include deontology, which
focuses on the agent’s duty (Kant, 1788, 1797), or teleology which looks
at the consequences and outcomes of an action to determine its ethical
status (Mill, 1861). In addition to these well-established traditional
ethical theories, there are more recent ones like the ethics of care (Adam,
2001; Gilligan, 1990) and specific ethical theories aimed at technolog
ical applications, such as computer ethics (Terrell Ward Bynum &
Rogerson, 2003; D. G. Johnson, 2001), information ethics (Capurro,
2006; L. Floridi, 1999; Luciano Floridi, 2010) or disclosive ethics (Brey,
2000). first and most prominent purpose is to improve processes and efficiency. For organisations using AI, this translates into lower costs, higher pro
ductivity and, eventually, higher profits. The second purpose is the use
for social control. AI techniques are the enablers for voice and face
recognition and can therefore be used for surveillance and tracking in
dividuals. This is the basis for controlling individuals to ensure they
follow specific requirements. This is the underlying idea of the Chinese
Social Credit System (Liu, 2019). The third purpose of using AI is to
promote human flourishing. Flourishing is an ethical principle typically
associated with virtue ethics, which has a well-established history of
application to digital technologies (T. W. Bynum, 2006) and which has
been used to frame the AI debate more recently (ALLEA & Royal Society,
2019). It is not always trivial to determine what constitutes flourishing
or how technology can contribute to it. 2.2. Ethics and AI Intentions behind promoting AI are important to understand and
evaluate perceptions of ethics and possible governance mechanisms
employed to address ethical issues. These intentions do not develop in
isolation but form part of a larger socio-economic, cultural and political
context that influences the way a ‘good society’ is perceived and the role
AI can play in it (Cath, Wachter, Mittelstadt, Taddeo, & Floridi, 2016). We do not wish to overstate differences between regions or underesti
mate levels of disagreement within political cultures, but we think it is
probably safe to say that the European approach to AI aims to promote
human flourishing, even where this may lead to trade-offs with effi
ciency or access, which may result from specific interventions, such as
the EU’s General Data Protection Regulation (GDPR) (General Data
Protection Regulation, 2016; see also Kaplan & Haenlein, 2019). Discussions of the ethics of AI tend to cover particular ethical issues. These are typically particular features of the technology or consequences
of its use that the authors see as problematic. Many of these have long-
standing histories in ethics of technology or ethics of computing, such as
security, privacy or access. Some of them seem to be particularly linked
to the algorithms that drive AI, such as problems of algorithmic biases
(CDEI, 2019; K. Johnson, Pasquale, & Chapman, 2019; B. D. Mittelstadt
et al., 2016) and many of them are linked to the compilation and
manipulation of large data sets that are required for many of the current
AI techniques (Metcalf et al., 2016; Nerurkar et al., 2016; Taylor, 2016). Some ethical issues are specific to particular application areas, such as
finance or autonomous vehicles, whereas others are seen as broadly
relevant to all AI areas. In order to assess whether a response to an ethical issue is appro
priate or likely to be successful, we need to not only understand the
purpose of AI, but also the range of possible options used to address the
issue. This paper does not offer the space to review all governance ar
rangements or tools that are available to implement them (see Hagen
dorff, 2019; Morley, Floridi, Kinsey, & Elhalal, 2019). For the purposes
of this paper, we seek to understand the types and levels of activity that
aim to provide governance mechanisms for AI. Below, we distinguish
between measures aimed at the individual, the organisation and society. B.C. Stahl et al. Governance structures that support the identification and mitigation
of possible ethical issues of AI cover all levels, notably the individual,
organisational and political / societal. Individual researchers and de
velopers can make use of a quickly growing number of AI ethics
frameworks originating from companies, governments or other organi
sations. The EU’s High Level Expert Group is a pertinent example (HLEG
on AI, 2019) but many others exist. Individual developers can make use
of professional guidance, for example, from bodies such as the ACM or
BCS (Brinkman et al., 2017). Standardisation initiatives, such as the
ISO/IEC JTC 1/SC 42 - Artificial intelligence or the IEEE P7000 family of
standards, consider the ethics of AI and, once agreed, can provide
guidance. Development methodologies can be created or adapted to pay
attention to ethical issues, for example, by integrating specific issues
into the design process, such as privacy by design (Cavoukian, 2017;
Hansen, 2016; Information Commissioner’s Office, 2008) or more
broadly by adopting an ethics by design stance (Beard & Longstaff,
2018; Iphofen & Kritikos, 2019; Martin & Makoundou, 2017). Academy & Royal Society, 2017; Khatri & Brown, 2010; OECD, 2017),
and ensure these cover AI. Similarly, many organisations have estab
lished mechanisms for dealing with ethical and broader societal con
cerns, often discussed under the heading of corporate social
responsibility (CSR) (Garriga & Mel´e, 2004), which can be extended to
include AI and emerging technologies. i The final level is the societal and policy level, covering national and
international policy and regulation. These drive a lot of individual and
organisational activity and therefore play a role in governing AI. It is,
therefore, not surprising that policy and regulatory mechanisms play a
prominent role concerning the ethics of AI. There are existing statutory
instruments, such as the GDPR (General Data Protection Regulation,
2016), that clearly address some of the issues that AI raises. Similarly,
there are principles of human rights, that are addressed and safeguarded
in international agreements, such as the Universal Declaration of Human
Rights or the European Convention on Human Rights, that cover rele
vant rights such as the right not to be discriminated against that have
relevant applications to AI. Similarly, legislation in areas such as
competition law, product liability or intellectual property can have
consequences for AI. One type of regulatory instrument with regard to AI
is the creation of a regulator to oversee AI development and use. 2.3. Purpose of AI and governance proposals The number and reach of ethical issues linked to AI is enormous, in
particular, when considering the breadth of possible application areas. Addressing them is therefore a challenge that has attracted much
attention. One key question that needs to be answered before any
mitigation measures can be developed is the role that AI has and is
meant to have in society. AI, along with most other information and
communications technologies (ICTs), has a particularly high level of
interpretive flexibility (Doherty, Coombs, & Loan-Clarke, 2006), which
means that it is difficult to predict how it will be used. This has been a
key driver for thinking about ethical aspects of ICTs for decades,
sometimes discussed under the heading of “logical malleability” (Moor,
1985). What this means is that even in cases where a technology is
designed for a particular purpose, it is difficult to foresee whether and to
what degree it will be used for this purpose. Fig. 1. Possible purposes of AI. Fig. 1. Possible purposes of AI. Fig. 1. Possible purposes of AI. We distinguish between different purposes of making use of AI. The 376 B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 approach (See Fig. 3). approach (See Fig. 3). A single paper such as this one cannot hope to do justice to the
complexity of five different major components of a complex multi-
dimensional study as presented here. Each of these has been described
in detail elsewhere (Andreou et al., 2019; Macnish, Ryan, Gregory, et al.,
2019; Macnish & Ryan, 2019; Patel, Hatzakis, Macnish, Ryan, & Kir
ichenko, 2019; Wright et al., 2019). Instead of a detailed account of all
methodological considerations, we focus here on a brief overview of the
different methods and why they provided the insights we required for
our research objective. The aim of this very brief overview of ethics and governance of AI,
graphically represented in Fig. 2 (above), was to demonstrate the
complexity of the topic area. The discourse of ethics and AI is currently
characterised by a cacophony of voices and contributions. There is no
lack of ideas or proposals. The challenge is to synthesise a manageable
approach from the multitude of activities. This synthesis should start
with a useful and manageable categorisation of ethical issues that lends
itself to an analysis of suitable governance structures that can be applied
to these issues. This paper attempts such a synthesis based on a multi-
dimensional research approach, as described in the next section. The motivation for undertaking a set of case studies arose from the
lack of rigorous empirical academic research of AI across application
areas. While there are numerous studies of the impact of AI in particular
areas, a broader understanding of AI required a set of comparable in
sights in different settings. We chose to undertake a set of interpretive
case studies (Walsham, 1995) because they allowed us to develop a
detailed understanding based on the views of individuals and organi
sations involved. There are certainly many more application areas than
10, but undertaking 10 studies and doing a comparative analysis (Yin,
2003) gave us the confidence of being able to develop a strong under
standing across applications. We developed a case study protocol and
pilot tested it during the summer of 2018. The empirical work was un
dertaken in 2018 and 2019. We interviewed a total of 22 stakeholders
across the 10 case studies. For each case, we furthermore undertook
background research on the organisation in question as well as the field
in which the case study was undertaken (e.g., AI in finance, agriculture). approach (See Fig. 3). The analysis was undertaken collaboratively using NVivo Server 11. The
partners wrote up case studies following an agreed template, cross-
reviewed and published on our website (Macnish, Ryan, & Stahl,
2019). All case studies were furthermore developed as stand-alone
publications whose references are listed in Table 1. B.C. Stahl et al. This can
be achieved by extending the remit of existing regulators, such as data
protection authorities, or by creating new bodies. The second level of measures provides guidance for organisations to
follow or adopt. According to Clarke (Clarke, 2019b, 2019a), established
mechanisms of risk management can go a long way in allowing orga
nisations to address the ethics of AI. Organisations can employ existing
impact assessment approaches such as privacy (or data protection)
impact assessments (CNIL, 2015), technology assessment (Grunwald,
2009), ethics impact assessment (Wright, 2011), social impact assess
ment (Becker & Vanclay, 2003) or human rights impact assessment
(Latonero, 2018). They can extend existing governance mechanisms,
such as those used for quality assurance or data governance (British On all three of these levels, the individual, the organisational and the
national / international, there can be different focus areas. AI can be
looked at in general terms or specific application areas can be
emphasised, such as AI in health, finance, politics, public services or Fig. 2. Overview of proposals for governance mechanisms of AI ethics. Fig. 2. Overview of proposals for governance mechanisms of AI ethics. 377 B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 others. In many cases, organisational or technical tools may exist or
could be developed to support governance structures. Table 1 We aimed to develop scenarios that are relevant in
several years. A second important aspect of policy scenarios is close
stakeholder engagement. For each scenario, we organised a face-to-face
workshop that included stakeholders and involved them in the revision
and refinement of the scenarios. All scenarios were peer reviewed and
made publicly available in June 2019 (Macnish, Wright, & Jiya, 2020;
Wright et al., 2019). i Jaeger, 1999; Boenink, Swierstra, & Stemerding, 2010; Cairns & Wright,
2017; Ramirez, Mukherjee, Vezzoli, & Kramer, 2015), we applied a
modified methodology which we called “policy scenarios” (Wright,
Stahl, & Hatzakis, 2020). At its core, a policy scenario aims at a rela
tively short time horizon that is of relevance to policymakers caught up
in election cycles. We aimed to develop scenarios that are relevant in
several years. A second important aspect of policy scenarios is close
stakeholder engagement. For each scenario, we organised a face-to-face
workshop that included stakeholders and involved them in the revision
and refinement of the scenarios. All scenarios were peer reviewed and
made publicly available in June 2019 (Macnish, Wright, & Jiya, 2020;
Wright et al., 2019). i One important insight from our empirical work was that the many
ethical issues discussed in the literature are reflected in practice. Some
issues are almost ubiquitous, such as those related to privacy and data
protection. This paper does not offer a detailed analysis of the issues, nor
of the exact differences between the case study and Delphi study find
ings. One key point from our findings is that clearly recognisable issues
are well covered are roughly consistent. The Delphi study is under
standably broader than the case studies that focused on organisational
practice, including issues such as ’awakening’ of AI that do not play a
role in current implementations of AI. Our conceptual review of the
ethics of AI and the analysis of our empirical work agreed to a large
extent, showing that the literature covers the same issues of individuals
and organisations working with AI (See Fig. 4). While the work on case studies and scenarios gave us the confidence
to be in a position to understand a broad range of ethical aspects of AI in
social situations, this knowledge had to be based on and complemented
by current academic and other debates about ethical issues and human
rights implications. 3. Methodology: A multi-dimensional approach While there is a large and quickly growing literature on ethical issues
of AI, much of it is anecdotal or speculative. In our research, we there
fore aimed to combine academic rigour with detailed insights into the
way in which AI is realised in society and a broad and conceptual
overview of the field. No one single established methodology can ach
ieve this. We therefore decided to use a multi-dimensional approach that
involved using and combining several methods to collect and interpret
data and develop an understanding of the field of ethics and AI. i
The geographical focus of our study is Europe. We wanted to know
whether the influence of AI on human flourishing is noticeable in the
way AI is developed and deployed. In order to understand this, to gain an
in-depth understanding of the social reality of AI across different
application domains at present and in the future and to understand the
technical, ethical and human rights implications, we undertook a multi-
dimensional study comprising the following: 1 10 interpretive case studies of AI application in particular applica
tion domains and organisations In order to broaden our understanding further, but also to go beyond
the description of current technologies, we decided to develop a set of
five scenarios. The social domain in which AI is employed was discussed
simultaneously for case studies and scenarios (see table below). This
served to broaden the range of insights. i 2 Five policy-oriented scenarios exploring near term (<5 years) use of
emerging AI applications The scenarios were constructed with a specific focus on providing
applicable insights that could help decision-makers, notably those
working in policy development, to develop and implement governance
mechanisms. Based on the rich history of scenario methods (Andersen & 5 A technical analysis of threats and vulnerabilities connected with AI. The following figure is a graphical representation of the research 378
Fig. 3. Components of the multi-dimensional research approach underpinning this research. Fig. 3. Components of the multi-dimensional research approach underpinning this research. 378 Journal of Business Research 124 (2021) 374–388 B.C. Stahl et al. B.C. Stahl et al. to identify, interpret and address ethical issues arising from AI appli
cations. In order to achieve this, we need a comprehensive overview of
both conceptual and empirical insights into AI and its use. We therefore
draw on a range of research activities outlined below. Table 1 We furthermore realised that it was important to
understand the technical aspects of AI, notably questions of security and
vulnerabilities of AI systems that have potentially large implications for
the use and social impact of these technologies. The ethical and human rights analyses were undertaken as desk
research drawing on appropriate sources of their various disciplines (i. e., philosophy and human rights law). We also conducted a study of
security issues, dangers, and implications of the use of data analytics and
artificial intelligence. We examined: However, while it was possible to analyse our data using widely
accepted terms, we note that the local meaning of these terms varied
widely. The meaning of the term privacy, for example, in a medical
diagnostic context, in the use of social media for logistics prediction or in
the case of agricultural optimisation, differs greatly. Privacy is “an
inherently heterogenous, fluid and multidimensional concept” (Finn,
Wright, & Friedewald, 2013, p. 26) and can be divided up into a number
of sub-types (Koops et al., 2017; Solove, 2002). In general, privacy in the
AI ethics discourse seems to refer to data privacy or information privacy
which touches on various other types of privacy (ibid). Other theoretical
positions on privacy (Tavani, 2008) are not widely employed in the AI
discourse. While this connection is rarely made explicit, there is an
underlying assumption that implementing data protection mechanisms
is the way to ensure privacy, although this has been contested (Macnish,
2020). This position is reflected in our findings where the frequent
references to privacy as an issue were accompanied by a strong emphasis
on often technical data protection measures. However, it is important to
note that privacy risks take very different forms in these contexts,
requiring different technical and organisational measures to ensure
compliance with data protection legislation, but also to ensure that
broader ethical issues are covered. • ways in which machine-learning systems are commonly mis-
implemented or mis-used (and recommendations on how to pre
vent this from happening); • ways in which machine-learning models and algorithms can be
attacked (and mitigations against such attacks); i • how artificial intelligence and data analysis methodologies and
technologies might be used for malicious purposes. This initial review of security-related issues and possible sources of
harm provided the starting point for further and ongoing studies of
specific vulnerabilities of AI. Table 1 The purpose of this task was to provide a
baseline understanding of the current capabilities and applications of
machine learning, including examples of potential malicious uses of
machine learning techniques, and the implications of attacks against
systems powered by machine learning. Table 1 Table 1
Social domains of case studies and scenarios (CS:= Case Study; SC:= Scenario). Table 1
Social domains of case studies and scenarios (CS:= Case Study; SC:= Scenario). No. Social Domain of Case Study /
Scenario
Reference
CS01
Employee monitoring and
administration
(Antoniou & Andreou, 2019)
CS02
Government
(Ryan, 2019a)
CS03
Agriculture
(Ryan, 2019b)
CS04
Sustainable development
(Ryan & Gregory, 2019)
CS05
Science
(Jiya, 2019b)
CS06
Insurance
(Kanceviˇcien˙e, 2019)
CS07
Energy and utilities
(Hatzakis, Rodrigues, & Wright, 2019)
CS08
Communications, media and
cybersecurity
(Macnish, Inguanzo, & Kirichenko,
2019)
CS09
Retail and wholesale trade
(Macnish & Inguanzo, 2019)
CS10
Manufacturing and natural
resources
(Jiya, 2019a)
SC01
Social care
All scenarios are described in detail in (
Wright et al., 2019)
SC02
Information warfare
SC03
Education
SC04
Transportation
SC05
Predictive policing Our research showed that the breadth of ethical issues discussed in
the literature is reflected to a large extent in organisational practice. A
cross-case analysis extracting the moral issues that were raised in the
different case studies showed a large number of ethical issues, many of
them recurring, as shown in the following table (See Table 2). This table listing the ethical issues we encountered is the result of our
data analysis and represents our interpretation and categorisation of
what respondents shared with us. The terms used to denote the indi
vidual ethical issues were discussed and agreed during the data analysis. The results of the analysis from the case studies were supported by the
first round of our Delphi Study, which targeted experts in AI and big data
(Santiago, 2020). Implemented as an online survey, the first set of
questions was e-mailed to 231 experts, 50 per cent of whom were
women. We received 145 responses.Following review of the data and
data cleansing, 41 responses contained sufficient information to warrant
analysis. The first (open-ended) question covered the same ground,
asking “What do you think are the three most important ethical or
human rights issues raised by AI and / or big data?” Fig. 4 shows the
most frequently given answers: Jaeger, 1999; Boenink, Swierstra, & Stemerding, 2010; Cairns & Wright,
2017; Ramirez, Mukherjee, Vezzoli, & Kramer, 2015), we applied a
modified methodology which we called “policy scenarios” (Wright,
Stahl, & Hatzakis, 2020). At its core, a policy scenario aims at a rela
tively short time horizon that is of relevance to policymakers caught up
in election cycles. 3. Methodology: A multi-dimensional approach The underlying
empirical studies were not re-analysed but taken as the starting point for
compiling and, more importantly, for categorising these issues. The
important contribution to the AI ethics discourse that this paper makes is
in the conceptualisation and proposed narrative which is based on the
overall findings. It is therefore only possible to provide a high-level
overview of the empirical work, all of which is published elsewhere. 4. Findings and Discussion Interestingly, our analysis of human rights concerns, undertaken in
parallel with the case studies, found that the human rights issues that
can be found in the literature are closely related to and overlap with the The purpose of this paper is to contribute to the discussion about how 379 nable
opment
CS05
Science
CS06
Insurance
CS07
Energy and
utilities
CS08
Communications, media and
cybersecurity
CS09
Retail and
wholesale tr
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
●
● B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 Table 3 Table 3
Selection of Rights and Freedoms (EU) with potential relevance to AI. Table 3
Selection of Rights and Freedoms (EU) with potential relevance to AI. Rights
ECHR
EUCFR
Right to human dignity
Article 1
Right to the integrity of the person
Article 3
Right to liberty and security
Article 5
Article 6
Right to respect for private and family life
Article 8
Article 7
Protection of personal data
Article 8
Freedom of thought, conscience and
religion
Article 9
Article 10
Freedom of expression and information
Article 10
Article 11
Prohibition of discrimination
Article 14; Article 1,
Protocol 12
Article 21
Right of property
Article 1, Protocol 1
Article 17
Right to education
Article 1, Protocol 2
Article 14
Right to free election
Article 3, Protocol 1
Articles
39–40
Freedom of movement
Article 2, Protocol 4
Article 45
Freedom to choose an occupation and
right to engage in work
Article 15
Freedom to conduct a business
Article 16
Rights of the child
Article 24
Rights of the elderly
Article 25
Integration of persons with disabilities
Article 26
Right to health care
Article 35
Consumer protection
Article 38
Right to good administration
Article 41
Right of access to documents
Article 42
Freedom of movement and residence
Article 45 n of Rights and Freedoms (EU) with potential relevance to AI. In recognition that the relationship between ethics and human rights
is complex (van Est & Gerritsen, 2017) and that human rights have an
ethical core that must be safeguarded, the human right considerations
were analysed on a scale of concepts and notions: (See Fig. 6) Formalising human rights at different levels is based on the recog
nition that humans have ethical rights that need to be explicitly safe
guarded. Human rights declarations such as the Universal Declaration
are political statements, but they have long found their way into positive
law. Europe, for example, has the European Convention on Human
Rights (ECHR) at the international level, which originates from the
Council of Europe but is authoritative in the EU legal order. The EU has
its own legally binding human rights instrument, the EU Charter of
Fundamental Rights (EUCFR), whose scope can be said to be wider and
deeper than the ECHR, as evidenced in the table below. Table 3 This is relevant
because it means that many of the ethical issues identified by our
research are not just ethical issues, but, where they relate to human
rights questions, may well be open to adjudication in a court of law. The
following overview of human rights that may be affected by AI is
therefore interesting, as it shows where and how these human rights are
enshrined in existing human rights instruments, namely the ECHR and
the EUCFR (See Table 3). All of these rights and freedoms were raised as a concern in at least
one of our case studies or scenarios, thus further demonstrating the
broad range of concerns. The reason for including this table in the text
was that for readers not familiar with the detail of our case studies, it
shows a list of human rights that are easy to associate with AI use and
demonstrates that there are legal instruments that could deal with these. As several overlaps were identified in terms of, for example, relevant
legal instruments and types of solution proposed, these were intertwined
in the establishment of a ‘blueprint’ of current and future practice in
relation to the interrelationship of human rights, law, ethics and smart
information systems, those systems that have AI and big data analytics at
their core (Stahl & Wright, 2018). application of human rights to AI as a key way of addressing these issues
(Access Now Policy Team, 2018; BSR, 2018; Committee on Bioethics
(DH-BIO), 2019; Council of Europe, 2019; Latonero, 2018; World Eco
nomic Forum, 2019). (See Fig. 5) (See Fig. 5) Fig. 4. Delphi survey responses covering the most important issues of AI and big data (Santiago, 2020). Fig. 4. Delphi survey responses covering the most important issues of AI and big data (Santiago, 2020). ethical issues described above. The human rights gap analysis was based
on a combination of methodological approaches emanating from the
interim results of case studies and scenarios, preliminary in-depth in
terviews on cyberthreats and ethics as well as desktop research. Initial
findings were cross-checked and combined to identify the most burning challenges to human rights in the digital world and start formulating
solutions. The findings were mindful of the diversity and breadth of data
collected and expected results. A list of commonly perceived human
rights issues and challenges in the digital world was derived from the
process, encompassing general and specific considerations as follows: Fig. 5. Key human rights issues in AI. Fig. 5. Key human rights issues in AI. 381 Journal of Business Research 124 (2021) 374–388 B.C. Stahl et al. (See Fig. 5) 4.1.1. Specific issues of machine learning i
Machine learning and the various techniques used to achieve it have
some characteristics at the core of particular ethical issues. Two of these
characteristics seem most likely to raise ethical issues: First, many of the
current machine-learning techniques are opaque, which means that
even experts with relevant equipment cannot determine why and how
inputs are transformed into outputs, e.g. how exactly a personal profile
leads to a classification in terms of a mortgage application or parole
decision. Second, these systems require access to big amounts of data for
training and validation purposes. Other larger-scale societal concerns have to do with the question
about what technology can and should do. A high-profile example of this
is the use of AI-driven autonomous weaponry that has the potential to
change the face of modern warfare (Defense Innovation Board, 2019;
Sparrow, 2009). But there are many other examples where it is not clear-
cut what machines can and should do, e.g., with regard to autonomous
vehicles or care robots (Decker, 2008; Sharkey & Sharkey, 2010; Bernd
Carsten Stahl & Coeckelbergh, 2016). i Resulting ethical issues are, for example, those having to do with bias
and discrimination (Johnson et al., 2019; Macnish, 2012), which can
arise on the basis of undetected biases included in the training data. Further specific issues are linked to the use of data, which may be per
sonal data and which may allow additional insights into individual
personal behaviour through AI and big data analysis. Questions around
privacy and data protection therefore arise on this level as do concerns
about security and integrity of systems, algorithms and data (Stahl &
Wright, 2018). i Our empirical findings support the relevance of these issues. In fact,
and somewhat surprisingly, ethical issues in this category constitute the
majority of issues. Economic consequences, employment, fairness,
freedom, the ability of having human contact, individual autonomy,
inequality, integrity, justice, ownership, military use, power asymmetry,
responsibility and sustainability all fall into the category. These issues are common to most specific applications of AI. Algo
rithmic biases, discrimination, security and transparency are issues that
are directly linked to the characteristics of machine learning. Others,
such as quality and accuracy of data are closely related. Our case study
analysis suggests that these issues are prominent among the AI users in
organisations. They materialise and present themselves in specific and
context-dependent ways. 4.1.2. General questions about living in a digital world Our second category of ethical issues includes those that have less to
do with the specific capabilities of AI and more with the way societies
use technologies many of which incorporate elements of machine
learning or other AI techniques. These issues play to a general feeling of
unease with the way in which industrialised societies develop and the
role that technology plays in promoting certain developments and
inhibiting others. These issues are currently discussed in the context of
AI because the expectation is that AI will greatly influence them, but
they are better understood as questions that relate to how modern so
cieties organise themselves using technologies such as AI. A key char
acteristic of these technologies seems to be autonomy, i.e., the ability to
act without direct human input. This, combined with higher levels
ability to detect patterns and act accordingly, can lead to the replace
ment of humans by machines. Another key feature of digital technolo
gies with high ethical relevance is that they increasingly constitute the
environment in which humans live. The malleability of digital tech
nologies means that our realities can easily be changed. Maybe even
more importantly, the constitutive element of digital technologies in
modern social reality means that the owners and controllers of these
technologies become immensely powerful in many different ways. l The following figure aims to summarise these three types of ethical
issues of AI (See Fig. 7). ii The classification suggested in the above figure serves as a starting
point to explore how governance structures are positioned to address
ethical issues. 4.1.1. Specific issues of machine learning From the perspective of this paper, an inter
esting feature is that these issues can become visible and are – at least to
some degree – capable of being addressed on the project or organisa
tional level. While these ethical issues represent some of those most
frequently mentioned in our empirical research, it is important to see
that many of the ethical issues do not seem to be linked to the technical
properties of AI as machine learning but point to the broader socio-
economic context in which these technologies are used. 4.1.3. Metaphysical questions i The final set of questions concerns what machines should be allowed
to do and points to some of the deeper philosophical and metaphysical
questions about the future of AI and autonomous machines and their
relationship with humans. There has been a long-standing discussion
about the change of human nature due to machines, the emergence of
cyborgs (Latimer, 2017) and transhumans (Livingstone, 2015). In par
allel, there has been discussion whether machines can ever become
sentient or conscious (Carter et al., 2018; Dehaene, Lau, & Kouider,
2017), whether there will be a singularity (Kurzweil, 2006) at which
point machines will develop superintelligence (Bostrom, 2016). These developments are controversially discussed and highly
contentious. They are based on the idea of general AI (Baum, 2017). In
this paper, we do not take a position on whether these developments are
likely or even possible. We also refrain from taking a position on
whether current narrow AI can lead to general AI or whether a funda
mentally different approach would be needed. In our case studies, we
found no evidence of their being considered a current priority, but in our
scenarios, there are examples of technologies that come close to this
category. In the Delphi study, there was reference to ’awakening of AI’,
which falls into this category. The reason for including them here is thus
less their current practical relevance and more the fact that they are
prominent and highly visible in science fiction, the media and increas
ingly in policy discussions – which, of course, in no way reduces the
legitimacy of the concerns they raise. i B.C. Stahl et al. the case of Cambridge Analytica (Isaak & Hanna, 2018) is the most
visible case in point. But while Cambridge Analytica represents a rela
tively clear-cut case of misuse of AI and big data, there are broader
questions about the economic and resulting political power amassed by
the tech industry (Macnish & Galliott, 2020). The market capitalisation
and therefore economic power of the big tech companies is now such
that many observers are increasingly worried about the mere possibility
of oversight of these actors. One resulting question is that of justice of
distribution of costs and benefits. Big tech companies have the technical
infrastructure and know-how to create ever-larger data sets and benefit
from these whereas smaller competitors lack the means to catch up. The
role of consumers and end users at present is predominantly passive;
they produce data and consume services, but have little control over the
use of their data. In the course of our research and engagement with the ethics of AI, it
emerged that there are types of issues that can be clustered in a way
conducive to finding appropriate responses. We propose three types of
issues that have significant specificities to allow them to be clustered:
specific issues of machine learning, general questions about living in a
digital world and metaphysical questions. 4.1. Classification of ethical issues This paper has so far confirmed that there are many potential ethical
issues related to AI. We have furthermore shown that there are
numerous governance approaches, including human rights legislation,
that can address many of these issues. An ongoing problem, however, is
the complexity of the landscape, the fact that there are too many ethical
issues and ways of addressing them to allow scholars or practitioners to
keep an overview. Human rights touch on or are directly part of many of the issues
related to AI. Our analysis shows the breadth of human rights concerns
using the European human rights framework. It seems plausible that a
more direct application of human rights legislation to AI can provide
some clarity on related issues and point the way to possible solutions. It
is therefore not surprising that there are many voices that point to the Fig. 6. Concepts and notions employed for human rights analysis of AI. Fig. 6. Concepts and notions employed for human rights analysis of AI. 382 Journal of Business Research 124 (2021) 374–388 B.C. Stahl et al. 4.2. Governing the three types of issues The purpose of classifying ethical issues in the previous section was
to render the broad array of ethical issues more manageable and impose
some order on the chaos of AI ethics. In this section, we now look at how
this can help identify suitable governance structures. Before we start Key examples of these issues are the influence of technology on
economic and political power, the future of warfare or distribution of
costs and benefits of AI. The high-profile example of the misuse of social
media data for purposes of the manipulation of democratic elections in 383 B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 Journal of Business Research 124 (20
Fig. 7. Classification of ethical issues of AI. tahl et al. Fig. 7. Classification of ethical issues of AI. issues, general questions, metaphysical questions). this, we should make it clear that we understand that the above classi
fication is analytic in nature and represents one possible way of thinking
about AI ethics among many. We hope that the distinction makes sense
and is plausible, but we are happy to concede that it is not exclusive. Privacy, to take an example, materialises on the local and project level,
but is seen as a societal question (Roessler & Mokrosinska, 2015), sub
ject to legislation and regulation and arguably based on human needs
arising from human nature (Locke, 2010). With this contingent nature of
the classification in mind, we now look at how this translates to
governance mechanisms. , g
q
,
p y
q
)
In many cases, the issues that we classified as specific arising from
machine learning appear easiest to address. They can be subject to the
application of existing governance mechanisms. Data protection or se
curity issues provide a good example. Data protection is furthermore
governed by legislation and regulation, even though the details of these
legislative requirements differ significantly between jurisdictions. Not
only is there ample regulation, there are also structures such as data
protection impact assessments (CNIL, 2017a, 2017b) or standards such
as the ISO 27000 family that allow structured approaches. Similar ob
servations apply to other examples of the specific issues arising from
machine learning, such as algorithmic biases and subsequent discrimi
nation. Unlike data protection, these are less comprehensively defined
and regulated. A key problem here is that it may be difficult to under
stand what exactly the issue is. 4.2. Governing the three types of issues There are several high-profile examples
of these problems, e.g., where a system evaluating job applications leads
to discrimination on the basis of gender or where predictive policing or
parole decisions lead to discrimination on the basis of race. There is
broad consensus that discrimination on the basis of gender or race is
immoral and to be avoided. However, it is not clear whether other
systems discriminate on the basis of other properties that are less high-
profile and of which individuals are unaware. It is conceivable that a
medical diagnostic system might lead to discrimination on the basis of
blood type or a dating system would prefer individuals on the basis of
their height. This raises questions about how we would even know how
to check for relevant characteristics and, even if confirmed, whether and
why this would constitute an ethical issue. In our discussion of governance, we take the position that the
desirable purpose of AI should be to support human flourishing. As
discussed earlier, this does not preclude uses of AI for efficiency max
imisation or control but implies that the overall aim of development and
deployment of the technology should be to improve human lives. This
position has the disadvantage of muddying the waters, raising difficult
questions of what counts as flourishing and who determines this. It is
also likely to require the balancing of competing goods, values and in
terests. But it is arguably the purpose of AI research, development,
funding and application on which most citizens in democratic states, and
maybe most human beings, can agree. It is also aligned with the EU’s AI
policies. Based on an agreement that AI is to support human flourishing,
the question then is how ethical issues can be addressed and which
governance structures can help us deal with them. i To return to the suggested classification of ethical issues (Fig. 6) and
compare this with the earlier description of governance proposals
(Fig. 2), it is easy to see that there is no simple and/or linear relation
ship. The two sets of classification do not align, but can be better un
derstood as a matrix, where all levels of governance (individual,
organisational, policy) can refer to all types of ethical issues (specific These issues can be described in terms of transparency and
explainability. 4.2. Governing the three types of issues At the heart of the problem is the fact that humans expect
explanations that they can understand, whereas machine learning 384 B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 algorithms classify individual cases on the basis of complex statistical
calculations that defy simple translations into forms that are accessible
to humans (Mittelstadt et al., 2019). religious characteristics [overcoming the body, the distinction between
(mortal) body and (immortal) essence of the human], they may be most
suitably dealt with by theology. While it may be difficult to deal these
issues, they did not receive much attention in our empirical findings. But
that does not mean that proactive attention to these issues would be
misplaced or that it might not be advisable to think about early warning
signs or trigger points where more attention should be paid to such
issues. This tension between human reasoning and machine-learning data
processing is a reason why transparency is among the most visible
ethical issue linked to AI. The prominence of transparency as a perceived
issue may explain why the same term is used to denote an ethical
principle that pervades the AI ethics guidelines (Jobin, Ienca, & Vayena,
2019). The ethical principle of transparency is described as a way to
minimise harm, improve AI, foster trust and improve AI (ibid). It is also
linked to dialogue, participation and democracy. Elsewhere we have
tried to unpack the normative implications of ethical principles,
including the principle of transparency (Ryan & Stahl, 2020). Of course,
while transparency may be perceived as obligatory, it does not in itself
resolve the ethical or privacy risks at issue. Transparency only gets us
part of the way to solutions. Insights from our case studies suggest that this way of looking at
ethical issues and governance clarifies current activities. This paper does
not provide the space for a comprehensive analysis, so suffice it to say
that the organisations in our case studies focused on the issues arising
from machine learning and on established and practical ways of
addressing them. The dominant topics were security and data protec
tion, which companies dealt with in ways to ensure they met their legal
responsibilities. They focused on technical approaches to achieve these. In addition, companies developed oversight mechanisms and reflective
capabilities, e.g., by instituting ethics boards or engaging with stake
holders. 5. Conclusion In this paper, we have reported some findings and their implications
from a multi-dimensional research study into the ethics of AI. Our
starting point was the highly complex and often overwhelming AI ethics
discourse that motivated our attempt to bring better empirical insights
but also conceptual clarity to the discussion. i The second set of issues, those relating to general questions about
living in a digital world, are not capable of being dealt with on the micro
or meso level of the individual or organisation. This does not mean that
there are no existing governance mechanisms that could be applied to
AI. Nation states can make use of policy, legislative and regulatory op
tions and this is happening at large scale with regard to AI. At the same
time, there are many existing structures that may well be suited to
dealing with at least some of the challenges related to AI, even if such
structures can be criticised as having failed to deal adequately with the
ethical, privacy and societal issues. Consumer protection legislation,
competition law, anti-trust law, data protection law as well as human
rights legislation may well be capable of regulating AI and its conse
quences, at least in part. Similarly, existing regulators may make a claim
that they can address the challenges of AI. This suggests a close affinity
between this type of ethical issue and the policy level of governance
options. The key to the resolution of these issues does indeed seem to be
on a policy level, as they touch on constitutive questions of modern
societies (e.g., who can own what, how do we distribute wealth and
risks, the asymmetries in the power wielded by the big tech companies
through their algorithms). Ethical issues of AI may be subject to existing
regulation, but it is entirely possible that additional regulation and
legislation will be required to facilitate human flourishing. Nevertheless,
the policy level needs to be supplemented by actions on the organisa
tional and individual levels. i One outcome of this work was the classification of ethical issues into
specific issues arising from machine learning, general questions about
living in a digital world and metaphysical questions. We hope that this
classification is helpful in identifying issues and finding or developing
appropriate governance mechanisms. 4.2. Governing the three types of issues Respondents were aware of the policy issues but not actively
engaged with them. Similarly, as noted, the metaphysical issues did not
play a role in the social reality of the case studies. The example of transparency indicates that the ethical issues arising
from AI are not clearly defined. The perception that something consti
tutes an ethical issue does not by itself clarify whether this perception is
accurate or on which grounds such an evaluation would be possible. It
says little about the exact nature of the issue and its status from a
theoretical ethical perspective. One interesting point to observe is that in our case study research,
there was little reference even to most of the governance mechanisms
that we categorised as aimed at the organisational level. Activities like
risk management, impact assessments or human rights integration into
company policies were not mentioned by our respondents. This does not
mean that the companies did not engage in them or that they were
unsuccessful, but that in the responses to our questions, the respondents
did not associate them with ethics of AI or big data. It will therefore be
important for future studies to evaluate the effectiveness of these
governance approaches. In the case of transparency, there is now a quickly growing research
community that focuses on such questions of transparency and
explainability of AI (USACM, 2017). While these questions remain open,
there is at least reason to hope that they can be addressed on the local
level by designing, testing and reviewing systems using appropriate
methods, relying on professional expertise of developers and users and
organisational capacity to develop the relevant expertise. The ISO is
developing guidance for developers (e.g., TR 24368). Discussion within
ISO has recognised that AI is not neutral, that values embedded in al
gorithms are intentionally or inadvertently shaped by the pro
grammers’, operators’, and third-parties’ own worldviews and cognitive
biases and that ethical violations could also result from AI deployed or
developed prematurely, applied without proper consideration of the
ways it could negatively impact individuals or society. References Access Now Policy Team. (2018). The Toronto Declaration: Protecting the right to
equality and non-discrimination in machine learning systems. Access No. https://
www.accessnow.org/cms/assets/uploads/2018/08/The-Toronto-Declaration_ENG_
08-2018.pdf. Access Now Policy Team. (2018). The Toronto Declaration: Protecting the right to
equality and non-discrimination in machine learning systems. Access No. https://
www.accessnow.org/cms/assets/uploads/2018/08/The-Toronto-Declaration_ENG_
08-2018.pdf. Adam, A. (2001). Computer ethics in a different voice. Information and Organization, 11
(4), 235–261. The nature of integrating human rights into organisations and the
creation of policy provides another pointer to lessons learned from our
work. The way we deal with the ethics of AI will need to be sensitive to
the conceptually challenging and changing nature of the technologies in
question and the social perceptions they engender. We should simply not
assume that we can provide a permanently stable definition of AI or of
the ethical issues related to it. Instead, we need to embrace a world
where concepts are changing and contested, where moral preferences
change over time, where scientific, media and political discourses
dynamically interact and where impacts of new technologies such as AI
need to be adequately assessed. Ethical positions based on process and
exchange, such as discourse ethics (Mingers & Walsham, 2010; Rehg,
2014), are well suited to reflect the need for the ongoing negotiations of
facts and values needed to make new technologies work in society. ALLEA & Royal Society. (2019). Flourishing in a Data-enabled Society (ALLEA Discussion
Paper No. 4). https://www.allea.org/wp-content/uploads/2019/06/
DiscussionPaper_DataGov_Digital.pdf. Anabo, I. F., Elexpuru-Albizuri, I., & Villard´on-Gallego, L. (2019). Revisiting the Belmont
Report’s ethical principles in internet-mediated research: Perspectives from
disciplinary associations in the social sciences. Ethics and Information Technology, 21
(2), 137–149. https://doi.org/10.1007/s10676-018-9495-z. Andersen, I.-E., & Jaeger, B. (1999). Scenario workshops and consensus conferences:
Towards more democratic decision-making. Science and Public Policy, 26(5),
331–340. Andreou, A., Shaelou, S. L., & Stahl, B. (2019). D1.5 Current Human Rights Frameworks. https://doi.org/10.21253/DMU.8181827.v1. Antoniou, J., & Andreou, A. (2019). Case Study: The Internet of Things and Ethics. ORBIT
Journal, 2(2), Article 2. l
h
h
h
l
bl h Andreou, A., Shaelou, S. L., & Stahl, B. (2019). D1.5 Current Human Rights Frameworks. https://doi.org/10.21253/DMU.8181827.v1. Antoniou, J., & Andreou, A. (2019). Case Study: The Internet of Things and Ethics. ORBIT
Journal, 2(2), Article 2. Aristotle. (2007). The Nicomachean Ethics. Filiquarian Publishing, LLC. Asilomar Conference. (2017). Asilomar AI Principles. Future of Life Institute. https://
futureoflife.org/ai-principles/. i Our work immediately suggests further areas of study. 5. Conclusion This new perspective is based on a novel catego
risation of ethical issues that point towards next steps and the bigger
question about how the different types of issues can be addressed, which
can be used to generate recommendations for organisations. Many
companies are interested in exploiting the advantages of AI but are
unsure about how to deal with societal and ethical issues. Our research
shows that there are numerous existing activities, many of which are
related and interlinked, that will go a long way towards showing that a
company is serious about engaging with these questions. The integration
of CSR structures into organisations in a way that takes into account the
organisation’s research and development is one such step. An explicit
commitment to human rights and the adoption of processes designed to
integrate human rights into corporate processes would be another such
step. These suggestions are, of course, no guarantees that nothing will go
wrong, but they are serious steps in ensuring that the corporate culture
supports human flourishing, through AI and otherwise. most suitable ways of moving on. It also shows that AI ethics is not a
problem to be ‘solved’ in the sense that there are clear solutions that will
make problems go away. Instead, uncertainties around definitions,
ethics and values can form the basis for a creative but unpredictable
journey towards a desirable future where new technologies including AI
are conducive to human flourishing. l
This paper provides a clearer, more structured and inclusive narra
tive of ethics of AI. It draws on a set of different research activities to
develop a way of thinking about AI and ethics that covers the broad
range of technologies that fall under the heading of AI, that covers the
manifold ethical issues associated with AI and that provides a theoretical
ethical position that can be used to reflect on all of these. It is clear,
however, that this is only the basis for further work. The difficult
questions about what stakeholders need to do, about which laws and
regulations need to be updated or developed, about definitions of pro
fessional or organisational responsibilities etc. still need to be addressed. Undertaking these next steps is important and urgent. It will also be
greatly helped by an empirically based conceptual view of ethics and AI
as we offer in this paper. 5. Conclusion Our discussion and mapping of existing proposals for AI governance
to the three classes of ethical issues give rise to suggestions for further
research as well as organisational practice. One important observation
refers to the concept of AI and the implications of the use of a particular
concept for subsequent insights. In this study, we started with an in
clusive view of AI that covers not only narrow AI and machine learning,
but also broader socio-technical systems incorporating AI techniques
and artificial general intelligence. Our empirical findings show that the
focus of attention in current use of AI is on machine learning and, to
some degree, on broader socio-technical systems. This raises the ques
tion whether it would be desirable to limit the scope of reflection, e.g.,
by focusing exclusively on machine learning. We suggest that the term
AI is broader than machine learning and a rich conceptualisation of AI
and its ethical consequences needs to take this into consideration. This paper has shown that a key next step in the AI ethics discourse
needs to be a more detailed and thorough mapping exercise that not only
lists and clearly defines ethical issues but explores to what degree these
are novel or manifest inadequate regulatory structures and in need of
novel solutions. As we have suggested above, the broad array of extant
governance structures may be able to cover many of the issues raised by
AI. Whether they do so adequately is another question. Where no rem
edies currently exist, or existing ones are insufficient, further and novel The most difficult area to govern is the metaphysical. Questions of
general AI and its consequences are partly technical and empirical in
terms of what technology can achieve in the hands of the big tech
companies, intelligence agencies and cyber attackers (for example). They are also partly philosophical insofar as they refer to basic concepts
and arguments. To some extent, e.g., where transhumanism displays 385 Journal of Business Research 124 (2021) 374–388 B.C. Stahl et al. solutions may well be required. The work presented here suggests that
the AI ethics debate can benefit from a different perspective, which we
have offered above. References The case
studies, for example, while covering a breadth of activities, could be
expanded to be even more comprehensive. Our approach was open and
exploratory. Future empirical work could also test the adequacy of
existing governance mechanisms as well as proposals for new ones, their
impacts and possible side effects (e.g., a loss of social trust in existing
mechanisms). A direct mapping of ethical issues and governance pro
posals would be helpful in assessing the effectiveness of the governance
proposals, an important factor in developing these further. Further
research should also be undertaken to broaden the geographical scope of
the study. Our European focus means that we simply took for granted
certain aspects of the AI ecosystem that may not be applicable else
where. This includes the strong legal data protection regime of the Eu
ropean Union or the existing regulatory, industrial and professional
settings that shape the way in which AI is developed, deployed and used. The international nature of AI renders necessary such further work. l
Baum, S. (2017). A Survey of Artificial General Intelligence Projects for Ethics, Risk, and
Policy (SSRN Scholarly Paper ID 3070741). Social Science Research Network. https://
papers.ssrn.com/abstract=3070741. Beard, M., & Longstaff, S. (2018). Ethical By Design: Principles For Good Technology. THE ETHICS CENTRE. Beauchamp, T. L., & Childress, J. F. (2009). Principles of Biomedical Ethics (6th ed.). OUP USA. Becker, H. A., & Vanclay, F. (2003). The International Handbook of Social Impact
Assessment: Conceptual and Methodological Advances. Edward Elgar Publishing. Bevir, M. (2012). Governance: A Very Short Introduction. OUP Oxford. Boden, M., Bryson, J., Caldwell, D., Dautenhahn, K., Edwards, L., Kember, S., …
Winfield, A. (2017). Principles of robotics: Regulating robots in the real world. Connection Science, 29(2), 124–129. https://doi.org/10.1080/
09540091.2016.1271400. Boenink, M., Swierstra, T., & Stemerding, D. (2010). Anticipating the Interaction
between Technology and Morality: A Scenario Study of Experimenting with Humans
in Bionanotechnology. Studies in Ethics, Law, and Technology, 4(2). https://doi.org/
10.2202/1941-6008.1098. Bostrom, N. (2016). Superintelligence: Paths. Dangers, Strategies (Reprint edition): OUP
Oxford. Braithwaite, J., & Drahos, P. (2000). Global Business Regulation. Cambridge University
Press. The high-level view of the AI ethics debate presented in this paper
should make an important contribution to theory and practice. We
believe that our proposed categorisation is helpful for both scholars and
practitioners. 5. Conclusion l
A similar conclusion offers itself to policymakers and decision-
makers. Just as companies can look through a portfolio of existing
governance mechanisms, policymakers should take stock of the ade
quacy of existing policy and regulatory options while developing spe
cific steps to address AI. Some of the issues discussed in the context of AI
and the general questions arising in our increasingly digital world have
little to do with AI in the narrow sense. Questions of justice, distribution
and power may be exacerbated by particular technologies but exist in
dependent of them. As a consequence, it may well be that existing
legislation or regulatory bodies are in a good position to deal with at
least some of these questions and the task for policymakers is to ensure
that existing policy and the adequacy of its application are taken into
account in the rush to develop new policy. Acknowledgments This research has received funding from the European Union’s Ho
rizon 2020 Framework Programme for Research and Innovation under
the Specific Grant Agreement No. 786641 (SHERPA). References It offers a way to navigate the complexities of the AI
debate and helps individuals, organisations and policymakers to find the Brey, P. (2000). Disclosive Computer Ethics: Exposure and Evaluation of Embedded
Normativity in Computer Technology. CEPE2000 Computer Ethics: Philosophical
Enquiry. CEPE2000 Computer Ethics: Philosophical Enquiry, Dartmouth College. http://ethics.sandiego.edu/video/CEPE2000/Responsibility/Index.html. 386 B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 Brinkman, B., Flick, C., Gotterbarn, D., Miller, K., Vazansky, K., & Wolf, M. J. (2017). Listening to Professional Voices: Draft 2 of the ACM Code of Ethics and Professional
Conduct. Commun. ACM, 60(5), 105–111. https://doi.org/10.1145/3072528. Gilligan, C. (1990). In a Different Voice: Psychological Theory and Women’s Development
(Reissue). Harvard University Press. Grunwald, A. (2009). Technology Assessment: Concept and Methods. In D. M. Gabbay,
A. W. M. Meijers, J. Woods, & P. Thagard (Eds.), Philosophy of Technology and
Engineering Sciences. North Holland, 9 (pp. 1103–1146). i British Academy, & Royal Society. (2017). Data management and use: Governance in the
21st century A joint report by the British Academy and the Royal Society. https://
royalsociety.org/~/media/policy/projects/data-governance/data-management-
governance.pdf. i Haenlein, M., & Kaplan, A. (2019). A brief history of artificial intelligence: On the past,
present, and future of artificial intelligence. California Management Review, 61(4),
5–14. BSR. (2018). Artificial Intelligence: A Rights-Based Blueprint for Business Paper 3:
Implementing Human Rights Due Diligence [Working paper]. BSR. Hagendorff, T. (2019). The Ethics of AI Ethics—An Evaluation of Guidelines. ArXiv:
1903.03425 [Cs, Stat]. Bynum, T. W. (2006). Flourishing Ethics. Ethics and Information Technology, 8(4),
157–173. Hansen, M. (2016). Data Protection by Design and by Default `a la European General Data
Protection Regulation. In A. Lehmann, D. Whitehouse, S. Fischer-Hübner, L. Fritsch,
& C. Raab (Eds.), Privacy and Identity Management. Facing up to Next Steps (pp. 27–38). Springer International Publishing. https://doi.org/10.1007/978-3-319-
55783-0_3. Bynum, Terrell Ward, & Rogerson, S. (2003). Computer Ethics and Professional
Responsibility: Introductory Text and Readings. WileyBlackwell. Bynum, Terrell Ward, & Rogerson, S. (2003). Computer Ethics and Professional
Responsibility: Introductory Text and Readings. WileyBlackwell. Cairns, G., & Wright, G. (2017). Scenario Thinking: Preparing Your Organization for the
Future in an Unpredictable World. Springer. Responsibility: Introductory Text and Readings. WileyBlackwell. Cairns, G., & Wright, G. (2017). Scenario Thinking: Preparing Your Organization for the
Future in an Unpredictable World. Springer. Cairns, G., & Wright, G. (2017). Scenario Thinking: Preparing Your Organization for the
Future in an Unpredictable World. Springer. Hatzakis, T., Rodrigues, R., & Wright, D. (2019). References The Ethical Matters Raised by
Algorithms and Artificial Intelligence. i Kanceviˇcien˙e, N. (2019). Insurance, Smart Information Systems and Ethics. ORBIT
Journal, 2(2), Article 2. ,
,
Kant, I. (1788). Kritik der praktischen Vernunft. Reclam, Ditzingen. (
)
dl
h
ik d
i
l
i i
CNIL. (2017b). Algorithms and artificial intelligence: CNIL’s report on the ethical issues. (The Ethical Matters Raised by Algorithms and Artificial Intelligence). CNIL. https://
www.cnil.fr/sites/default/files/atoms/files/cnil_rapport_ai_gb_web.pdf. Kant, I. (1797). Grundlegung zur Metaphysik der Sitten. Reclam, Ditzingen. K
l
A
& H
l i
M (2019) Si i Si i i
h
d Wh ’
h
f i
i
h
l Kaplan, A., & Haenlein, M. (2019). Siri, Siri, in my hand: Who’s the fairest in the land? On the interpretations, illustrations, and implications of artificial intelligence. Business Horizons, 62(1), 15–25. ii
Committee on Bioethics (DH-BIO). (2019). Strategic Action Plan on Human Rights and
Technologies in Biomedicine (2020-2025) (CM(2019)198). Council of Europe. https://search.coe.int/cm/Pages/result_details.aspx?ObjectId=0900001680994df7. i Khatri, V., & Brown, C. V. (2010). Designing data governance. Communications of the
ACM, 53(1), 148–152. ˇ Council of Europe. (2019). Unboxing artificial intelligence: 10 steps to protect human
rights. https://www.coe.int/en/web/commissioner/view/-/asset_publisher/
ugj3i6qSEkhZ/content/unboxing-artificial-intelligence-10-steps-to-protect-human-
rights. l Koops, B.-J., Newell, B., Timan, T., ˇSkorv´anek, I., Chokrevski, T., & Galiˇc, M. (2017). A Typology of Privacy. University of Pennsylvania Journal of International Law, 38(2),
483. Kurzweil, R. (2006). The Singularity is Near. Gerald Duckworth & Co Ltd. i
(
)
if
l
h
b
i g
Decker, M. (2008). Caregiving robots and ethical reflection: The perspective of
interdisciplinary technology assessment. Ai & Society, 22(3), 315–330. Latimer, J. (2017). Donna J Haraway, Manifestly Haraway: The Cyborg Manifesto, The
Companion Species Manifesto, Companions in Conversation (with Cary Wolfe). Theory, Culture & Society, 34(7–8), 245–252. i Defense Innovation Board. (2019). AI Principles: Recommendations on the Ethical Use of
Artificial Intelligence by the Department of Defense. US Department of Defense. https://media.defense.gov/2019/Oct/31/2002204459/-1/-1/0/DIB_AI_
PRINCIPLES_SUPPORTING_DOCUMENT.PDF. Latonero, M. (2018). Governing artificial intelligence: Upholding human rights &
dignity. Data&Society. https://datasociety.net/wp-content/uploads/2018/10/
DataSociety_Governing_Artificial_Intelligence_Upholding_Human_Rights.pdf. Dehaene, S., Lau, H., & Kouider, S. (2017). What is consciousness, and could machines
have it? Science, 358(6362), 486–492. i
Liu, C. (2019). Multiple Social Credit Systems in China (SSRN Scholarly Paper ID
3423057). Social Science Research Network. https://papers.ssrn.com/
abstract=3423057. Doherty, N. F., Coombs, C. R., & Loan-Clarke, J. (2006). A re-conceptualization of the
interpretive flexibility of information technologies: Redressing the balance between
the social and the technical. European Journal of Information Systems, 15(6), 569–582. References Smart Grids and Ethics. ORBIT Journal,
2(2), Article 2. Capurro, R. (2006). Towards an ontological foundation of information ethics. Ethics and
Information Technology, 8(4), 175–186. https://doi.org/10.1007/s10676-006-9108-
0 HLEG on AI, H. E. G. on A. I. (2019). Ethics Guidelines for Trustworthy AI. European
Commission - Directorate-General for Communication. https://ec.europa.eu/digital-
single-market/en/news/ethics-guidelines-trustworthy-ai. i Carter, O., Hohwy, J., van Boxtel, J., Lamme, V., Block, N., Koch, C., & Tsuchiya, N. (2018). Conscious machines: Defining questions, 400 400 Science, 359(6374). https://doi.org/10.1126/science.aar4163. i Information Commissioner’s Office. (2008). Privacy by design. http://www.ico.gov.uk/
upload/documents/pdb_report_html/privacy_by_design_report_v2.pdf. i p
g
Cath, C. J. N., Wachter, S., Mittelstadt, B., Taddeo, M., & Floridi, L. (2016). Artificial
Intelligence and the “Good Society”: The US, EU, and UK Approach (SSRN Scholarly
Paper ID 2906249). Social Science Research Network. https://papers.ssrn.com/abstr
act=2906249. Iphofen, R., & Kritikos, M. (2019). Regulating artificial intelligence and robotics: Ethics
by design in a digital society. Contemporary Social Science, 1–15. Isaak, J., & Hanna, M. J. (2018). User Data Privacy: Facebook, Cambridge Analytica, and
Privacy Protection. Computer, 51(8), 56–59. Cavoukian, A. (2017). Global privacy and security, by design: Turning the ‘privacy vs. security’ paradigm on its head. Health and Technology, 1–5. https://doi.org/
10.1007/s12553-017-0207-1. ISO. (2008). BS ISO/IEC 38500:2008—Corporate governance of information technology. https://bsol.bsigroup.com/Bibliographic/BibliographicInfoData/
000000000030162049. CDEI. (2019). Interim report: Review into bias in algorithmic decision-making. Centre for
Data Ethics and Innovation. https://www.gov.uk/government/publications/interim-
reports-from-the-centre-for-data-ethics-and-innovation/interim-report-review-into-
bias-in-algorithmic-decision-making. Jiya, T. (2019a). Ethical Implications of Predictive Risk Intelligence. ORBIT Journal, 2(2),
Article 2. l Jiya, T. (2019b). Ethical Reflections of Human Brain Research and Smart Information
Systems. ORBIT Journal, 2(2), Article 2. Clarke, R. (2019a). Principles and Business Processes for Responsible AI. Computer Law &
Security Review, 35(4), 410–422. Jobin, A., Ienca, M., & Vayena, E. (2019). The global landscape of AI ethics guidelines. Nature Machine Intelligence, 1(9), 389–399. https://doi.org/10.1038/s42256-019-
0088-2. Clarke, R. (2019b). Regulatory Alternatives for AI. Computer Law & Security Review, 35
(4), 398–409. Johnson, D. G. (2001). Computer Ethics ((3rd ed.).). Prentice Hall. Johnson K
Pasquale F
& Chapman J (2019) Artificial Intelligence Machine Clouser, K. D., & Gert, B. (1990). A Critique of Principlism. Journal of Medicine and
Philosophy, 15(2), 219–236. https://doi.org/10.1093/jmp/15.2.219. Johnson, K., Pasquale, F., & Chapman, J. (2019). Artificial Intelligence, Machine
Learning, and Bias in Finance: Toward Responsible Innovation. Fordham Law Review,
88(2), 499. CNIL. (2015). Privacy Impact Assessment (PIA) Good Practice. CNIL. http://www.cnil.fr/
fileadmin/documents/en/CNIL-PIA-3-GoodPractices.pdf. i
CNIL. (2017a). How Can Humans Keep the Upper Hand? References Predictive Policing in 2025: A Scenario. In
H. Jahankhani, B. Akhgar, P. Cochrane, & M. Dastbaz (Eds.), Policing in the Era of AI
and Smart Societies (pp. 199–215). Springer International Publishing. https://doi. org/10.1007/978-3-030-50613-1_9. Varley-Winter, O., & Shah, H. (2016). The opportunities and ethics of big data: Practical
priorities for a national Council of Data Ethics. Phil. Trans. R. Soc. A, 374(2083),
20160116. https://doi.org/10.1098/rsta.2016.0116. p
g
Walsham, G. (1995). Interpretive case studies in IS research: Nature and method. European Journal of Information Systems, 4(2), 74–81. https://doi.org/10.1057/
ejis.1995.9. Martin, C. D., & Makoundou, T. T. (2017). Taking the high road ethics by design in AI. ACM Inroads, 8(4), 35–37. World Economic Forum. (2019). Responsible Use of Technology [White paper]. WEB. http://www3.weforum.org/docs/WEF_Responsible_Use_of_Technology.pdf. Metcalf, J., Keller, E. F., & boyd, danah. (2016). Perspectives on Big Data, Ethics, and
Society. Council for Big Data, Ethics, and Society. http://bdes.datasociety.net/wp-
content/uploads/2016/05/Perspectives-on-Big-Data.pdf. Wright, D. (2011). A framework for the ethical impact assessment of information
technology. Ethics and Information Technology, 13(3), 199–226. https://doi.org/
10.1007/s10676-010-9242-6. i Mill, J. S. (1861). Utilitarianism ((2nd Revised edition).). Hackett Publishing Co Inc. Mingers, J., & Walsham, G. (2010). Towards ethical information systems: The
contribution of discourse ethics. MIS Quarterly, 34(4), 833–854. Wright, D., Rodrigues, R., Hatzakis, T., Pannofino, C., Macnish, K., Ryan, M., &
Antoniou, J. (2019). SHERPA Deliverable 1.2: SIS Scenarios. De Montfort University. Mittelstadt, B. (2019). Principles alone cannot guarantee ethical AI. Nature Machine
Intelligence, 2019. https://doi.org/doi:10.1038/s42256-019-0114-4. Wright, D., Stahl, B., & Hatzakis, T. (2020). Policy scenarios as an instrument for
policymakers. Technological Forecasting and Social Change, 154, Article 119972. https://doi.org/10.1016/j.techfore.2020.119972. Mittelstadt, B. D., Allo, P., Taddeo, M., Wachter, S., & Floridi, L. (2016). The ethics of
algorithms: Mapping the debate. Big Data & Society, 3(2), 2053951716679679. Yin, R. K. (2003). Case Study Research: Design and Methods (Third Edition). Sage
Publications Inc. Yin, R. K. (2003). Case Study Research: Design and Methods (Third Edition). Sage
Publications Inc. Mittelstadt, B., Russell, C., & Wachter, S. (2019, January). Explaining Explanations in AI. FAT*’19, Atlanta, Georgia. https://www.academia.edu/37701175/Explaining_
Explanations_in_AI. Yin, R. K. (2003). Cas
Publications Inc. Publications Inc. Moor, J. H. (1985). What is computer ethics. Metaphilosophy, 16(4), 266–275. Moor, J. H., & Bynum, T. W. (2002). Introduction to cyberphilosophy. Metaphilosophy, 33
(1/2), 4–10. Bernd Carsten Stahl is Professor of Critical Research in Technology and Director of the
Centre for Computing and Social Responsibility at De Montfort University, Leicester, UK. References i Livingstone, D. (2015). Transhumanism: The History of a Dangerous Idea. CreateSpace
Independent Publishing Platform. Elsevier. (2018). ArtificiaI Intelligence: How knowledge is created, transferred, and
used—Trends in China, Europe, and the United States. Elsevier. https://www. elsevier.com/?a=827872. Locke, J. L. (2010). Eavesdropping: An Intimate History (Illustrated Edition). OUP
Oxford. Commission, European (2018). COMMUNICATION FROM THE COMMISSION TO THE
EUROPEAN PARLIAMENT, THE EUROPEAN COUNCIL, THE COUNCIL, THE
EUROPEAN ECONOMIC AND SOCIAL COMMITTEE AND THE COMMITTEE OF THE
REGIONS Artificial Intelligence for Europe (COM(2018) 237 final). European
Commission. http://ec.europa.eu/transparency/regdoc/rep/1/2018/EN/COM-201
8-237-F1-EN-MAIN-PART-1.PDF. Macnish, K. (2012). Unblinking eyes: The ethics of automating surveillance. Ethics and
Information Technology, 14(2), 151–167. https://doi.org/10.1007/s10676-012-9291- Macnish, K. (2020). Mass Surveillance: A Private Affair? Moral Philosophy and Politics, 7
(1), 9–27. https://doi.org/10.1515/mopp-2019-0025. Macnish, K., & Galliott, J. (2020). Big Data and Democracy. Edinburgh University Press. Macnish, K., & Inguanzo, A. F. (2019). Customer Relation Management, Smart
Information Systems and Ethics. ORBIT Journal, 2(2), Article 2. General Data Protection Regulation, (2016) (testimony of European Parliament &
European Council). http://www.dhealth.co.uk/resources/Documents/Event%
20Content/CONSIL-ST_5419_2016_INIT-EN-TXT.pdf. Macnish, K., & Inguanzo, A. F. (2019). Customer Relation Management, Smart
Information Systems and Ethics. ORBIT Journal, 2(2), Article 2. Macnish, K., Inguanzo, A. F., & Kirichenko, A. (2019). Smart Information Systems in
Cybersecurity. ORBIT Journal, 2(2), Article 2. Finn, R. L., Wright, D., & Friedewald, M. (2013). Seven Types of Privacy. In S. Gutwirth,
R. Leenes, P. de Hert, & Y. Poullet (Eds.), European Data Protection: Coming of Age (pp. 3–32). Netherlands: Springer. https://doi.org/10.1007/978-94-007-5170-5_1. Macnish, K., & Ryan, M. (2019). SHERPA Deliverable 1.4 Report on Ethical Tensions and
Social Impacts (Online Resource Project deliverable). SHERPA project. https://doi. org/10.21253/DMU.8181827.v2. Floridi, L. (1999). Information ethics: On the philosophical foundation of computer
ethics. Ethics and Information Technology, 1(1), 33–52. Macnish, K., Ryan, M., Gregory, A., Jiya, T., Antoniou, J., Hatzakis, T., Andreou, A.,
Rodrigues, R., Kirichenko, A., & Stahl, B. C. (2019). SHERPA Deliverable 1.1 Case
studies (Online Resource Project deliverable). SHERPA project. https://doi.org/
10.21253/DMU.8181827.v2. Floridi, Luciano (Ed.). (2010). The Cambridge Handbook of Information and Computer
Ethics. Cambridge University Press. Garriga, E., & Mel´e, D. (2004). Corporate Social Responsibility Theories: Mapping the
Territory. Journal of Business Ethics, 53(1–2), 51–71. https://doi.org/10.1023/B:
BUSI.0000039399.90587.34. Macnish, K., Ryan, M., & Stahl, B. (2019). Understanding Ethics and Human Rights in
Smart Information Systems. ORBIT Journal, 2(2), Article 2. 387 B.C. Stahl et al. Journal of Business Research 124 (2021) 374–388 Macnish, K., Wright, D., & Jiya, T. (2020). References Ryan, M. (2019a). Ethics of Public Use of AI and Big Data. ORBIT Journal, 2(2), Article 2. Ryan, M. (2019b). Ethics of Using AI and Big Data in Agriculture: The Case of a Large
Agriculture Multinational. ORBIT Journal, 2(2), Article 2. g
,
( ),
Ryan, M., & Gregory, A. (2019). Ethics of Using Smart City AI and Big Data: The Case of
Four Large European Cities. ORBIT Journal, 2(2), Article 2. i Ryan, M., & Stahl, B. C. (2020). Artificial intelligence ethics guidelines for developers
and users: Clarifying their content and normative implications. Journal of
Information, Communication and Ethics in Society, ahead-of-print(ahead-of-print). https://doi.org/10.1108/JICES-12-2019-0138. Tally Hatzakis is a senior research analyst at Trilateral Research with more than 15 years of
research experience in academia as well as in the public and private sectors. Her domains
of interest include smart cities, future tansport, big data and smart technologies, AI and
robotics, personal wearables and privacy-by-design business models, as well as open
innovation, green technologies and circular economy. g
Santiago, N. (2020). SHERPA Delphi Study—Round 1 Results [Project Deliverable]. SHERPA project. https://www.project-sherpa.eu/wp-content/uploads/2020/03/she
rpa-delphi-study-round-1-summary-17.03.2020.docx.pdf. p
p
y
y
p
Sharkey, A., & Sharkey, N. (2010). Granny and the robots: Ethical issues in robot care for
the elderly. Ethics and Information Technology. https://doi.org/10.1007/s10676-010-
9234-6. Alexey Kirichenko is research collaboration manager at F-Secure, coordinating F-Secure’s
participation in European and Finnish national research projects. He also represents the
company in the Steering Board of WG6 (SRIA) of European Cyber Security Organisation
(ECSO). His interests are mainly in applications of Machine Learning to cybersecurity. Solove, D. J. (2002). Conceptualizing Privacy. California Law Review, 90(4), 1087–1156. Sparrow, R. (2009). Predators or plowshares?: Arms control of robotic weapons. IEEE
Technology and Society Magazine, 28(1). https://doi.org/10.1109/MTS.2009.931862. Kevin Macnish is Assistant Professor in Ethics and Technology at the University of Twente. His interests include ethical questions regarding privacy, surveillance, security, and AI. Stahl, B. C., & Wright, D. (2018). Ethics and Privacy in AI and Big Data: Implementing
Responsible Research and Innovation. IEEE Security & Privacy, 16(3), 26–33. https://
doi.org/10.1109/MSP.2018.2701164. l g
Stahl, Bernd Carsten (2012). Morality, Ethics, and Reflection: A Categorization of
Normative IS Research. Journal of the Association for Information Systems, 13(8),
636–656. https://doi.org/10.17705/1jais.00304. Andrew Patel is a researcher in F-Secure Corporation’s Artificial Intelligence Center of
Excellence. His main research areas include natural language processing, disinformation
hunting and analysis, graph analysis and reinforcement learning. References His interests cover philosophical issues arising from the intersections of business, tech
nology, and information. This includes ethical questions of current and emerging of ICTs,
critical approaches to information systems and issues related to responsible research and
innovation. Morley, J., Floridi, L., Kinsey, L., & Elhalal, A. (2019). From What to How- An Overview of
AI Ethics Tools. ArXive: Methods and Research to Translate Principles into Practices. https://arxiv.org/abs/1905.06876. Nerurkar, M., Wadephul, C., & Wiegerling, K. (2016). Ethics of Big Data: Introduction. International Review of Information. Ethics, 24. Andreas Andreou works as a Researcher and Project Manager at the human rights non
governmental organisation Aequitas which is based in Cyprus. He holds a BA Humanities
from the University of Essex and an LLM Master of Laws from the University of Central
Lancashire. He has a research interest and experience in artificial intelligence and human
rights, LGBTQI rights and hate speech/hate crime. He published academic articles and a
research book. OECD. (2017). Recommendation of the OECD Council on Health Data Governance. http://www.oecd.org/health/health-systems/Recommendation-of-OECD-Council-
on-Health-Data-Governance-Booklet.pdf. Patel, A., Hatzakis, T., Macnish, K., Ryan, M., & Kirichenko, A. (2019). SHERPA
Deliverable D1.3: Security Issues, Dangers and Implications of Smart Information
Systems. SHERPA project. https://dmu.figshare.com/articles/D1_3_Cyberthreats_
and_countermeasures/7951292. Ramirez, R., Mukherjee, M., Vezzoli, S., & Kramer, A. M. (2015). Scenarios as a scholarly
methodology to produce “interesting research”. Futures, 71, 70–87. https://doi.org/
10.1016/j.futures.2015.06.006. Philip Brey (PhD, University of California, San Diego, 1995) is professor of philosophy of
technology at the Department of Philosophy, University of Twente, the Netherlands. He is
on the editorial board of eleven leading journals and book series in his field, including
Ethics and Information Technology, Nanoethics, Philosophy and Technology, Techn´e,
Studies in Ethics, Law and Technology and Theoria. He is also former president of the
International Society for Ethics and Information Technology (INSEIT), and former presi
dent of the Society for Philosophy and Technology (SPT). His research focuses on ethics
and philosophy of emerging technologies, in particular digital technologies, AI, robotics,
biomedical technology and sustainable technology. He currently coordinates the EU
H2020 SIENNA project on the ethical and human rights dimensions of emerging tech
nologies, and the NWO-funded 10-year research programme Ethics of Socially Disruptive
Technologies. j
Rehg, W. (2014). Discourse ethics for computer ethics: A heuristic for engaged dialogical
reflection. Ethics and Information Technology, 17(1), 27–39. https://doi.org/10.1007/
s10676-014-9359-0. Roessler, B., & Mokrosinska, D. (Eds.). (2015). Social Dimensions of Privacy:
Interdisciplinary Perspectives. Cambridge University Press. References He is also a frequent
contributor to F-Secure’s blog. Stahl, Bernd Carsten, & Coeckelbergh, M. (2016). Ethics of healthcare robotics: Towards
responsible research and innovation. Robotics and Autonomous Systems. https://doi. org/10.1016/j.robot.2016.08.018. Mark Ryan works as a Digital Ethics Researcher at Wageningen Economic Research,
Wageningen University & Research. His interests are around topics in the ethics of tech
nology, with a particular focus on ethical issues pertaining to the use of artificial intelli
gence and Big Data. He has published on topics, such as the ethics of smart cities, self-
driving vehicles, agricultural data analytics, social robotics, and trusting AI. g
j
Tavani, H. (2008). Informational Privacy: Concepts, Theorie and Controversies. In
J. V. D. Hoven, & J. Weckert (Eds.), Information Technology and Moral Philosophy (pp. 131–164). Cambridge University Press. g
y
Taylor, L. (2016). The ethics of big data as a public good: Which public? Whose good? Phil. Trans. R. Soc. A, 374(2083), 20160126. https://doi.org/10.1098/
rsta.2016.0126. The National Commission for the Protection of Human Subjects of Biomedical and
Behavioral Research. (1979). The Belmont Report—Ethical Principles and
Guidelines for the Protection of Human Subjects of Research. Department of Health,
Education, and Welfare. http://videocast.nih.gov/pdf/ohrp_belmont_report.pdf. David Wright is Director of Trilateral Research (London and Waterford), a company he
founded in 2004. The company has partnered in more than 60 EU-funded projects. He has
published four books on ambient intelligence, privacy and surveillance and more than 60
articles in peer-reviewed journals. He coined the term ethical impact assessment and
published the first article on EIA. The ISO privacy impact assessment standard is based on
the methodology he developed as is the CEN Workshop Agreement on ethical impact
assessment. His interests include scenario construction, horizon scanning, impact assess
ments, cybersecurity, artificial intelligence, privacy, ethics and surveillance. USACM. (2017). Statement on Algorithmic Transparency and Accountability. ACM US
Public Policy Council. van Est, R., & Gerritsen, J. (2017). Human rights in the robot age—Challenges arising
from the use of robotics, artificial intelligence, and virtual and augmented reality
[Report to the Parliamentary Assembly of the Council of Europe (PACE)]. Rathenau
Instituut. https://www.rathenau.nl/en/file/9605/download?token=OQgFllZS. 388
|
https://openalex.org/W2244979610
|
https://journals.openedition.org/belgeo/pdf/8184
|
English
| null |
J. Robinson, Ordinary cities : Between Modernity and Development.
|
BELGEO
| 2,009
|
cc-by
| 1,631
|
J. Robinson, Ordinary cities : Between Modernity and
Development.
London, Routledge, 2006, xiv + 204 p. J. Robinson, Ordinary cities : Between Modernity and
Development. London, Routledge, 2006, xiv + 204 p. J. Robinson, Ordinary cities : Between Modernity and
Development. London, Routledge, 2006, xiv + 204 p. Nick Schuermans Publisher: Publisher:
National Committee of Geography of Belgium, Société Royale Belge de Géographie Nick Schuermans Nick Schuermans J. Robinson, Ordinary cities : Between Modernity and Development. J. Robinson, Ordinary cities : Between
Modernity and Development.
London, Routledge, 2006, xiv + 204 p.
Nick Schuermans
J. Robinson, Ordinary cities : Between Modernity and Development. 1 1 Electronic reference Nick Schuermans, « J. Robinson, Ordinary cities : Between Modernity and Development. », Belgeo [Online],
1 | 2009, Online since 19 May 2013, connection on 22 September 2020. URL : http://
journals.openedition.org/belgeo/8184 ; DOI : https://doi.org/10.4000/belgeo.8184 This text was automatically generated on 22 September 2020. Belgeo est mis à disposition selon les termes de la licence Creative Commons Attribution 4.0
International. REFERENCES The
second chapter deepens this critique by juxtaposing the accounts of the Chicago School
with mid-twentieth-century studies on comparative urbanism in the Zambian Copper
Belt. While Park and Wirth described the big cities of America as sites of alienation,
individualism and indifference, members of the Manchester School considered the
industrialised and multicultural cities of the Copper Belt to be places full of interaction
associated with urban modernity through cultural practices that had previously been
considered outside the realms of urban life. In the third chapter, Robinson further
seeks to shatter the conventional illusions of modernity by arguing that so-called
Western modernities are almost always hybridisations and that urban innovation is
generally a result of cosmopolitan interdependence. She illustrates this tension
between discourse and reality with the fact that critics look to New York as the
trendsetting city in the field of urban architecture, while many so-called modern
innovations actually originated in Renaissance Italy, Aztec Mexico or Rio de Janeiro. been perceived as primitivity is an essential part of urban life all over the world. The
second chapter deepens this critique by juxtaposing the accounts of the Chicago School
with mid-twentieth-century studies on comparative urbanism in the Zambian Copper
Belt. While Park and Wirth described the big cities of America as sites of alienation,
individualism and indifference, members of the Manchester School considered the
industrialised and multicultural cities of the Copper Belt to be places full of interaction
associated with urban modernity through cultural practices that had previously been
considered outside the realms of urban life. In the third chapter, Robinson further
seeks to shatter the conventional illusions of modernity by arguing that so-called
Western modernities are almost always hybridisations and that urban innovation is
generally a result of cosmopolitan interdependence. She illustrates this tension
between discourse and reality with the fact that critics look to New York as the
trendsetting city in the field of urban architecture, while many so-called modern
innovations actually originated in Renaissance Italy, Aztec Mexico or Rio de Janeiro. In the remainder of her book, Robinson examines the implications of her critical
rethinking of the idea of modernity for academic theorization and policy development. First, Robinson criticises the world cities literature for putting the emphasis on a
relative small sector of the global economy and for dropping most cities in the world
from its vision. REFERENCES J. Robinson, Ordinary cities : Between Modernity and Development, London, Routledge, 2006,
xiv + 204 p. J. Robinson, Ordinary cities : Between Modernity and Development, London, Routledge, 2006,
xiv + 204 p. 1
Jennifer Robinson’s “Ordinary Cities” delivers a powerful critique of the spatial division
of academic theorization. Her central thesis is that urban theory development has been
hampered for too long by the assumed dichotomy between innovative “global cities” in
rich countries and imitative “third world” cities in poor countries. It is Robinson’s
contention that theoretical insights cannot be based on the experiences of a few
wealthy cities only, and that a post-colonial field of urban studies should assume the
potential for learning in a broad range of different settings. For this reason, she
envisages an urban theory that does not rest on pre-given categories of cities but on a
cosmopolitan comparativism that places all cities within the same analytical field. Within this field, the differences across and within cities must be thought of as
diversity rather than exemplars of a hierarchical division. In order to learn from
different contexts, Robinson argues, it is not global cities or third world cities that
should be central to academic analysis and policy recommendations, but what she calls
“ordinary” cities, in all their complexity, diversity and peculiarity. 2
To substantiate this claim, Robinson begins with a critical rethinking of the concepts of
modernity and development in urban studies. In the first chapter, she challenges Park’s
and Wirth’s parochial and ethnocentric understandings of the Western city as the
cradle of civilization and modernity as opposed to the primitivity and traditionality of
the countryside and cities in other countries. Drawing on Walter Benjamin’s work, she
shows that modernity and tradition are mutually interdependent and that what has 2
To substantiate this claim, Robinson begins with a critical rethinking of the concepts of
modernity and development in urban studies. In the first chapter, she challenges Park’s
and Wirth’s parochial and ethnocentric understandings of the Western city as the
cradle of civilization and modernity as opposed to the primitivity and traditionality of
the countryside and cities in other countries. Drawing on Walter Benjamin’s work, she
shows that modernity and tradition are mutually interdependent and that what has Belgeo, 1 | 2009 J. Robinson, Ordinary cities : Between Modernity and Development. 2 been perceived as primitivity is an essential part of urban life all over the world. REFERENCES Because of the focus on advanced business and producer services, cities
like Lusaka or Kuala Lumpur largely fall off the world cities map, despite the fact that
they are tied to the rest of the world through a wide range of economic activities such
as the trade in second hand clothing or Islamic forms of global activity. As the world
cities literature reproduces hierarchical relations amongst cities where some urban
places are defined as modern and others as in need of development, it is not only a
problematic framework for theorization on cities, however, but also for policy
development. Robinson elaborates this argument in the fifth chapter through a
detailed analysis of the Johannesburg 2030 vision for the city. In order to secure
economic growth and improved service delivery in Johannesburg, Robinson claims that
a “city development strategy” has to start from a city-wide view of urban features that
takes the diversity of needs and activities in poor and wealthy parts of the city
seriously. For this reason, Robinson calls, in the last chapter, for theoretical repertoires
that are appreciative of the diversity of cities. These have to focus on the close
intertwining of social welfare and economic activities in both poor and rich cities by
acknowledging that all cities are assembling and inventing diverse ways of being
modern. In the post-colonial urbanism Robinson sets out in Ordinary Cities, a cosmopolitan and
comparative theoretical endeavour will enrich the divided form of urban studies. This
means that policy makers and academics in Western cities have to question their
understandings of cultural and economic aspects of city life by revisiting them through
the lens of poor cities, and vice versa. This idea does not imply, however, that well-
resourced scholars should start globe-trotting to study cities around the world. Robinson pleads, on the contrary, for the kind of armchair comparativism that forces
scholars to think comparatively. In her own words (p. 168), she suggests “that any
research on cities needs to be undertaken in a spirit of attentiveness to the possibility
that cities elsewhere might perhaps be different and shed stronger light on the
processes being studied. The potential to learn from other contexts, other cities, would
need to always be kept open and hopefully acted upon”. Belgeo, 1 | 2009 J. Robinson, Ordinary cities : Between Modernity and Development. REFERENCES 3 While Robinson’s provocative thesis definitely breaks down the binary thinking that
has shaped the way in which cities have been classified and studied, it is surprising that
all her attention goes to the deconstruction of the dichotomy between the West and the
rest. By focusing her effort on the hierarchical categorisation of all cities as developed
or undeveloped, Robinson implicitly reproduces the marginal position that non-English
and non-American Western geographers take up in the international production of
urban theory. Belgian geographers, for example, clearly belong to the side of the West
in Robinson’s analysis. Nevertheless, it is one of their frustrations that theorizations
about Belgian cities will never be taken seriously by the urban studies academics in the
United States or Britain. Very rarely, a scholar from the Anglo-Saxon heartland would
be expected to cite a Belgian case study for the sake of the originality of the theory, and
not just to embellish his list of references with a publication from an exotic country
imitating and confirming the theories produced in London, Los Angeles or New York. In
addition, it must be noted that the examples Robinson elaborates, originate largely in
big cities. The silencing of smaller cities, towns, villages and other settlement forms is
problematic because it seems to reinforce the modernist notion criticised in the first
chapter of the book that innovations take place in cities and that other areas are, by
definition, traditional, primitive and undynamic. By breaking down the binary between
urban and rural geographies, and by bridging the divide between Anglo-Saxon and
Continental urban theories, I believe it is possible to fully envisage the scope of Jennifer
Robinson’s powerful and inspiring arguments. Belgeo, 1 | 2009
|
https://openalex.org/W2887950972
|
https://www.mdpi.com/1099-4300/20/8/574/pdf
|
English
| null |
Investigating Information Geometry in Classical and Quantum Systems through Information Length
|
Entropy
| 2,018
|
cc-by
| 8,173
|
Received: 19 July 2018; Accepted: 1 August 2018; Published: 3 August 2018 Abstract: Stochastic processes are ubiquitous in nature and laboratories, and play a major role
across traditional disciplinary boundaries. These stochastic processes are described by different
variables and are thus very system-specific. In order to elucidate underlying principles governing
different phenomena, it is extremely valuable to utilise a mathematical tool that is not specific to
a particular system. We provide such a tool based on information geometry by quantifying the
similarity and disparity between Probability Density Functions (PDFs) by a metric such that the
distance between two PDFs increases with the disparity between them. Specifically, we invoke
the information length L(t) to quantify information change associated with a time-dependent PDF
that depends on time. L(t) is uniquely defined as a function of time for a given initial condition. We demonstrate the utility of L(t) in understanding information change and attractor structure in
classical and quantum systems. Keywords: stochastic processes; Langevin equation; Fokker–Planck equation; information length;
Fisher information; relaxation; chaos; attractor; probability density function Entropy 2018, 20, 574; doi:10.3390/e20080574 Article
Investigating Information Geometry in Classical and
Quantum Systems through Information Length Eun-jin Kim
ID School of Mathematics and Statistics, University of Sheffield, Sheffield S3 7RH, UK;
e.kim@sheffield.ac.uk or e.kim@shef.ac.uk; Tel.: +44-114-222-3876
Received: 19 July 2018; Accepted: 1 August 2018; Published: 3 August 2018 entropy entropy 2. Information Length Intuitively, we define the information length L by computing how quickly information changes
in time and then measuring the clock time based on that time scale. Specifically, the time-scale of
information change τ can be computed by the correlation time of a time-dependent PDF, say p(x, t),
as follows. 1
τ2
=
Z
dx
1
p(x, t)
∂p(x, t)
∂t
2
. (1) (1) From Equation (1), we can see that the dimension of τ = τ(t) is time and serves as a dynamical
time unit for information change. L(t) is the total information change between time 0 and t: From Equation (1), we can see that the dimension of τ = τ(t) is time and serves as a dynamical
time unit for information change. L(t) is the total information change between time 0 and t: L(t)
=
Z t
0
dt1
τ(t1) =
Z t
0 dt1
sZ
dx
1
p(x, t1)
∂p(x, t1)
∂t1
2
. (2) (2) In principle, τ(t) in Equation (1) can depend on time, so we need the integral for L in Equation (2). To make an analogy, we can consider an oscillator with a period τ = 2 s. Then, within the clock time
10 s, there are five oscillations. When the period τ is changing with time, we need an integration of
dt/τ over the time interval. In principle, τ(t) in Equation (1) can depend on time, so we need the integral for L in Equation (2). To make an analogy, we can consider an oscillator with a period τ = 2 s. Then, within the clock time
10 s, there are five oscillations. When the period τ is changing with time, we need an integration of
dt/τ over the time interval. We now recall how τ(t) and L(t) in Equations (1) and (2) are related to the relative entropy
(Kullback–Leibler divergence) [15,16]. 1. Introduction Stochastic processes are ubiquitous in nature and laboratories, and play a major role across
traditional disciplinary boundaries. Due to the randomness associated with stochasticity, the evolution
of these systems is not deterministic but instead probabilistic. Furthermore, these stochastic processes
are described by different variables and are thus very system-specific. This system-specificity makes
it impossible to make comparison among different processes. In order to understand universality or
underlying principles governing different phenomena, it is extremely valuable to utilise a mathematical
tool that is not specific to a particular system. This is especially indispensable given the diversity of
stochastic processes and the growing amount of data. p
g
g
Information geometry provides a powerful methodology to achieve this goal. Specifically,
the similarity and disparity between Probability Density Functions (PDFs) is quantified by a metric [1]
such that the distance between two PDFs increases with the disparity between them. This was the very
idea behind a statistical distance [2] based on the Fisher (or Fisher–Rao) metric [3] which represents the
total number of statistically different states between two PDFs in Hilbert space for quantum systems. The analysis in [2] was extended to impure (mixed-state) quantum systems using a density operator
by [4]. Other related work includes [5–12]. For Gaussian PDFs, a statistically different state is attained
when the physical distance exceeds the resolution set by the uncertainty (PDF width). This paper presents a method to define such distance for a PDF which changes continuously in
time, as is often the case of non-equilibrium systems. Specifically, we invoke the information length
L(t) according to the total number of statistically different states that a system evolves through in
time. L(t) is uniquely defined as a function of time for a given initial condition. We demonstrate Entropy 2018, 20, 574; doi:10.3390/e20080574 www.mdpi.com/journal/entropy Entropy 2018, 20, 574 2 of 11 the utility of L(t) in understanding information change and attractor structure in classical and
quantum systems [13–21]. the utility of L(t) in understanding information change and attractor structure in classical and
quantum systems [13–21]. This paper is structured as follows: Section 2 discusses information length and Section 3
investigates attractor structure. Sections 4 and 5 present the analysis of classical music and quantum
systems, respectively. Conclusions are found in Section 6. 2. Information Length (9) (9) By summing dt(ti) for i = 0, 1, 2, ..., n −1 (where n = t/dt) in the limit dt →0, we have By summing dt(ti) for i = 0, 1, 2, ..., n −1 (where n = t/dt) in the limit dt →0, we have lim
dt→0
n−1
∑
i=0
dl(idt) = lim
dt→0
n−1
∑
i=0
q
D[p(x, idt), p(x, (i + 1)] dt ∝
Z t
0 dt1
sZ
dx(∂t1 p(x, t1))2
p(x, t1)
= L(t),
(10) where L(t) is the information length. Thus, L is related to the sum of infinitesimal relative entropy. It cannot be overemphasised that L is a Lagrangian distance between PDFs at time 0 and t and
sensitively depends on the particular path that a system passed through reaching the final state. In contrast, the relative entropy D[p(x, 0), p(x, t)] depends only on PDFs at time 0 and t and thus does
not tell us about intermediate states between initial and final states. 3. Attractor Structure Since L(t) represents the accumulated change in information (due to the change in PDF) at time
t, L(t) settles to a constant value L∞when a PDF reaches its final equilibrium PDF. The smaller
L∞, the smaller number of states that the initial PDF passes through to reach the final equilibrium. Therefore, L∞provides us with a unique representation of a path-dependent, Lagrangian measure of
the distance between a given initial and final PDF. We will utilise this property to map out the attractor
structure by considering a narrow initial PDF at a different peak position y0 and by measuring L∞
against y0. We are particularly interested in how the behaviour of L∞against y0 depends on whether
a system has a stable equilibrium point or is chaotic. 2. Information Length We consider two nearby PDFs p1 = p(x, t1) and p2 = p(x, t2)
at time t = t1 and t2 and the limit of a very small δt = t2 −t1 to do Taylor expansion of
D[p1, p2] = R
dx p2 ln (p2/p1) by using ∂
∂t1
D[p1, p2]
=
−
Z
dx p2
∂t1 p1
p1
,
(3)
∂2
∂t2
1
D[p1, p2]
=
Z
dx p2
(
(∂t1 p1)2
p2
1
−
∂2
t1 p1
p1
)
,
(4)
∂
∂t2
D[p1, p2]
=
Z
dx
∂t2 p2 + ∂t2 p2
ln p2 −ln p1
,
(5)
∂2
∂t2
2
D[p1, p2]
=
Z
dx
∂2
t2 p2 + (∂t2 p2)2
p2
+ ∂2
t2 p2
ln p2 −ln p1
. (6) (3) (4) (5) ∂t2
[p
p ]
Z
2 p
2 p
p
p
∂2
∂t2
2
D[p1, p2]
=
Z
dx
∂2
t2 p2 + (∂t2 p2)2
p2
+ ∂2
t2 p2
ln p2 −ln p1
. (6) (6) it t2 →t1 = t (p2 →p1 = p), Equations (3)–(6) give us In the limit t2 →t1 = t (p2 →p1 = p), Equations (3)–(6) give us lim
t2→t1
∂
∂t1
D[p1, p2]
=
lim
t2→t1
∂
∂t2
D[p1, p2] =
Z
dx∂tp = 0,
lim
t2→t1
∂2
∂t2
1
D[p1, p2]
=
lim
t2→t1
∂2
∂t2
2
D[p1, p2] =
Z
dx(∂tp)2
p
= 1
τ2 . (7) (7) Up to O((dt)2) (dt = t2 −t1), Equation (7) and D(p1, p1) = 0 lead to Up to O((dt)2) (dt = t2 −t1), Equation (7) and D(p1, p1) = 0 lead to
D[p1, p2] = 1
2
Z
dx(∂tp(x, t))2
p(x, t)
(dt)2,
(8) D[p1, p2] = 1
2
Z
dx(∂tp(x, t))2
p(x, t)
(dt)2,
(8) (8) 3 of 11 Entropy 2018, 20, 574 Entropy 2018, 20, 574 and thus the infinitesimal distance dl(t1) between t1 and t1 + dt as and thus the infinitesimal distance dl(t1) between t1 and t1 + dt as and thus the infinitesimal distance dl(t1) between t1 and t1 + dt as dl(t1) =
q
D[p1, p2] =
1
√
2
sZ
dx(∂t1 p(x, t1))2
p(x, t1)
dt. 3.1. Linear vs. Cubic Forces We first consider the case where a system has a stable equilibrium point when there is no stochastic
noise and investigate how L∞is affected by different deterministic forces [15,16]. We consider the
following Langevin equation [22] for a variable x: dx
dt = F(x) + ξ. (11) (11) Here, ξ is a short (delta) correlated stochastic noise with the strength D as Here, ξ is a short (delta) correlated stochastic noise with the strength D as ⟨ξ(t)ξ(t′)⟩= 2Dδ(t −t′),
(12) (12) where the angular brackets denote the average over ξ and ⟨ξ⟩= 0. We consider two types of F,
which both have a stable equilibrium point x = 0; the first one is the linear force F = −γx (γ > 0 is
the frictional constant) which is the familiar Ornstein–Uhlenbeck (O-U) process, a popular model for
a noisy relaxation system (e.g., [23]). The second is the cubic force F = −µx3 where µ represents the
frictional constant. Note that, in these models, the dimensions of γ (s−1) and µ (s−1m−2) are different. Equivalent to the Langevin equation governed by Equations (11) and (12) is the Fokker–Planck
equation [22] ∂
∂t p(x, t) = ∂
∂x
−F(x) + D ∂
∂x
p(x, t). (13) (13) As an initial PDF, we consider a Gaussian PDF As an initial PDF, we consider a Gaussian PDF p(x0, 0) =
r
β0
π e−β0(x0−y0)2. (14) (14) Entropy 2018, 20, 574 4 of 11 Then, for the O-U process, the PDF remains Gaussian for all time with the following form [15,16]: Then, for the O-U process, the PDF remains Gaussian for all time with the following form [15,16]: p(x, t) =
r
β(t)
π e−β(t)(x−⟨x⟩)2. (15) (15) In Equations (14) and (15), ⟨x⟩= y0e−γt is the mean position and y0 is its initial value; β0 is the
inverse temperature at t = 0, which is related to the variance at t = 0 as ⟨(x0 −y0)2⟩=
1
2β0 = D0
γ . The fluctuations level (variance) changes with time, with time-dependent β(t) given by ⟨(x −⟨x⟩)2⟩=
1
2β(t) = D(1 −e−2γt)
γ
+ e−2γt
2β0
. (16) (16) Note that, when D = D0, β(t) = β0 =
γ
2D for all t, PDF maintains the same width for all t. 3.1. Linear vs. Cubic Forces Note that, when D = D0, β(t) = β0 =
γ
2D for all t, PDF maintains the same width for all t. For this Gaussian process, β and ⟨x⟩constitute a parameter space on which the distance is defined
with the Fisher metric tensor [3] gij (i, j = 1, 2) as [16] Note that, when D
D0, β(t)
β0
2D for all t, PDF maintains the same width for all t. For this Gaussian process, β and ⟨x⟩constitute a parameter space on which the distance is defined
with the Fisher metric tensor [3] gij (i, j = 1, 2) as [16] gij = R
dx
1
p(x,t)
∂p
∂zi
∂p
∂zj =
1
2β2
0
0
2β
! ,
(17) (17) where i, j = 1, 2, z1 = β, z2 = ⟨x⟩. This enables us to recast 1
τ2 in Equation (1) in terms of gij as = ⟨x⟩. This enables us to recast 1
τ2 in Equation (1) in terms of gij as 1
τ2 =
1
2β2
dβ
dt
2
+ 2β
d⟨x⟩
dt
2
= gij
dzi
dt
dzj
dt . (18) (18) The derivation of the first relation in Equation (18) is provided in Appendix A (see Equation (A2)). Using Equations (2) and (18), we can calculate L analytically for this O-U process (see also Appendix A). The derivation of the first relation in Equation (18) is provided in Appendix A (see Equation (A2)). Using Equations (2) and (18), we can calculate L analytically for this O-U process (see also Appendix A). The derivation of the first relation in Equation (18) is provided in Appendix A (see Equation (A2)). Using Equations (2) and (18), we can calculate L analytically for this O-U process (see also Appendix A). In comparison, theoretical analysis can be done only in limiting cases such as small and large
times for the cubic process [17,24]. In particular, the stationary PDF for large time is readily obtained as In comparison, theoretical analysis can be done only in limiting cases such as small and large
times for the cubic process [17,24]. In particular, the stationary PDF for large time is readily obtained as p(x) =
2β
1
4c
Γ
1
4
e−βcx4,
(19) (19) where βc =
µ
4D. For the exact calculation of L(t), Equation (13) is to be solved numerically. where βc =
µ
4D. 3.1. Linear vs. Cubic Forces For the exact calculation of L(t), Equation (13) is to be solved numerically. To summarise, due to the restoring forcing F, the equilibrium is given by a PDF around x = 0,
Gaussian for linear force and quartic exponential for cubic force. If we were to pick any point in x,
say y0, we are curious about how close y0 is to the equilibrium and how F(x) affects it. To determine
this, we make a narrow PDF around x = y0 (see Figure 1) at t = 0 and measure L∞. The question is
how this L∞depends on y0. We repeat the same procedure for the cubic process, as shown in Figure 1,
and examine how L∞depends on y0. L∞as a function of y0 is shown for both linear (in red dotted line) and cubic (in blue solid line)
processes in Figure 2. In the linear case we can see a clear linear relation between y0 and L∞, meaning
that the information length preserves the linearity of the system. This linear relationship holds for all
D and D0. In particular, when D = D0, we can show that L∞=
1
√
D/γy0 by taking the limit of t →∞
(y →0) in Equation (A10). In contrast, for the cubic process, the relation is not linear, and the log-log plot on the right
in Figure 2 shows a power-law dependence with the power-law index p. This power-law index
p varies between 1.52 and 1.91 and depends on the width (∝D1/2
0
) of initial PDF and stochastic forcing
amplitude D, as shown in [16]. This indicates that nonlinear force breaks the linear scaling of geometric
structure and changes it to power-law scalings. In either cases here, L∞has a smooth variation with y0
with its minimum value at y0 = 0 since the equilibrium point 0 is stable. This will be compared with
the behaviour in chaotic systems in Section 3.2. 5 of 11 Entropy 2018, 20, 574 -0.2
0
0.2
0.4
0.6
0.8
1
0
0.2
0.4
0.6
0.8
1
(a)
-0.2
0
0.2
0.4
0.6
0.8
1
0
0.2
0.4
0.6
0.8
1
(b)
t =
t = 0
Figure 1. Initial (red) and final (blue) Probability Density Functions (PDFs) for the O-U process in (a)
and the cubic process in (b). 3.1. Linear vs. Cubic Forces 0.75
0
0.25
0.5
0.75
0
400
800
y0
0
−2
−1.5
−1
−0.5
0
0.5
1.5
2.5
log(y0)
−2
−1.5
−1
−0.5
0
0
1
2
3
log(y0) -0.2
0
0.2
0.4
0.6
0.8
1
0
0.2
0.4
0.6
0.8
1
(b)
t =
t = 0
−2
−1 5
−1
−0 5
0
0
1
2
3 Figure 1. Initial (red) and final (blue) Probability Density Functions (PDFs) for the O-U process in (a)
and the cubic process in (b). y0
log(y0)
log(y0) 0.75
0
0.25
0.5
0.75
0
1000
2000
3000
y0
0
−2
−1.5
−1
−0.5
0
0.5
1.5
2.5
log(y0)
−2
−1.5
−1
−0.5
0
0.5
1.5
2.5
3.5
log(y0)
L∞∝y0
p
L∞∝y0
-1 -0.5 -1 -0.5 0
0 0.25 0.5 0.75
y0
log(y0)
3000
2000
1000
3.5
2.5
1.5
0.5
(a)
(b)
Figure 2. (a): L∞against ⟨x(t = 0)⟩= y0 for the linear process in red dashed line and for the cubic
process in blue solid line; (b): L∞against ⟨x(t = 0)⟩= y0 for the cubic process on log-log scale
(data from [17]). −2
−1.5
−1
−0.5
0
0.5
1.5
2.5
3.5
L∞∝y0
p
-1 -0.5 -1 -0.5 0
log(y0)
3.5
2.5
1.5
0.5
(b) 5
0
0.25
0.5
0.75
0
1000
2000
3000
−2
−1.5
−1
−0.5
0
0.5
1.5
2.5
L∞∝y0
0 0.25 0.5 0.75
y0
3000
2000
1000
(a) y0
log(y0)
log(y0)
Figure 2. (a): L∞against ⟨x(t = 0)⟩= y0 for the linear process in red dashed line and for the cubic
process in blue solid line; (b): L∞against ⟨x(t = 0)⟩= y0 for the cubic process on log-log scale
(data from [17]). number so as to make each
leak out of th
quent time st
4. Music: Can We See the Music? p
p( , )
represents the probability of finding an orbit in bin x at time t. Using the random initial distribution of M = 9 × 107 points,
centred at x0 = −0.553, we first check the validity of approximat-
ing Eq. (5) with Eq. (10). Interestingly, Fig. 1 shows that L given in
a slope of
transition
the system
resulting i
occupying Q w. This results in the slope of !L(t) < 1. Yet since the
rate in which orbits leave the bin that includes x = −1 is constant,
the reduced slope is also constant. The constant slope is equivalent
to the system taking the path of minimum available work through
Eq. (10). To understand how the initial position x0 and the unsta-
ble fixed points are related to L, we plot in Fig. 4 the total
change in L starting from different initial delta functions uni-
formly spread over the domain. The total change in L between
t = 0 and the final time when the evolution reaches its in-
In this paper we have in
merically the information le
We have shown that dL
dt >
equilibrium as long as the s
operator. On of the sets that contr
of probability not being used
servation of probability, whe
PDF at the next time step o
meaning the system has no
Our methodology is not system-specific and applicable to any stochastic processes. In particular,
given any time-dependent PDFs that are computed from a theory, simulations or from data, we can
compute L(t) to understand information change. As an example, we apply our theory to music data
and discuss information change associated with different pieces of classical music. In particular, we are
interested in understanding differences among famous classical music in view of information change. To gain an insight, we used the MIDI file [26], computed time-dependent PDFs and the information
length as a function of time [14]. Eq. (5) plotted in the solid black line with solid dots agrees very
well for most of the evolution with L given by Eq. (10) shown
by the line with circles, respectively. It is seen from Fig. 1 that
initially, the PDFs never overlap at the two consecutive times, oc-
The fin
artificially
and increa
orbits for
variant density varies with the initial position x0. 3.2. Chaotic Attractor Section 3.1 demonstrates that the minimum value of L∞occurs at a stable equilibrium
point [15,16]. We now show that in contrast, in the case of a chaotic attractor, the minimum value of L∞
occurs at an unstable point [13]. To this end, we consider a chaotic attractor using a logistic map [13]. The latter is simply given by a rule as to how to update the value x at t + 1 from its previous value at t
as follows [25] (20) xt+1 = 1 −ax2
t ,
(20) where x = [−1, 1] and a is a parameter, which controls the stability of the system. As we are interested in a chaotic attractor, we chose the value a = 2 so that any initial value x0
evolves to a chaotic attractor given by an invariant density (shown in the right panel of Figure 3). A key
question is then whether all values of x0 are similar as they all evolve to the same invariant density
in the long time limit. To address how close a particular point x0 is to equilibrium, we (i) consider
a narrow initial PDF around x0 at t = 0, (ii) evolve it until it reaches the equilibrium distribution,
(iii) measure the L∞between initial and final PDF, and (iv) repeat steps (i)–(iii) for many different
values x0. For example, for x0 = 0.7, the initial PDF is shown on the left and final PDF on the right
in Figure 3. We show L∞against x0 in Figure 4. A striking feature of Figure 4 is an abrupt change in
L∞for a small change in x0. This means that the distance between x0 and the final chaotic attractor
depends sensitively on x0. This sensitive dependence of L∞on x(t = 0) means that a small change in
the initial condition x0 causes a large difference in a path that a system evolves through and thus L∞. This is a good illustration of a chaotic equilibrium and is quite similar to the sensitive dependence of
the Lyapunov exponent on the initial condition [25]. That is, our L∞provides a new methodology to 6 of 11 Entropy 2018, 20, 574
our set represe test chaos. Another interesting feature of Figure 4 are several points with small values of L∞, shown
by red circles. 3.2. Chaotic Attractor Fo
ferent initial x0, the domain, [−1, 1]
with the width of each bin
2
The n ken into M bins, with the width of each bin M . The number
bins used is a free parameter after all “There is no law of na-
e that defines the coarse grains” [17] Here we have fixed the
where
lows t
do not
Fig. 4. The evolution of L as a function of time for many initial conditions spread
over the domain. Most initial conditions travel a distance of between 13 and 16 be-
fore reaching p0(x). The points x0 = [−1, −0.96, −0.708, −0.5, 0, 0.5, 0.708, 0.96, 1]
whose initial conditions are marked with circles, start at or quickly occupy the bin
of a fixed point and thus reach p0(x) in a far shorter distance. Fig. 5. The evolution of L
into four main phases. 0 <
holds the x = −1 fixed poi
orbits is reducible. 7 < t ≤
changes. t > 16 the system
Figure 4. L∞against the peak position x = x0 of an initial PDF in the chaotic regime of a logistic map
(Reprinted from Physics Letters A, 379, S.B. Nicholson & E. Kim, Investigation of the statistical distance
to reach stationary distributions, 83-88, Copyright (2015), with permission from Elsevier). 3.2. Chaotic Attractor In particular, x0 = 0.5 has the smallest value of L∞, indicating that the unstable point is
closest to the chaotic attractor. That is, an unstable point is most similar to the chaotic attractor and
thus minimises L∞. infinite lengths. We recall that the logistic map is governed by the
following mapping
xt 1 = 1
ax2
(17) x
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Equilibrium PDF
0
20
40
60
80
100
120
140
160
x
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Initial PDF around x0=0.7
0
10
20
30
40
50
60
+1
1
axt ,
(17)
hich describes the position of an orbit xt+1 at time t + 1 as a
nction of its position xt at the earlier time t. a is the control
rameter, which is taken to be 2 for simulating a chaotic region. he stationary density for a = 2 is given by p0 = 1/π(1 −x2)1/2. this chaotic region, the map has the two unstable fixed points
= −1 and x = 1/2, which turn out to play an interesting role in
L(t) as shown later. A key question of our interest is how an initial state far from
Fig. 3. P
with the
15 < t
x0=0.7
(a)
(b)
Figure 3. (a): an initial narrow PDF at the peak x0 = 0.7; (b): the invariant density of a logistic map. S.B. Nicholson, E.-j. Kim / Physics Letters A 379 (2015) 83–88 x
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Initial PDF around x0=0.7
0
10
20
30
40
50
60
axt ,
escribes the position of an orb
of its position xt at the earlie
er, which is taken to be 2 for s
onary density for a = 2 is give
haotic region, the map has the
nd x = 1/2, which turn out to
shown later. x0=0.7
(a) x
-1
-0.8
-0.6
-0.4
-0.2
0
0.2
0.4
0.6
0.8
1
Equilibrium PDF
0
20
40
60
80
100
120
140
160
(17)
it xt+1 at time t + 1 as a
r time t. a is the control
mulating a chaotic region. n by p0 = 1/π(1 −x2)1/2. 3.2. Chaotic Attractor two unstable fixed points
play an interesting role in
Fi
w
(b) A key question of our interest is how an initial state far from
15 < t
Figure 3. (a): an initial narrow PDF at the peak x0 = 0.7; (b): the invariant density of a logistic map. S.B. Nicholson, E.-j. Kim / Physics Letters A 379 (2015) 83–88 quilibrium approaches p0(x) in probability space in terms of
L(t). For instance, is there any unique property of "L(t) that
n be identified for all evolutions starting from different initial
nditions? To answer this question, we perform numerical sim-
ation of Eq. (17) starting from an initial PDF which is strongly
calised at x = x0, approximated by a delta function. For each
mulation using different initial x0, the domain, [−1, 1] will be
oken into M bins, with the width of each bin 2
M . The number
bins used is a free parameter after all “There is no law of na-
re that defines the coarse grains” [17]. Here we have fixed the
not in
PDF on
and Eq
tionary
We hav
other in
The
where
lows th
do not
Fig. 4. The evolution of L as a function of time for many initial conditions spread
over the domain. Most initial conditions travel a distance of between 13 and 16 be-
fore reaching p0(x). The points x0 = [−1, −0.96, −0.708, −0.5, 0, 0.5, 0.708, 0.96, 1]
whose initial conditions are marked with circles, start at or quickly occupy the bin
of a fixed point and thus reach p0(x) in a far shorter distance. Fig. 5. The evolution of L st
into four main phases. 0 < t
holds the x = −1 fixed poin
orbits is reducible. 7 < t ≤16
changes. t > 16 the system se
Figure 4. L∞against the peak position x = x0 of an initial PDF in the chaotic regime of a logistic map
(Reprinted from Physics Letters A, 379, S.B. Nicholson & E. Kim, Investigation of the statistical distance
to reach stationary distributions, 83-88, Copyright (2015), with permission from Elsevier). hes p0(x) in probability space in te
is there any unique property of "L(
r all evolutions starting from different
er this question, we perform numeric
tarting from an initial PDF which is s
approximated by a delta function. number so as to make each
leak out of th
quent time st
4. Music: Can We See the Music? 1
τ = dL
dt for different composers shown in Figure 5 (from [14]). number so as to make each
leak out of th
quent time st
4. Music: Can We See the Music? Interestingly,
the total change in L takes the minimum value for the initial
ensembles starting from or quickly entering the two unstable
fixed points x = −1, 1/2. Some of these initial conditions x0 =
[−1, −0.96, −0.708, −0.5, 0, 0.5, 0.708, 0.96, 1] are marked with
the circles in Fig. 4. All of these initial conditions reach fixed
points in 5 iterations or less. Since L represents the statistical dis-
tance between the initial PDFs and the final, invariant density, this
the system’s PDFs start inte
we have non-zero Q w and
time. This is because the av
(measured with DS) is redu
able probability in Q p. The
our results. An interesting re
tem almost always follows
appears to deviate from thi
from a non-stationary distrib
Specifically, the midi file stores a music by the MIDI number according to 12 different music notes
(C, C#, D, D#, E, F, F#, G, G#, A, A#, B) and 11 different octaves, with the typical time ∆t between
the two adjacent notes of order ∆t ∼10−3 s. In order to construct a PDF, we specify 129 statistically
different states according to the MIDI number and one extra rest state (see Table 1 in [14]) and calculate
an instantaneous PDF (see Figure S1 in [14]) from an orchestra music by measuring the frequency
(the total number of times) that a particular state is played by all instruments at a given time. Thus, 7 of 11 Entropy 2018, 20, 574 the time-dependent PDFs are defined in discrete time steps with ∆t ∼10−3, and the discrete version
of L (Equation (7) in [14]) is used in numerical computation. Figure 5 shows L(t) against time for
Vivaldi’s Summer, Mozart, Tchaikovsky’s 1812 Overture, and Beethoven’s Ninth Symphony 2nd
movement. We observe the difference among different composers, in particular, more classical, more
subtle in information change. We then look at the rate of information change against time for different
music by calculating the gradient of L ( dL
dt = 1/τ) in Figure 6, which also manifests the most subtle
change in information length for Vivaldi and Mozart. Figure 5. L(t) against time T for different composers (from [14]). Figure 5. L(t) against time T for different composers (from [14]). Figure 6. 1
τ = dL
dt for different composers shown in Figure 5 (from [14]). Figure 6. 5. Quantum Systems (23) (23) Equation (22) clearly shows that the PDF is Gaussian, with the mean ⟨x⟩=
¯hk0t
m + Ft2
2m and
the variance Equation (22) clearly shows that the PDF is Gaussian, with the mean ⟨x⟩=
¯hk0t
m + Ft2
2m and
the variance Var(t) = ⟨(x −⟨x⟩)2⟩= 1
4β =
1
4β0
+ β0¯h2t2
m2
= Var(0) +
¯h2t2
4Var(0)m2 . (24) (24) In Equation (24), Var(0) = ⟨(x(0) −⟨x(0)⟩)2⟩=
1
4β0 = Dx
2 is the initial variance. We note that the
last term in Equation (24) increases quadratically with time t due to the quantum effect, the width of
wave function becoming larger over time. Obviously, this effect vanishes as ¯h →0. In Equation (24), Var(0) = ⟨(x(0) −⟨x(0)⟩)2⟩=
1
4β0 = Dx
2 is the initial variance. We note that the
last term in Equation (24) increases quadratically with time t due to the quantum effect, the width of
wave function becoming larger over time. Obviously, this effect vanishes as ¯h →0. g
g
y
Since the PDF in Equation (22) is Gaussian, we can use Equation (18) to find (e.g., see [16]) 1
τ2
=
2t2
1
(T2 + t2)2 + 2β0
T2
T2 + t2 v2
0
1 + Ft
¯hk0
2
,
(25) (25) where T =
m
2¯hβ0 , the time scale of the broadening of the initial wave function [21]. It is interesting
to note that when there is no external constant force F, the two terms in Equation (25) decrease for
large time t, making τ large. The situation changes dramatically in the presence of F in Equation (25)
as the second term approaches a constant value for large time. The region with the same value of τ
signifies that the rate of change in information is constant in time, and was argued to be an optimal
path to minimise the irreversible dissipation (e.g., [16]). Physically, this geodesic arises when when the
broadening of a PDF is compensated by momentum Ft which increases with time. Mathematically,
the limit t →∞reduces Equation (25) and thus L to 1
τ ∼FDx
¯h
, L ∼(Ft)Dx
¯h
. (26) (26) Since Ft = P and Dx = (2β0)−1/2 is the width of the wave function at t = 0, FtDx in Equation (26)
represents the volume in the P −x phase space spanned by this wave function. 5. Quantum Systems Finally, we examine quantum effects on information length [21]. In Quantum Mechanics (QM),
the uncertainty relation ∆x∆P ≥¯h
2 between position x and momentum P gives us an effect quite
similar to a stochastic noise. We note here that we are using P to denote the momentum to distinguish
it from a PDF (p(x, t)). For instance, the trajectory of a particle in the x −P phase space is random and
not smooth. Furthermore, the phase volume h plays the role of resolution in the phase space, one unit
of information given by the phase volume h. Thus, the total number of states is given by the total Entropy 2018, 20, 574 8 of 11 phase volume divided by h. This observation points out a potentially different role of the width of
PDF in QM in comparison with the classical system since a wider PDF in QM occupies a larger region
of x in the phase space, with the possibility of increasing the information. phase volume divided by h. This observation points out a potentially different role of the width of
PDF in QM in comparison with the classical system since a wider PDF in QM occupies a larger region
of x in the phase space, with the possibility of increasing the information. To investigate this, for simplicity, we consider a particle of mass m under a constant force F and
assume an initial Gaussian wave function around x′ = 0 [21] ψ(x′, 0) =
2β0
π
1
4
e−β0x′2+ik0x′,
(21) (21) where k0 = P0/¯h is the wave number at t = 0, Dx = (2β0)−1/2 is the width of the initial wave function,
and P0 is the initial momentum. A time-dependent PDF p(x, t) is then found as (e.g., see [21,27]): where k0 = P0/¯h is the wave number at t = 0, Dx = (2β0)−1/2 is the width of the initial wave function,
and P0 is the initial momentum. A time-dependent PDF p(x, t) is then found as (e.g., see [21,27]): p(x, t) = |ψ(x, t)|2 =
r
β(t)
π e−β(t)(x−⟨x⟩)2. (22) (22) Here, β(t) =
2β0m2
m2 + (2¯hβ0t)2 ,
⟨x⟩= ¯hk0t
m
+ Ft2
2m . 5. Quantum Systems This reflects the
information changes associated with the coverage of a phase volume ¯h. Interestingly, similar results
are also obtained in the momentum representation where L is computed from the PDF p(P, t) in the
momentum space: Since Ft = P and Dx = (2β0)−1/2 is the width of the wave function at t = 0, FtDx in Equation (26)
represents the volume in the P −x phase space spanned by this wave function. This reflects the
information changes associated with the coverage of a phase volume ¯h. Interestingly, similar results
are also obtained in the momentum representation where L is computed from the PDF p(P, t) in the
momentum space: p(P, t) =
r
λ
π e−λ(p−(mv0+Ft))2,
1
τ2 = 2λF2,
L =
√
2λFt,
(27) (27) 9 of 11 Entropy 2018, 20, 574 where λ =
1
2¯h2β0 . In Equation (27), τ is obviously constant, and L linearly increases with time t. We can see even a strong similarity between Equation (27) and Equation (26) as t →∞once using
L ∝
√
2λFt ∼(Ft)Dx/¯h. In view of the complementary relation between position and momentum in
quantum systems, the similar result for L in momentum and position space highlights the robustness
of the geodesic. where λ =
1
2¯h2β0 . In Equation (27), τ is obviously constant, and L linearly increases with time t. We can see even a strong similarity between Equation (27) and Equation (26) as t →∞once using
L ∝
√
2λFt ∼(Ft)Dx/¯h. In view of the complementary relation between position and momentum in
quantum systems, the similar result for L in momentum and position space highlights the robustness
of the geodesic. where λ =
1
2¯h2β0 . In Equation (27), τ is obviously constant, and L linearly increases with time t. We can see even a strong similarity between Equation (27) and Equation (26) as t →∞once using
L ∝
√
2λFt ∼(Ft)Dx/¯h. In view of the complementary relation between position and momentum in
quantum systems, the similar result for L in momentum and position space highlights the robustness
of the geodesic. 6. Conclusions We investigated information geometry associated with stochastic processes in classical and
quantum systems. Specifically, we introduced τ(t) as a dynamical time scale quantifying information
change and calculated L(t) by measuring the total clock time t by τ. As a unique Lagrangian measure
of the information change, L∞was demonstrated to be a novel diagnostic for mapping out an attractor
structure. In particular, L∞was shown to capture the effect of different deterministic forces through the
scaling of L∞again the peak position of a narrow initial PDF. For a stable equilibrium, the minimum
value of L∞occurs at the equilibrium point. In comparison, in the case of a chaotic attractor, L∞
exhibits a sensitive dependence on initial conditions like a Lyapunov exponent. We then showed
the application of our method to characterize the information change associated with classical music
(e.g., see [14]). Finally, we elucidated the effect of the width of a PDF on information length in quantum
systems. Extension of this work to impure (mixed-state) quantum systems and investigation of
Riemannian geometry on the space of density operators would be of particular interest for future work. Funding: This research received no external funding. Acknowledgments: This paper is a review and summary of work carried out over several years with numerous
co-authors. Among these, I am particularly grateful to Rainer Hollerbach, Schuyler Nicholson and James Heseltine
for their contributions and valuable discussions regarding different aspects of information length. Conflicts of Interest: The author declares no conflict of interest. Conflicts of Interest: The author declares no conflict of interest. Appendix A. L for the O-U Process To make this paper self-contained, we provide here the main steps for the derivation of L for the
O-U process [15,16]. We use y = ⟨x⟩= y0e−γt in p(x, t) in Equation (12) and differentiate it to find ∂p
∂t =
˙β
1
2β −(x −y)2
+ 2β(x −y) ˙y
p. (A1) (A1) Equations (A1) and (1) and using the properties of a Gaussian PDF [⟨(x −y)2⟩=
1
2β, ⟨(x −y)4⟩=
3⟨(x −y)2⟩2] lead to Equations (A1) and (1) and using the properties of a Gaussian PDF [⟨(x −y)2⟩=
1
2β, ⟨(x −y)4⟩=
3⟨(x −y)2⟩2] lead to 1
τ2
=
1
2β(t)2
dβ
dt
2
+ 2β
dy
dt
2
. (A2) (A2) We express β in Equation (16) in terms of T = 2β0D(e2γt −1) + γ as β = γβ0e2γt
T
. Differentiating
this and using r = 2β0D −γ then give We express β in Equation (16) in terms of T = 2β0D(e2γt −1) + γ as β = γβ0e2γt
T
. Differentiating
this and using r = 2β0D −γ then give ˙β2
2β2 = 2γ2r2 1
T2 . (A3)
Similarly, using dy
dt = −γy0e−γt, T = 2β0D(e2γt −1) + γ and q = β0γy02, we obtain
2β ˙y2 = 2qγ2 1
T . (A4) ˙β2
2β2 = 2γ2r2 1
T2 . (A3) ˙β2
2β2 = 2γ2r2 1
T2 . (A3) Similarly, using dy
dt = −γy0e−γt, T = 2β0D(e2γt −1) + γ and q = β0γy02, we obtain
2β ˙y2 = 2qγ2 1
T . 2β ˙y2 = 2qγ2 1
T . (A4) (A4) Using these results, Equations (A3) and (A4) in (A2) gives us Using these results, Equations (A3) and (A4) in (A2) gives us Using these results, Equations (A3) and (A4) in (A2) gives us Using these results, Equations (A3) and (A4) in (A2) gives us Entropy 2018, 20, 574 Entropy 2018, 20, 574 Entropy 2018, 20, 574 10 of 11 1
τ2 =
1
2β2
dβ
dt
2
+ 2β
dy
dt
2
= 2γ2
T2 (r2 + qT). (A5) (A5) Again, in Equation (A5), q = β0γy02, r = 2β0D −γ, andT = 2β0D(e2γt −1) + γ [15–17]. Appendix A. L for the O-U Process Thus, Equation (2) can easily be calculated directly
from Equation (A5) with the result L =
1
√
2
Z Tf
Ti
√q
T
3
2
dT = −
p
2q
1
√
T
Tf
Ti
=
1
p
D/γ [y0 −y] ,
(A10) (A10) where again y = ⟨x⟩= y0e−γt. References Appendix A. L for the O-U Process It is
worth noting that q and r, respectively, arise from the difference in mean position at t = 0 and t →∞
(i.e., y0 ̸= y(t →∞)) and in PDF width at t = 0 and t →∞(i.e., D0 ̸= D). Thus, the first and
second terms in Equation (A5) represent the information change due to the change in PDF width and
the movement of the PDF, respectively. Using D0 =
γ
2β0 , we express r, q and T in Equation (A5) as β0
q = γ2y2
0
2D0 , r = γ
D
D0 −1
, T = γ
h
D
D0 (e2γt −1) + 1
i
. Equations (A5) and (2) then give us L =
1
√
2
Z Tf
Ti
1
T
1
T + r
q
r2 + qT
dT,
(A6) (A6) where Ti = T(t = 0) and Tf = T(t). To compute Equation (A6) for r ̸= 0, we use Y =
p
r2 + qT
and integrate L =
1
√
2
ln
Y −r
Y + r
Yf
Yi
+
√
2
r H, H =
Z Yf
Yi
qr −r2
Y2 + qr −r2 dY,
(A7) (A7) where Yi = Y(t = 0) and Yf = Y(t). To calculate H in Equation (A7), we need to consider the two
cases where q ≥r or q < r. First, when q ≥r, we use the change of the variable Y =
p
qr −r2 tan θ
to find
Y H =
q
qr −r2
"
tan−1
Y
p
qr −r2
!#Yf
Yi
. (A8) (A8) When q < r, we let Y =
p
r2 −qr sec θ and find When q < r, we let Y =
p
r2 −qr sec θ and find When q < r, we let Y =
p
r2 −qr sec θ and find When q < r, we let Y =
p
r2 −qr sec θ and find H = −
p
r2 −qr
2
"
ln
Y −
p
r2 −qr
Y +
p
r2 −qr
!#Yf
Yi
. (A9) (A9) When D = D0 (r = 0), β(t) = β0 for all t. Thus, Equation (2) can easily be calculated directly
from Equation (A5) with the result When D = D0 (r = 0), β(t) = β0 for all t. References 1. Gibbs, A.L.; Su, F.E. On choosing and bounding probability metrics. Int. Stat. Rev. 2002, 70, 419–435. [CrossRef] 2. Wootters, W.K. Statistical distance and Hilbert space. Phys. Rev. D 1981, 23, 357. [CrossRef] 3. Frieden, B.R. Science from Fisher Information; Cambridge University Press: Cambridge, UK, 2000. 4. Braunstein, S.L.; Caves, C.M. Statistical distance and the geometry of quantum states. Phys. Rev. Lett. 1994,
72, 3439. [CrossRef] [PubMed] 4. Braunstein, S.L.; Caves, C.M. Statistical distance and the geometry of quantum states. Phys. Rev. Lett. 1994,
72, 3439. [CrossRef] [PubMed] 5. Feng, E.H.; Crooks, G.E. Far-from-equilibrium measurements of thermodynamic length. Phys. Rev. E 2009,
79, 012104. [CrossRef] [PubMed] 5. Feng, E.H.; Crooks, G.E. Far-from-equilibrium measurements of thermodynamic length. Phys. Rev. E 2009,
79, 012104. [CrossRef] [PubMed] 6. Ruppeiner, G. Thermodynamics: A Riemannian geometric model. Phys. Rev. A 1979, 20, 1608–1613. [CrossRef] 6. Ruppeiner, G. Thermodynamics: A Riemannian geometric model. Phys. Rev. A 1979, 20, 1608–1613. [CrossRef] 7. Schlögl, F. Thermodynamic metric and stochastic measures. Z. Phys. B Condens. Matter 1985, 59, 449–454. [CrossRef] 7. Schlögl, F. Thermodynamic metric and stochastic measures. Z. Phys. B Condens. Matter 1985, 59, 449–454. [CrossRef] Entropy 2018, 20, 574 11 of 11 11 of 11 8. Nulton, J.; Salamon, P.; Andresen, B.; Anmin, Q. Quasistatic processes as step equilibrations. J. Chem. Phys. 1985, 83, 334–338. [CrossRef] 9. Sivak, D.A.; Crooks, G.E. Thermodynamic metrics and optimal paths. Phys. Rev. Lett. 2012, 8, 190602. [CrossRef] [PubMed] 10. Plastino, A.R.; Casas, M.; Plastino, A. Fisher’s information, Kullback’s measure, and H-theorems. Phys. Lett. A 1998, 246, 498–504. [CrossRef] 11. Polettini, M.; Esposito, M. Nonconvexity of the relative entropy for Markov dynamics: A Fisher information
approach. Phys. Rev. E. 2013, 88, 012112. [CrossRef] [PubMed] 12. Naudts, J. Quantum statistical manifolds. Entropy 2018, 20, 472. [CrossRef] 13. Nicholson, S.B.; Kim, E. Investigation of the statistical distance to reach stationary distributions. Phys. Lett. A
2015, 379, 83–88. [CrossRef] 14. Nicholson, S.B.; Kim, E. Structures in sound: Analysis of classical music using the information length. Entropy 2016, 18, 258. [CrossRef] 15. Heseltine, J.; Kim, E. Novel mapping in non-equilibrium stochastic processes. J. Phys. A Math. Theor. 2016,
49, 175002. [CrossRef] 16. Kim, E.; Lee, U.; Heseltine, J.; Hollerbach, R. Geometric structure and geodesic in a solvable model of
nonequilibrium process. Phys. Rev. E 2016, 93, 062127. [CrossRef] [PubMed] 17. Kim, E.; Hollerbach, R. Signature of nonlinear damping in geometric structure of a nonequilibrium process. Phys. References Rev. E 2017, 95, 022137. [CrossRef] [PubMed] 18. Hollerbach, R.; Kim, E. Information geometry of non-equilibrium processes in a bistable system with a cubic
damping. Entropy 2017, 19, 268. [CrossRef] 19. Kim, E.; Tenkès, L.M.; Hollerbach, R.; Radulescu, O. Far-from-equilibrium time evolution between two
gamma distributions. Entropy 2017, 19, 511. [CrossRef] 20. Tenkès, L.M.; Hollerbach, R.; Kim, E. Time-dependent probability density functions and information
geometry in stochastic logistic and Gompertz models. J. Stat. Mech. Theory Exp. 2017, 2017, 123201. [CrossRef] 21. Kim, E.; Lewis, P. Information length in quantum system. J. Stat. Mech. Theory Exp. 2018, 2018, 043106. [CrossRef] 2. Risken, H. The Fokker–Planck Equation: Methods of Solutions and Applications; Springer: Berlin, Germany, 2 22. Risken, H. The Fokker–Planck Equation: Methods of Solutions and Applications; Springer: Berlin, Germany, 2013. 23. Klebaner, F. Introduction to Stochastic Calculus with Applications; Imperial College Press: London, UK, 2012. 22. Risken, H. The Fokker Planck Equation: Methods of Solutions and Applications; Springer: Berlin, Germany, 2013. 23. Klebaner, F. Introduction to Stochastic Calculus with Applications; Imperial College Press: London, UK, 2012. 3. Klebaner, F. Introduction to Stochastic Calculus with Applications; Imperial College Press: London, UK, 20 24. Kim, E.; Hollerbach, R. Time-dependent probability density function in cubic stochastic processes. Phys. Rev. E 2016, 94, 052118. [CrossRef] [PubMed] 25. Ott, E. Chaos in Dynamical Systems; Cambridge University Press: Cambridge, UK, 2002. 26. Kern Scores. Available online: http://kernscores.stanford.edu/ (accessed on 12 July 2016) 27. Andrews, M. Quantum mechanics with uniform forces. Am. J. Phys. 2018, 78, 1361–1364. [CrossRef]
c⃝2018 by the author. 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/). c⃝2018 by the author. 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/).
|
https://openalex.org/W4392701647
|
https://revistas.pucp.edu.pe/index.php/themis/article/download/28363/26255
|
es
|
Responsabilidad de directores por ganancias ilícitas
|
Thēmis
| 2,023
|
cc-by
| 17,324
|
10.18800/themis.202302.009
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
DIRECTORS’ LIABILITY FOR UNLAWFUL PROFITS
Sergio García Long*
Pontificia Universidad Católica del Perú
Directors’ liability has certain aspects that
demand a special legal treatment different
from the general rules of civil liability. One such
aspect is the commission of profitable wrongs,
which are situations where a damage is caused
intentionally to obtain a benefit. This makes
compensation insufficient and requires for
restitution and unjustified enrichment, and even
figures of deterrence and punitive nature such as
disgorgement of profits and punitive damages,
which is a lively debate in comparative law.
This paper analyzes the legal consequences derived
from wrongs that generate illicit profits and
shows the defectiveness of the current corporate
regulation in this regard.
Keywords: Directors; companies; unlawful profits;
tort law; restitution; unjustified enrichment; profit
stripping; punitive damages.
*
La responsabilidad de los directores tiene ciertos
aspectos que demandan un tratamiento jurídico especial y distinto a las reglas generales de la
responsabilidad civil. Uno de tales aspectos es la
comisión de daños rentables, que son situaciones
donde se comete una infracción de manera intencional para conseguir un beneficio. Lo anterior
hace que la compensación sea insuficiente y que
se necesite de la restitución y el enriquecimiento
injustificado, e incluso de conceptos de naturaleza
disuasiva y punitiva como el disgorgement of profits y los punitive damages, lo cual es un debate
constante en el derecho comparado.
Este trabajo analiza las consecuencias jurídicas derivadas de los ilícitos que generan beneficios ilegales y muestra los defectos de la actual regulación
societaria al respecto.
Palabras clave: Directores; sociedades; beneficios
ilícitos; responsabilidad civil; restitución; enriquecimiento injustificado; despojo de ganancias; daños
punitivos.
Abogado. Candidato al LLM en International Business and Commercial Law por la University of Manchester. Especialización en Law & Economics of Mergers and Acquisitions por London School of Economics and Political Science. Miembro
de la Comisión Consultiva en Derecho Civil del Ilustre Colegio de Abogados de Lima. Miembro del European Law Institute (ELI). Contacto: sergio.garcialong@postgrad.manchester.ac.uk
Nota del Editor: El presente artículo fue recibido por el Consejo Ejecutivo de THĒMIS-Revista de Derecho el 13 de julio
de 2023, y aceptado por el mismo el 5 de septiembre de 2023.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
149
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
I.
INTRODUCCIÓN: EL ESTADO DE LA CUESTIÓN
La responsabilidad de los directores de sociedades es uno de los temas más sensibles debido al
impacto que puede tener en la gestión de los negocios. Un inadecuado sistema de responsabilidad
incrementaría los costos y desincentivaría la toma
de decisiones comerciales. No obstante, también
puede ocurrir lo contrario, esto es, que el derecho
sea deficiente al respecto, generando inadecuados incentivos y fallas en el mercado. Aquello es
lo que ocurre con los daños rentables (profitable
wrongs)1 o culpa lucrativa (faute lucrative)2 en el
derecho societario y bursátil, el cual requiere de
normas especiales sobre responsabilidad civil y enriquecimiento injustificado.
En principio, todo tipo de daño puede ser compensado a través de las reglas generales de la
responsabilidad civil, conforme al Código Civil.
Sin embargo, existen supuestos identificados que
pueden requerir una regulación particular, adicional a las reglas generales. Este es el caso de la
responsabilidad de directores. La experiencia ha
identificado que un director puede ser negligente
en su actuar y ocasionar un daño a la sociedad y
sus dueños. No obstante, en un gran número de
casos, el director no se tropieza y comete el daño,
sino que realiza un actuar consciente y premeditado con el fin de obtener una ganancia ilícita
derivada. Esta situación particular requiere un
tratamiento diferenciado que vaya más allá de las
reglas de la responsabilidad civil, ya que es usual
que el beneficio ilícito obtenido sea mayor al monto de la indemnización y que no tenga relación
con el daño. Como tal, inclusive si el director es
obligado a pagar una compensación, seguirá enriquecido por su actuar ilícito.
1
Por ello, se requiere de una tutela adicional, la restitutoria, para lograr la devolución de la ganancia
ilícita. En este contexto, se debe estudiar la interacción entre la indemnización y la restitución.
Pero, de manera adicional, existe una discusión en
torno a la naturaleza de esta restitución, ya que en
muchos casos no hay una conexión entre el beneficio y un respectivo empobrecimiento, lo cual
hace que esta acción vaya más allá de la restauración o reversión patrimonial (la función típica de
la restitución) para acercarse hacia el campo de la
disuasión y punición. Por este motivo, se diferencia
entre restitución en sentido estricto (give back) y
despojo (give up o disgorgement) de ganancias ilícitas3. Esta distinción es particularmente importante en torno a la responsabilidad de los directores,
en tanto se trata de un supuesto donde el derecho
debe actuar para disuadir y castigar una conducta
ilícita y ello se materializa con la liquidación y el
pago de un monto dinerario extra-compensatorio.
Todas estas discusiones nos harán evidenciar la deficiencia del derecho peruano en materia societaria y bursátil, y qué es lo que se debe mejorar. Para
ello, se tomará como referencia el derecho comparado, en especial el derecho inglés (Common Law)
en relación con la law of restitution y el derecho
chileno (Civil Law Latinoamericano) por su cercanía geográfica y lo mucho que se puede aprender
de nuestro país vecino en torno a su regulación sobre acciones restitutorias (sin necesidad de ir muy
lejos para mirar a un país europeo, usualmente
con una cultura y realidad jurídica distinta).
En el presente artículo no me enfocaré a fondo
en la responsabilidad civil por deberes fiduciarios
en el ámbito corporativo ni sobre la aplicación
de doctrinas angloamericanas u otros aspectos
vinculados, como la pretensión individual versus la
En el derecho inglés, el término ‘profitable wrongs’ es uno referencial, ya que podría ser denominado de diferente
manera. En principio, pertenece a la restitution for wrongs, como opuesto a los casos de restitution by subtraction, para
referirse a la restitución que surge de la comisión de un ilícito (wrong), como distinto a los casos donde la transferencia
patrimonial se da por error, por ejemplo. En este caso, se usa el término ‘daños rentables’ para llamar la atención sobre
su denominación.
Véase la discusión en Birks (1999), Giglio (2007) y Burrows (2011). También véase el recuento de Helms (2012),
comparando Civil Law y Common Law para subrayar que el disgorgement of profits (degüelle o despojo de ganancias
ilícitas) como tal puede tener distintas manifestaciones, algunas limitadas que puedan explicarse bajo el principio general
contra el enriquecimiento injustificado en jurisdicciones civilistas y otras que no (más anglosajonas). Para estas últimas
es que guarda la denominación disgorgement of profits.
150
2
En Francia se usa el término ‘faute lucrative’ para referirse a los casos donde se comete un ilícito con la intención de
obtener un beneficio derivado. Este término es usado de manera expresa por la doctrina y diversos proyectos de reforma
del Código Civil francés, los cuales intentaron incorporar daños punitivos para corregir tales situaciones lucrativas.
Véase a García Rubio (2017) y Vingiano (2017).
3
A veces, la diferencia no es totalmente clara, ya que se considera, por un lado, que give back incluye give up, mientras
que otros consideran importante la distinción para diferenciar algunos casos particulares de give up que cumplan
funciones distintas a la simple restauración patrimonial. Véase la discusión en Birks (1985), McCamus (2011), Grantham
y Rickett (2003).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
pretensión social, la responsabilidad del directorio versus la responsabilidad de directores, los
tipos de daños resarcibles, entre otros, porque ya
varios profesores de derecho se han encargado
de ello4. Por el contrario, lo que me interesa es
centrarme en lo que es un vacío en el derecho peruano, así como en otras jurisdicciones civilistas:
el despojo de ganancias ilícitas contra los directores de entes corporativos.
nes que van más allá de una simple devolución de
un beneficio obtenido que genera un respectivo
empobrecimiento, lo cual no califica como una
restitución en sentido restricto (devolver algo
previamente entregado). Por tal motivo, se emplea ‘despojo de ganancias ilícitas’ para subrayar
la diferencia de tales casos que se alejan de la restauración y compensación, pero que se acercan a
la disuasión y sanción.
Este vacío se debe a varios aspectos. Por un lado,
a veces se trata al derecho societario como uno
distinto al derecho civil, cuando en realidad el segundo es la base y regla supletoria del primero. A
pesar de ello, usualmente en la academia, los civilistas se desentienden del derecho societario y,
a su vez, los corporativistas del derecho civil. Bajo
este escenario, parecería responsabilidad de los
corporativistas la deficiencia de la legislación societaria peruana en torno al tratamiento de las
ganancias ilícitas de los directores. Sin embargo, la
misma restitución y enriquecimiento injustificado
son poco conocidos por los propios civilistas. Tal
materia no tiene un curso propio en las facultades
de Derecho en el Perú y, como la acción general
por enriquecimiento injustificado es una acción
subsidiaria y residual, es poco usada y estudiada5. Por ello, se exige un esfuerzo conjunto entre
expertos en derecho civil y societario para que el
despojo de las ganancias ilícitas sea correctamente
regulado por el derecho.
De este modo, la sección II explica el supuesto de
responsabilidad de directores y pone en evidencia
sus particulares, así como la atención que debe
tener la legislación al respecto. La sección III desarrolla conceptos preliminares para entender
la distinción entre restitución en sentido estricto
(restitution) y despojo en torno a las ganancias ilícitas obtenidas por el infractor (disgorgement). La
sección IV aterriza en el caso del despojo de ganancias ilícitas en el derecho societario y bursátil, para
lo cual se toma como referencia el derecho chileno
y el peruano. La sección V presenta la acción de
provecho del dolo ajeno, ausente en el Código Civil
peruano, pero regulado en el chileno, a efectos de
ser tomado como referencia. La sección VI concluye con las ideas centrales del artículo.
LA RESPONSABILIDAD DE DIRECTORES Y
LOS PROBLEMAS SIN SOLUCIÓN
Un tema que es claro en el derecho societario es
que la responsabilidad de los directores deriva
del incumplimiento de deberes fiduciarios. Una
relación fiduciaria es aquella donde una parte
denominada ‘agente’ subordina su interés para
la satisfacción del interés de la otra parte, denominada ‘principal’. Este contexto es distinto al de
una relación contractual en la cual, si bien las partes colaboran entre sí para lograr la satisfacción
de una meta conjunta, ambas partes –en principio– son egoístas en la ejecución de sus prestaciones. Se encuentran en una situación adversarial. Por ejemplo, en un contrato de compraventa,
el comprador quiere el bien al menor precio posible, mientras que el vendedor solicitará el mayor
precio que el comprador esté dispuesto a pagar.
Si las partes llegan a un punto medio en relación
con sus precios de reserva, se logrará un acuerdo y se ejecutará el contrato, pero siempre cada
4
La doctrina peruana ya ha escrito sobre varios aspectos relacionados a la responsabilidad de directores, pero aún no
sobre las ganancias ilícitas, tal vez por ser un tema que se aleja de la tutela resarcitoria para acercarse a la restitutoria
e, incluso, que puede ir más allá para entrar al ámbito de la disuasión y punición. En general, sobre el derecho peruano,
véase a Espinoza (1998), Beaumont (2005), Escobar (2012), Navarrete (2021), Hernández Peña (2022), Salazar (2023),
Jiménez Vargas-Machuca (2023) y también compárese con Hernández Gazzo y Gotuzzo (2004). Sobre el derecho
chileno, véase a Alcalde (2019). Para el derecho colombiano, véase a Sabogal (2012). Para el derecho argentino, véase
a Abdala (2014).
5
Una crítica similar, sobre el estado del enriquecimiento injustificado en el Perú y sus razones, puede encontrarse en León
(2021).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
Fíjese que acá se usa el término ‘responsabilidad’
en sentido amplio y no como sinónimo de tutela
resarcitoria. Lo que quiero graficar es que el actuar ilícito de un director puede generar diversas
consecuencias jurídicas, entre ellas, el pago de
una indemnización y del beneficio ilícito obtenido. Uno podría diferenciar estas dos acciones,
la primera como ‘compensatoria’ y la segunda
como ‘restitutoria’. Sin embargo, existen diversos
matices y discusiones a tener presente. Por ello,
este trabajo hace referencia a una ‘responsabilidad por ganancias ilícitas’ sin intención de limitarse a la tutela resarcitoria, porque el pago de
las ganancias ilícitas corresponde a la tutela restitutoria. Sin embargo, tampoco se hace una referencia directa a una ‘restitución por ganancias
ilícitas’, porque quiero resaltar aquellas situacio-
II.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
151
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
uno en la búsqueda de su interés personal. Por
el contrario, en una relación fiduciaria, el agente
somete voluntariamente su propio interés al interés ajeno del principal, usualmente a cambio de
una contraprestación, y esto sirve como guía de la
ejecución contractual. En caso el agente priorice
su propio interés o el de otra persona distinta, incurrirá en un conflicto de interés que lo expondrá
a responsabilidad.
En el caso de los directores, estos se vinculan frente a un ente corporativo y sus dueños en una relación fiduciaria con el fin de administrar al ente legal
con dinero ajeno (el de los dueños), en interés de
aquellos. Dentro de esta relación jurídica se debe
cumplir con los conocidos deberes fiduciarios de
lealtad (loyalty) y cuidado (care), e incluso con un
deber fiduciario de buena fe (good faith), conforme las cortes de Delaware en Estados Unidos6.
Con relación al derecho peruano, aunque en
teoría se entiende que la responsabilidad de los
directores se deriva por el incumplimiento de deberes fiduciarios, ello no es claro conforme a los
artículos 171-184 de la Ley General de Sociedades
(en adelante, LGS), lo cual es reconfirmado por el
Anteproyecto de Reforma de la Ley General de Sociedades de 2018 (arts. 147-154) que propuso una
modificación y regulación más amplia para aclarar
lo anterior. Sin perjuicio de las mejoras, algo que
aún no se ha tratado correctamente en la LGS ni en
el Anteproyecto son las consecuencias jurídicas o
remedios aplicables en el caso de responsabilidad
de directores por ganancias ilícitas.
En principio, si un director es responsable, deberá pagar daños. Esto podría servir para el caso de
daños ocasionados por culpa. Sin embargo, la situación es distinta frente a los daños rentables. Si
el director comete un daño de manera intencional
y premeditada –entiéndase, con dolo– con el fin
de obtener un beneficio ilícito, por ejemplo, con
el uso de información confidencial de la sociedad
para realizar una inversión, entonces el pago de
una indemnización será insuficiente, en tanto el
monto del beneficio es mayor a la cuantía de los
daños. En estos casos es necesario que se complemente la tutela resarcitoria con la tutela res-
152
titutoria y el enriquecimiento injustificado. Sobre
todo, habrá complicaciones adicionales sobre la
cuantificación y pago del beneficio si el mismo no
tiene conexión con un respectivo empobrecimiento y si el beneficio tiene como origen el esfuerzo
y astucia del director, lo cual genera problemas de
causalidad. Ante tal escenario, puede ser más importante la aplicación de remedios que permitan
disuadir y castigar conductas ilícitas. En relación
con estos aspectos, el derecho corporativo peruano tiene mucho por mejorar, ya que la tutela restitutoria y punitiva frente a las ganancias ilícitas en
el ámbito corporativo es poco conocida.
III.
RESTITUCIÓN Y ENRIQUECIMIENTO INJUSTIFICADO
A.
Restitución en sentido estricto
La tutela resarcitoria y restitutoria tienen grandes diferencias. La primera se enfoca en el daño,
requiere de un criterio de imputación (principalmente la culpa, pero también el riesgo), y tiene
fines compensatorios. La segunda se enfoca en
el beneficio o enriquecimiento, no requiere de
un criterio de imputación (incluso un inocente
puede verse obligado a desprenderse de un enriquecimiento si no tiene justificación), tiene fines
restaurativos (muy similares a la compensación) y
su fundamento es la falta de justificación en una
transferencia patrimonial7.
Por ejemplo, si alguien sufre un accidente automovilístico puede cobrar una indemnización igual
a los daños sufridos. Como los fines son compensatorios, la tutela resarcitoria mira a la víctima
y su daño para efectos de mantenerlo indemne.
Por ello, aplica la regla de la réparation intégrale,
por el cual, se debe reparar todo el daño, pero
solo el daño y nada más que el daño. No se puede
pagar una suma mayor que coloque a la víctima
en una mejor posición en comparación a la situación anterior al perjuicio, el cual debe probarse
en su ocurrencia fáctica y cuantía. Además, para
que proceda el pago de una indemnización, debe
existir una razón que justifique trasladar el costo
del daño de la víctima al demandado (los criterios
de imputación).
6
Los clásicos deberes fiduciarios son el de cuidado y lealtad. Sin embargo, se discute sobre la presencia de un deber
fiduciario de buena fe, distinto al deber contractual, y al respecto, se habla sobre cuál es su relación con los clásicos
deberes fiduciarios. A veces, se considera que sería parte del deber de lealtad. Sobre la discusión de los deberes
fiduciarios en USA, véase a Eisenberg (2006), Strine, Hammermesh, Balotti y Gorris (2009), Gold (2009), Velasco (2010)
y Bruner (2013).
7
Sobre las diferencias entre la responsabilidad civil y el enriquecimiento injustificado, véase a Díez Picazo (2011) y
Gallo (2018). Es importante tener en cuenta estas diferencias como premisa porque se tratan de tutelas distintas,
sobre todo a efectos de las técnicas legislativas que se emplean en los código civiles, ya que es usual que se legisle
al enriquecimiento injustificado como si fuera una especie de indemnización, cuando en realidad se trata de un
remedio restitutorio.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
B.
Daños rentables
Los daños rentables se refieren a situaciones donde una persona comete un daño intencional con el
fin de lograr un beneficio ilícito.
La restitución y el enriquecimiento injustificado
no se limitan a los casos de enriquecimiento por
sustracción, sino que también incluye supuestos
donde la restitución se desencadena por un ilícito
(wrong). Por ejemplo, si alguien infringe la propiedad intelectual de otro, se está beneficiando en
perjuicio del propietario, porque usa la propiedad
ajena sin autorización (lo que se conoce como un
enriquecimiento por intromisión o Eingriff). Si la
reacción del derecho es a través de la tutela resarcitoria, deberá pagar el monto de los daños ocurridos. Sin embargo, dado que en tales casos puede
ser complicado demostrar los daños a la propiedad intangible, se toman en cuenta otros criterios
definidos por ley, entre ellos, la regalía hipotética
(royalty damages) y el beneficio ilícito obtenido
(restitutionary damages8). En la regalía hipotética,
el infractor debe pagar al propietario el monto que
hubiera acordado al haber negociado previamente
con él por usar la propiedad o sino, se podría pagar
una indemnización basada en el beneficio ilícito
obtenido (restitutionary damages).
8
Como alternativa, se podría salir de la responsabilidad civil para reconocer una específica acción
restitutoria enfocada en el beneficio ilícito y desprendida del daño, de manera que su procedencia
esté sujeta a reglas distintas de las que regula a la
responsabilidad civil, como las referidas a la probanza y cuantificación del daño. Esta solución sería
más adecuada en lugar de ampliar el ámbito de
aplicación de la indemnización a criterios que no le
corresponden (esto pasa con los restitutionary damages, que es una indemnización basada en el beneficio del demandado y no en el daño del demandante). La opción de una u otra vía legal dependerá
del derecho aplicable y la política legislativa.
En cierta manera, aunque la restitución del pago
indebido sea diferente a la restitución por infracción de la propiedad intelectual, se considera que
en ambos casos se da la restauración o reversión
de un patrimonio por la conexión que existe entre
el empobrecimiento y enriquecimiento, de manera que se sigue aplicando la regla del enriquecimiento indebido. Quien paga por error 100, solo
tiene derecho a pedir la devolución de 100, ello
porque 100 es el monto en el que el demandante
se empobrece y en el que el demandado se enriquece. De manera similar, se considera que hay
una restitución patrimonial cuando alguien paga el
beneficio ilícito obtenido por la infracción del derecho ajeno, ya que sería un monto que le corresponde al propietario por tener tal calidad, lo cual
lo hace titular de todos los provechos y beneficios
que puedan derivarse de su bien, de manera que
se corrige una especie de expropiación privada9.
Sin embargo, existen otras situaciones más complejas donde no se puede apreciar una conexión
entre enriquecimiento y empobrecimiento, lo cual
impide que se pueda estar ante una verdadera restitución. Incluso el beneficio puede tener diferentes fuentes distintas al patrimonio del demandante, entre ellas el propio trabajo del demandado.
Por ello, se trata de casos donde el derecho debe
actuar para desincentivar malas conductas lucrativas y sancionarlas10.
El uso de la propiedad patrimonial ajena podría no
generar tantos dolores de cabeza, a diferencia de
la comercialización forzada de los derechos de la
personalidad. La diferencia estaría en el bien ju-
También denominados como disgorgement damages, aunque acá se reserva el término disgorgement para una situación
diferente, conforme se explica más adelante en este ensayo.
9
Estas y otras circunstancias se desarrollan en Ripstein (2016).
10
Véase a Friedman (1980), Edelman (2001) y Edelman (2002). Este sector doctrinario hace énfasis en la necesidad de
diferenciar este tipo de casos de otras situaciones –digamos, simples– de restitución. La mejor manera de distinguirlos
es a través de las funciones que cumplen. El disgorgement of profits puede cumplir funciones de restauración y
compensación, pero también de disuasión y punición, los cuales son, por definición, ajenos a la restitución y el
enriquecimiento injustificado.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
Por el contrario, si alguien recibe un pago que no
corresponde, el empobrecido puede solicitar la devolución de lo pagado, aunque el enriquecido no
haya tenido la culpa y sea inocente. Lo que interesa es restaurar el patrimonio disminuido sin justificación o, en otras palabras, generar una reversión
patrimonial. Como tal, la premisa es que exista una
conexión entre el enriquecimiento y el empobrecimiento, de manera que el empobrecido pueda
solicitar la devolución del mismo monto pagado,
ya que representa la suma del enriquecimiento. El
ejemplo más claro es el pago indebido por error
(répétition de l’indu), que pertenece a los casos de
enriquecimiento por sustracción. En este caso, se
puede hablar de una restitución en sentido estricto, en tanto el demandante solicita la devolución
de lo mismo que previamente entregó y que corresponde al mismo monto de su empobrecimiento. Esta es la noción original del enriquecimiento
injustificado: la experiencia de un enriquecimiento
que genera un respectivo empobrecimiento.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
153
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
rídico involucrado y en la ineficacia del derecho.
En la propiedad intelectual, se afecta un bien patrimonial y la infracción se puede corregir con el
pago de una suma dineraria. Por el contrario, en
la comercialización forzada de un derecho de la
personalidad como la imagen, intimidad, voz, y
similares, alguien afecta un bien moral, cuya reparación in natura no es posible, pues el infractor
puede obtener un beneficio ilícito (piénsese en las
ganancias por ventas y publicidad), y, sobre todo,
si el demandado se ve obligado a pagar una indemnización, quedando un remanente a su favor si el
beneficio es mayor al daño. En este tipo de casos,
se requiere una reacción más severa del derecho
que permita disuadir y castigar la conducta ilícita.
La discusión está en que la reacción legal va más
allá de la simple compensación y restauración.
Para lograr una correcta disuasión y punición, se
debe hacer uso de las sanciones privadas. Esto
puede lograrse si, además de solicitar una indemnización, se puede cobrar punitive damages
o, en todo caso, si procede una acción basada en
el beneficio ilícito y que no calificaría como una
restitución en sentido estricto, porque no habría
conexión entre el beneficio del demandado y el
empobrecimiento del demandante. Esta acción es
denominada como disgorgement of profits, para
diferenciarlo de la restitución en sentido estricto.
Reservo el término ‘disgorgement’ para esta noción, ya que es comúnmente usado de manera indistinta y como sinónimo de restitution.
Una manera ilustrativa de diferenciar ambas acciones es por las funciones. La restitución y el enriquecimiento indebido no pueden explicar situaciones
donde el demandante puede solicitar el pago de un
monto que no tiene conexión con el supuesto empobrecimiento y que, incluso, lo colocaría en una
mejor posición que la situación anterior al desequilibrio patrimonial. Por ejemplo, si un famoso sufre
una invasión a su privacidad por la publicación de
fotos íntimas, podrá solicitar el pago del daño moral, pero no el pago de las ganancias obtenidas por
ventas y publicidad, debido a que tal monto no tendría relación con su daño ni su patrimonio.
Por lo anterior, se insiste en subrayar la presencia de
la función disuasiva y punitiva del disgorgement of
profits, porque se trataría de una acción que se enfoca solo en el beneficio y, como tal, está desconectada del empobrecimiento, hasta el punto de que
11
154
en la práctica funcionaría de manera similar a los
punitive damages. Esta acción no puede ser explicada a través de la prohibición contra el enriquecimiento injustificado, ya que si el beneficio se paga al
demandante, este terminaría en una mejor posición
en comparación al momento anterior al empobrecimiento. Por ello, se prefiere hablar de despojo de
ganancias ilícitas como traducción de disgorgement
of profits (aunque sea usual que se use el término
‘restitución’ de manera omnicomprensiva).
Debo subrayar que el destino del pago del beneficio ilícito aún es un tema debatible en el derecho
comparado. La disuasión y el castigo se logra imponiendo al infractor el despojo de toda la ganancia
ilícita, pero ello no significa que automáticamente
el monto deba pagarse al demandante. A manera
de ejemplo, en Estados Unidos de América (en adelante, EE.UU.) se han creado diversos mecanismos
para distribuir el pago de una condena punitiva entre la víctima, fondos de compensación, el tesoro
público y otros fines sociales11. De esta manera, se
logra el efecto disuasivo y punitivo deseado frente
al infractor y, a su vez, se eliminan los incentivos
perversos del agraviado que permitirían –curiosamente– que se enriquezca sin justificación.
Todas estas discusiones desde el derecho comparado son importantes para evidenciar lo que somos en virtud de lo que no tenemos. En específico,
el Common Law nos enseña que en jurisdicciones
civilistas no existe una acción de disgorgement
of profits en el sentido explicado en el presente
artículo y ello es un tema a considerar hacia una
futura reforma en favor de la mejora del derecho
en torno a las ganancias ilícitas.
En un interesante estudio publicado en el 2015 y
dirigido por los comparatistas Ewoud Hondius y
André Janssen, se convocó a diversos ponentes
nacionales de Alemania, Austria, Grecia, Francia,
Bélgica, Italia, España, Portugal, Romania, China,
Japón, Brasil, Chile, entre otros. El objetivo era que
expusieran si en su derecho nacional existe algo similar al disgorgement y que indicaran si su sistema
nacional es adecuado para otorgar alguna solución
frente al despojo de ganancias ilícitamente obtenidas. La conclusión de Hondius y Janssen fue que
no existe una teoría coherente del disgorgement
en jurisdicciones civilistas, a pesar del uso parcial
de disgorgement damages para ciertas situaciones
(Hondius & Janssen, 2015).
En efecto, en EE.UU. se han publicado leyes que distribuyen el pago de los punitive damages entre la víctima y otros
fines. Así, en promedio, solo se deja un 25% en favor de la víctima. Esta pequeña porción suele estar justificada por
diferentes motivos, entre ellos, por particularidades o deficiencias del sistema de daños americano. Por ejemplo, como
no hay reembolso de costas y costas, o ciertos conceptos de daños no son resarcibles bajo ciertos supuestos, se
pueden pagar punitive damages para cubrir esos vacíos, de manera que tal condena punitiva en realidad cumple fines
compensatorios. Para mayor información, véase a García Long (2019).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
DIRECTORES Y GANANCIAS ILÍCITAS
A.
La discusión sobre el disgorgement of
profits
La ocurrencia de un tort permite cobrar compensatory damages, la comisión de un breach of
contract otorga expectation damages, un unjust
enrichment concede restitution, mientras que la
infracción de deberes fiduciarios y de confianza
(equitable wrongs) dan lugar al disgorgement of
profits12. Por ello, es importante diferenciar las
distintas circunstancias, porque cada una de ellas
justifica una reacción legal distinta.
Por ejemplo, en el derecho americano está el
Chapter 5 ‘Restitution for wrongs’ del Restatement
(Third) of Restitution and Unjust Enrichment, que
regula el incumplimiento de fiduciary duties y confidence duties, y el respectivo despojo de la ganancia obtenida vía restitution13.
Si estamos ante una relación fiduciaria por la cual
el agente subordina su interés en favor del interés
del principal, se considera doblemente reprochable una situación de conflicto de interés si el agente opta por sobreponer su interés para obtener
un beneficio en perjuicio del interés del principal.
Ante tal situación, procede el despojo del beneficio obtenido y no solo el resarcimiento de algún
daño. De manera similar, si se trata de un breach
of confidence, se considera que su infracción lucrativa justifica el despojo de la ganancia obtenida
(piénsese en deberes de confidencialidad, no competencia, exclusividad y similares).
En el caso inglés Attorney-General v. Guardian
Newspapers Ltd (1990), el diario Sunday Times fue
encontrado responsable por account of profits14
debido a un breach of confidence frente a la Corona inglesa, por la publicación de extractos del
libro Spycatcher de Peter Wright, antes de que la
información fuera de dominio público (de manera
anticipada). Como señaló Lord Goff:
La afirmación de que no se debe permitir que
un hombre se beneficie de su propio mal está
en términos muy generales, y no proporciona
por sí misma ninguna orientación segura para
la solución de un problema en cualquier caso
particular. Que hay grupos de casos en los que
no se permite que un hombre se beneficie de
su propio daño, es efectivamente cierto. Una
parte importante del derecho de la restitución
se refiere a los casos en los que el demandado
debe restituir los beneficios adquiridos por su
propio acto ilícito, en particular los casos de
renuncia a la responsabilidad extracontractual
[waiver of tort], los beneficios adquiridos por
determinados actos delictivos, los beneficios
adquiridos por incumplimiento de una relación fiduciaria y, por supuesto, los beneficios
adquiridos por abuso de confianza [breach of
confidence]. La pretensión de restitución del
demandante se suele hacer valer mediante la
rendición de cuentas de los beneficios [account
of profits] obtenidos por el demandado a través de su ilícito a costa del demandante. Este
remedio de una cuenta [account] es alternativo
al remedio de los daños y perjuicios, que en los
casos de violación de la confianza está ahora
disponible, a pesar de la naturaleza equitativa
de la infracción, a través de una interpretación
benéfica de la Chancery Amendment Act 1858
(Lord Cairns’ Act), y que en razón de las dificultades que conlleva la toma de una cuenta se
considera a menudo como un remedio más
satisfactorio, al menos en los casos en que la
información confidencial es de naturaleza comercial, y por lo tanto se puede haber sufrido un daño cuantificable (Attorney-General v.
Guardian Newspapers Ltd, 1990)15.
En el leading case inglés Attorney General v. Blake
(2000), George Blake había sido miembro de la seguridad e inteligencia británica entre 1944 y 1961,
mientras que en 1951 se convirtió en agente espía
para la Unión Soviética y compartió información al
gobierno soviético durante nueve años. Blake fue
condenado a cuarenta y dos años de prisión por
su traición, conforme al Official Secrets Act, pero
escapó de prisión en 1966 hacia Berlín y luego emigró a Moscú, donde escribió una autobiografía sobre sus memorias como espía y firmó un contrato
con una editorial para publicar su libro a cambio de
50 000 libras a la firma y dos cuotas adicionales del
mismo monto a la entrega del manuscrito y a su
publicación. El Attorney General inglés tomó conocimiento de la publicación e inició acciones legales
por el incumplimiento de Blake de su contrato de
trabajo con la Corona inglesa, donde se había obligado a “not to divulge any official information gained by [him] as a result of [his] employment, either
in the press or in book form” (Attorney General v.
Blake, 2000).
12
Véase a Worthington (1999).
13
Sobre el derecho americano, véase a Jones (1968), Jones (1970), Miller (2013) e Israel y O’Neill (2014).
14
‘Accounts of profits’ es la terminología inglesa para referirse al disgorgement of profits. Tal denominación también es
usada en jurisdicciones anglosajonas de influencia inglesa (Australia, Escocia, Nueva Zelanda, entre otros).
15
Véase también a la English Law Commission (1997).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
IV.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
155
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
Aparentemente, la Corona no había sufrido ningún
daño pecuniario. Entonces, la discusión se centró en definir si Blake debía pagar solo un resarcimiento por el incumplimiento contractual (que
sería irrisorio o inexistente) o debía proceder el
despojo de las ganancias ilícitas obtenidas por el
incumplimiento contractual, lo cual permitiría la
liquidación de un monto dinerario superior al resarcimiento. Este caso hacía evidente que, si Blake
se limitaba a pagar el resarcimiento, aún quedaría
en su patrimonio parte de las ganancias obtenidas
de manera ilícita. Ante tal situación, Lord Nicholls
admitió que debía proceder el account of profits:
Una account of profits será apropiada en circunstancias excepcionales. Normalmente, los
remedios de daños [compensatorios], el cumplimiento específico y el injunction, junto con
la caracterización de algunas obligaciones contractuales como fiduciarias, proporcionarán
una respuesta adecuada a un incumplimiento de contrato. Solo en casos excepcionales,
cuando estos remedios sean inadecuados, se
planteará la cuestión de la contabilización de
los beneficios. No se pueden prescribir reglas
fijas. El tribunal tendrá en cuenta todas las circunstancias, incluido el objeto del contrato, la
finalidad de la disposición contractual que se ha
incumplido, las circunstancias en las que se produjo el incumplimiento, las consecuencias del
mismo y las circunstancias en las que se solicita
la reparación. Una guía general útil, aunque no
exhaustiva, es si el demandante tiene un interés legítimo en impedir la actividad lucrativa
del demandado y, por tanto, en privarle de su
beneficio (Attorney General v. Blake, 2000).
En el Civil Law, el derecho societario no ha sido el
más sofisticado al momento de regular las acciones de resarcimiento y de despojo de ganancias
ilícitas para la responsabilidad de directores, sea
porque no contiene alguna regulación (como el
caso peruano) o porque contiene una regulación
imprecisa. Una correcta regulación societaria debe
considerar la procedencia de dos acciones autónomas e independientes, una de responsabilidad civil
para solicitar el pago de una indemnización por el
daño ocurrido y otra de restitución o disgorgement
–según corresponda– para despojar al infractor de
la ganancia ilícita.
La ley aplicable es la que debe permitir acumular
la acción resarcitoria y el despojo de las ganancias
ilícitas ante infracciones de deberes fiduciarios por
parte de directores. Esto significa que el afectado
podría demandar el pago de daños conforme a las
reglas generales de la responsabilidad civil y, además, solicitar el despojo de ganancias ilícitas. De
esta manera, aunque no hubiera un daño resarcible, procedería el despojo de la ganancia ilícita.
156
Una cuestión importante es definir qué tipo de
despojo permite la ley aplicable. Da la impresión
que los legisladores societarios no son expertos en
restitución y enriquecimiento injustificado, pues,
usualmente, la ley es redactada de tal manera que
no queda claro si la acción que se puede acumular
al resarcimiento es una acción restitutoria o simplemente se trata de una indemnización que puede calcularse en base al beneficio ilícito obtenido
(restitutionary damages).
La diferencia no es solo teórica, ya que, si se trata
de una indemnización, se deberá cumplir con los
elementos de la responsabilidad civil, lo cual no
es necesario para la procedencia de una acción
restitutoria o de disgorgement, que no gira en
torno al daño, sino al beneficio. Por ello, no es
recomendable regular la procedencia de una indemnización basada en el beneficio, porque ello
ata la acción a las reglas de la responsabilidad civil, lo cual puede hacer inútil una acción que debe
girar en torno al beneficio, independientemente
del daño. Además, esta distinción es importante
para definir el alcance y liquidación del pago de
los beneficios ilícitos. El beneficio ilícito puede ser
mayor al monto de resarcimiento e incluso estar
desvinculado de cualquier perjuicio en el patrimonio del demandante. Por ello, es preferible la
procedencia de una acción independiente y autónoma, separada y distinta del pago de daños y
sus requisitos.
En general, la lógica del régimen societario de responsabilidad de directores es que, por un lado, el
infractor responda por el daño ocasionado y, por
otro lado, se despoje del beneficio ilícito obtenido,
sea que el beneficio se considere que pertenecía al
afectado y por ello corresponda restituirse (restitución en sentido estricto) o porque no pueda considerarse que el beneficio sale del patrimonio del
afectado, pero que igual deba despojarse y pagarse en favor del demandante para disuadir ese tipo
de conductas o, en todo caso, pueda definirse un
destino distinto para el pago. Así, el director debe
desprenderse de cualquier beneficio obtenido con
su actuar, sin importar la fuente del beneficio, si el
mismo fue obtenido por su trabajo y esfuerzo, y si
el beneficio se paga al perjudicado o no.
En el derecho bursátil se observa una mejor regulación en comparación a la ley societaria e, incluso,
se presentan algunas novedades, en específico,
cuando se dispone que las ganancias ilícitas deben
ser despojadas y pagadas al tesoro público si no
puede identificarse alguna víctima concreta (véase
más adelante el derecho chileno). Sobre este punto, se apertura un interesante campo de aplicación
de un disgorgement of profits de naturaleza pública con fines de disuadir y castigar.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Para aterrizar la discusión en torno al disgorgement
of profits en el derecho societario y bursátil, se tomará en cuenta el derecho chileno y el peruano.
B.
Derecho chileno: una referencia
En el derecho chileno17, el artículo 42 de la Ley
18046, Ley sobre Sociedades Anónimas de Chile,
regula diferentes prohibiciones frente a los directores y, ante el incumplimiento de alguna de ellas,
se dispone el despojo de los beneficios obtenidos
en favor de la sociedad, sin perjuicio de la procedencia de la acción por resarcimiento y cualquier
otra sanción que pueda imponer la autoridad competente18. Al respecto, la norma en cuestión sostiene lo siguiente:
Artículo 42.- Los directores no podrán:
1. Proponer modificaciones de estatutos y
acordar emisiones de valores mobiliarios o
adoptar políticas o decisiones que no tengan por fin el interés social, sino sus propios
intereses o los de terceros relacionados;
2. Impedir u obstaculizar las investigaciones
destinadas a establecer su propia responsabilidad o la de los ejecutivos en la gestión de
la empresa;
3. Inducir a los gerentes, ejecutivos y dependientes o a los inspectores de cuenta
o auditores, a rendir cuentas irregulares,
presentar informaciones falsas y ocultar
información;
4. Presentar a los accionistas cuentas irregulares, informaciones falsas y ocultarles informaciones esenciales;
5. Tomar en préstamo dinero o bienes de la
sociedad o usar en provecho propio, de sus
parientes, representados o sociedades a
que se refiere el inciso segundo del artículo
44, los bienes, servicios o créditos de la sociedad, sin previa autorización del directorio otorgada en conformidad a la ley;
6. Usar en beneficio propio o de terceros relacionados, con perjuicio para la sociedad,
las oportunidades comerciales de que tuvieren conocimiento en razón de su cargo, y
7. En general, practicar actos ilegales o contrarios a los estatutos o al interés social
o usar de su cargo para obtener ventajas
indebidas para sí o para terceros relacionados en perjuicio del interés social.
Los beneficios percibidos por los infractores a lo dispuesto en los tres últimos
números de este artículo pertenecerán a
la sociedad, la que además deberá ser indemnizada por cualquier otro perjuicio.
Lo anterior, no obsta a las sanciones que
la Superintendencia pueda aplicar en el
caso de sociedades sometidas a su control
(1981) [el énfasis es nuestro].
Conforme a la norma citada, es clara la procedencia de dos acciones independientes, pero que
puedan acumularse: una acción de resarcimiento
y otra de despojo de beneficios ilícitos, las cuales,
independientemente de su fuente o cómo hayan
16
Sobre la función de private enforcement de los punitive damages, véase a Vanleenhove (2017).
17
Sobre la responsabilidad de directores en Chile y el despojo de ganancias ilícitas, véase a Pino Emhart (2019).
18
Aunque ya se encuentre derogados, vale mencionar que el artículo 147, inciso 7, de la Ley 18046 señalaba que, en
el caso de operaciones con partes relacionadas, la sociedad o los accionistas podrían demandar “el reembolso en
beneficio de la sociedad de una suma equivalente a los beneficios que la operación hubiera reportado a la contraparte
relacionada, además de la indemnización de los daños correspondientes” (1981); mientras que el artículo 148, inciso
3, contenía una regulación similar para los casos en que un director o accionista se apropiase de una oportunidad
comercial que le correspondiera a la sociedad (1981).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
Aquí entramos en una discusión interesante relacionada al destino de los beneficios ilícitos. La
función disuasiva puede conseguirse con el simple
despojo de los beneficios ilícitos obtenidos por el
infractor. No es necesario el pago de tal monto en
favor del perjudicado, a quien, en principio, no le
corresponde y terminaría –paradójicamente– en
una mejor posición, esto es, indebidamente enriquecido. Ante ello, el pago podría dirigirse a otro
destino diferente del afectado, como el tesoro público, fines sociales, fondos de compensación, entre otros. Por el contrario, si el monto es pagado en
favor del perjudicado, el disgorgement funcionaría
de manera similar a los punitive damages. Ello no
es un problema necesariamente, en todo caso, tiene que definirse la naturaleza y fines del disgorgement. Por ejemplo, se considera que es correcto
que un demandante se beneficie con el pago en
su favor de punitive damages, porque ello es como
una recompensa por su labor de private enforcement (lograr que el derecho se cumpla para el
infractor y las demás víctimas que no pueden acceder al sistema judicial)16. Otra justificación está
en las limitaciones o deficiencias que pueda tener
el derecho aplicable en torno al sistema de daños,
de manera que el pago del beneficio ilícito a través
de una sanción cumpla funciones compensatorias
complementarias. La misma lógica podría seguirse
para el disgorgement of profits.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
157
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
sido obtenidas, deben ser pagadas en favor de la
sociedad. Esta regulación chilena debe ser tomada como referencia para el derecho societario peruano, ya que la actual LGS no regula una acción
independiente y con alcance general a todo tipo
de ente corporativo frente al beneficio ilícito (a diferencia de la ley bursátil peruana que sí lo hace
dentro del ámbito de su aplicación).
ha puesto en el supuesto en que la infracción a las
normas bursátiles pueda generar un daño general
al correcto funcionamiento del mercado de valores, independientemente de que se pueda identificar alguna víctima específica. Esto queda como un
tema de agenda.
C.
Derecho peruano
Por otro lado, el artículo 172 de la Ley 18045, Ley
de Mercado de Valores de Chile, señala que toda
persona perjudicada por infracciones a las disposiciones sobre uso de información privilegiada tendrá una acción de resarcimiento contra el infractor y, además, el infractor deberá pagar al fisco el
beneficio ilícito obtenido si no hubiera un perjudicado identificado (1981)19. El texto del artículo en
cuestión es el siguiente:
1.
Derecho societario: mejoras pendientes
Artículo 172.‐ Toda persona perjudicada por
actuaciones que impliquen infracción a las disposiciones del presente Título, tendrá derecho
a demandar indemnización en contra de las
personas infractoras.
La acción para demandar perjuicios prescribirá
en cuatro años contado a partir de la fecha en
que la información privilegiada haya sido divulgada al mercado y al público inversionista.
Las personas que hayan actuado en contravención a lo establecido en este Título, deberán entregar a beneficio fiscal, cuando no
hubiere otro perjudicado, toda utilidad o beneficio pecuniario que hubieren obtenido a
través de transacciones de valores del emisor
de que se trate (1981) [el énfasis es nuestro].
La disposición citada es interesante, pues señala
que el destino de los beneficios ilícitos será el fisco cuando no hubiera un afectado. Así, se logra el
efecto disuasivo y punitivo deseado al realizar el
despojo del beneficio ilícito, independientemente
del destino del pago que, en este caso, no se paga
en favor de un perjudicado como sucedería en una
acción restitutoria en sentido estricto. Esta es una
interesante alternativa cuando se trata de afectaciones a intereses difusos que impiden la identificación de una víctima específica.
A diferencia de lo regulado en el artículo 172 chileno, el derecho bursátil peruano no contiene alguna disposición en su regulación sobre uso de información privilegiada que señale que el beneficio
despojado se pague al fisco u otro destinado diferente al perjudicado. El legislador peruano no se
19
158
La actual LGS contiene una regulación deficiente
en sus artículos 171-184 en torno a los deberes
fiduciarios de directores y las consecuencias de
su incumplimiento. Uno de los problemas que
se puede identificar es la falta de referencia al
despojo de beneficios ilícitos, lo cual es particularmente relevante en relaciones fiduciarias donde el fiduciario (administrador de la sociedad)
incurre en un conflicto de interés al perseguir el
suyo propio en perjuicio del agente (la sociedad y
sus dueños). Entonces, si se presume que habrá
algún beneficio derivado, es esencial que la ley
disponga algún mecanismo para que el infractor
pierda la ganancia.
En el 2011 se intentó poner un parche a la LGS para
curar la ausencia de una acción que permitiera el
despojo de ganancias ilícitas. Ello se materializó
con la promulgación de la Ley 29720, que promueve las emisiones de valores mobiliarios y fortalece
el mercado de capitales, cuyo artículo 4 modifica
el artículo 181 de la LGS sobre pretensión social
de responsabilidad contra los directores, aunque
no modifica directamente el texto del artículo 181,
sino que añade reglas adicionales a efectos de aplicar el artículo 181 cuando se trata de sociedades
con acciones inscritas en la bolsa de valores; en
otras palabras, el artículo 181 debe leerse junto
con el artículo 4. El artículo 4 de la Ley 29720 sostiene que:
Artículo 4. Pretensión social de responsabilidad
Para los fines de la aplicación del artículo 181
de la Ley 26887, Ley General de Sociedades,
tratándose de emisores con acciones inscritas
en las bolsas de valores, para poder ejercer directamente la pretensión social de responsabilidad se requiere ser titular de al menos el diez
por ciento del capital social de dicho emisor.
En tal caso, no constituye requisito previo para
iniciar la pretensión social de responsabilidad
la celebración de la junta general de accionistas
ni la falta del acuerdo respectivo.
Sobre el despojo de ganancias ilícitas conforme a la normativa bursátil chilena, véase a Pino Emhart (2018).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
La indemnización por daños y perjuicios a favor de la sociedad incluye la restitución del
beneficio obtenido en dicha transacción, sin
perjuicio de la responsabilidad penal a que hubiera lugar (2011) [el énfasis es nuestro].
Por su parte, el texto del artículo 181 de la LGS es
el siguiente:
Artículo 181.- Pretensión social de responsabilidad
La pretensión social de responsabilidad contra cualquier director se promueve en virtud
de acuerdo de la junta general, aun cuando la
sociedad esté en liquidación. El acuerdo puede
ser adoptado aunque no haya sido materia de
la convocatoria.
Los accionistas que representan por lo menos
un tercio del capital social pueden ejercer directamente la pretensión social de responsabilidad contra los directores, siempre que se
satisfaga los requisitos siguientes:
1. Que la demanda comprenda las responsabilidades a favor de la sociedad y no el interés
particular de los demandantes;
2. Que, en su caso, los actores no hayan aprobado la resolución tomada por la junta general sobre no haber lugar a proceder contra los directores.
Cualquier accionista puede entablar directamente pretensión social de responsabilidad
contra los directores, si transcurrido tres meses
desde que la junta general resolvió la iniciación
de la pretensión no se hubiese interpuesto la
demanda. Es aplicable a este caso lo dispuesto
en los apartados 1 y 2 de este artículo.
Los bienes que se obtengan en virtud de la
demanda entablada por los accionistas son
percibidos por la sociedad, y los accionistas
tienen derecho a que se les reembolse los gastos del proceso.
20
Los acreedores de la sociedad sólo pueden dirigirse contra los directores cuando su pretensión tienda a reconstituir el patrimonio neto,
no haya sido ejercitada por la sociedad o sus
accionistas y, además, se trate de acto que
amenace gravemente la garantía de los créditos (1997) [el énfasis es nuestro].
En este caso, el artículo 4 parece integrar las ganancias ilícitas al resarcimiento, pues señala que
“la indemnización […] incluye la restitución del beneficio obtenido” (2011). Se trataría de una indemnización (restitutionary damages) y no de un verdadero disgorgement. Sin embargo, aún quedaría
la duda de cómo aplicar la norma y hasta dónde
puede extenderse el resarcimiento. Hay dos opciones: (i) si se trata de un daño de difícil probanza,
la corte podría tomar como referencia los beneficios obtenidos como base de cálculo; o (ii) si no
estamos ante un daño de difícil probanza y la corte
puede determinar la cuantía del daño, se deberá
añadir sobre el resarcimiento el monto de las ganancias ilícitas. De esta manera, por concepto de
resarcimiento, se otorgaría un monto mayor al que
correspondería por el daño real y efectivo. En este
caso, el resarcimiento y el despojo de las ganancias
ilícitas estarían conceptualmente separadas, pero
se otorgarían como un pago único y por concepto
de resarcimiento.
Lo ideal hubiera sido que la norma fuera más
precisa en su redacción y no señalase que el resarcimiento incluye a los beneficios ilícitos, sino
que, adicional al pago de daños, procede pagar
los beneficios ilícitos. De esta manera, se evitaría
cualquier cuestionamiento que, por concepto de
resarcimiento, se condene al pago de un monto
extra-compensatorio en violación del principio de
réparation intégrale y que incluso pueda ser considerado como una sanción privada similar a los punitive damages. Esto ya ha ocurrido en la jurisprudencia peruana20. Lo mejor es el reconocimiento
de dos acciones autónomas y diferenciadas, cada
una procedente ante requisitos distintos.
Si la intención de la norma fue la de fortalecer el
mercado de valores mediante el reconocimiento
de acciones judiciales idóneas, entonces la norma
debe leerse según su finalidad, sin perjuicio de su
redacción imperfecta, para concluir que lo que en
el fondo se regula es una acción restitutoria o de
disgorgement y así se pueda despojar de todos los
beneficios obtenidos y no solo un monto dinerario
Una corte de segunda instancia alegó expresamente a la función punitiva para aumentar la cuantía de la indemnización.
Ello generó varios problemas procesales, por ejemplo, en torno al derecho de defensa y la debida motivación de las
resoluciones judiciales. Por tal motivo, en casación se revocó la decisión (Casación 464-2018-La Libertad). Véase a
García Long (2021). Sin perjuicio de que sea deseable la función punitiva en la responsabilidad civil, la misma debe
hacerse en respeto de las garantías constitucionales que rigen a todas las sanciones, sean públicas, privadas o híbridas.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
Durante el proceso judicial, los demandantes
pueden solicitar al directorio de forma genérica todos los documentos relacionados al acto
o decisión que se investiga y el directorio debe
proporcionarlos. Dicho pedido se tramita a través del juez competente.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
159
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
que deba cumplir con las reglas de la responsabilidad civil (entiéndase, que deba ser compensatorio).
Tengamos en cuenta que el artículo 4 de la Ley
29720 precisa los alcances de la pretensión social
de responsabilidad en relación con las sociedades
anónimas abiertas, de manera que el despojo de
ganancias ilícitas estaría excluido para los demás
tipos de sociedades anónimas. Por ello, con posterioridad al 2011, el Anteproyecto de Reforma de la
Ley General de Sociedades (2018) propuso corregir en parte esta deficiencia y, respecto al deber de
lealtad, señala con alcance general que su incumplimiento desencadena una acción resarcitoria y
otra para despojar el beneficio ilícito, conforme a
su artículo 148:
Artículo 148.- Deber de lealtad en el ejercicio
del cargo
148.1. El director desempeña el cargo con la
lealtad de un representante leal, obrando de buena fe y en el mejor interés de
la sociedad, procurando evitar incurrir
en conflicto de intereses.
148.2. La infracción del deber de lealtad determina no solo la obligación de indemnizar el daño causado a la sociedad, sino
también la de devolver a la sociedad el
enriquecimiento indebido obtenido.
148.3. Cada director tiene el mismo deber de
lealtad para con la sociedad.
148.4. La actuación del director no debe estar destinada a promover o defender
los intereses de los accionistas que los
eligieron o de las personas vinculadas
a estos o al propio director (2018) [el
énfasis es nuestro].
Fíjese que el artículo 148.2 del Anteproyecto es
más preciso que el artículo 4 de la Ley 29720, pues
no señala que la indemnización incluye los beneficios, sino que, además del resarcimiento, debe
devolverse los beneficios. De esta manera, queda
claro que se reconoce una acción independiente y
autónoma que se acumula al resarcimiento y que
no debe confundirse con este.
Asimismo, complementando la regulación sobre
deberes fiduciarios y su incumplimiento, el artículo
157.2 del Anteproyecto define los casos de conflictos de intereses, entre ellos, el aprovecharse de
oportunidades de negocio de la sociedad, usar los
activos de la sociedad para fines propios, obtener
ventajas o remuneraciones de terceros, competir
con la sociedad, entre otros casos donde se presume que el infractor obtendrá un beneficio ilícito
160
con su actuar (2018). Por su parte, el artículo 159
del Anteproyecto señala que, por junta general de
accionistas o el directorio, según corresponda, se
puede dispensar a un director para realizar ciertos
actos que serían considerados de conflicto de interés conforme al artículo 157.2 y así, se evita la
responsabilidad (2018).
Finalmente, en relación con las sociedades anónimas abiertas y de manera similar a la redacción del
artículo 4 de la Ley 29720, el artículo 239 del Anteproyecto señala que, en la pretensión social de
responsabilidad, el resarcimiento incluye a los beneficios obtenidos (2018). Al respecto, el artículo
239 sostiene lo siguiente:
Artículo 239.- Pretensión social de responsabilidad
Son de aplicación a las sociedades anónimas
abiertas, las siguientes normas especiales con
respecto a la pretensión social de responsabilidad a que se refiere el artículo 162:
1. Pueden ejercer directamente la pretensión
social de responsabilidad de acuerdo con el
numeral 162.2 del artículo 162 accionistas
que representen al menos el diez por ciento
del capital.
En tal caso, no constituye requisito previo
para iniciar la pretensión social de responsabilidad la celebración de la junta general
ni la falta del acuerdo respectivo, siempre
que se hubiera solicitado notarialmente la
convocatoria a junta general y el directorio
no hubiera cumplido con realizarla en el plazo legalmente establecido.
2. Antes y durante el proceso judicial, los demandantes pueden solicitar al directorio, en
forma genérica, todos los documentos relacionados al acto o decisión que se investiga
y el directorio debe proporcionarlos. Dicho
pedido se tramita a través del juez del domicilio de la sociedad.
3. La indemnización por daños y perjuicios a
favor de la sociedad incluye la restitución
del beneficio obtenido del acto o decisión
señalado en el inciso 2, sin perjuicio de la
responsabilidad penal a que hubiera lugar
(2018) [el énfasis es nuestro].
Es buena la intención del Anteproyecto de mejorar
la regulación sobre deberes fiduciarios y responsabilidad de directores y que, para ello, haya incluido el pago de las ganancias ilícitas. Sin embargo,
aún tal regulación genera algunas dudas sobre qué
remedio se ha regulado: ¿restitutionary damages,
restitución de ganancias ilícitas o un verdadero disgorgement of profits?
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Si tenemos presente la intención del Anteproyecto de actualizar la regulación sobre la responsabilidad de los directores, debe concluirse que sería
procedente una acción adicional y acumulativa a
la resarcitoria, ello con distintas liquidaciones dinerarias. En general, frente a una nueva propuesta
de reforma, es necesario ser preciso. No es deseable el reconocimiento de restitutionary damages,
es insuficiente. Es necesario una acción restitutoria, pero incluso la misma podría ser limitada si se
toma en cuenta que, en muchos casos de conflicto
de interés, el beneficio ilícito obtenido por el director no tendrá referencia a un respectivo empobrecimiento en la sociedad o sus dueños (podría tener
origen en una operación financiera con un tercero),
de manera que será necesario el reconocimiento
de una acción por disgorgement of profits que sea
disuasiva y punitiva, similar a los punitive damages.
2.
Mercado de valores: un buen camino
La ley es más clara en torno a la procedencia de una
acción independiente para despojar el beneficio
ilícito en el derecho de mercado de valores, en relación con el uso de información privilegiada. Mientras el artículo 40 del Texto Único Ordenado de la
Ley de Mercado de Valores (en adelante, TUO de la
LMV), aprobado por Decreto Supremo 093-2002-EF,
define qué se entiende por información privilegiada, el artículo 43 indica que las personas que incumplan las prohibiciones sobre uso de información
privilegiada deben entregar, a quien corresponda
según el caso, el beneficio obtenido. Al respecto, los
artículos en cuestión sostienen lo siguiente:
Artículo 40.- Definición
Para los efectos de esta ley, se entiende por información privilegiada cualquier información
referida a un emisor, a sus negocios o a uno o
varios valores por ellos emitidos o garantizados, no divulgada al mercado; y cuyo conoci-
miento público, por su naturaleza, sea capaz
de influir en la liquidez, el precio o la cotización
de los valores emitidos. Comprende, asimismo,
la información reservada a que se refiere el artículo 34 de esta Ley y aquella que se tiene de
las operaciones de adquisición o enajenación a
realizar por un inversionista institucional en el
mercado de valores, así como aquella referida
a las ofertas públicas de adquisición
[…]
Artículo 43.- Prohibiciones
Las personas que posean información privilegiada, están prohibidas de:
a) Revelar o confiar la información a otras personas hasta que ésta se divulgue al mercado;
b) Recomendar la realización de las operaciones con valores respecto de los cuales se
tiene información privilegiada; y,
c) Hacer uso indebido y valerse, directa o indirectamente, en beneficio propio o de terceros, de la información privilegiada.
Estas personas están obligadas a velar porque
sus subordinados acaten las prohibiciones establecidas en este artículo.
Las personas que incumplan las prohibiciones
establecidas en el presente artículo deben hacer entrega al emisor o fondo, cuando se trate
de información relativa a las operaciones de
los fondos mutuos, de los fondos de inversión,
de los de pensiones o de otros fondos administrados por inversionistas institucionales, de
los beneficios que hayan obtenido (2022) [el
énfasis es nuestro].
Fíjese que en el caso del artículo 43 del TUO de la
LMV se regula una acción independiente, sin perjuicio de la acción por daños y perjuicios conforme a las normas generales (societarias o civiles).
De manera complementaria, el artículo 6 del Reglamento contra el abuso de mercado y normas
sobre uso indebido de información privilegiada y
manipulación de mercado, aprobado por Resolución SMV 005-2012-SMV-01, señala que lo regulado por el artículo 43 del TUO de la LMV aplica
independientemente de que el infractor haya obtenido una ganancia o haya evitado una pérdida. El
artículo 6 señala lo siguiente:
Artículo 6.- Prohibiciones
Sergio García Long
Visto de manera conjunta, el artículo 148.2 del Anteproyecto, para las sociedades anónimas, señala
que “la infracción del deber de lealtad determina
no solo la obligación de indemnizar el daño causado
a la sociedad, sino también la de devolver a la sociedad el enriquecimiento indebido obtenido” (2018),
con lo cual sería procedente una acción para despojar el beneficio ilícito y otra resarcitoria. Sin embargo, luego, el artículo 239.3 del Anteproyecto,
para las sociedades anónimas abiertas, señala que
“la indemnización por daños y perjuicios a favor de
la sociedad incluye la restitución del beneficio obtenido del acto o decisión” (2018), con lo cual, el
resarcimiento se calcularía teniendo en cuenta el
beneficio obtenido, no siendo procedente una acción adicional y acumulativa a la acción resarcitoria.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
6.1. En el marco de lo establecido en el artículo 43 de la Ley del Mercado de Valores es-
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
161
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
tán prohibidos de hacer uso de información privilegiada, además de las personas
naturales, los inversionistas institucionales que administran recursos de terceros
que van a ser destinados a la inversión en
valores de oferta pública, emisores, proveedores de precios, entidades valorizadoras, empresas clasificadoras de riesgos,
agentes de intermediación y las demás
personas jurídicas que posean información privilegiada.
Se incurre en la prohibición de uso prevista en el artículo 43 inciso c) de la Ley del
Mercado de Valores cuando se realizan
operaciones con valores respecto de los
cuales se tiene información privilegiada.
6.2. Las sanciones establecidas en virtud de lo
dispuesto en el artículo 43 de la Ley del
Mercado de Valores, son de aplicación,
independientemente de que la persona
que haya revelado, recomendado o hecho uso de información privilegiada, haya
obtenido una ganancia o evitado una pérdida. Asimismo, dichas sanciones aplican
a todas las personas naturales o jurídicas
que hubieren revelado, recomendado o
hecho uso de información privilegiada
obtenida a través de cualquier medio, sea
porque les ha sido voluntaria o involuntariamente transmitida o porque la hubieran obtenido de manera lícita o a través de
medios ilícitos, indebidos o fraudulentos
(2012) [el énfasis es nuestro].
La precisión anterior es importante por dos razones: (i) frente a una técnica legislativa sobre cómo
regular el despojo de ganancias ilícitas no solo se
debe tener en cuenta el enriquecimiento positivo,
sino también el negativo, lo cual puede consistir
en el ahorro de un costo; en consecuencia, es correcto que la norma bursátil haga referencia a que
“haya obtenido una ganancia o evitado una pérdida” (Resolución SMV 005-2012-SMV-01); y (ii) le
da independencia al despojo de ganancias ilícitas,
pues lo que importa es que la infracción se haya
realizado con la intención de lograr un objetivo,
sin perjuicio que se haya tenido éxito o no en conseguir el objetivo.
Asimismo, el artículo 44 del TUO de la LMV señala
que, independientemente de las prohibiciones sobre el uso indebido de información privilegiada, los
directores y gerentes de un emisor, así como ciertas personas que participen en la compra o venta
de los valores emitidos por el emisor, deberán desprenderse de toda ganancia realizada en favor del
emisor o el patrimonio, según corresponda (2012).
El artículo 44 señala lo siguiente:
162
Artículo 44. Devolución de ganancias de corto
plazo
Toda ganancia realizada por directores y gerentes del emisor, así como los directores,
gerentes, miembros del comité de inversiones
y personas involucradas en el proceso de inversión de las sociedades administradoras, de
las sociedades administradoras de fondos de
inversión y de administradoras de fondos de
pensiones, proveniente de la compra y venta o
de la venta y compra, dentro de un período de
tres meses, de valores emitidos por el emisor,
debe ser entregada íntegramente al emisor o
al patrimonio, según corresponda. Lo dispuesto en este párrafo es independiente del uso indebido de información privilegiada.
Mediante disposiciones de carácter general,
Conasev puede regular lo dispuesto en el presente artículo, así como los supuestos de excepción a la obligación de devolver la ganancia (2012) [el énfasis es nuestro].
El artículo 44 del TUO de la LMV regula en su primer párrafo una acción para despojar las ganancias
ilícitas que operan sin perjuicio de la procedencia
de la acción por daños y perjuicios. Además, conforme a la disposición del segundo párrafo del
artículo 44, se promulgó la Resolución SMV 0182015-SMV-01, que aprobó las normas aplicables
para la devolución de ganancias de corto plazo, las
cuales, entre otros aspectos, regulan cuáles son
las operaciones consideradas para el cálculo de las
ganancias a corto plazo (artículo 3), supuestos de
excepción (artículo 4), la metodología para determinar el monto de devolución de las ganancias de
corto plazo (artículo 5), plazo para el pago (artículo
8), entre otros.
Por su parte, el artículo 51 del TUO de la LMV
dispone ciertas obligaciones sobre el emisor de
valores inscritos, entre las cuales, se encuentran
prohibiciones que exigen al infractor el despojo
de los beneficios obtenidos en favor del emisor,
sin perjuicio –señala la norma– de la acción por
daños y perjuicios (2012). El artículo 51 señala lo
siguiente:
Artículo 51.- Obligación del Emisor
Los emisores con valores inscritos en el Registro se sujetan a las siguientes normas:
a) Los directores y gerentes están prohibidos
de recibir en préstamo dinero o bienes de
la sociedad, o usar en provecho propio, o
de quienes tengan con ellos vinculación, los
bienes, servicios o créditos de la sociedad,
sin contar con autorización del Directorio;
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
b) Los directores y gerentes están prohibidos
de valerse del cargo para, por cualquier otro
medio y con perjuicio del interés social, obtener ventajas indebidas para sí o para personas con las que tengan vinculación; y,
c) Para la celebración de cada acto o contrato
que involucre al menos el cinco por ciento
de los activos de la sociedad emisora con
personas naturales o jurídicas vinculadas a
sus directores, gerentes o accionistas que
directa o indirectamente representen más
del diez por ciento del capital de la sociedad, se requiere la aprobación previa del
directorio, sin la participación del director
que tenga vinculación. Para los fines de la
determinación del cinco por ciento, deben
tenerse en cuenta los últimos estados financieros que correspondan.
En las transacciones en las cuales el accionista de control de la sociedad emisora también
ejerza control de la persona jurídica que participa como contraparte en el respectivo acto o
contrato sujeto a aprobación previa por el directorio, se requiere adicionalmente la revisión
de los términos de dicha transacción por parte
de una entidad externa a la sociedad emisora.
Se considerará como entidad externa a dicha
sociedad a las sociedades auditoras u otras
personas jurídicas que mediante disposiciones
de carácter general determine Conasev.
La entidad que revise la transacción no debe
estar vinculada a las partes involucradas en
ella, ni a los directores, gerentes o accionistas
titulares de cuando menos el diez por ciento
del capital social de dichas personas jurídicas.
Se considera, entre otros, que se encuentra
vinculada a la sociedad emisora la entidad que
hubiese auditado sus estados financieros en los
últimos dos años.
Por otro lado, el artículo 72 del TUO de la LMV,
sobre las Ofertas Públicas de Adquisición (en adelante, OPA), señala que el incumplimiento de las
normas bursátiles, en relación con el procedimiento de realizar una OPA para obtener participación
significativa, desencadena una obligación de devolver la ganancia de capital derivada de la venta
de las acciones adquiridas en favor de los accionistas transferentes, ello en primer lugar. El artículo
72 sostiene lo siguiente:
Artículo 72. Incumplimiento
En caso de incumplimiento de las normas precedentes, se aplican las siguientes reglas:
a) Quien adquiera o incremente su participación significativa, sea que se trate de una
adquisición directa o indirecta, actuando
de manera individual o conjunta, sea que
actúen o no de manera concertada sin
observar el procedimiento respectivo,
queda suspendido por mérito del pronunciamiento de Conasev en el ejercicio de los
derechos políticos inherentes a las acciones
adquiridas y obligado a su venta en los términos y plazos que determine Conasev mediante norma de carácter general. Mientras
dure la suspensión de los valores indicados,
los mismos no se computan para el quórum.
Sin perjuicio de lo anterior, Conasev podrá
excepcionalmente determinar, adicionalmente, la suspensión de los derechos inherentes a las acciones que tuviese de manera
previa a la adquisición o incremento de participación significativa, así como determinar
que dicha tenencia previa no se computa
para efectos del quórum.
En caso de obtener una ganancia de capital
como producto de la venta de las acciones
adquiridas, debe entregarla a los accionistas que le transfirieron tales valores.
Es nulo todo acuerdo adoptado por los órganos de la sociedad cuando para la adopción de los mismos o para la elección de los
miembros de dichos órganos se ha ejercido
la representación de acciones adquiridas
con prescindencia de la obligación de realizar una oferta pública de adquisición, así
como todo acto de disposición que se efectúe con tales valores. La nulidad a la que se
hace referencia opera de pleno derecho por
el mérito de la resolución del órgano competente de Conasev que se pronuncie sobre
la infracción de las normas que regulan las
ofertas públicas de adquisición.
Sergio García Long
Corresponde a Conasev definir los alcances de
los términos control y vinculación y regular la
participación de la entidad externa a la sociedad y los demás aspectos del presente artículo.
se reconocen dos acciones independientes que
pueden acumularse.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
163
Los beneficios que se perciban con infracción
de lo establecido en este Artículo deben ser
derivados a la sociedad, sin que ello obste a
la correspondiente reclamación de daños y
perjuicios, ni a la interposición de las acciones
penales a que hubiere lugar (2012) [el énfasis
es nuestro].
Respecto al artículo 51 del TUO de la LMV, también es preciso al señalar que el despojo de los
beneficios ilícitos se realiza “sin que ello obste
a la correspondiente reclamación de daños y
perjuicios” (2012), con lo cual, queda claro que
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
Conasev puede sustituir, a solicitud de parte y siempre que sea más beneficioso para
el mercado, la obligación de venta por la
de una OPA dirigida al cien por ciento del
capital social. En este caso, la OPA debe
formularse por el mayor precio pagado por
las acciones adquiridas indebidamente o
el que determine una entidad valorizadora
de acuerdo con lo que establezca Conasev
mediante norma de carácter general, el que
resulte mayor, y siempre que cumpla de
manera previa con el pago del íntegro de la
multa por infringir las normas de OPA.
Asimismo, de existir un diferencial positivo
entre el precio de la OPA y el precio al que
transfirieron las acciones que se adquirieron de manera indebida, el oferente debe
realizar el pago de dicho diferencial.
Lo dispuesto en el presente inciso es de
aplicación en lo pertinente a los casos de
incumplimiento de la obligación de efectuar una oferta pública de adquisición
cuando se trate de supuestos distintos de
la adquisición de acciones a que se refiere
el primer párrafo.
c) Conasev no excluye el valor del registro si
previamente no se ha efectuado la oferta
pública de compra a que se refiere el artículo 69.
La interposición de una acción contenciosoadministrativa no impide la ejecución de lo
dispuesto por Conasev salvo que, mediante una medida cautelar judicial motivada
se disponga lo contrario y siempre que, en
tal caso, se hubiera otorgado como contracautela una garantía suficiente en efectivo,
póliza de caución o carta fianza bancaria
por el equivalente al cincuenta por ciento
del monto de la OPA que debió realizarse,
de acuerdo con los criterios que Conasev
determine mediante norma de carácter general. No es admisible la caución juratoria
como contracautela ni ninguna otra distinta
a las enunciadas anteriormente (2012) [el
énfasis es nuestro].
En este caso, el artículo 72 del TUO de la LMV regula una acción independiente como supuesto de
sanción y, como tal, acumulativa a alguna acción
de resarcimiento, pues la intención de la norma
es disuadir el incumplimiento del procedimiento
para realizar una OPA y, en consecuencia, su objetivo es despojar al adquirente de la ganancia de
capital que pueda obtener de una venta de las acciones adquiridas.
Es importante mencionar que las citadas disposiciones bursátiles sobre despojo de ganancias ilí-
164
citas fueron todas agregadas o modificadas en el
2011 por la Ley 29720, la misma que, a través de
su artículo 4, aclaró los alcances del artículo 181
sobre la pretensión social de responsabilidad para
las sociedades anónimas abiertas. En efecto, fue
el artículo 6 de la Ley 29720 la que agregó el último párrafo del artículo 43 y modificó el artículo 44
del TUO de la LMV para reconocer acciones para
el despojo de ganancias ilícitas, independientes y
cumulativas a la acción por daños y perjuicios. El
último párrafo 51 del TUO de la LMV ya disponía
de manera previa al 2011 la respectiva acción sobre ganancias ilícitas, al igual que el artículo 72,
el cual fue modificado por la Ley 29720, pero no
en relación con la acción de despojo, la cual ya
estaba reconocida.
Finalmente, la Ley 29720 también modificó el Código Penal peruano para reforzar la sanción de
ilícitos lucrativos, al añadir: (i) el artículo 251-A,
que sanciona penalmente el uso de información
privilegiada; y (ii) el artículo 213-A, que sanciona al
fiduciario que, en beneficio propio o de un tercero,
realiza un acto que contraviene el fin para el cual
fue constituido el patrimonio. Los artículos mencionados son los siguientes:
Artículo 213-A.El factor fiduciario o quien ejerza el dominio
fiduciario sobre un patrimonio fideicometido,
o el director, gerente o quien ejerza la administración de una sociedad de propósito especial
que, en beneficio propio o de terceros, efectúe actos de enajenación, gravamen, adquisición u otros en contravención del fin para el
que fue constituido el patrimonio de propósito exclusivo, será reprimido con pena privativa
de libertad no menor de dos (2), ni mayor de
cuatro (4) años e inhabilitación de uno a dos
(2) años conforme al Artículo 36, incisos 2 y 4.
[…]
Artículo 251-A.El que obtiene un beneficio o se evita un perjuicio de carácter económico en forma directa o a través de terceros, mediante el uso de
información privilegiada, será reprimido con
pena privativa de la libertad no menor de uno
(1) ni mayor de cinco (5) años.
Si el delito a que se refiere el párrafo anterior
es cometido por un director, funcionario o empleado de una Bolsa de Valores, de un agente de
intermediación, de las entidades supervisoras
de los emisores, de las clasificadoras de riesgo,
de las administradoras de fondos mutuos de
inversión en valores, de las administradoras de
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
fondos de inversión, de las administradoras de
fondos de pensiones, así como de las empresas
bancarias, financieras o de seguros, la pena no
será menor de cinco (5) ni mayor de siete (7)
años (1991) [el énfasis es nuestro].
usada y quede relegada, sobre todo si procede una
acción por responsabilidad civil. Sin embargo, este
no debería ser un inconveniente si no fuera por la
mala redacción de la norma peruana, sin perjuicio
del reconocimiento legal de la subsidiariedad.
Como vemos, a diferencia del derecho societario
peruano, la ley bursátil ha prestado mayor atención al problema de la comisión de infracciones
para obtener un beneficio ilícito y, ante ello, ha
reconocido diferentes acciones para lograr el despojo de las ganancias ilícitas.
Fíjese que el artículo 1955 está redactado en términos funcionales. Otras normas como el equivalente 1303.3 del Código Civil francés señala que:
“El empobrecido no tiene acción sobre este fundamento cuando dispone de otra acción” (1804) [traducción propia]22, ello significa que basta que la ley
haya dispuesto la aplicación de otra acción sin importar cuál fuese tal acción. Si la ley francesa hace
aplicable una acción menos beneficiosa, la misma
deberá aplicarse y el perjudicado no podrá acudir
al enriquecimiento injustificado, aunque esta fuera
más beneficiosa. Por el contrario, la norma peruana señala que “no es procedente cuando la persona que ha sufrido el perjuicio puede ejercitar otra
acción para obtener la respectiva indemnización”
(Código Civil, art. 1955, 1984), lo cual significa que
solo está precluida la acción por enriquecimiento
injustificado cuando existe una acción igual de beneficiosa, entiéndase, que permita obtener el mismo resultado.
Derecho civil: ¿la solución?
Uno podría preguntarse si la norma supletoria podría ser de alguna ayuda. El Código Civil regula la
acción general por enriquecimiento injustificado,
la cual podría ser invocada en un caso de responsabilidad de directores, ante la deficiencia de la norma especial. Tal acción restitutoria se encuentra
regulada en los artículos 1954 y 1955 del Código
Civil, los cuales sostienen lo siguiente:
Artículo 1954.- Aquel que se enriquece indebidamente a expensas de otro está obligado a
indemnizarlo.
Artículo 1955.- La acción a que se refiere el
artículo 1954 no es procedente cuando la persona que ha sufrido el perjuicio puede ejercitar
otra acción para obtener la respectiva indemnización (1984).
Así, la regulación peruana adoptó el clásico modelo subsidiario de influencia francesa y, además, tiene algunas deficiencias en su redacción. Todo esto
hace complicado invocar a la acción restitutoria21.
Para empezar, la acción por enriquecimiento injustificado debe ser subsidiaria. Esto significa, como
indica el artículo 1955, que no debe ser procedente
otra acción para obtener la respectiva indemnización. Si es procedente otra acción de tal característica, el perjudicado no tiene la opción de elegir una
acción más beneficiosa, sino que debe proceder por
la que tiene a su disposición. Solo si no existe otra
acción para obtener la respectiva indemnización,
podría accionar por enriquecimiento injustificado.
Este presupuesto de la subsidiariedad hace que
la acción por enriquecimiento injustificado no sea
El problema con los artículos 1954 y 1955 del Código Civil peruano es que hacen referencia a una
‘indemnización’ –como lo hacen jurisdicciones de
influencia francesa– en lugar de mencionar ‘restitución’, como el Código Civil de Alemania (§ 812),
Suiza (artículo 62), Japón (artículo 703) y Cuba
(artículos 101 y 103). Esta no es una exquisitez terminológica; la acción por enriquecimiento injustificado es una acción restitutoria, no resarcitoria. Por
ello, es incorrecto hablar de ‘indemnización’. Tal
vez se podría aceptar el uso coloquial, polisémico
y amplio del término23. Sin embargo, tal opción genera un problema práctico al momento de superar
la subsidiariedad.
Si la norma peruana dijera ‘para obtener la respectiva restitución’, la procedencia de una acción
indemnizatoria no sería obstáculo, ya que, por un
lado, se trata de una acción de distinta naturaleza
y, por el otro, la liquidación del monto del beneficio ilícito podría ser superior a lo que correspondería por indemnización de daños y perjuicios.
Bajo este escenario, podría acumularse una acción
resarcitoria con una acción restitutoria, sin que la
21
Estas cuestiones están desarrolladas en García Long (2022, 2023a y 2023b) y León (2021 y 2023).
22
Traducción propia de: «L’appauvri n’a pas d’action sur ce fondement lorsqu’une autre action lui est ouverte ou se heurte
à un obstacle de droit, tel que la prescription” (1804).
23
Así lo propone entre nosotros Fernández (2015). Sin embargo, a su vez, Fernández propone en el Anteproyecto de
Reforma del Código Civil (2019) que se modifique el artículo 1954 para reemplazar ‘indemnización’ por ‘restitución’.
Curiosamente, la misma propuesta no se hace para el artículo 1955.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
3.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
165
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
subsidiariedad sea un obstáculo para ello. Por el
contrario, si la norma es leída en su sentido literal
como ‘para obtener la respectiva indemnización’,
se podría pensar –equivocadamente– que la existencia de una acción indemnizatoria impediría a
su vez accionar por enriquecimiento injustificado.
Entonces, no podría darse el cúmulo de acciones
por la simple razón que la acción por enriquecimiento injustificado estaría siendo confundida y
equiparada a una acción indemnizatoria. Existe
jurisprudencia que confunde al enriquecimiento
injustificado con la responsabilidad civil24.
Por lo anterior, podría intentarse invocar a la acción por enriquecimiento injustificado para lograr
el despojo del beneficio ilícito, independiente del
resarcimiento. Sin embargo, por la mala redacción
de las normas peruanas y por haberse adoptado
el presupuesto de la subsidiariedad, tal alternativa
podría ser más viable en teoría que en la práctica.
Finalmente, el enriquecimiento injustificado podría ser insuficiente si lo que se busca es despojar al infractor de un beneficio ilícito que no tiene
conexión con un empobrecimiento o si, de existir,
es menor al beneficio; sobre todo, piénsese en los
beneficios que se obtienen por el mismo trabajo
o astucia del infractor. El modelo tradicional de
influencia francesa requiere la presencia de cinco presupuestos para la procedencia de la acción
general por enriquecimiento injustificado, esto es
el enriquecimiento, empobrecimiento, conexión
entre enriquecimiento y empobrecimiento, falta de justificación o causa y la subsidiariedad.
Ante este escenario, una visión tradicional del
enriquecimiento injustificado impediría una liquidación dineraria superior al monto del empobrecimiento o daño y que pueda aumentarse de
manera irrestricta por el monto de cualquier beneficio obtenido por el infractor. Aparentemente,
se considera que el derecho peruano ha seguido
tal modelo tradicional.
Sin embargo, como he explicado previamente25,
este es un falso consenso, porque el artículo 1954
no requiere la presencia de los cinco presupuestos,
a diferencia de sus equivalentes europeos que sí
siguen de manera expresa este modelo, como el
artículo 1303 del Código Civil francés o el artículo
2041 del Código Civil italiano. La norma peruana
está redactada de manera tan amplia que –en
realidad– reconoce al principio general contra el
166
enriquecimiento injustificado cuando señala que:
“Aquel que se enriquece indebidamente a expensas de otro está obligado a indemnizarlo” (Código
Civil, art. 1954, 1984). Este tipo de redacción permite una interpretación extensiva de la figura para
que no esté limitada al modelo tradicional, sino
más bien enfocada en el presupuesto del ‘enriquecimiento a expensas de otro’, sin estar limitado a
un respectivo empobrecimiento. De esta manera,
el derecho peruano está más cerca a jurisdicciones
anglosajonas que civilistas en torno al enriquecimiento injustificado. El problema sería su aplicación práctica, ya que se conoce poco del enriquecimiento injustificado o lo que se conoce es equivocado. Ello haría difícil explicar a un juez que el
modelo peruano es uno amplio, esto sin perjuicio
de los cuestionamientos que se podrían hacer a las
liquidaciones extra-compensatorias (como ya he
advertido) si se estira la figura del enriquecimiento
injustificado hasta el punto de que funcione como
punitive damages.
V.
LA ACCIÓN DEL PROVECHO DE DOLO AJENO
Una acción restitutoria que no está regulada en el
Perú, pero sí en Chile, es la acción del provecho por
dolo ajeno, según los artículos 1458 y 2316 del Código Civil de Chile, como muestra de la expresión
del principio contra el enriquecimiento injustificado26. Dichos artículos sostienen lo siguiente:
Art. 1458.
El dolo no vicia el consentimiento sino cuando
es obra de una de las partes, y cuando además
aparece claramente que sin él no hubieran
contratado.
En los demás casos el dolo da lugar solamente a la acción de perjuicios contra la persona
o personas que lo han fraguado o que se han
aprovechado de él; contra las primeras por el
total valor de los perjuicios, y contra las segundas hasta concurrencia del provecho que han
reportado del dolo.
[…]
Art. 2316. Es obligado a la indemnización el
que hizo el daño, y sus herederos.
El que recibe provecho del dolo ajeno, sin ser
cómplice en él, sólo es obligado hasta concu-
24
Véase a la Casación 4689-2017-LIMA.
25
Sobre todo, véase a mi comentario al artículo 1954 del Código Civil peruano en García Long (2023a).
26
Sobre la acción de provecho del dolo ajeno en Chile –altamente debatido– véase a Pizarro Wilson (2009), Domínguez
Águila (2009), Pino Emhart (2016), García Mekis (2016), González Castillo (2020), Momberg (2022), San Martín Neira
(2022) y González González (2022). Compárese con Prado (2018).
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Esta es una interesante acción restitutoria que
debe tomarse como referencia para una futura
reforma peruana. Entonces, queda como tema en
agenda para el legislador peruano el estudio de la
acción de provecho del dolo ajeno y su incorporación en el derecho peruano.
La acción de provecho del dolo ajeno, como su
nombre lo indica, está pensada para aquellas situaciones donde alguien termina beneficiado del
ilícito de otro. Como tal, la norma dispone diferentes consecuencias según los intervinientes en el
ilícito. Frente al infractor, es claro que será procedente una acción resarcitoria y otra frente al beneficio ilícito27, pero también será aplicable alguna
acción frente a las personas que no hayan cometido el ilícito de manera directa pero igual se beneficien de este. Por ello, el artículo 1458 señala que
los beneficiados que no han cometido el ilícito responden “hasta concurrencia del provecho que han
reportado del dolo” (Código Civil [Chile], 2000), o
“hasta concurrencia de lo que valga el provecho”
(Código Civil [Chile], 2000) como señala el artículo
2316. Por la forma en cómo está redactada la norma, la doctrina chilena debate si se trata de una
acción indemnizatoria o restitutoria. Sin perjuicio
de ello, entiéndase como una acción restitutoria
enfocada en el beneficio ilícito. Pizarro Wilson la
considera una institución maravillosa y de muchas
problemáticas (2020).
El caso chileno emblemático fue Inverlink. Enzo
Bertinelli, gerente general de Inverlink Corredora de Bolsa, representante legal y socio de Holding Inverlink, mantenía un romance con Pamela
Andrada, quien fue secretaria de Carlos Massad,
presidente del Banco Central de Chile, cuando un
29 de enero de 2003 se enteró que su secretaria
filtraba información confidencial. Durante la investigación, también se averiguó que Inverlink había
sobornado a Javier Moya Cucurella, tesorero de la
Corporación de Fomento de la Producción (en adelante, Corfo), una agencia estatal chilena. Esto fue
con el fin de que le ‘prestara’ certificados de depósito a plazo para ser usados como garantía, poder
seguir operando y sacar provecho de información
confidencial. Dentro de este contexto, se plantearon acciones penales y civiles, entre las últimas, acciones de provecho del dolo ajeno contra terceros
(bancos, corredores de bolsas, entre otros), por las
ganancias obtenidas derivadas del uso de información confidencial por parte de Inverlink, aunque
tales terceros no hayan cometido los ilícitos. A la
fecha, Corfo ha recuperado 55 mil millones de pesos chilenos de los 85 mil millones robados28.
En uno de los casos, la Corte Suprema de Chile
explicó los requisitos de la acción de provecho del
dolo ajeno: “a. Que exista una actuación dolosa; b.
que un tercero reciba provecho del dolo ajeno; c.
que el que recibe el provecho no sea cómplice del
dolo” (Corte Suprema de Chile, 2012, como se citó
en Prado, 2018, p. 356). Además, explica su diferencia con la responsabilidad civil:
[…] aun cuando se está en presencia de una
acción derivada de la responsabilidad extracontractual, ella no tiene la naturaleza de una
acción indemnizatoria propiamente tal, ya que
la obligación de restituir no está determinada
por el monto de los perjuicios sufridos; tampoco tiene una relación directa con el hecho ilícito cometido, puesto que el tercero que debe
restituir lo percibido no es el autor del daño.
Esta obligación se genera sólo por percibirse un
beneficio producto del dolo que ha sido cometido por otra persona. Así, es este provecho o
utilidad el que debe ser objeto de restitución,
sin perjuicio de que igualmente es necesario
que se produzca un daño a la víctima, pero éste
sólo opera como factor de limitación del monto
máximo a restituir (Prado, 2018, pp. 356-357).
Así, la acción del provecho del dolo ajeno muestra
que una acción restitutoria que se basa en el principio contra el enriquecimiento injustificado tiene
una lógica distinta a la responsabilidad civil. Una
diferencia fundamental es que no necesita de un
criterio de imputación. A diferencia de la responsabilidad civil, donde la culpa u otro criterio de justificación es necesario para proceder con una reasignación patrimonial (el costo de la indemnización);
en la restitución, la reasignación se produce porque, en primer lugar, se realizó una asignación sin
justificación, es decir, sin importar la presencia de
culpa u otro criterio. Por ello, si los inversionistas
de un fondo de inversión obtienen beneficios por
la administración del fondo sin tener conocimiento
que las operaciones fueron realizadas con información confidencial o mediante la comisión de otros
ilícitos, los inversionistas, aunque sean inocentes o
no hayan cometido algún ilícito, responderán por
la devolución del beneficio obtenido en virtud de la
prohibición del enriquecimiento injustificado.
27
Aunque debo advertir que en el derecho chileno es discutible la procedencia de una acción contra los beneficios ilícitos
frente al infractor del daño. La acción de provecho del dolo ajeno no está regulada para los autores sino frente a
beneficiarios inocentes. Su aplicación extensiva hacia los autores es lo discutible.
28
Véase el reportaje de Vega (2023) por los 20 años del caso.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Sergio García Long
rrencia de lo que valga el provecho (2000) [el
énfasis es nuestro].
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
167
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
Bajo el derecho peruano, siempre será posible
invocar, contra beneficiarios inocentes, la acción general por enriquecimiento injustificado,
conforme a los artículos 1954 y 1955 del Código
Civil. Sin embargo, el presupuesto de la subsidiariedad y la mala redacción de las normas peruanas harían nula su aplicación allí donde sea necesaria. Ante tal escenario, la acción de provecho
del dolo ajeno debe ser tomado como referencia
para una futura reforma del derecho peruano.
Si los civilistas no están preparados para incorporarlo en el Código Civil con alcance general,
se podría proceder con una reforma de la Ley
General de Sociedades para regular de manera
más completa las consecuencias negativas de
actuaciones ilícitas en el ámbito empresarial, entre ellas, las derivadas de la responsabilidad de
directores por ganancias ilícitas, incluso frente a
inocentes beneficiarios.
VI.
REFLEXIONES FINALES
El estudio de la responsabilidad de directores es
particularmente interesante por la interacción de
diversas áreas del derecho como lo es el civil, societario y bursátil. Este tema llega a ser tan complejo que, por ello mismo, da la impresión de haber sido una de las razones por las cuales ha sido
omitido incluso por los propios especialistas. En el
caso del derecho peruano, hubo un vacío en torno
al tratamiento del beneficio ilícito obtenido por el
director con su actuar ilícito, pero los expertos en
derecho societario no le dieron el tratamiento necesario. En cierta manera, podría entenderse por
la complejidad de la materia, que es parte del derecho civil y no societario. No obstante, a su vez,
los especialistas en civil tampoco fueron los más
interesados en estudiar este supuesto especial de
responsabilidad civil que por sus particularidades
requiere, además, el estudio de la restitución y el
enriquecimiento injustificado, las cuales son materias usualmente poco perfeccionadas entre los
mismos expertos en derecho civil.
168
ilícitos de directores que generan beneficios ilícitos
sean correctamente reguladas. En este sentido, el
derecho peruano aún tiene mucho que aprender
en relación con la restitución, disuasión y punición
en el derecho corporativo, teniendo en cuenta
que la responsabilidad de directores es una buena
oportunidad para ponerlo en práctica.
REFERENCIAS
Abdala, M. (2014). La aplicación de la denominada
business judgment rule en el derecho argentino. Revista de Derecho Universidad del Norte,
(42), 264-284.
Alcalde, E. (2019). Deber de cuidado de directores de sociedades anónimas y la “regla del
juicio de negocios”. En M. Salazar Gallegos
(ed.), Derecho Corporativo. Estudios en Homenaje a la Facultad de Derecho PUCP en su
Centenario (pp. 319-337). Fondo Editorial de
la PUCP.
Beaumont, R. (2005). La responsabilidad del directorio y de los directores en las sociedades
anónimas, en Estudios de derecho societario.
Libro homenaje a Enrique Elías Laroza. Normas
Legales.
Birks, P. (1985). An introduction to the law of restitution. Clarendon Press.
(1999). Restitution for wrongs. En J. H. Schrage
(ed.), Unjust Enrichment. The Comparative Legal History of the Law of Restitution (171-196).
Berlijn, Duncker and Humblot.
Brunner, C. (2013). Is the Corporate Director’s Duty
of Care a ‘Fiduciary’ Duty? Does It Matter?
Wake Forest Law Review, (48), 1027-1054.
Burrows, A. (2011). The law of restitution. Oxford
University Press.
Sin perjuicio de ello, el estudio se complica más
por la necesidad de estudiar al derecho comparado, sobre todo el derecho inglés, en torno a la
figura del disgorgement of profits (o account of
profits), que responde de mejor manera a las particularidades de ilícitos que generan beneficios para
los directores. Asimismo, el derecho chileno, por
la acción de provecho del dolo ajeno frente a los
beneficiarios inocentes del actuar ilícito de directores, que, aunque no hayan tenido culpa ni sean
cómplices, deben restituir los beneficios ilícitos en
favor de los perjudicados.
Díez Picazo y Ponce de León, L. (2011). La doctrina
del enriquecimiento sin causa. Pontificia Universidad Javeriana.
Todo lo anterior justifica un estudio riguroso del
tema para que las consecuencias negativas de los
(2002). Gain-based remedies. Contract, tort,
equity and intellectual property. Hart Publishing.
Domínguez, R. (2009). Sobre el artículo 2316 inciso
segundo del Código Civil y la acción contra el
que recibe provecho del dolo ajeno. Revista de
Derecho, (225), 217-230.
Edelman, J. (2001). Unjust enrichment, restitution
and wrongs. Texas Law Review, (79), 18691878.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
Escobar, F. (2012). El perverso efecto de la responsabilidad objetiva. El caso de los directores de
las sociedades que cotizan en bolsa. THĒMISRevista de Derecho, (62), 205-222.
Espinoza, J. (1998). Algunas consideraciones respecto de la responsabilidad de los directores
y gerentes de una sociedad y el problema del
denominado abuso de la mayoría. THĒMISRevista de Derecho, (37), 47-50.
Fernández, G. (2015). Tutela y remedios: la indemnización entre la tutela resarcitoria y el enriquecimiento sin causa, en Reflexiones en torno
al Derecho civil, Reflexiones en Torno al Derecho Civil (pp. 385-404). Ius et Veritas.
Friedman, D. (1980). Restitution of benefits obtained through the appropriation of property or
the commission of a wrong. Columbia Law Review, 80(3), 504-558.
Gallo, P. (2018). L’arricchimento senza causa, la responsabilità civile. Giappichelli Editore.
García, B. (2016). La naturaleza jurídica de la acción por provecho del dolo ajeno a la luz del
denominado “Caso Inverlink”. Actualidad Jurídica, (33), 339-357.
García, M. (2017). Capítulo 16. El concepto de ‘faute’ en el ‘avant projet de loi, Réforme de la responsabilité civile’. Novedad y continuidad en
el código civil francés. En L. Prats, & G. Tomás
(eds.), Culpa y responsabilidad (pp. 373-394).
Thomson Reuters Aranzadi.
García, S. (2019). La función punitiva en el derecho
privado. Instituto Pacífico & PUCP.
(2021). Casación 1 – Daños punitivos 0. Comentario a la Casación N° 464-2018-La Libertad.
Gaceta Civil & Procesal Civil, (101), 153-178.
(2022). “A expensas de otro”. Lo que debemos
hacer con el enriquecimiento injustificado en el
Perú. Gaceta Civil & Procesal Civil, (103), 85-116.
(2023a). Artículo 1954. En Nuevo Comentario
del Código Civil Peruano (pp. 374-429). Instituto Pacífico.
(2023b). El enriquecimiento injustificado al
rescate. Comentario a la Casación N° 45872018 Lima. Actualidad Civil, (107), 53-77.
Giglio, F. (2007). Restitution for wrongs: a structural analysis. Canadian Law Journal, (20), 5-34.
Gold, A. (2009). The new concept of loyalty in corporate law. UC Davis Law Review, (43), 457-528.
González, J. (2020). El dolo ajeno: la acción por
provecho, naturaleza, alcance del art. 1458 inc.
2 del Código Civil y la nulidad del contrato. Revista de Derecho, 88(247), 221-243.
González, M. (2022). Defensas frente a la acción
por provecho del dolo ajeno. En A. Pino, & M.
González (eds.), La acción de provecho del dolo
ajeno (pp. 65-83). Tirant lo Blanch.
Grantham, R. & Rickett, C. (2003). Disgorgement
for unjust enrichment? The Cambridge Law
Journal, 62(1), 159-180.
Helms, T. (2012). Disgorgement of profits. https://
max-eup2012.mpipriv.de/index.php/Disgorgement_of_Profits
Hernández, J. (2022). La business judgment rule
(BJR) en el Perú: ¿es necesaria su inclusión
en el derecho societario peruano? Forseti Revista de Derecho, 11(15), 63-91. https://doi.
org/10.21678/forseti.v11i15.1754
Hernández, J., & Gotuzzo, G. (2004). Responsabilidad del estructurador en las ofertas públicas
primarias de valores: limitaciones y due diligence defense. THĒMIS-Revista de Derecho,
(49), 235-247.
Hondius, E., & Janssen, A. (2015). Disgorgement of
profits: gain-based remedies throughout the
world. Springer.
Israel, L. & O’Neill, B. (2014). Disgorgement as a
viable theory of restitution damages. Commercial Damages Reporter, 3-9.
Jiménez, R. (2023). La responsabilidad civil de los
directores de sociedades. En S. García Long
(ed.), Discusiones en torno a la responsabilidad
civil (pp. 259-286). LP Editores.
Jones, G. (1968). Unjust Enrichment and the
Fiduciary’s Duty of Loyalty. Law Quarterly Review, 84(4), 472-502.
(1970). Restitution of Benefits Obtained in
Breach of Another’s Confidence. Law Quarterly
Review, 86(4), 463-492.
Sergio García Long
Eisenberg, M. (2006). The duty of good faith in
corporate law. Delaware Journal of Corporate
Law, (31), 1-37.
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
León, L. (2021). La acción restitutoria por enriquecimiento injustificado en el Perú. Notas histó-
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
169
THEMIS 84 | Revista de Derecho
RESPONSABILIDAD DE DIRECTORES POR GANANCIAS ILÍCITAS
ricas, comparativas y prácticas. Gaceta Civil &
Procesal Civil, (100), 27-75.
(2023). Artículo 1955. En Nuevo Comentario
del Código Civil Peruano. Instituto Pacífico.
McCamus, J. (2011). The Restatement (Third) of
Restitution and Unjust Enrichment. Canadian
Bar Review, (90), 439-467.
Miller, P. (2013). Justifying fiduciary remedies.
The University of Toronto Law Journal, 63(4),
570-623.
Momberg, R. (2022). Sobre el concepto de “provecho” y la naturaleza jurídica del acto que
sirve de antecedente a la acción por provecho
del dolo ajeno del art. 2316 del Código Civil.
En A. Pino, & M. González (eds.), La acción de
provecho del dolo ajeno (pp. 137-155). Tirant
lo Blanch.
Navarrete, J. (2021). La business judgment rule en
el anteproyecto de la Ley General de Sociedades. Be Lawyer.
Pino, A. (2016). La restitución de ganancias ilícitas
y la acción del provecho por dolo ajeno. Revista Ius et Praxis, (22), 227-270.
(2018). La acción restitutoria a favor del Fisco
por uso de información privilegiada. El artículo
172 inciso 3 de la Ley de Mercado de Valores.
En L. Carbajal Arenas & A. Toso Milos (eds.), Estudio de Derecho Comercial. Octavas Jornadas
Chilenas de Derecho Comercial. Departamento
de Derecho de la Empresa. Facultad de Derecho. Pontificia Universidad Católica de Valparaíso (pp. 505-524). Thomson Reuters.
(2019). Los supuestos de restitución de ganancias ilícitas en el derecho privado chileno. Revista Chilena de Derecho, 46(2), 373-398.
Salazar, M. (2023). Apuntes sobre la responsabilidad de gestores corporativos (directores, gerentes y otros) versus la responsabilidad civil
ordinaria. En S. García Long (ed.), Discusiones
en torno a la responsabilidad civil (pp. 493517). LP Editores.
San Martín, L. (2022). La culpa del demandante
en la acción de provecho del dolo ajeno a propósito del caso Inverlink. Comentario a la sentencia Corfo con Inversiones Torres del Paine.
En A. Pino, & M. González (eds.), La acción de
provecho del dolo ajeno (pp. 305-324). Tirant
lo Blanch.
Strine, L., Hammermesh, L., Balotti, R., & Gorris,
J. (2009). Loyalty’s core demand: the defining
role of good faith in corporation law. Harvard
John M. Olin for Law, Economics, and Business,
Discussion Paper, (630), 1-93.
The Law Commission (1997). Aggravated,
Exemplary and Restitutionary Damages
Report.
https://cloud-platform-e218f50a4812967ba1215eaecede923f.s3.amazonaws.
com/uploads/sites/30/2015/04/LC247.pdf
Vanleenhove, C. (2017). Citizen’s participation
through U.S. punitive damages: Should Europe
embrace the concept of punitive damages in
the enforcement of foreign judgments? En N.
Appermont, & U. Cerulus (eds.), Participatie van
de burger in de rechtsorde. Participation du citoyen à l’ordre juridique (pp. 84-95). Die Keure.
Pizarro, C. (2009). La acción de restitución por provecho de dolo ajeno. En Estudios de Derecho
Civil IV (pp. 679-688). Lexis Nexis.
Vega, F. (29 de enero de 2023). A 20 años del
caso Inverlink: qué fue de sus protagonistas y
cuánto ha recuperado la Corfo. LT La Tercera.
https://www.latercera.com/pulso/noticia/a20-anos-del-caso-inverlink-que-fue-de-susprotagonistas-y-cuanto-ha-recuperado-lacorfo/3TCLW64ACBA7VC5F5XNM6DJALE/
(13 de mayo de 2020). Provecho del dolo
ajeno [Video]. https://www.youtube.com/
watch?v=vsPdKjhp0eo
Velasco, J. (2010). How many fiduciary duties are
there in corporate law? Southern California
Law Review, (83), 1231-1318.
Prado, P. (2018). La restitución de mayores ganancias en el incumplimiento eficiente: una respuesta desde el derecho chileno de los contratos. Revista Ius et Praxis, (3), 335-378.
Vingiano, I. (2017). La faute lucrative: une notion
en construction en droit français. Revue Trimestrielle de Droit Commercial, (1), 19-30.
Ripstein, A. (2016). Private Wrongs. Harvard University Press.
170
Sabogal, L. (2012). El margen discrecional de los administradores en Colombia: ¿es aplicable la “regla del buen juicio empresarial” [Business Judgment Rule (BJR)] en el ámbito de su deber de
diligencia? Revista e-Mercatoria, (11), 102-163.
Worthington, S. (1999). Reconsidering disgorgement for wrongs. Modern Law Review, 62(2),
218-240.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
LEGISLACIÓN, JURISPRUDENCIA Y OTROS DOCUMENTOS LEGALES
Ley 26887, Ley General de Sociedades, Diario Oficial El Peruano, 5 de diciembre de 1997 (Perú).
Attorney-General v. Guardian Newspapers Ltd (No
2) [1990] 1 AC 109.
Ley 29720, Ley que Promueve las Emisiones de
Valores Mobiliarios y Fortalece el Mercado de
Capitales, Diario Oficial El Peruano, 9 de junio
de 2001 (Perú).
Attorney General v. Blake [2000] UKHL 45, [2001]
1 AC 268.
Bürgerliches Gesetzbuch [BGB] [Código Civil]
(Ger.).
Code civil [C. civ.] (Fr.).
Minpō [Minpō] [Civ. C.] (Jap.).
THEMIS 84 | Revista de Derecho
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. ISSN: 1810-9934
Restatement (Third) of Restitution and Unjust Enrichment (Am. L. Inst. 2010).
Resolución Ministerial 0108-2017-JUS del Ministerio de Justicia y Derechos Humanos, Anteproyecto de la Ley General de Sociedades, Diario
Oficial El Peruano, 4 de abril de 2018.
Codice Civile [Cc] (It.).
Código Civil [CC] (Cl.).
Código Civil [CC] (Cub).
Código Penal [CP], Decreto Legislativo 635, Diario
Oficial El Peruano, 3 de abril de 1991 (Perú).
Corte Suprema de Justicia de la República, 24 de junio de 2019, Casación 4689-2017-LIMA (Perú).
Decreto Supremo 093-2002-EF, Texto Único Ordenado de la Ley de Mercado de Valores, Diario
Oficial El Peruano, 11 de junio de 2002 (Perú).
Ley 18045, Ley de Mercado de Valores de Chile,
Diario Oficial [D.O.], 21 de octubre de 1981
(Cl.).
Resolución SMV 005-2012-SMV-01, Reglamento
contra el abuso de mercado, 27 de febrero de
2012 (Perú).
Resolución SMV 018-2015-SMV-01, Normas aplicables para la devolución de ganancias de corto plazo, 17 de septiembre de 2015 (Perú).
Sala Civil Permanente de la Corte Suprema de Justicia de la República, 27 de noviembre de 2018,
Casación 464-2018-La Libertad (Perú).
Schweizerisches Zivilgesetzbuch [ZGB] (Switz.).
Sergio García Long
Ley 18046, Ley de Sociedades Anónimas de Chile, Diario oficial [D.O.], 21 de octubre de 1981
(Cl.).
Resolución Ministerial 0300-2016-JUS, Constituyen el Grupo de Trabajo que se encargue de
revisar y proponer mejoras respecto al D. Leg.
Nº 295, Código Civil, Diario Oficial El Peruano,
16 de octubre de 2016.
THĒMIS-Revista de Derecho 84. julio-diciembre 2023. pp. 149-171. e-ISSN: 2410-9592
171
|
|
https://openalex.org/W4237103508
|
https://www.qeios.com/read/YXLYXV/pdf
|
English
| null |
Gastric Adenomatous Polyp
|
Definitions
| 2,020
|
cc-by
| 103
|
Qeios · Definition, February 7, 2020 Open Peer Review on Qeios Open Peer Review on Qeios Gastric Adenomatous Polyp National Cancer Institute Qeios ID: YXLYXV · https://doi.org/10.32388/YXLYXV Source National Cancer Institute. Gastric Adenomatous Polyp. NCI Thesaurus. Code C95773. National Cancer Institute. Gastric Adenomatous Polyp. NCI Thesaurus. Code C95773. National Cancer Institute. Gastric Adenomatous Polyp. NCI Thesaurus. Code C95773 A neoplastic polyp that arises from the stomach. It is usually associated with intestinal-
type differentiation. The presence of high grade dysplasia and a size of more than 2 cm
are factors that increase the risk of malignant transformation. Qeios ID: YXLYXV · https://doi.org/10.32388/YXLYXV 1/1
|
https://openalex.org/W1531761146
|
https://bmcresnotes.biomedcentral.com/counter/pdf/10.1186/s13104-015-1237-2
|
English
| null |
Baseline characteristics in stroke patients with atrial fibrillation: clinical trials versus clinical practice
|
BMC research notes
| 2,015
|
cc-by
| 4,896
|
© 2015 Tanislav et al. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License
(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium,
provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license,
and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/
publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Tanislav et al. BMC Res Notes (2015) 8:262
DOI 10.1186/s13104-015-1237-2 Tanislav et al. BMC Res Notes (2015) 8:262
DOI 10.1186/s13104-015-1237-2 Abstract Background: When applying information gathered from medical research to the clinical setting, it is imperative that
the sample of the investigated patients be representative of the clinical population. Because of this fact, it is necessary
to closely examine the sample’s baseline characteristics in clinical trials. Methods: We analysed baseline data of relevant trials investigating considerable proportions of patients with atrial
fibrillation (AF) in the secondary stroke prevention: EAFT, SIFA, Active-W, BAFTA, RE-LY, AVERROES, ARISTOTLE and
ROCKET AF. For comparing baseline data stroke patients with AF documented in a statutory stroke registry were con-
sidered. In a subgroup of patients (members of a large insurance) data on subsequent prescription for oral anticoagu-
lants (oAK) were available. Results: In the stroke registry (n = 15,886) the mean age was higher than in the selected clinical trials (mean 77.7
versus 70–72 years). Among insurance members (n = 1,828), those with a prescription for oAK (n = 827) were older
than patients recruited in clinical trials (mean 75.1 versus 70–72 years). Results also showed that the male sex was
overrepresented in clinical trials (59–63% versus 46%). The distribution of vascular risk factors in recent clinical trials
was comparable to proportions in the registry (hypertension: 77–85% versus 80%; diabetes mellitus: 20–26% versus
27%). Conclusions: The majority of stroke patients with AF in the clinical setting are considerably older than those
included in clinical trials. While the distribution of vascular risk factors in clinical trials corresponds to proportions
observed in clinical practice, an overrepresentation of the male sex in clinical trials is evident. Keywords: Stroke, Oral anticoagulation, Atrial fibrillation, Care delivery, New anticoagulants Keywords: Stroke, Oral anticoagulation, Atrial fibrillation, Care delivery, New anticoagulants the most important and most often discussed confound-
ing variables is selection bias, which occurs when con-
sidering patients to participate in a study [1]. Applying
information derived from medical research into the clini-
cal setting depends on the generalizability of the investi-
gated patients to the population of interest. Christian Tanislav1*, Sonja Milde2, Sabine Schwartzkopff3, Björn Misselwitz4, Nicole Sieweke1
and Manfred Kaps1 Christian Tanislav1*, Sonja Milde2, Sabine Schwartzkopff3, Björn Misselwitz4, Nicole Sieweke
and Manfred Kaps1 Christian Tanislav1*, Sonja Milde2, Sabine Schwartzkopff3, Björn Misselwitz4, Nicole Sieweke1
and Manfred Kaps1 Abstract
Background: When applying information gathered from medical research to the clinical setting, it is imperative tha
the sample of the investigated patients be representative of the clinical population. Because of this fact, it is necessar
to closely examine the sample’s baseline characteristics in clinical trials. Methods: We analysed baseline data of relevant trials investigating considerable proportions of patients with atrial
fibrillation (AF) in the secondary stroke prevention: EAFT, SIFA, Active-W, BAFTA, RE-LY, AVERROES, ARISTOTLE and
ROCKET AF. For comparing baseline data stroke patients with AF documented in a statutory stroke registry were con
sidered. In a subgroup of patients (members of a large insurance) data on subsequent prescription for oral anticoagu
lants (oAK) were available. Results: In the stroke registry (n = 15,886) the mean age was higher than in the selected clinical trials (mean 77.7
versus 70–72 years). Among insurance members (n = 1,828), those with a prescription for oAK (n = 827) were older
than patients recruited in clinical trials (mean 75.1 versus 70–72 years). Results also showed that the male sex was
overrepresented in clinical trials (59–63% versus 46%). The distribution of vascular risk factors in recent clinical trials
was comparable to proportions in the registry (hypertension: 77–85% versus 80%; diabetes mellitus: 20–26% versus
27%). Conclusions: The majority of stroke patients with AF in the clinical setting are considerably older than those
included in clinical trials. While the distribution of vascular risk factors in clinical trials corresponds to proportions
observed in clinical practice, an overrepresentation of the male sex in clinical trials is evident. Keywords: Stroke, Oral anticoagulation, Atrial fibrillation, Care delivery, New anticoagulants *Correspondence: christian.tanislav@neuro.med.uni‑giessen.de
1 Department of Neurology, Justus Liebig University, Klinikstrasse 33,
35392 Giessen, Germany
Full list of author information is available at the end of the article Methods We evaluated the baseline data of previous clinical trials
with substantial proportions of stroke patients with atrial
fibrillation, including: EAFT, SIFA, Active-W, BAFTA,
RE-LY, AVERROES, ARISTOTLE and ROCKET AF
[2–10]. Characteristics such as age, sex, vascular risk fac-
tors including hypertension and diabetes mellitus were
investigated. For RE-LY, ARISTOTLE and ROCKET AF
baseline data and frequencies calculated in the stroke
subgroups were collected for analysis. Among this sample, we selected a subgroup of patients
(n = 827) from a large health insurance consortium with
evidence of a prescription for oral anticoagulants (oAK). For this subgroup insurance data between 2005 and 2007
was used. In order to identify pertinent members of this
insurance, we examined patients matching a set of crite-
ria including date of birth, date of hospital admission and
the admitting hospital. This data was linked in a pseu-
donymous manner. For our analysis, we selected patients
without further hospitalisation in a 30-day period within
90 days after discharge (n = 1,828). We defined evidence
of a prescription for oral anticoagulants (including phen-
procoumaron, warfarin and coumadin) as a marker of
anticoagulation. This information was gathered from
the insurance claims; 827 patients were identified. For
the categorical variables, data was presented in propor-
tions. A Chi squared test was used to compare propor-
tions between the entire sample identified in the Hessian
stroke registry, the EAFT and SIFA’s samples, and the
subgroups of patients with a previous stroke or TIA in
RE-LY, ARISTOTLE and ROCKET AF. For comparison, we gathered baseline data from
ischaemic stroke or TIA patients with AF documented
(2004–2010) in the stroke registry (n = 15,886) of the
Institute of Quality Assurance Hesse (Geschäftsstelle
für Qualitätssicherung, GQH) (Figure 1) [11]. Patients
with a haemorrhagic stroke or intracranial bleeding 151.158 cases of ischemic stroke or TIA, bleedings and other
aetiologies documented in the hessian registry (2004-2010)
18.154 bleedings or other
aetiologies (e.g. Background Evidence-based medicine, identified in clinical trials,
is crucial to facilitate appropriate decision-making in
patient care. However, patients in clinical trials inevitably
represent a selected sample of the population. As a result,
physicians might challenge the external validity especially
in specific subgroups such as elderly patients. Addition-
ally, different sources of bias might distort results. One of A large number of studies have shown the efficacy
of oral anticoagulation (OA) in atrial fibrillation (AF)
[2–10]. These studies evaluated primary and second-
ary stroke prevention with results demonstrating the
substantial benefit of OA [2–10]. Therefore, it is crucial
to determine how the baseline characteristics of study *Correspondence: christian.tanislav@neuro.med.uni‑giessen.de
1 Department of Neurology, Justus Liebig University, Klinikstrasse 33,
35392 Giessen, Germany
Full list of author information is available at the end of the article *Correspondence: christian.tanislav@neuro.med.uni‑giessen.de
1 Department of Neurology, Justus Liebig University, Klinikstrasse 33,
35392 Giessen, Germany
Full list of author information is available at the end of the article Tanislav et al. BMC Res Notes (2015) 8:262 Page 2 of 6 samples compare to those of patients encountered in
clinical practice and nation-wide populations. In the presented investigation, we aimed to analyse
baseline characteristics in relevant clinical trials of atrial
fibrillation when compared to stroke victims documented
in a larger, more representative stroke registry sample. samples compare to those of patients encountered in
clinical practice and nation-wide populations. were excluded from this study sample. Patients with
moderate disability (modified Rankin scale ≤3 as
assessed on discharge) were selected because these
patients might most meet the criteria for measures in
the secondary stroke prevention such as intake of oral
anticoagulants. This selection might further provide
certain structural equality regarding the disability sta-
tus when comparing patients in clinical trials versus
daily practice. In the presented investigation, we aimed to analyse
baseline characteristics in relevant clinical trials of atrial
fibrillation when compared to stroke victims documented
in a larger, more representative stroke registry sample. Methods CVT)
133.004 cases of ischemic
stroke or TIA
28.971 documented cases of atrial fibrillation
10.851 cases with documented
mRs>3 on discharge
18.120 cases with documented
mRs≤3 on discharge
15.886 with documented discharge at home (n=11.336) or to an
department for rehabilitation (n=4.550)
1828 patients without obvious contraindications for anticoagulants
2101 patients affiliated to the insurance treated 2005 - 2007
119 cases of recurrent stroke
103 deceased within the 90 day follow-up
51 cases without a 30 days interval at home or
incomplete 90 days follow up
Figure 1 Patient selection within the stroke registry data set. TIA
refers to transient ischaemic attack, CVT refers to cerebral vein throm-
bosis, mRs refers to modified Rankin scale. The protocol of the present study was reviewed and
approved by the ethical committee of the medical faculty
of the Justus Liebig University Giessen. Results The
burden of leukoaraiosis, microbleeds and silent brain
infarctions, which correlates with the presence of vascu-
lar risk factors, substantially increases beyond 75 years of
age; this results in a higher risk for intracerebral haem-
orrhage [15–20]. In the BAFTA selection process there
was a preference for elderly individuals without consid-
erable vascular burden. Therefore, those patients with
supposedly higher risk for bleeding were less preferred
for inclusion. Furthermore, regarding secondary stroke
prevention, the BAFTA trial is of limited benefit, as only
a small proportion of patients who have had a previous
stroke were investigated (13%) [8]. The proportion of hypertension and diabetes mellitus
in the registry population, in the selected trials, and in
the subgroups of patients with a previous stroke or TIA
were similar (hypertension 80, 79 and 79.8%); diabetes:
27, 29 and 29%) (Table 1). Earlier investigations (EAFT,
SIFA and BAFTA) focused on patients with a moder-
ate vascular burden and had lower proportions of these
risk factors (hypertension: 44–55% of the patients; dia-
betes mellitus: 13–16% of the patients). In recent tri-
als (Active-W, RE-LY, AVERROES, ARISTOTLE and
ROCKET AF) these factors are of similar proportions
when compared to the registry population (hyperten-
sion: 77–86% of the patients; diabetes mellitus: 20–26%
of the patients). Using a Chi squared test, we compared the propor-
tions of these characteristics among the entire study sam-
ple, which was composed of the Hessian stroke registry
and the EAFT and SIFA populations and the subgroups
of patients with stroke or TIA in RE-LY, ARISTORLE
and ROCKET AF. Results showed that in the majority
of the cases p values were <0.001 (Table 1). However, no
relevant differences were identified in the comparison
between proportions of patients with diabetes mellitus
in the registry study group and the stroke or TIA sub-
group in ARISTOTLE (27 versus 26%, P = 0.1317) and
the gender comparison with SIFA (males: 46 versus 47%,
P = 0.5889). ROCKET AF claims to address more elderly patients
(median 73 years) [10]. However, in the subgroup of
patients with a previous stroke, the median age decreases
(median 71 years) corresponding with the subgroups
in RE-LY (mean 70.5 years) and ARISTOTLE (mean
70.1 years) [7]. In this case the additional burden of a
previous cerebrovascular event a further bias to younger
patients. In many clinical trials males represent the majority
of the participants [2–4, 21, 22]. Results In the GQH registry sample (n = 15,886) the mean age
was 77.7 years. Apart from the BAFTA trial (mean age
81.5 years), the mean age in the selected trials and sub-
groups of patients with a previous stroke or TIA ranged
between 70 and 72 years. In the insurance subgroup the
mean age was comparable to the registry sample (77.6
versus 77.7 years) (Table 1). In the insurance subgroup of
patients with a prescription for oAK, the mean age was
75.1 years and in those without evidence of a prescription
the mean age was 79.8.h It is also important to note that factors such as age
might impact a patient’s inclusion in clinical trials on OA. In these clinical trials, there are strict inclusion criteria
that determine whether or not a patient is included. The
factor age may bias the inclusion in studies due to the
increased risk of bleeding in the elderly and as a result
elderly patients may be less selected for inclusion in clini-
cal trials for OA. In our GQH registry sample the mean
age within the subgroup of patients with prescriptions for
oAK was lower than in the total registry sample (75.1 vs. 77.7 years respectively); however, it still ranged above the
mean age observed in clinical trials (75.1 vs. 70–72 years).h The proportion of males in the registry sample was
46%, while in the insurance subgroup only 41% of
patients were male. The proportion of males increased
in the insurance subgroup of patients with an oAK pre-
scription to 48.1%. Apart from SIFA (proportion of male
patients 47%) there was a majority of males reaching
55–66% in the selected clinical trials (Table 1).h g
(
y
)
The BAFTA trial, which included oAK for individu-
als with AF over 75 years of age, reported a 2.4% abso-
lute risk reduction per year and a similar risk for major
bleeding when compared to aspirin (1.9 versus 2.0%)
[8]. While distributions of vascular risk factors in the
recent trials are comparable to proportions calculated in
the registry population, participants in the BAFTA-trial
were less affected by vascular risk factors (hypertension:
80 versus 54%; diabetes mellitus 27 versus 13%) [8]. Results In contrast, in nation-
wide data collections, males do not exceed 50% [23–25]. In line with this finding, the proportion of male partici-
pants in our nationwide registry was also lower than in
clinical trials (46% versus 55–66%). This might also be a
result of the increased age of the participants as females
suffer from stroke later in life than males [18]. Consistent
with this assumption, the slight decrease in age within
the insurance subgroups (mean 77.6 versus 75.1 years) GQHh The GQH database is a mandatory nationwide hospital-
based registry spanning more than 95% of all ischaemic
strokes, transient ischaemic attacks (TIA), and intracer-
ebral haemorrhages in more than 6 million residents of
Hesse, Germany. The GQH includes data of acute inpa-
tient treatment, as well as factors proven to be relevant
for the course and the prognosis of a stroke. For quality
assurance purposes, the acquisition of this data is regu-
lated by law and implemented as a guideline, which is
elaborated by the Federal Joint Committee for hospital
quality assurance in accordance with Volume V of the
Social Insurance Code (§137 SGB V and §135a SGB V). Based on this regulation, the Hesse State Hospital Law
contains a provision that allows the GQH to record such
data legally. The publication of aggregate quality assur-
ance data has been approved by the Hesse Data Protec-
tion Commissioner, so no data protection problem arises
here [12–14]. Tanislav et al. BMC Res Notes (2015) 8:262 Page 3 of 6 comparable in recent clinical trials with those seen in
clinical practice. Discussion In the registry population patients were on average
7 years older than those included in the selected studies
[2–10]. Apart from age, the comparison of baseline char-
acteristics revealed an overrepresentation of male indi-
viduals in clinical trials. The proportions of vascular risk
factors such as hypertension and diabetes mellitus were Page 4 of 6 Tanislav et al. BMC Res Notes (2015) 8:262 Table 1 Comparison of baseline characteristics between the registry cohorts versus relevant studies providing evidence on secondary stroke prevention
in atrial fibrillation
a Data refers to the subgroup of patients with a previous stroke or TIA. b Indobufen is a reversible inhibitor of platelet cyclooxygenase activity. † p value <0.001 calculated with a Chi square test (comparison between the entire cohort determined in the hessian stroke registry (n = 15,886) and the EAFT cohort, the SIFA cohort and the stroke subgroups in RE-LY,
ARISTOTLE and ROCKET AF). Hessian
stroke registry
(2004–2010)
n = 15,886
Insurance
(total Cohort)
n = 1,828
Insurance
(subgroup
of patients
with prescrip-
tion for AK)
n = 827
EAFT (1993)
n = 669
SIFA (1997)
n = 916
Active-W
(2006)
n = 6,706
BAFTA (2007)
n = 973
AVERROES
(2011)
n = 5,599
RE-LY (2010)
n = 18,113
ARISTOTLE
(2011)
n = 18,201
ROCKET
AF (2012)
n = 14,264
Age (years)
mean, ±SD
77.7 (±9)
77.6 (±8)
75.1(± 8)
71 (±7)
72 (± 8)
70.2
81.5 (±8)
70 ± 9
70 (±9)a
70.1 (±9.7)a
71 (median)a
(IQR 64–77)
Sex
Male
7,312 (46%)
764 (41.8%)
398 (48.1%)
395 (59%)
430 (47%)
4,430 (66%)
531 (55%)
3,277 (59%)
2,279 (63%)a,†
2,152 (63%)a,†
4,538(61%)a,†
Female
8,574 (53%)
1,064 (58%)
429 (51.9%)
274 (41%)
486 (53%)
2,276 (34%)
442 (45%)
2,322 (41%)
1,344 (37%)a,†
1,284 (37%)a,†
2,930(39%)a,†
Risk factors
Hypertension
12,679 (80%)
1,444 (79%)
660 (79.8%)
294 (44%)
506 (55%)
5,522 (82%)
528 (54%)
4,837 (86%)
2,783 (77%)a,†
2,858 (83%)a,†
6,343 (85%)a,†
Diabetes
mellitus
4,371 (27%)
530 (29%)
240 (29%)
87 (13%)
144 (16%)
1,429 (21%)
129 (13%)
1,096 (20%)
816 (22%)a,†
902 (26%)a
5,695 (24%)a,†
Proportion of
Strokes or
TIAs within
the study
population
100%
100%
100%
100%
100%
15%
(n = 1,006)
13%
(n = 124)
14%
(n = 764)
20%
(n = 3,623)
19%
(n = 3,436)
52%
(n = 7,468)
Comparison
of agents
–
–
–
Warfarin vs. placebo and
aspirin vs. placebo
Indobufenb
vs. warfarin
Aspi-
rin + clopi-
dogrel vs. References 1. Miller KD, Rahman ZU, Sledge GW Jr (2001) Selection bias in clinical trials. Breast Dis 14:31–40 1. Miller KD, Rahman ZU, Sledge GW Jr (2001) Selection bias in clinical trials. Breast Dis 14:31–40 2. EAFT (European Atrial Fibrillation Trial) Study Group (1993) Secondary
prevention in non-rheumatic atrial fibrillation after transient ischaemic
attack or minor stroke. Lancet 342:1255–1262 3. Connolly SJ, Ezekowitz MD, Yusuf S, Eikelboom J, Oldgren J, Parekh A et al
(2009) Dabigatran versus warfarin in patients with atrial fibrillation. N Engl
J Med 361:1139–1151 4. Diener HC, Connolly SJ, Ezekowitz MD, Wallentin L, Reilly PA, Yang S
et al (2010) Dabigatran compared with warfarin in patients with atrial
fibrillation and previous transient ischaemic attack or stroke: a subgroup
analysis of the RE-LY trial. Lancet Neurol 9:1157–1163 Abbreviations
O
O l OA: Oral anticoagulation; AF: atrial fibrillation; GQH: stroke registry of the
Institute of quality assurance Hesse (Geschäftsstelle für Qualitätssicherung,
GQH); TIA: transient ischaemic attacks; oAK: oral anticoagulants; mRS: modified
Rankin scale. 12. Stolz E, Hamann GF, Kaps M, Misselwitz B (2011) Regional differences in
acute stroke admission and thrombolysis rates in the German federal
state of Hesse. Dtsch Arztebl Int 108:607–611 13. Jauss M, Schutz HJ, Tanislav C, Misselwitz B, Rosenow F (2010) Effect of
daytime, weekday and year of admission on outcome in acute ischaemic
stroke patients treated with thrombolytic therapy. Eur J Neurol 17:555–561 13. Jauss M, Schutz HJ, Tanislav C, Misselwitz B, Rosenow F (2010) Effect of
daytime, weekday and year of admission on outcome in acute ischaemic
stroke patients treated with thrombolytic therapy. Eur J Neurol 17:555–561 Discussion warfarin
Warfarin vs. aspirin
Apixaban vs. aspirin
Dabigatran vs. warfarin
Apixaban vs. warfarin
Rivoroxaban vs. warfarin Tanislav et al. BMC Res Notes (2015) 8:262 Page 5 of 6 Page 5 of 6 corresponded with a higher proportion of male subjects
(41.8–48.1%). Competing interests The authors declare that they have no competing interests. Author details
1 1 Department of Neurology, Justus Liebig University, Klinikstrasse 33,
35392 Giessen, Germany. 2 Dresden International University, Dresden,
Germany. 3 AOK Division of the Federal State of Hesse, Eschborn, Frankfurt,
Germany. 4 Geschäftsstelle Qualitätssicherung Hessen (GQH), Eschborn,
Frankfurt, Germany. 1 Department of Neurology, Justus Liebig University, Klinikstrasse 33,
35392 Giessen, Germany. 2 Dresden International University, Dresden,
Germany. 3 AOK Division of the Federal State of Hesse, Eschborn, Frankfurt,
Germany. 4 Geschäftsstelle Qualitätssicherung Hessen (GQH), Eschborn,
Frankfurt, Germany. Even though EAFT and SIFA included a small number
of patients with a relatively moderate burden of vascular
risk factors, we considered these two ground-breaking
trials, because both specifically addressed stroke patients
in secondary prevention [2, 9]. In these trials the signifi-
cant advantage of oAK over a therapy with platelet inhib-
itors was demonstrated. In contrast, the vast majority of
AF trials provided evidence for the safety and efficacy of
OA in the general population of both stroke and non-
stroke patients. The percentage of stroke patients ranged
from 13 to 25% in these trials. Despite methodological
limitations, specifically the small number of patients,
these subgroup analyses indicated the efficacy of OA in
patients with AF after having a stroke [4, 5, 22]. Indisput-
ably, the participation of stroke patients in AF trials is
crucial because they face higher risks of both recurrent
stroke and bleeding complications [18]. Because of this
higher risk of a worse outcome, it is difficult to extrapo-
late the benefit of OA in secondary prevention from pri-
mary prevention studies. Trials designed to specifically
investigate patients within secondary stroke prevention
would be ideal. Study sponsorship There was no funding nor any funders involved in the study. There was no funding nor any funders involved in the study. Received: 9 January 2014 Accepted: 17 June 2015 Received: 9 January 2014 Accepted: 17 June 2015 Received: 9 January 2014 Accepted: 17 June 2015 Conclusions Morocutti C, Amabile G, Fattapposta F, Nicolosi A, Matteoli S, Trappolini
M et al (1997) Indobufen versus warfarin in the secondary prevention
of major vascular events in nonrheumatic atrial fibrillation. SIFA (Studio
Italiano Fibrillazione Atriale) Investigators. Stroke 28:1015–1021 10. Patel MR, Mahaffey KW, Garg J, Pan G, Singer DE, Hacke W et al (2011)
Rivaroxaban versus warfarin in nonvalvular atrial fibrillation. N Engl J Med
365:883–891 10. Patel MR, Mahaffey KW, Garg J, Pan G, Singer DE, Hacke W et al (2011)
Rivaroxaban versus warfarin in nonvalvular atrial fibrillation. N Engl J Med
365:883–891 11. Foerch C, Misselwitz B, Sitzer M, Berger K, Steinmetz H, Neumann-Haefelin
T (2005) Difference in recognition of right and left hemispheric stroke. Lancet 366:392–393f 12. Stolz E, Hamann GF, Kaps M, Misselwitz B (2011) Regional differences in
acute stroke admission and thrombolysis rates in the German federal
state of Hesse. Dtsch Arztebl Int 108:607–611 OA: Oral anticoagulation; AF: atrial fibrillation; GQH: stroke registry of the
Institute of quality assurance Hesse (Geschäftsstelle für Qualitätssicherung,
GQH); TIA: transient ischaemic attacks; oAK: oral anticoagulants; mRS: modified
Rankin scale. 11. Foerch C, Misselwitz B, Sitzer M, Berger K, Steinmetz H, Neumann-Haefelin
T (2005) Difference in recognition of right and left hemispheric stroke.
Lancet 366:392–393 Disclosures Disclosures
All authors report no disclosures related to the manuscript. Compliance with ethical guidelines Compliance with ethical guidelines Conclusions Despite clear evidence of the efficacy of OA, there is an
age-dependent variable when considering stroke patients
for this treatment. There is a considerable difference in
age of patient populations in clinical trials when compared
with clinical practice. Results have shown that in clinical
trials younger patients (70–72 years) are preferable; how-
ever, in clinical practice, patients selected for OA are older
(75.1 years) than those in trials, but also younger than
those who are selected for alternative therapy (79.8 years). With regard to the vascular risk factors of hypertension
and diabetes mellitus, we found that the proportions in
recent clinical trials are comparable to those in clinical
practice. Both patients and clinicians would benefit from
further investigations into secondary stroke prevention
when selecting patients suitable for OA. Currently evi-
dence is generally collected from studied in the primary
stroke prevention with considerably younger patients. 5. Easton JD, Lopes RD, Bahit MC, Wojdyla DM, Granger CB, Wallentin L et al
(2012) Apixaban compared with warfarin in patients with atrial fibrillation
and previous stroke or transient ischaemic attack: a subgroup analysis of
the ARISTOTLE trial. Lancet Neurol 11:503–511 6. Granger CB, Alexander JH, McMurray JJ, Lopes RD, Hylek EM, Hanna M
et al (2011) Apixaban versus warfarin in patients with atrial fibrillation. N
Engl J Med 365:981–992 7. Hankey GJ, Patel MR, Stevens SR, Becker RC, Breithardt G, Carolei A
et al (2012) Rivaroxaban compared with warfarin in patients with atrial
fibrillation and previous stroke or transient ischaemic attack: a subgroup
analysis of ROCKET AF. Lancet Neurol 11:315–322 8. Mant J, Hobbs FD, Fletcher K, Roalfe A, Fitzmaurice D, Lip GY et al (2007)
Warfarin versus aspirin for stroke prevention in an elderly community popu-
lation with atrial fibrillation (the Birmingham Atrial Fibrillation Treatment of
the Aged Study, BAFTA): a randomised controlled trial. Lancet 370:493–503 8. Mant J, Hobbs FD, Fletcher K, Roalfe A, Fitzmaurice D, Lip GY et al (2007)
Warfarin versus aspirin for stroke prevention in an elderly community popu-
lation with atrial fibrillation (the Birmingham Atrial Fibrillation Treatment of
the Aged Study, BAFTA): a randomised controlled trial. Lancet 370:493–503 9. Morocutti C, Amabile G, Fattapposta F, Nicolosi A, Matteoli S, Trappolini
M et al (1997) Indobufen versus warfarin in the secondary prevention
of major vascular events in nonrheumatic atrial fibrillation. SIFA (Studio
Italiano Fibrillazione Atriale) Investigators. Stroke 28:1015–1021 9. 13. Jauss M, Schutz HJ, Tanislav C, Misselwitz B, Rosenow F (2010) Effect of
daytime, weekday and year of admission on outcome in acute ischaemic
stroke patients treated with thrombolytic therapy. Eur J Neurol 17:555–561 MK and CT designed the study. CT and SM calculated the results. CT, SM, BM,
SS, NS and MK were involved in data analysis and interpretation. They proved
und contributed for important intellectual content. All authors read and
approved the final manuscript. 14. Tanislav C, Milde S, Schwartzkopff S, Sieweke N, Kramer HH, Juene-
mann M et al (2014) Secondary stroke prevention in atrial fibrillation:
a challenge in the clinical practice. BMC Neurol 14:195. doi:10.1186/
s12883-014-0195-y.:95-0195 Authors’ contributions MK and CT designed the study. CT and SM calculated the results. CT, SM, BM,
SS, NS and MK were involved in data analysis and interpretation. They proved
und contributed for important intellectual content. All authors read and
approved the final manuscript. 14. Tanislav C, Milde S, Schwartzkopff S, Sieweke N, Kramer HH, Juene-
mann M et al (2014) Secondary stroke prevention in atrial fibrillation:
a challenge in the clinical practice. BMC Neurol 14:195. doi:10.1186/
s12883-014-0195-y.:95-0195 14. Tanislav C, Milde S, Schwartzkopff S, Sieweke N, Kramer HH, Juene-
mann M et al (2014) Secondary stroke prevention in atrial fibrillation:
a challenge in the clinical practice. BMC Neurol 14:195. doi:10.1186/
s12883-014-0195-y.:95-0195 Tanislav et al. BMC Res Notes (2015) 8:262 Page 6 of 6 15. Schmidt R, Ropele S, Ferro J, Madureira S, Verdelho A, Petrovic K et al
(2010) Diffusion-weighted imaging and cognition in the leukoariosis and
disability in the elderly study. Stroke 41:e402–e408 22. Diener HC, Eikelboom J, Connolly SJ, Joyner CD, Hart RG, Lip GY et al
(2012) Apixaban versus aspirin in patients with atrial fibrillation and previ-
ous stroke or transient ischaemic attack: a predefined subgroup analysis
from AVERROES, a randomised trial. Lancet Neurol 11:225–231 from AVERROES, a randomised trial. Lancet Neurol 11:225–231 16. Kalra L, Yu G, Perez I, Lakhani A, Donaldson N (2000) Prospective
cohort study to determine if trial efficacy of anticoagulation for stroke
prevention in atrial fibrillation translates into clinical effectiveness. BMJ
320:1236–1239 23. Palm F, Kleemann T, Dos SM, Urbanek C, Buggle F, Safer A et al (2012)
Stroke due to atrial fibrillation in a population-based stroke registry (Lud-
wigshafen Stroke Study) CHADS(2), CHA(2) DS(2)-VASc score, underuse
of oral anticoagulation, and implications for preventive measures. Eur J
Neurol 20:117–123 17. Darkow T, Vanderplas AM, Lew KH, Kim J, Hauch O (2005) Treatment pat-
terns and real-world effectiveness of warfarin in nonvalvular atrial fibrilla-
tion within a managed care system. Curr Med Res Opin 21:1583–1594 24. Giralt-Steinhauer E, Cuadrado-Godia E, Ois A, Jimenez-Conde J, Rodri-
guez-Campello A, Soriano C et al (2013) Comparison between CHADS2
and CHA2 DS2-VASc score in a stroke cohort with atrial fibrillation. Eur J
Neurol 20:623–628 18. Fang MC, Chang Y, Hylek EM, Rosand J, Greenberg SM, Go AS et al (2004)
Advanced age, anticoagulation intensity, and risk for intracranial hemor-
rhage among patients taking warfarin for atrial fibrillation. Ann Intern
Med 141:745–752 25. Authors’ contributions Hylek EM, Evans-Molina C, Shea C, Henault LE, Regan S (2007) Major
hemorrhage and tolerability of warfarin in the first year of therapy among
elderly patients with atrial fibrillation. Circulation 115:2689–2696 19. Hylek EM, Evans-Molina C, Shea C, Henault LE, Regan S (2007) Major
hemorrhage and tolerability of warfarin in the first year of therapy among
elderly patients with atrial fibrillation. Circulation 115:2689–2696 20. Jeerakathil T, Wolf PA, Beiser A, Hald JK, Au R, Kase CS et al (2004) Cerebral
microbleeds: prevalence and associations with cardiovascular risk factors
in the Framingham Study. Stroke 35:1831–1835 21. Connolly SJ, Eikelboom J, Joyner C, Diener HC, Hart R, Golitsyn S
et al (2011) Apixaban in patients with atrial fibrillation. N Engl J Med
364:806–817 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
|
https://openalex.org/W4362009321
|
https://aacr.figshare.com/articles/journal_contribution/Supplementary_Table_1_from_Distinct_microRNA_Expression_Profiles_in_Prostate_Cancer_Stem_Progenitor_Cells_and_Tumor-Suppressive_Functions_of_let-7/22393704/1/files/39839280.pdf
|
unk
| null |
Supplementary Table 1 from Distinct microRNA Expression Profiles in Prostate Cancer Stem/Progenitor Cells and Tumor-Suppressive Functions of let-7
| null | 2,023
|
cc-by
| 132
|
&!'!(
&'!(
&'!(
&!'!(
&!'(
&!'(
&'!(
&!'!(
&!'(
&'!(
&'(
&'(
&!'(
&'(
&'(
&!'(
&'!(
&'(
&!'(
%
*
+
,
&-
.,(
#
*
$
%
%,
,+
)
*,
*
0#
% %
%+*
*
%
*
$
%
|
https://openalex.org/W2757339220
|
https://www.nature.com/articles/s41598-018-25556-9.pdf
|
English
| null |
Reprogramming, oscillations and transdifferentiation in epigenetic landscapes
|
Scientific reports
| 2,018
|
cc-by
| 11,748
|
Bivash Kaity1, Ratan Sarkar2, Buddhapriya Chakrabarti3 & Mithun K. Mitra 1 Waddington’s epigenetic landscape provides a phenomenological understanding of the cell
differentiation pathways from the pluripotent to mature lineage-committed cell lines. In light of recent
successes in the reverse programming process there has been significant interest in quantifying the
underlying landscape picture through the mathematics of gene regulatory networks. We investigate
the role of time delays arising from multi-step chemical reactions and epigenetic rearrangement on the
cell differentiation landscape for a realistic two-gene regulatory network, consisting of self-promoting
and mutually inhibiting genes. Our work provides the first theoretical basis of the transdifferentiation
process in the presence of delays, where one differentiated cell type can transition to another directly
without passing through the undifferentiated state. Additionally, the interplay of time-delayed
feedback and a time dependent chemical drive leads to long-lived oscillatory states in appropriate
parameter regimes. This work emphasizes the important role played by time-delayed feedback loops in
gene regulatory circuits and provides a framework for the characterization of epigenetic landscapes. The rise of transcription factor mediated induced pluripotency1–6 has given rise to increased efforts in order
to understand the epigenetic landscape that underpins the process of cellular differentiation. Yamanaka and
co-authors have shown that four transcriptions factors (TF), Sox2, Oct4, Klf4 and c-Myc are enough to repro-
gram fully differentiated cells to the pluripotent state, in mouse fibroblast cells1, as well as in human fibroblasts2. A different program, using a combination of the TFs Sox2, Oct4, NANOG, and LIN28 has also been shown to
induce pluripotency in fully differentiated human cells3–5.hf p
p
y
yf
The process of cellular differentiation has traditionally been thought of in terms of Waddington’s epigenetic
landscape7, using the metaphor of a ball rolling down a hill, with the final valley representing the differentiated
states, the top of the hill representing the pluripotent state, and the valley chosen by a cell from among similar
ones as cell fate decisions. The discovery of the reprogramming pathway has led to an interest in mathemati-
cally modeling the epigenetic landscape though the underlying Gene Regulatory Networks (GRN). Initial studies
using a toy single gene regulatory network studied the properties of cellular differentiation using a self-activating
gene8–12. Later studies have expanded this work to model more realistic two gene networks, that are self-activating
and mutually inhibiting11,13–17. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports 1IIT Bombay, Department of Physics, Mumbai, 400076, India. 2Indian Institute of Science, Centre for High Energy
Physics, Bangalore, 560012, India. 3University of Sheffield, Department of Physics and Astronomy, Sheffield, S3 7RH,
UK. Correspondence and requests for materials should be addressed to M.K.M. (email: mithun@phy.iitb.ac.in) Reprogramming, oscillations and
transdifferentiation in epigenetic
landscapes Received: 20 November 2017
Accepted: 19 March 2018
Published: xx xx xxxx Bivash Kaity1, Ratan Sarkar2, Buddhapriya Chakrabarti3 & Mithun K. Mitra 1 Bivash Kaity1, Ratan Sarkar2, Buddhapriya Chakrabarti3 & Mithun K. Mitra 1 These models have shown that the cell can follow different pathways during the
differentiation and reverse programming pathways, and provided a more nuanced understanding of the epige-
netic landscape11,13–16. An experimental attempt to elucidate the reverse programming pathway was made by Nagy and Nagy18, in
which they attempted to clarify the pathway of a cell undergoing reverse differentiation through the use of a
controlled time-dependent chemical drive. Somatic fibroblast cells derived from mouse iPSC have the four pluri-
potency factors (Sox2, Oct4, Klf4 and c-Myc) incorporated in a latent state. These were activated through a single
chemical factor, doxycycline, which was supplied for different durations. They observed that when the doxycy-
cline input was provided for a time of less than ~7 days (dPNR), the cell stayed in the fully differentiated somatic
state. On the other hand, on providing the doxycycline input for a period greater than ~14 days (dCPS), the cell
made a transition to the induced pluripotent state. For a chemical drive between dPNR and dCPS, the system was
neither in the initial state, nor did it reach the final pluripotent state, and was stuck in a new uncharacterized state,
referred to as the “Area 51” state. This provided concrete evidence that the path followed by the cell on the reverse
differentiation pathway is not necessarily the same as that during the forward differentiation process. 1IIT Bombay, Department of Physics, Mumbai, 400076, India. 2Indian Institute of Science, Centre for High Energy
Physics, Bangalore, 560012, India. 3University of Sheffield, Department of Physics and Astronomy, Sheffield, S3 7RH,
UK. Correspondence and requests for materials should be addressed to M.K.M. (email: mithun@phy.iitb.ac.in) Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 1 www.nature.com/scientificreports/ Figure 1. (a) A schematic of gene regulatory network. The two transcription factors X and Y are self-activating,
and mutually inhibiting; (b) The bifurcation diagram of the non-delayed system of equations Eq. 1. The dashed
green lines correspond to the two values of the feedback parameter a that were analysed in subsequent section. The other parameters were fixed at a0 = 0.5, b = 1.0, k = 1.0, n = 4, and S = 0.5. The velocity vector plots in the
(x, y) plane for these two points are shown in (c) Regime B and (d) Regime A. Figure 1. (a) A schematic of gene regulatory network. Bivash Kaity1, Ratan Sarkar2, Buddhapriya Chakrabarti3 & Mithun K. Mitra 1 We demonstrated a proof-of-concept of this time-delayed feedback regulation in the context of a
single-gene time evolution, where we showed that a competition between the delay timescale and the timescale
of the chemical drive can set up long-lived oscillations in the concentration of the transcription factor and inter-
preted this as a possible explanation of the cells caught in limbo during the differentiation process. p
p
p
g
gf
p
In the current work, we present an analysis of the interplay of time-delayed feedback and a time-dependent
chemical drive on a more realistic two-gene regulatory network. The underlying motif of the GRN consists of
two self-activating and mutually inhibiting transcription factors, which is an extremely common motif observed
in biological GRNs11,13–17. Examples include the the differentiation pathway of the Common Myeloic Progenitor
(CMP) cell which differentiates into the Myeloid and Erythroid cell fates depending on the over-expression of the
TF PU.1 or GATA1 respectively. The myeloid and Erythroid cell lines differentiate further to produce the different
cell fates in the myeloid lineage30–34. While a full analysis of the reverse differentiation pathway involves multiple
genes mediated by multiple TFs, we restrict our analysis to this smaller subset of two-gene mediated regulatory
networks. We show that starting from a differentiated state, it is possible to follow the reverse pathway to reach
the undifferentiated state. Depending on the interplay between the chemical drive and the delayed feedback, we
observe long-lived oscillatory states in this two-TF GRN, which might provide an explanation of the unchar-
acterized states observed in reverse differentiation experiments18. We also show that this same framework can
provide a theoretical basis for the phenomenon of transdifferentiation, where one differentiated cell can switch to
a different differentiated cell fate without passing through the undifferentiated or pluripotent state. To the best of
our knowledge, this is the first study that provides a theoretical underpinning to the transdifferentiation process,
which is well known in experimental contexts35–42.iif In subsequent sections, we first define the differential equations that govern the time evolution of the TFs in
the presence of a time-dependent chemical drive and time-delayed feedback. We then present results in different
parameter regimes, which show oscillatory states and transdifferentiation events. Further, we characterize the
phase space of the model in terms of the drive time and the delay timescale as well as characterize the oscillations
observed in greater detail. Bivash Kaity1, Ratan Sarkar2, Buddhapriya Chakrabarti3 & Mithun K. Mitra 1 Finally, we discuss the relevance of the current model in the context of generating a
more detailed picture of epigenetic landscapes. Bivash Kaity1, Ratan Sarkar2, Buddhapriya Chakrabarti3 & Mithun K. Mitra 1 The two transcription factors X and Y are self-activating,
and mutually inhibiting; (b) The bifurcation diagram of the non-delayed system of equations Eq. 1. The dashed
green lines correspond to the two values of the feedback parameter a that were analysed in subsequent section. The other parameters were fixed at a0 = 0.5, b = 1.0, k = 1.0, n = 4, and S = 0.5. The velocity vector plots in the
(x, y) plane for these two points are shown in (c) Regime B and (d) Regime A. In a previous work12, we argued that modeling of the underlying gene regulatory network requires careful
consideration of the time delays associated with the feedback regulation of the transcription factors. The reverse
differentiation process can take place over a duration of weeks, and is accompanied by a host of changes in the
epigenetic markers that characterize the state of the cell, such as changes in histone protein expression levels19,20,
as well as changes in the chromatin compaction characteristics21–29. The timescales associated with these physi-
cal changes would impact the feedback regulation, and could have a critical impact in assessing the differentia-
tion pathways. We demonstrated a proof-of-concept of this time-delayed feedback regulation in the context of a
single-gene time evolution, where we showed that a competition between the delay timescale and the timescale
of the chemical drive can set up long-lived oscillations in the concentration of the transcription factor and inter-
preted this as a possible explanation of the cells caught in limbo during the differentiation process. In a previous work12, we argued that modeling of the underlying gene regulatory network requires careful
consideration of the time delays associated with the feedback regulation of the transcription factors. The reverse
differentiation process can take place over a duration of weeks, and is accompanied by a host of changes in the
epigenetic markers that characterize the state of the cell, such as changes in histone protein expression levels19,20,
as well as changes in the chromatin compaction characteristics21–29. The timescales associated with these physi-
cal changes would impact the feedback regulation, and could have a critical impact in assessing the differentia-
tion pathways. Results The time evolution
equations incorporating a simultaneous chemical drive and delayed feedback is given by, τ
τ
τ
τ
τ
τ
=
Θ
−
+
−
+
−
+
+
−
−
=
Θ
−
+
−
+
−
+
+
−
−
dx
dt
a
d
t
a
x t
S
x t
b
S
S
y
t
kx t
dy
dt
a
d
t
a
y
t
S
y
t
b
S
S
x t
ky t
(
)
(
)
(
)
(
)
( )
(
)
(
)
(
)
(
)
( )
(2)
n
n
n
n
n
n
n
n
n
n
n
n
0
1
1
1
1
2
0
2
2
2
2
1 (2) the first term represents the time dependent drive, which is modeled by the Heaviside theta function, with the
parameter d setting the duration for which the input is provided. Feedback processes mediated by the TF x are
characterised by a delay timescale τ1, while those mediated by the TF y are characterised by a delay timescale τ2. The parameters a1/2 and b1/2 controls the strength of the positive and negative feedback for the two transcription
factors. In order to reduce the dimensionality of the parameter space, we shall assume them to be the same
throughout the remainder of this work, i.e. a1 = a2 = a and b1 = b2 = b. The decay constant is assumed to be the
same for both TFs for similar reasons. A brief discussion on the implications of asymmetric parameters is pre-
sented in subsequent sections.hf q
The nonlinear delay differential equations were solved using MATLAB (Mathworks, Inc.) using the dde23
solver. The solutions of the equations yields the trajectories of the system in the (x, y) concentration space. The
fixed points and the bifurcation diagram of the non-delayed model was obtained by plotting the nullclines of the
system of equations and subsequently performing a linear stability analysis. The trajectories obtained were ana-
lyzed in the long-time limit to classify the phase space of the system. y
g
y
p
p
y
In the absence of a time-dependent drive and delayed feedback (Eq. 1), the behaviour of the system can be
understood in terms of a bifurcation analysis of the phase space. The bifurcation diagram for this system is shown
in Fig. 1(b). Results The phase space analysis shows that this two gene network is a multi-stable system, with a region of
bistability for <
∼
. a
a
0 77
c
, and a region of multistability for a > ac. For a < ac, the system has two stable steady
states (solid blue lines), separated by a central unstable state (dashed red line). The phase space velocities in this
region are shown in Fig. 1(c), which clearly shows the two stable attractors separated by the central unstable state. For a > ac, the system undergoes a pitchfork bifurcation where central unstable state become stable and two new
unstable states appear symmetrically on either side of the central steady state. The phase space velocity for this
region is shown in Fig. 1(d). The central steady state concentrations of the two TFs are equal i.e., x = y, which in
our model corresponds to the undifferentiated (or progenitor) state. The two terminal attractors, one with x = u,
y ≈ 0 and another with x ≈ 0, y = u, correspond to the two differentiated states. Thus, in each of the differentiated
states, one TF completely dominates over the other (
x
y or
x
y), with the weaker TF being effectively
silenced. These then correspond to two distinct valleys of the epigenetic landscape which represent the two differ-
entiated states. A comprehensive phase space and bifurcation analysis for this non-delayed model has been stud-
ied previously13,15.ff We study the reverse differentiation process, starting from one of the differentiated steady state, and follow
the time evolution of the system for different values of the drive duration and delay time. Since the bifurcation
diagram shows two distinct dynamical behaviour regimes, i.e., for a > ac (Regime A), and a < ac (Regime B), we
study the system at a representative point in both these regimes. The parameters chosen for this paper are marked
with a dotted line in the bifurcation diagram Fig. 1(b). Long lived oscillatory states. We first report results for the set of model parameters given by, drive ampli-
tude a0 = 0.5, the positive and negative feedback amplitudes a = 1.0, and b = 1.0, decay constant k = 1.0, Hill expo-
nent n = 4, and S = 0.5. We shall refer to this representative point in parameter space as Regime A, as illustrated
in the bifurcation diagram Fig. Results Two-gene networks have been studied in the literature as a model system to investigate the properties of epige-
netic landscapes. The most common motif in a two gene network is where the transcription factor corresponding
to each gene up-regulates its own production and down-regulates the production of the transcription factor
associated with the other gene (Fig. 1a). It is possible to write down differential equations governing the time
evolutions of the concentrations of the two transcription factors, =
+
+
+
−
=
+
+
+
−
dx
dt
a
x
S
x
b
S
S
y
kx
dy
dt
a
y
S
y
b
S
S
x
ky
(1)
n
n
n
n
n
n
n
n
n
n
n
n
1
1
2
2 =
+
+
+
−
=
+
+
+
−
dx
dt
a
x
S
x
b
S
S
y
kx
dy
dt
a
y
S
y
b
S
S
x
ky
(1)
n
n
n
n
n
n
n
n
n
n
n
n
1
1
2
2 (1) Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 2 www.nature.com/scientificreports/ where x and y denote the concentrations of the two transcription factors11,13. The feedback terms are modeled as
Hill functions11, with exponent n controlling the steepness of the switch curve, while the parameter S controls
the concentration at which the half-maximal point is reached. The first term corresponds to a positive feedback
mechanism, with each TF up-regulating its own production, while the second term represents the mutual neg-
ative feedback between the two components. Finally there is a decay term with the strength of the degradation
process controlled by the decay parameter k. This model has been studied extensively11,13,16 as a representation of
the cell differentiation process and has yielded insights into the epigenetic landscape as a cell differentiates.f ff
In order to model the reverse differentiation process, we incorporate a time dependent chemical drive (along
the lines of our earlier work12) as in experiments18. The feedback regulation depend on the concentrations of the
TFs at some previous times, to account for the finite timescales of chromosome reorganization and other epige-
netic state markers. We model these finite time processes through the incorporation of a time-delayed feedback. The degradation process is still assumed to be dependent on the instantaneous concentration. Results (a) d = 10: System stays in initial undifferentiated state; (b) d = 75: Sustained
oscillations with the system spending more time in the vicinity of one state than the other; (c) d = 250: Sustained
oscillations with the system spending approximately equal times in the vicinity of the two states; (d) d = 510:
Successful reprogramming to the undifferentiated state. etween the initial differentiated state and the central progenitor state (1, 1) for times which are much larger than
he characteristic timescales in the system (d,τ). y
On increasing the drive time even further, the system comes out of this long lived oscillatory state and transi-
tions to central progenitor state beyond a certain critical d. This is shown in Fig. 2 for d = 510. The system shows
small oscillations as it starts from the initial differentiated state, but it quickly settles into undifferentiated state. This would then correspond to a successful completion of the reverse differentiation process. Thus in regime
A, when the input is provided for a small time, the system stays in the differentiated state, while if the input if
provided for large enough times, it successfully transitions into the progenitor state. In between, for intermedi-
ate drive times, the system shows long lived oscillatory states where it is neither in the differentiated nor in the
undifferentiated state, but oscillates between the two. The results of our two-dimensional GRN with this interplay
of drive and delayed feedback thus closely mirrors the experimental observations of Nagy and Nagy18, with the
identification of the undetermined state in the experiments to the oscillatory state predicted by our analysis. Transdifferentiation. While the results described for Regime A are robust for a > ac (see bifurcation analysis
Fig. 1(b) for details), the system shows a different class of behaviour for a < ac. As a representative point in this
region of parameter space, we choose a0 = 1.0, a = 0.4, b = 1.0, k = 1.0, n = 5, and S = 0.5 and follow time trajec-
tories of the two TFs starting from one of the differentiated states, for different drive and delay times. The drive
strength a0 and the Hill coefficient n are changed from the parameter set of Regime A to illustrate the robustness
of our results. We shall refer to this representative point in parameter space as Regime B as shown in Fig. 1(b). Results 1(b). The central steady state (undifferentiated state) for this choice of parameters
occurs at (x, y) = (1, 1) while the two differentiated stable steady states are at (x, y) = {(2, ε) or (ε, 2)} with ε ≈ 0. The time evolution of the system is shown in Fig. 2 for different values of the drive time d for a given value of the
delay time τ1 = τ2 = τ = 500 starting from one of the differentiated states. f
Figure 2(a) shows the time evolution of the concentrations of the two TFs when the drive time d(=10) is much
less than the delay time τ(=500). In this regime
τ
d
, the concentrations show some initial small fluctuations
around the initial conditions, which quickly die out leaving the system in the same state as it initially started with. Thus for small drive times, the system remains in the differentiated state it started out in. As we increase the time
for which the drive is provided, the initial small fluctuations grow, until beyond a certain critical value, we observe
sustained fluctuations in the concentration of the transcription factors. This is shown for two drive times, d = 75
and d = 250 in Fig. 2(b,c). As can be seen from the figures, for these intermediate drive times, the system oscillates Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 3 www.nature.com/scientificreports/ Figure 2. Time series of the concentrations of the two transcription factors (x/y) in regime A for four different
drive times for τ = τ1 = τ2 = 500. (a) d = 10: System stays in initial undifferentiated state; (b) d = 75: Sustained
oscillations with the system spending more time in the vicinity of one state than the other; (c) d = 250: Sustained
oscillations with the system spending approximately equal times in the vicinity of the two states; (d) d = 510:
Successful reprogramming to the undifferentiated state. Figure 2. Time series of the concentrations of the two transcription factors (x/y) in regime A for four different
drive times for τ = τ1 = τ2 = 500. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 Results Time series of the concentrations of the two transcription factors (x/y) in regime B for four different
drive times for τ = τ1 = τ2 = 20. (a) d = 20: System stays in initial undifferentiated state; (b) d = 51: Sustained
oscillations in concentration of TFs. The main panel shows a single TF (x) while the inset shows a magnified
view of both the TFs in a narrow window of time; (c) d = 83: Sustained oscillations in concentration of TFs. The
main panel shows a single TF (y) while the inset shows a magnified view of both the TFs in a narrow window of
time; (d) d = 92: Transdifferentiation to the other differentiated state. transitions to the other differentiated state (0, 1.4) without reaching the central progenitor state. This dynamics is
reminiscent of the phenomenon of transdifferentiation, which has been observed experimentally where cells can
directly transition from one differentiated state to another35–42.hf f
The time evolution observed in regime B is qualitatively different from the behaviour obtained in regime A. In regime B, the system never reaches the central progenitor state for any choice of the drive and delay times. Similarly, the transdifferentiated state is never observed for regime A. Further the oscillatory state is distinct in
the two cases, with oscillations between the progenitor and the differentiated state in regime A (half oscillations)
and between the two differentiated states in regime B (full oscillations).i f
g
To the best of our knowledge this is the first theoretical model that helps elucidate how delayed feedback pro-
esses can give rise to transdifferentiation in gene regulatory networks. Phase diagrams. The different dynamical behaviours in Regimes A and B, characterised by time evolution
plots can conveniently be represented as phase diagrams in the drive vs. delay time (d vs. τ) plane as shown in
Fig. 4. Both situations, where the delay timescale for the two TFs are same i.e. (τ1 = τ2 = τ) and different (τ1 ≠ τ2)
are considered. The long time behaviour can be classified into four phases - (i) the system stays in the initial differ-
entiated state (I); (ii) the system reaches an oscillatory state (IIA or IIB, depending on the nature of oscillations);
(iii) the system undergoes reverse differentiation to reach the pluripotent state (III); and (iv) the system reaches a
transdifferentiated state (IV). Results The
(unstable) progenitor state for this choice of parameters corresponds to (x, y) = (0.6, 0.6) while the two differen-
tiated states are at (x, y) = {(1.4, ε) or (ε, 1.4)} with ε ≈ 0.hf y
The time evolution results in regime B is shown in Fig. 3 for different d for time delay given by τ1 = τ2 = τ = 20. When the drive time is small, d = 20, the system shows early time transient fluctuations, before relaxing back
to the initial state. This is shown in Fig. 3(a), which is similar to the behaviour observed in regime A for small
drive durations, where the system does not undergo reverse differentiation, but continues to remain in its initial
differentiated state. f
On increasing the drive time, the system shows sustained oscillations, as shown in Fig. 3(b,c) for d = 61
and d = 84 respectively. Crucially in this case, the oscillations are between the two differentiated states and not
between the initial differentiated state and the progenitor state, as in regime A described above. The oscillations
are again long-lived in comparison to the drive and delay time scales of the system. The insets in panels (b) and
(c) of Fig. 3 show a magnified view of the oscillations for both the transcription factors.t )
g
gi
p
Finally Fig. 3(d) shows the time evolution of the system for d = 82. In this case, after initial transient oscilla-
ons, the system stabilizes to a “flipped” state i.e. starting from one of the differentiated states (1.4, 0), the system Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 4 www.nature.com/scientificreports/ Figure 3. Time series of the concentrations of the two transcription factors (x/y) in regime B for four different
drive times for τ = τ1 = τ2 = 20. (a) d = 20: System stays in initial undifferentiated state; (b) d = 51: Sustained
oscillations in concentration of TFs. The main panel shows a single TF (x) while the inset shows a magnified
view of both the TFs in a narrow window of time; (c) d = 83: Sustained oscillations in concentration of TFs. The
main panel shows a single TF (y) while the inset shows a magnified view of both the TFs in a narrow window of
time; (d) d = 92: Transdifferentiation to the other differentiated state. Figure 3. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 Results In this regime upon
increasing the drive time d > dPNR, the system necessarily passes through a region where the oscillatory state is
stable before it can make the transition to the central progenitor state beyond the dCPS drive time. The width of
oscillatory region remains constant with increasing τ1 (unlike the Δτ = 0 and 25 cases) for small values of τ1 and
widens for large values with dPNR and dCPS diverging away from each other.fh g
PNR
CPS
g
g
y
We now turn to the analysis of the phase behaviour in regime B, i.e. transdifferentiation regime. This is shown
for τ = τ1 = τ2 in Fig. 4(d). For small values of the drive time, the system remains in the initial undifferentiated
state (I). On increasing the drive time, for small values of the delay time τ (50), the final long-term behaviour of
the system shows extreme sensitivity to parameter values. The inset of Fig. 4(d) shows a magnified view of the
phase map for τ < 50 in the region 300 < d < 350. As can be seen from the inset, the final state shows signatures of
chaotic behaviour, where the long time state is either the initial state (I - green dots) or oscillatory state (IIB - yel-
low dots), or transdifferentiated state (III - red dots) for slight variations in drive time d. The long time behaviour
of the system was obtained by time marching the set of delay differential equations (Eq. 2) for a time t much
greater than the delay and drive timescales of the system (
τ
=
t
d
10
{ ,
}
4
). While it is possible that the final
state obtained from our simulations is not the true steady state, biologically relevant timescales would amount to
the states observed after times which are of comparable magnitude to the experimental timescales, such as the
time d for which the chemical drive is provided to the system18. In these parameter regimes, as shown by the
phase map, this deterministic system shows chaotic behavior. For larger delay times (
τ
50), the transdifferenti-
ated state is no longer stable (in the range of drive times investigated) and the system transits from the initial state
(I) to an oscillatory state (IIB) beyond a certain threshold drive time dcr. Results f
Figure 4(a), shows the phase behaviour of the system in regime A for τ1 = τ2 = τ. In the region with small delay
and drive times τ < τcr, and d < dcr, the system stays in the initial differentiated state (I). For small delay times
τ < τcr, but beyond a critical drive time d > dcr, the system transitions directly from the differentiated state (I) to
the central progenitor state (III), with the critical drive duration for the reverse differentiation process increasing
linearly with the delay time i.e. (dcr ∝ τ). For τ > τcr this direct transition from the initial differentiated to the
final undifferentiated state is lost. In this region, the system initially passes from the initial state to an oscillatory
state (IIA) – as demonstrated in Fig. 2(b,c). In line with the experimental results18, we denote this minimal drive
time beyond which the initial state is no longer the stable solution as dPNR (the Point-of-No-Return). By keeping
τ fixed and increasing d, the oscillatory state is observed to be stable till a second critical value of the drive time
dCPS (Commitment-to-Pluripotent-State). Beyond this value of drive time i.e. d > dCPS the undifferentiated state
is stable. The threshold for the point-of-no-return dPNR decreases with increasing time delay, implying that the
oscillatory state sets in for lower values of the drive time for higher τ values. On the other hand, the threshold for
crossing to the pluripotent state increases linearly with delay times (dCPS ∝ τ), such that the crossover to the cen-
tral state requires a chemical drive for longer durations as τ is increased. Thus with increasing delay timescales,
the regime of stability for sustained oscillations continues to increase widening the gap between the point of no
return and commitment to pluripotency. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 5 www.nature.com/scientificreports/ Figure 4. Phase space in the drive time (d) vs. the delay time (τ1) plane for (a) Regime A: τ2 = τ1; (b) Regime
A: τ2 = τ1 + 25; (c) Regime A: τ2 = τ1 + 50; (d) Regime B: τ2 = τ1. The inset shows a magnified view of a small
region of this phase space to illustrate the chaotic behaviour in this regime; (e) Regime B: τ2 = τ1 + 25; (f)
Regime B: τ2 = τ1 + 50. Results All other parameters for regime A and regime B are as defined in the text. Figure 4. Phase space in the drive time (d) vs. the delay time (τ1) plane for (a) Regime A: τ2 = τ1; (b) Regime
A: τ2 = τ1 + 25; (c) Regime A: τ2 = τ1 + 50; (d) Regime B: τ2 = τ1. The inset shows a magnified view of a small
region of this phase space to illustrate the chaotic behaviour in this regime; (e) Regime B: τ2 = τ1 + 25; (f)
Regime B: τ2 = τ1 + 50. All other parameters for regime A and regime B are as defined in the text. In Fig. 4(b) we show the phase behaviour in regime A for the situation where the delay times are unequal i.e. τ1 ≠ τ2 with a constant difference between the two delay times, i.e. Δτ = τ2 − τ1 = 25. Similar to the situation when
delay times are equal, the system directly transits from the initial state (I) to the final progenitor state (III) for
small value of τ1 beyond a critical value of drive time dcr. However unlike equal delay time scenario, the critical
drive time at which this transition takes place dcr remains almost constant as τ1 is increased. Beyond a threshold
τcr, this direct transition gives way to a two-step transition, in which stable state is the initial state for d < dPNR,
the oscillatory state for dPNR < d < dCPS, and finally the progenitor state for d > dCPS. This is similar to the equal
delay time scenario described earlier. Further, the boundaries dPNR and dCPS behave as before, with dPNR decreasing
with increasing τ1 and dCPS increasing linearly with τ1. The critical value of τ1 at which this two-step transition
take place is lower in this Δτ = 25 case than in the previous Δτ = 0 one. Finally in Fig. 4(c) we show the phase
behaviour for the case of Δτ = 50. Interestingly, in this case, there is no value of the time delay τ1 for which the
system makes a direct transition from the differentiated (I) to the undifferentiated state (III). Results The oscillatory state reappears for
τ
30
1
, and as in the Δτ = 25 case, the region of stability of the oscillatory
solution increases with increasing τ1.h g
The above analysis of the phase behaviour of the model in regime A and B shows that the mutual interplay
of drive and delay timescales can give rise to extremely rich landscapes, with non-trivial dependence of the final
steady state on the time for which the input is provided, as well as the delay timescales associated with both the
TFs. An interesting question to ask is how these exotic dynamical states are realizable in a biological context.hf The observation of a long-lived oscillatory state and a transdifferentiated state is extremely robust that occurs
for a range of parameters characterizing the system. In order to show that the introduction of drive and delay
generically leads to these novel state, we plot the phase diagram in the parameter space of the positive feed back
strength (a = a1 = a2) and the negative feedback strength (b = b1 = b2). This is shown in Fig. 5(a). As can be seen
from the figure, beyond a certain critical value of the positive feedback strength a, the system is always in a
regime, where an external input provided for a sufficiently long time can drive the system to a reprogrammed
state. For very small values of a and small values of b, the system has a single stable state and hence this monosta-
ble region is not of interest in a biological context. The time trajectories of the concentrations of the transcription
factor beyond the critical a value is qualitatively similar to those shown in Fig. 2. The parameters corresponding
to Fig. 2 is shown as a red square in the a–b plane. Conversely, below this critical a, an external input provided for
a sufficiently long time always drives the system to a transdifferentiated state. The time trajectories in this region
are qualitatively similar to those shown in Fig. 3, which point is denoted by a blue circle in the a–b plane.hf q
y
g
p
y
p
The system of delay differential equations characterizing the gene regulatory network were analyzed in the
regime where the positive and negative feedback strengths for the two transcription factors were completely sym-
metrical. Results The phase boundary demarcating these
two regions shows a non-monotonic behaviour (saw-tooth-like pattern), increasing linearly until τ ~ 340, beyond
which it drops sharply before continuing to rise with a different slope. p
p y
gf
p
Interestingly, this apparent randomness is lost when the the two delay timescales are no longer equal,
Δτ = τ1 − τ2 ≠ 0. Figure 4(e) shows the phase behaviour in Regime B for Δτ = 25. For small values of τ1 (<20),
the system transitions from the initial state to the transdifferentiated state beyond a critical drive time dcr. For
τ
20
30
1
, there exists range of values of d which show sustained oscillations. Below this range, the system
stays in the initial state, while for larger drive times, the transdifferentiated state is stable. For
τ
30
40
1
, there
is no oscillatory state, and the system again transitions directly from the initial state to the transdifferentiated
state. Above this delay timescale range τ1 > 40, the oscillatory state reappears in the phase map, and the region of Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 6 www.nature.com/scientificreports/ Figure 5. (a) Parameter phase plane in the positive feedback (a) vs negative feedback (b) plane for the case of
symmetric parameters, a = a1 = a2 and b = b1 = b2. The parameter point shown as a red square corresponds to
the parameter set for the trajectories shown in Fig. 2, while the point shown as a blue circle corresponds to the
parameter set for the trajectories shown in Fig. 3. (b) Parameter phase plane in the a1 vs. a2 plane for the case of
asymmetric parameters for b = 1. The insets in the reprogramming region of the phase plane show the time
trajectories of the transcription factors for a1 = 1.0, a2 = 1.2, d = 150 for the reprogramming to the central
attractor and a1 = 1.0, a2 = 1.2, d = 50 for the long-lived oscillatory state. The insets in the transdifferentiation
region of the phase plane show the time trajectories for a1 = 0.6, a2 = 1.2, d = 500 starting from two different
initial states, one with
x
y, which shows transdifferentiation, and the other with
x
y, which does not. All
other parameters for both panels are the same as those in Fig. 1. Results All results are shown for Δτ = 25. Figure 5. (a) Parameter phase plane in the positive feedback (a) vs negative feedback (b) plane for the case of
symmetric parameters, a = a1 = a2 and b = b1 = b2. The parameter point shown as a red square corresponds to
the parameter set for the trajectories shown in Fig. 2, while the point shown as a blue circle corresponds to the
parameter set for the trajectories shown in Fig. 3. (b) Parameter phase plane in the a1 vs. a2 plane for the case of
asymmetric parameters for b = 1. The insets in the reprogramming region of the phase plane show the time
trajectories of the transcription factors for a1 = 1.0, a2 = 1.2, d = 150 for the reprogramming to the central
attractor and a1 = 1.0, a2 = 1.2, d = 50 for the long-lived oscillatory state. The insets in the transdifferentiation
region of the phase plane show the time trajectories for a1 = 0.6, a2 = 1.2, d = 500 starting from two different
initial states, one with
x
y, which shows transdifferentiation, and the other with
x
y, which does not. All
other parameters for both panels are the same as those in Fig. 1. All results are shown for Δτ = 25. stability of the oscillatory state increases with increasing τ1. While the boundaries between the different phases
are sharply defined for regime B in this Δτ ≠ 0 condition, the signature of the chaotic behaviour remains in the
appearance and disappearance of the stable oscillatory solution for different drive times. pp
pp
yf
Finally, Fig. 4(f) show the results for regime B with Δτ = 50. In this case, for low values of τ1 (18), the oscil-
latory state is stable for a region of drive times. In an intermediate regime
τ
18
30
1
, there is no stable oscilla-
tory state, and the system transitions from the initial state to the transdifferentiated state beyond a threshold drive
time. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 Results In all four cases, the trajectories are
coloured by the time values, as shown in the corresponding colorbars. Figure 6. Trajectory plots in the x/y(t) vs. x/y(t + τ) plane for (a) Oscillatory state in regime A (state IIA). The
oscillations are between the differentiated states and the central undifferentiated state, which are represented
as half-cycles in this phase plane. (b) Reprogramming to the undifferentiated state in regime A (state III). Note
the decaying transient oscillations in both x and y, which converge to the central steady state. (c) Oscillatory
state in regime B (state IIB). The oscillations are between the two differentiated states in this regime, which is
represented by single limit cycle in this phase plane. (d) Transdifferentiated state in regime B (state IV). Note the
unstable oscillations around the central state preceding transdifferentiation. In all four cases, the trajectories are
coloured by the time values, as shown in the corresponding colorbars. strengths, only one of the differentiated states can be transition to the other one, while the second differentiated
state stays stable even for large values of the drive. This is shown in the insets in the transdifferentiated region of
the parameter space for initial conditions corresponding to the two differentiated states. If the initial differenti-
ated state has
y
x, then the stronger feedback strength of the TF corresponding to y(t) can cause transdifferen-
tiation to the other stable state in the system. On the other hand, if the initial differentiated state has
x
y, then
in this regime, it does not undergo any transdifferentiation. The situation is exactly reversed in the region of the
parameter space corresponding to large values of a1 and small values of a2. Here the initial state with
x
y
undergoes transdifferentiation, while the other differentiated state does not. Characterizing the oscillations. We now turn to characterizing the long-lived oscillatory state observed
in regimes A and B. In Fig. 6 we show the trajectory of the system in the oscillatory state plotted in the x(t) vs. x(t + τ) plane. While a stable steady state corresponds to the trajectories evolving to a single point in this plane,
steady oscillations evolve to a limit cycle. Figure 6(a) shows the trajectory of the system in this plane in regime A for the concentrations of both the TFs
x(t) and y(t). Results It is possible for the cell to drive the differentiation process deterministically to one of the differentiated
cell fates through an asymmetric change in the feedback strengths. Various experiments have shown that stochas-
ticity play a role in the cellular differentiation process, which argues that the central attractor corresponding to the
undifferentiated state changes its stability through a symmetric variation of the control parameters13,43,44. Nevertheless, biochemical control of the feedback strength parameters leading to an asymmetric landscape is a
distinct possibility. In order to show, that our predictions of an oscillatory or a transdifferentiated state are inde-
pendent of whether the control parameters are symmetric or asymmetric, we plot the phase diagram of the sys-
tem, in the a1–a2 plane, where the positive feedback strength of the two transcription factors are allowed to vary
independently. This is shown in Fig. 5(b). When a1 and a2 are both sufficiently large, the system is in a repro-
grammed state, for sufficiently large drive times. The insets in this reprogrammed region of the parameter space
shows typical time trajectories for intermediate and large drive times, which leads to oscillations and reprogram-
ming respectively. Note that the central undifferentiated state in this case is not symmetric with respect to the two
transcription factors. The asymmetry in the feedback strengths leads to a central state with x ≠ y, However, repro-
gramming to this central state proceeds as in the case of symmetric parameters. For small values of a1 and large
values of a2, the system is in the transdifferentiated regime. However, due to the asymmetry in the feedback Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 7 www.nature.com/scientificreports/ Figure 6. Trajectory plots in the x/y(t) vs. x/y(t + τ) plane for (a) Oscillatory state in regime A (state IIA). The
oscillations are between the differentiated states and the central undifferentiated state, which are represented
as half-cycles in this phase plane. (b) Reprogramming to the undifferentiated state in regime A (state III). Note
the decaying transient oscillations in both x and y, which converge to the central steady state. (c) Oscillatory
state in regime B (state IIB). The oscillations are between the two differentiated states in this regime, which is
represented by single limit cycle in this phase plane. (d) Transdifferentiated state in regime B (state IV). Note the
unstable oscillations around the central state preceding transdifferentiation. Discussion
k ll Our work illustrates the richness of epigenetic landscapes in the presence of external drive and delayed feedback. Using a generic model of two self-activating and mutually inhibiting genes, we show that the reprogramming to
the common progenitor state requires a balance of the drive and delay timescales, as well as appropriate positive
and negative feedback strengths. Apart from the reprogrammed state, the system can find itself in long-lived
oscillatory states or in a transdifferentiated state in different parameter regimes. An analysis of the phase diagrams
in the delay - drive time plane provides a comprehensive picture of the final states of the reverse differentiation
process. Additionally, the phase diagrams also provide a signature of chaotic behaviour in appropriate regimes,
which have been hypothesized to play an important role in the cell-fate determination process45. In the chaotic
regime, the model predicts that slight changes in the drive or delay parameters can drive the system from one state
to another. The chaotic regime can thus provide a pathway for the control of cell fate determination. The phenom-
enon of transdifferentiation and oscillatory states is extremely robust and persists in a wide range of parameters
as has been shown in Fig. 5. While the chaotic regions provide a regime where small changes in the drive and
delay can affect the final state, there also exist regions where the final state is insensitive to wide variations of the
drive and delay time.i To the best of our knowledge, this work provides one of the first theoretical basis for understanding the
phenomenon of transdifferentiation in the presence of delayed feedback. Transdifferentiation was first shown
experimentally in mouse fibroblasts in 1987, where the transcription factor MyoD, belonging to the Myogenic
Regulatory Factors (MRF) family was shown to induce transdifferentiation of mouse embryonic fibroblasts to
myoblasts35. The therapeutic potential of transdifferentiation has led to attempts to direct the process towards
functional outcomes. The first proof of such a functional transdifferentiation was carried out in mouse liver
cells which transitioned to pancreatic-beta-cell-like cells that helped control the effects of hyperglycemia46. Transdifferentiation has been shown to be a valid strategy to alter somatic cell fates in humans as well, which
was first demonstrated in the transdifferentiation of a human liver cell to human beta cells through the effect of a
single gene PDX-147. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 7. Probability of the concentration of any one transcription factor for different values of the drive time
for (a) regime A with τ = 500. The inset shows the probability near one differentiated state (x = 2) as a function
of the ration of the drive to delay times d/τ; and (b) regime B with τ = 20. Figure 7. Probability of the concentration of any one transcription factor for different values of the drive time
for (a) regime A with τ = 500. The inset shows the probability near one differentiated state (x = 2) as a function
of the ration of the drive to delay times d/τ; and (b) regime B with τ = 20. to estimate whether there is a systemic behaviour across a range of delay timescales τ, we plot the probability of
finding the TF1 at the vicinity of the undifferentiated state, x = 2, against the non-dimensionalised drive time
d/τ for a range of τ values. Remarkably, this probability appears to have a simple scaling behaviour dictated by a
single parameter d/τ, viz. p(x = 2) = 1 − (d/τ). While the oscillations in regime B can be characterized by a similar
method as shown in Fig. 7(b), the chaotic nature of the oscillatory and transdifferentiated state implies that there
is no simple scaling relation with the drive time in this case, unlike in regime A. to estimate whether there is a systemic behaviour across a range of delay timescales τ, we plot the probability of
finding the TF1 at the vicinity of the undifferentiated state, x = 2, against the non-dimensionalised drive time
d/τ for a range of τ values. Remarkably, this probability appears to have a simple scaling behaviour dictated by a
single parameter d/τ, viz. p(x = 2) = 1 − (d/τ). While the oscillations in regime B can be characterized by a similar
method as shown in Fig. 7(b), the chaotic nature of the oscillatory and transdifferentiated state implies that there
is no simple scaling relation with the drive time in this case, unlike in regime A. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 Results As can be seen clearly from the time evolution of the trajectories, both the concentrations evolve
to a steady limit cycle corresponding to the oscillatory region (IIA). The oscillations for each TF are between the
initial differentiated state and the central undifferentiated state, which is manifested as two distinct limit cycles
for the two TFs in the upper right and lower left quadrant. The corresponding trajectories for regime B are shown
in Fig. 6(c). In this case, the oscillations are between the two undifferentiated states (IIB), and hence the limit
cycles for the two TFs completely overlap, unlike the limit cycle in regime A. In contrast, we show the evolution
of the trajectories in this plane for the reprogramming in regime A (Fig. 6(b)) and transdifferentiation in regime
B (Fig. 6(d)). For successful reprogramming, initial transient oscillations between the initial state and the central
state decay to the central stable state for both the TFs. For transdifferentiation, the concentrations of the two TFs
perform small oscillations around the undifferentiated state for a short period of time (blue limit cycle), beyond
which the limit cycle becomes unstable and the TFs reach the other differentiated state. The oscillations enable
the trajectories to mix, ensuring that the history of the initial state is lost, which triggers the switch to the trans-
differentiated state. f
While the oscillatory state is stable for dPNR < d < dCPS, the nature of oscillations changes as d is varied. A
quantitative estimate of the difference in the oscillatory state can be obtained by comparing the residence time
distributions of the two transcription factors for different drive and delay times. We plot the residence time dis-
tribution as a function of the concentration for both regime A (Fig. 7(a)) and regime B (Fig. 7(b)). As can be seen
clearly in Fig. 7(a), on increasing drive times, the peak in the probability distribution shifts from a single peak at
x = 2 for low values of d to a bimodal distribution at higher drive times (d = 250), and back again to an unimodal
distribution, but centered around the undifferentiated state at x = 1 at even higher drive times, d = 510. In order Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 8 Discussion
k ll The implications of successful transdifferentiation in medical applications has led to a surge
of experimental work using a combination of strategies including the forced expression of specific transcription
factors and combination of defined factors with microRNAs or small molecules to achieve targeted functional
transdifferentiation of one somatic cell type to another36–42,48–50. An understanding of the underlying dynamics
that characterizes the transdifferentiation process has however been lacking, including the question of whether
cells need to necessarily pass through partially reprogrammed states in order to convert to a different cell type.hf y p
g p
y
p
gf
yp
The mechanism proposed in this paper articulates one possible pathway for transdifferentiation, in the context
of somatic cell types of similar lineages51. We show that it is possible to achieve transdifferentiation of one somatic
cell type to another without passing through the undifferentiated state. Our analysis also provides an explanation
for this process in terms of the underlying bifurcation diagram of the model - transdifferentiation arises when the
feedback is tuned such that the central progenitor state is unstable. Interestingly, we observe that the transdiffer-
entiation process is preceded by unstable oscillations, as has been seen in a different modeling approach52. A dif-
ferent mechanism has been proposed where transdifferentiation proceeds through a distinct stable intermediate
state or a series of unstable intermediate states53. The incorporation of delays, as in the current work, proposes a
new pathway to transdifferentiation, where unstable oscillations around the central state serve as a precursor to
the transdifferentiated state. It would be interesting to study the transdifferentiation process in the presence of
delayed feedback, in a landscape with multiple lineage branching points in order to characterize the pathway in
these more complex situations.h p
The interplay of delayed feedback and chemical drive also leads to sustained oscillations in the levels of tran-
cription factors. While we predicted the presence of sustained oscillations in the one gene network reported 9 www.nature.com/scientificreports/ previously12, this study conclusively highlights the importance of these oscillations for a more realistic two-gene
network. Additionally, oscillations in the concentrations of transcription factors show different characteristics,
(a) oscillations between the differentiated and undifferentiated state in one regime (IIA), and (b) oscillations
between the two differentiated states in a different regime (IIB). The two oscillatory states may play different
roles in the cellular context. Discussion
k ll It has been shown experimentally that oscillations in the Notch effector gene Hes1
regulates the maintenance of neural progenitor cell types54,55. It has also been reported that Stella shows heteroge-
neous expression levels and dynamic equilibrium in embryonic stem cells (ESC), which is responsible for the ESC
existing in a metastable state where they can shift between Inner Cell Mass (ICM) and epiblast like phenotypes56. Oscillations have been reported to be a possible feature of epigenetic landscapes52,57. We show that a possible route
to these oscillations is through the incorporation of delayed feedback, and this can potentially explain novel states
observed during the reprogramming process18. The feedback loops involved in gene regulatory networks are typ-
ically composed of multi-step reactions which introduce a characteristic delay time scale. Such delayed feedback
loops have been shown to play an important role in both experimental and theoretical contexts58–61. While further
experiments are needed to investigate whether the novel states seen in the doxycycline induced reprogramming
process by Nagy and Nagy18 are indeed due to oscillations or some other mechanism, this work demonstrates the
importance of oscillatory states in general when time delayed feedback circuits are incorporated in the modeling
of gene regulatory networks.f g
g
y
In this paper we consider a deterministic model of epigenetic landscapes, and consider the effects of time
delays and chemical drive. In cellular contexts, it is also important to re-interpret our results in the presence of
stochastic fluctuations, which can play a role in cell fate determination62–69. Noise induced transitions between
different cell types can play an important role in gaining a comprehensive understanding of the differentiation
process. The analysis of stochastic fluctuations in these highly nonlinear and non-autonomous delay differential
equations present a significant challenge, and the results from an extensive analysis of the role of noise in these
systems shall be presented in a forthcoming publication. y
p
g p
The present work provides a framework for the analysis of reprogramming experiments and underscores the
importance in accounting for delayed feedback in building a comprehensive picture of the epigenetic landscape. From the perspective of Waddington’s landscape the inclusion of delayed feedback translates to an asymmetry in
the cell fate choices for the forward and reverse reprogramming processes. Discussion
k ll Models involving a larger number of
transcription factors which incorporate the effects of this time delay can help in understanding the reprogram-
ming pathway as well serve as a guide to targeted experiments in manipulating the cell fate determination process. References 1. Takahashi, K. & Yamanaka, S. Induction of Pluripotent Stem Cells from Mouse Embryonic and Adult Fibroblast Cultures by Defined
Factors. Cell 126, 663–676 (2006).ii 2. Takahashi, K. et al. Induction of pluripotent stem cells from adult human fibroblasts by defined factors. Cell 131, 8
3. Yu, J. et al. Induced pluripotent stem cell lines derived from human somatic cells. Science 318, 1917–1920 (2007).fi , J
p
p
,
(
)
4. Maherali, N. et al. A high-efficiency system for the generation and study of human induced pluripotent stem cells. Cell Stem Cell
340–345 (2008). (
)
5. Ebert, A. D. et al. Induced pluripotent stem cells from a spinal muscular atrophy patient. Nat. 457, 277 (2009). p
p
p
p y p
6. Shi, Y. et al. Induction of pluripotent stem cells from mouse embryonic fibroblasts by Oct4 and Klf4 with small-molecule
compounds. Cell stem cell 3, 568–574 (2008).h p
7. Waddington, C. H. The Strategy of Genes (Allen and Unwin, London, 1957).h gh
gy f
8. Ferrell, J. E. & Machleder, E. M. The biochemical basis of an all-or-none cell fate switch in xenopus oocytes. Sci. 280, 895–898 (1998). 9. Ferrell, J. E. Jr. & Xiong, W. Bistability in cell signaling: How to make continuous processes discontinuous, and reversible processes
i
ibl
Ch
11 227 236 (2001) h
8. Ferrell, J. E. & Machleder, E. M. The biochemical basis of an all-or-none cell fate switch in xenop h
8. Ferrell, J. E. & Machleder, E. M. The biochemical basis of an all-or-none cell fate switch in xenopus oocytes. Sci. 280, 895–898 (1998)
F
ll J E J & X
W B
b l
ll
l
H
k
d
d
bl 9. Ferrell, J. E. Jr. & Xiong, W. Bistability in cell signaling: How to make continuous processes discontinuous, and reversible processe
irreversible. Chaos 11, 227–236 (2001). 10. Ferrell, J. E. Jr. et al. Simple, realistic models of complex biological processes: Positive feedback and bistability in a cell fate switch and
a cell cycle oscillator (2009). ll
b l
f
d
dd
’
d
l
(
) y
11. Ferrell, J. E. Jr. Bistability, Bifurcations, and Waddington’s Epigenetic Landscape. Curr. Biol. 22, R458–R466 (2012). 12. Mitra, M. K., Taylor, P. R., Hutchison, C. J., McLeish, T. C. B. & Chakrabarti, B. Delayed self-regulation and time-dependent
chemical drive leads to novel states in epigenetic landscapes. J. The Royal Soc. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 www.nature.com/scientificreports/ & Rossant, J. Fgf signal-dependent segregation of primitive endoderm and epiblast in the mouse blasto
Dev. 137, 715–724 (2010). (
)
9. Krieger, T. & Simons, B. D. Dynamic stem cell heterogeneity. Dev. 142, 1396–1406, http://dev.biologists.org/content/142/8/1396
http://dev.biologists.org/content/142/8/1396.full.pdf, https://doi.org/10.1242/dev.101063 (2015). 69. Krieger, T. & Simons, B. D. Dynamic stem cell heterogeneity. Dev. 142, 1396–1406, http://dev.biologists.org/content/142/8/1396,
http://dev.biologists.org/content/142/8/1396.full.pdf, https://doi.org/10.1242/dev.101063 (2015). www.nature.com/scientificreports/ Probability in transcriptional regulation and its implications for leukocyte differentiation and inducible gene
expression. Blood 96, 2323 (2000). p
5. Furusawa, C. & Kaneko, K. Chaotic expression dynamics implies pluripotency: when theory and experiment meet. Biol. direct 4, 17
(2009). 46. Ferber, S. et al. Pancreatic and duodenal homeobox gene 1 induces expression of insulin genes in liver and ameliorates
streptozotocin-induced hyperglycemia. Nat. medicine 6, 568 (2000). y
g y
7. Sapir, T. et al. Cell-replacement therapy for diabetes: Generating functional insulin-producing tissue from adult human liver cells
Proc. Natl. Acad. Sci. 102, 7964–7969 (2005). 8. Samavarchi-Tehrani, P. et al. Functional genomics reveals a bmp-driven mesenchymal-to-epithelial transition in the initiation o
somatic cell reprogramming. Cell stem cell 7, 64–77 (2010).i 49. Treutlein, B. et al. Dissecting direct reprogramming from fibroblast to neuron using single-cell rna-seq. Nat. 534, 391–395 (2016).f i
50. Shen, C.-N., Burke, Z. D. & Tosh, D. Transdifferentiation, metaplasia and tissue regeneration. Organog. 1, 36–44 (2004). f
51. Zhou, Q. & Melton, D. A. Extreme makeover: converting one c f
on, D. A. Extreme makeover: converting one cell into another. Cell 2. Rabajante, J. F. & Babierra, A. L. Branching and oscillations in the epigenetic landscape of cell-fate determination. Prog. biophysic
molecular biology 117, 240–249 (2015).fff 3. Xu, L., Zhang, K. & Wang, J. Exploring the mechanisms of differentiation, dedifferentiation, reprogramming and transdifferentiation
PloS one 9, e105216 (2014). PloS one 9, e105216 (2014). 54. Shimojo, H., Ohtsuka, T. & Kageyama, R. Oscillations in notch signaling regulate maintenance of neural progenitors. Neuron 58,
52–64 (2008). 4. Shimojo, H., Ohtsuka, T. & Kageyama, R. Oscillations in notch signaling regulate maintenance of neural progenitors. Neuron 58
52–64 (2008). 55. Bonev, B., Stanley, P. & Papalopulu, N. Microrna-9 modulates hes1 ultradian oscillations by forming a double-negative feedback
loop. Cell reports 2, 10–18 (2012). p
6. Hayashi, K., de Sousa Lopes, S. M. C., Tang, F. & Surani, M. A. Dynamic equilibrium and heterogeneity of mouse pluripotent stem
cells with distinct functional and epigenetic states. Cell stem cell 3, 391–401 (2008).f p g
7. Suzuki, N., Furusawa, C. & Kaneko, K. Oscillatory protein expression dynamics endows stem cells with robust differentiation
potential. PloS one 6, e27232 (2011). 8. Bratsun, D., Volfson, D., Tsimring, L. S. & Hasty, J. Delay-induced stochastic oscillations in gene regulation. PNAS 102, 14593 (2005) 58. Bratsun, D., Volfson, D., Tsimring, L. S. & Hasty, J. www.nature.com/scientificreports/ 28. Groth, A., Rocha, W., Verreault, A. & Almouzni, G. Chromatin challenges during DNA replication and repair. Cell 128, 721
(2007). 29. Margueron, R. & Reinberg, D. Chromatin structure and the inheritance of epigenetic information. Nat. reviews. Genet. 11
(2010). (
)
30. Zhang, P. et al. Negative cross-talk between hematopoietic regulators: Gata proteins repress pu. 1. Proc. Natl. Acad. Sci. 96,
8705–8710 (1999).f (
)
1. Zhang, P. et al. Pu. 1 inhibits gata-1 function and erythroid differentiation by blocking gata-1 dna binding. Blood 96, 2641–2648
(2000). (
)
32. Rhodes, J. et al. Interplay of pu. 1 and gata1 determines myelo-erythroid progenitor cell fate in zebrafish. Dev. cell 8, 97–108 (2 i
33. Nutt, S. L., Metcalf, D., D’Amico, A., Polli, M. & Wu, L. Dynamic regulation of pu. 1 expression in multipotent hematopo
progenitors. J. Exp. Medicine 201, 221–231 (2005). p
g
p
34. Hoppe, P. S. et al. Early myeloid lineage choice is not initiated by random pu. 1 to gata1 protein ratios. Nat. 535, 299–302 (2016 35. Davis, R. L., Weintraub, H. & Lassar, A. B. Expression of a single transfected cdna converts fibroblasts to myoblasts. Ce
987–1000 (1987).i 36. Takeda, Y., Harada, Y., Yoshikawa, T. & Dai, P. Direct conversion of human fibroblasts to brown adipocytes by small chemical
compounds. Sci. Reports 7 (2017).fii p
p
37. Dai, P., Harada, Y. & Takamatsu, T. Highly efficient direct conversion of human fibroblasts to neuronal cells by chemical compo
J. clinical biochemistry nutrition 56, 166–170 (2015).ii y
38. Vierbuchen, T. et al. Direct conversion of fibroblasts to functional neurons by defined factors. Nat. 463, 1035 (2010).ii ii
39. Ieda, M. et al. Direct reprogramming of fibroblasts into functional cardiomyocytes by defined factors. Cell 142, 375–386 (201 ii
40. Takasato, M., Vanslambrouck, J. M. & Little, M. H. Reprogramming somatic cells to a kidney fate. Semin. Nephrol. 34, 462–480,
http://www.sciencedirect.com/science/article/pii/S0270929514000850, Stem Cells and Kidney Regeneration, https://doi. org/10.1016/j.semnephrol.2014.06.012 (2014). g
j
p
(
)
41. Hendry, C. E. & Little, M. H. Reprogramming the kidney: a novel approach for regeneration. Kidney Int. 82, 138–146, http://www. sciencedirect.com/science/article/pii/S0085253815555257, https://doi.org/10.1038/ki.2012.68 (2012). g
42. Zhou, Q., Brown, J., Kanarek, A., Rajagopal, J. & Melton, D. A. In vivo reprogramming of adult pancreatic exocrine cells to [beta]-
cells. nature 455, 627 (2008).f 43. Graf, T. Differentiation plasticity of hematopoietic cells. Blood 99, 3089 (2002). f
44. Hume, D. A. www.nature.com/scientificreports/ Delay-induced stochastic oscillations in gene regulation. PNAS 102, 14593 (2005). 59. Rao, C. V. & Arkin, A. P. Stochastic chemical kinetics and the quasi-steady-state assumption: Application to the Gillespie algorithm. J. Chem. Phys 118, 4999 (2003). g
y
y
g
g
59. Rao, C. V. & Arkin, A. P. Stochastic chemical kinetics and the quasi-steady-state assumption: Application to the Gillespie algorithm. J. Chem. Phys 118, 4999 (2003). y
0. Talora, C., Franchi, L., Linden, H., Ballario, P. & Macino, G. Role of a white collar-1-white collar-2 complex in blue-light signa
transduction. The EMBO J. 18, 4961 (1999). h
1. Denault, D. L., Loros, J. J. & Dunlap, J. C. WC-2 mediates WC-1-FRQ interaction within the PAS protein-linked circadian feedback
loop of Neurospora. The EMBO J. 20, 109 (2001). h
62. Chang, H. H., Hemberg, M., Barahona, M., Ingber, D. E. & Huang, S. Transcriptome-wide noise controls lineage choice in
mammalian progenitor cells. Nat. 453, 544 (2008). 63 El
i
M B L
i
A J Si
i
E D & S
i
P S S
h
i
i
i
i
l
ll S i 297 1183 1186 (2002) p
g
(
)
63. Elowitz, M. B., Levine, A. J., Siggia, E. D. & Swain, P. S. Stochastic gene expression in a single cell. Sci. 297, 1183–1186 (2002). 64. Kepler, T. B. & Elston, T. C. Stochasticity in transcriptional regulation: origins, consequences, and mathematical representations. Biophys. journal 81, 3116–3136 (2001). 65 Eld
A & El
it
M B F
ti
l
l
f
i
i
ti
i
it N t 467 167 (2010) p y j
65. Eldar, A. & Elowitz, M. B. Functional roles for noise in genetic circuits. Nat. 467, 167 (2010). 66. Suda, T., Suda, J. & Ogawa, M. Single-cell origin of mouse hemopoietic colonies expressing multiple lineages in variable
combinations. Proc. Natl. Acad. Sci. 80, 6689–6693 (1983). 66. Suda, T., Suda, J. & Ogawa, M. Single-cell origin of mouse hemopoietic colonies expressing multiple lineages in variable
combinations. Proc. Natl. Acad. Sci. 80, 6689–6693 (1983). 67. Shah, N. M., Groves, A. K. & Anderson, D. J. Alternative neural crest cell fates are instructively promoted by tgfβ superfamily
members. Cell 85, 331–343 (1996). 67. Shah, N. M., Groves, A. K. & Anderson, D. J. Alternative neural crest cell fates are instructively promoted by tgfβ superfamily
members. Cell 85, 331–343 (1996). (
)
68. Yamanaka, Y., Lanner, F. References Interface 11, 20140706 (2014). gh
y
f
13. Huang, S., Guo, Y. P., May, G. & Enver, T. Bifurcation dynamics in lineage-commitment in bipotent progenitor cells. Dev. Biol. 305,
695–713 (2007). 4. Zhou, J. X. & Huang, S. Understanding gene circuits at cell-fate branch points for rational cell reprogramming. Trends Genet. 27
55–62 (2011). 15. Wang, J., Xu, L., Wang, E. & Huang, S. The potential landscape of genetic circuits imposes the arrow of time in stem cell
differentiation. Biophys. journal 99, 29–39 (2010). f
16. Wang, J., Zhang, K., Liu, X. & Wang, E. Quantifying the Waddington landscape and biological paths for development an
differentiation. Proc. Natl. Acad. Sci. 108, 8257–8262 (2011).f f
17. Pal, M., Ghosh, S. & Bose, I. Non-genetic heterogeneity, criticality and cell differentiation. Phys. biology 12, 016001 (2014).h f
17. Pal, M., Ghosh, S. & Bose, I. Non-genetic heterogeneity, critica f
18. Nagy, A. & Nagy, K. The mystery of induced pluripotency: where will they lead? Nat. Methods 7, 22–24 (2010). ll
d k
l
l
h
l
d
f
l 9. Mellor, J., Dudek, P. & Clynes, D. A glimpse into the epigenetic landscape of gene regulation. Curr. opinion genetics & developmen
18, 116–122 (2008).i 20. Karlić, R., Chung, H.-R., Lasserre, J., Vlahoviček, K. & Vingron, M. Histone modification levels are predictive for gene expression. Proc. Natl. Acad. Sci. 107, 2926–2931 (2010). 1. Di Stefano, M., Paulsen, J., Lien, T. G., Hovig, E. & Micheletti, C. Hi-c-constrained physical models of human chromosomes recove
functionally-related properties of genome organization. Sci. reports 6, 35985 (2016).tfh 2. Croft, J. A. et al. Differences in the localization and morphology of chromosomes in the human nucleus. The J. cell biology 145
1119–1131 (1999).hi 23. Bolzer, A. et al. Three-dimensional maps of all chromosomes in human male fibroblast nuclei and prometaphase rosettes. PLoS
biology 3, e157 (2005). gy
24. Meaburn, K. J. & Misteli, T. Cell biology: chromosome territories. Nat. 445, 379–381 (2007). 25. De Carvalho, D. D., You, J. S. & Jones, P. A. Dna methylation and cellular reprogramming. Trends cell biology 20, 609 617 (2010). 26. Kelly, T. K., De Carvalho, D. D. & Jones, P. A. Epigenetic modifications as therapeutic targets. Nat. biotechnology 28, 1069–1078
(2010).f (
)
27. Fraser, J. et al. Chromatin conformation signatures of cellular differentiation. Genome biology 10, R37 (2009). Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 10 www.nature.com/scientificreports/ Author Contributions M.K.M. and B.C. conceived the study, analysed data, and wrote the manuscript. B.K. performed simulations,
analysed data, and wrote the manuscript. R.S. performed initial simulations. All authors reviewed the manuscript. Acknowledgementsi g
M.K.M. acknowledges financial support from Ramanujan Fellowship, DST, INDIA (13DST052) and the IIT
Bombay Seed Grant (14IRCCSG009). B.C. acknowledges the Biophysical Sciences Institute, and Institute of
Advanced Studies, Durham University for financial support at the time the work was done. g
M.K.M. acknowledges financial support from Ramanujan Fellowship, DST, INDIA (13DST052) and the IIT
Bombay Seed Grant (14IRCCSG009). B.C. acknowledges the Biophysical Sciences Institute, and Institute of
Advanced Studies, Durham University for financial support at the time the work was done. Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 11 www.nature.com/scientificreports/ Competing Interests: The authors declare no competing interests. Competing Interests: The authors declare no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. 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 Cre-
ative 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 per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2018 Scientific REPOrtS | (2018) 8:7358 | DOI:10.1038/s41598-018-25556-9 12
|
https://openalex.org/W2917499921
|
https://aura.abdn.ac.uk/bitstream/2164/12516/1/Kar2019_Article_AssociationOfSmokingAndCardiom.pdf
|
English
| null |
Association of smoking and cardiometabolic parameters with albuminuria in people with type 2 diabetes mellitus: a systematic review and meta-analysis
|
Acta diabetologica
| 2,019
|
cc-by
| 9,267
|
Acta Diabetologica (2019) 56:839–850
https://doi.org/10.1007/s00592-019-01293-x Acta Diabetologica (2019) 56:839–850
https://doi.org/10.1007/s00592-019-01293-x REVIEW ARTICLE Association of smoking and cardiometabolic parameters
with albuminuria in people with type 2 diabetes mellitus: a systematic
review and meta-analysis sh Kar1,2 · Clare Gillies1 · Mintu Nath1 · Kamlesh Khunti1 · Melanie J. Davies1 · Samuel Seidu1 Received: 23 November 2018 / Accepted: 23 January 2019 / Published online: 24 February 2019
© The Author(s) 2019 Abstract Aims Smoking is a strong risk factor for albuminuria in people with type 2 diabetes mellitus (T2DM). However, it is unclear
whether this sequela of smoking is brought about by its action on cardiometabolic parameters or the relationship is independ-
ent. The aim of this systematic review is to explore this relationship. whether this sequela of smoking is brought about by its action on cardiometabolic parameters or the relationship is independ
ent. The aim of this systematic review is to explore this relationship. Methods Electronic databases on cross-sectional and prospective studies in Medline and Embase were searched from Janu-
ary 1946 to May 2018. Adult smokers with T2DM were included, and other types of diabetes were excluded. Results A random effects meta-analysis of 20,056 participants from 13 studies found that the odds ratio (OR) of smokers
developing albuminuria compared to non-smokers was 2.13 (95% CI 1.32, 3.45). Apart from smoking, the odds ratio of other
risk factors associated with albuminuria were: age 1.24 (95% CI 0.84, 1.64), male sex 1.39 (95% CI 1.16, 1.67), duration of
diabetes 1.78 (95% CI 1.32, 2.23), HbA1c 0.63 (95% CI 0.45, 0.81), SBP 6.03 (95% CI 4.10, 7.97), DBP 1.85 (95% CI 1.08,
2.62), total cholesterol 0.06 (95% CI − 0.05, 0.17) and HDL cholesterol − 0.01 (95% CI − 0.04, 0.02), triglyceride 0.22 (95%
CI 0.12, 0.33) and BMI 0.40 (95% CI 0.00–0.80). When the smoking status was adjusted in a mixed effect meta-regression
model, the duration of diabetes was the only statistically significant factor that influenced the prevalence of albuminuria. In
smokers, each year’s increase in the duration of T2DM was associated with an increased risk of albuminuria of 0.19 units
(95% CI 0.07, 0.31) on the log odds scale or increased the odds approximately by 23%, compared to non-smokers. Prediction
from the meta-regression model also suggested that the odds ratios of albuminuria in smokers after a diabetes duration of
9 years and 16 years were 1.53 (95% CI 1.10, 2.13) and 5.94 (95% CI 2.53, 13.95), respectively. Conclusions Continuing to smoke and the duration of diabetes are two strong predictors of albuminuria in smokers with
T2DM. Abstract Keywords Type 2 diabetes mellitus · Albuminuria · Smoking Keywords Type 2 diabetes mellitus · Albuminuria · Smoking
Abbreviations
T1DM
Type 1 diabetes mellitus
T2DM
Type 2 diabetes mellitus
HbA1c
Glycosylated haemoglobin
HDL
High-density lipoprotein
LDL
Low-density lipoprotein
SBP
Systolic blood pressure
DBP
Diastolic blood pressure
Introduction
Smokers with T2DM are disproportionately affected by pre-
mature cardiovascular events. A recent systematic review
of over 1 million people revealed that smokers with T2DM
were approximately 50% more likely to die prematurely
with cardiovascular events, compared to non-smokers [1]. However, the precise underlying cause for this heightened
cardiovascular mortality remains unexplored. Smoking
exacerbates insulin resistance, and adversely affects some
Managed by Giuseppe Pugliese. Electronic supplementary material The online version of this
article (https://doi.org/10.1007/s00592-019-01293-x) contains
supplementary material, which is available to authorized users. * Debasish Kar
d.kar@sheffield.ac.uk; d.kar@nhs.net
Extended author information available on the last page of the article Abstract With a global surge in younger smokers developing T2DM, smoking cessation interventions at an early stage of
disease trajectory should be promoted y
p
p
Methods Electronic databases on cross-sectional and prospective studies in Medline and Embase were searched from Janu-
ary 1946 to May 2018. Adult smokers with T2DM were included, and other types of diabetes were excluded.f Results A random effects meta-analysis of 20,056 participants from 13 studies found that the odds ratio (OR) of smokers
developing albuminuria compared to non-smokers was 2.13 (95% CI 1.32, 3.45). Apart from smoking, the odds ratio of other
risk factors associated with albuminuria were: age 1.24 (95% CI 0.84, 1.64), male sex 1.39 (95% CI 1.16, 1.67), duration of
diabetes 1.78 (95% CI 1.32, 2.23), HbA1c 0.63 (95% CI 0.45, 0.81), SBP 6.03 (95% CI 4.10, 7.97), DBP 1.85 (95% CI 1.08,
2.62), total cholesterol 0.06 (95% CI − 0.05, 0.17) and HDL cholesterol − 0.01 (95% CI − 0.04, 0.02), triglyceride 0.22 (95%
CI 0 12 0 33) and BMI 0 40 (95% CI 0 00 0 80) When the smoking stat s
as adj sted in a mi ed effect meta regression (
,
),
(
,
),
(
,
),
(
,
2.62), total cholesterol 0.06 (95% CI − 0.05, 0.17) and HDL cholesterol − 0.01 (95% CI − 0.04, 0.02), triglyceride 0.22 (95%
CI 0.12, 0.33) and BMI 0.40 (95% CI 0.00–0.80). When the smoking status was adjusted in a mixed effect meta-regression
model, the duration of diabetes was the only statistically significant factor that influenced the prevalence of albuminuria. In
smokers, each year’s increase in the duration of T2DM was associated with an increased risk of albuminuria of 0.19 units
(95% CI 0.07, 0.31) on the log odds scale or increased the odds approximately by 23%, compared to non-smokers. Prediction
from the meta-regression model also suggested that the odds ratios of albuminuria in smokers after a diabetes duration of
9 years and 16 years were 1.53 (95% CI 1.10, 2.13) and 5.94 (95% CI 2.53, 13.95), respectively. Conclusions Continuing to smoke and the duration of diabetes are two strong predictors of albuminuria in smokers with
T2DM. With a global surge in younger smokers developing T2DM, smoking cessation interventions at an early stage of
disease trajectory should be promoted. Introduction Smokers with T2DM are disproportionately affected by pre-
mature cardiovascular events. A recent systematic review
of over 1 million people revealed that smokers with T2DM
were approximately 50% more likely to die prematurely
with cardiovascular events, compared to non-smokers [1]. However, the precise underlying cause for this heightened
cardiovascular mortality remains unexplored. Smoking
exacerbates insulin resistance, and adversely affects some However, the precise underlying cause for this heightened
cardiovascular mortality remains unexplored. Smoking
exacerbates insulin resistance, and adversely affects some (0121 840 Acta Diabetologica (2019) 56:839–850 cardiometabolic risk factors in T2DM including HbA1c,
HDL cholesterol and arterial blood pressure [2]. Surpris-
ingly, however, smoking cessation does not appear to con-
fer any substantial cardiovascular risk reduction for up to
10 years in people with diabetes, compared to 3 years in
people without [3]. Indeed, the World Health Organization
(WHO) Multinational Study of Vascular Disease in Diabe-
tes (MSVDD) demonstrated that the risk of cardiovascular
mortality in people with diabetes remains up to 50% higher
in recent quitters (1–9 years), compared to non-smokers [4]. This incongruous relationship between smoking cessation
and mortality suggests that there may be some additional
risk factor/s that contribute to a higher cardiovascular risk
in recent quitters, which might not be reversed by short-term
abstinence from smoking. “AND”. Additionally, we searched the references of the
included studies to identify further suitable studies for
inclusion. We followed the Preferred Reporting Items for
Systematic Reviews and Meta-analysis Protocol (PRISMA-
P) 2015 guidelines [10] (Fig. 1). We published the proto-
col in the International Prospective Register for Systematic
Reviews (PROSPERO) database (CRD 42018090637). The
full search strategy is in Supplementary material 1. The inclusion criteria were studies reporting urinary
albumin excretion (UAE) in adults (> 18 years) with T2DM. T2DM was defined as a condition affecting people’s blood
sugar level which was then diagnosed by healthcare pro-
fessionals and treated with diet, lifestyle interventions, oral
medication or injectable therapy. People with type 1 diabetes
mellitus (T1DM), steroid-induced diabetes, diabetes insipi-
dus, and late auto-immune diabetes of adults (LADA) were
excluded, but maturity-onset diabetes of the young (MODY)
were included. Smokers were defined as self-reported ciga-
rette smokers for at least a year after being diagnosed with
T2DM. Materials and methods Data extraction was conducted using a predesigned data
extraction template—study name, year of publication, coun-
try of study, study design, number of participants, mean age,
smoking status of the participants, and presence or absence
of albuminuria (Table 1). Introduction For this study, albuminuria was defined as urinary
albumin creatinine ratio (ACR) > 20 mg/gm or > 2.5 mg/
mmol in male or > 3.5 mg/mmol in female (KDIGO—
Kidney Disease Improving Global Outcome guidelines
http://kdigo.org) [11]. Total cholesterol and HDL were
converted to mmol/l if they were reported in mg/dl (mg/
dl = ÷ 38.67 mmol/l), and TG (mg/dl = ÷ 88.57). HbA1c was
expressed in both IFCC unit (mmol/mol) and DCCT unit
(%). Blood pressure was expressed in mm of Hg and BMI
was expressed as kg/m2. Albuminuria is an early indicator of both micro-, and
macrovascular involvements in diabetes [5, 6] and the pro-
gression of albuminuria is a reliable marker for the extent of
vascular perturbation [7]. Aggressive management of tradi-
tional risk factors such as glucose, blood pressure and lipid
profile has not shown consistent benefit particularly when
proteinuria is already established [8]. On the other hand,
multifactorial interventions including smoking cessation at
an early stage of disease trajectory have shown promising
potential for the reversal of microalbuminuria and improved
cardiovascular outcome [9]. However, conventional risk
stratification score derived from the HbA1c, blood pressure
and lipid profile may underestimate the influence of life style
factors such as obesity and smoking on albuminuria dur-
ing this crucial stage of disease trajectory. With a global
surge of younger people developing metabolic syndrome and
T2DM, it is pivotal to explore how best they can be protected
from albuminuria which not only heralds incipient diabetic
nephropathy but also poses a higher risk for premature car-
diovascular complications. The aim of this systematic review
and meta-analysis is to elucidate how smoking impacts upon
the prevalence of albuminuria and how this relationship is
influenced by cardiovascular risk factors such as age, male
sex, duration of diabetes, HbA1c, blood pressure, lipid pro-
file and body mass index (BMI). Studies in English language or translated into the Eng-
lish language were accepted for inclusion. Observational
prospective and cross-sectional studies were included for
this review. Two investigators (DK and CLG) independently
screened the articles using the inclusion and exclusion cri-
teria. Any disagreement between the two investigators was
resolved either by consensus or by consulting with a third
investigator (SS). Included studies were selected by review-
ing the titles and abstracts on electronic databases search. Additionally, hand searches were carried out from the refer-
ences of the included studies. Search strategy and selection criteria For this systematic review and meta-analysis, we conducted
a comprehensive search on Medline and Embase electronic
databases from their inceptions to May 2018. The keywords
used for the searches were: “type 2 diabetes”, “smoking”,
“microalbuminuria” or “macroalbuminuria” or “albumi-
nuria” or “proteinuria” in the title, abstract and keywords;
the result was then combined using the Boolean operator Study-level data were also compiled for HbA1c, TC,
HDL cholesterol, triglyceride, BMI, SBP and DBP. Continu-
ous data were expressed as mean ± SD (standard deviation). For cross-sectional studies prevalence data, and for prospec-
tive studies baseline data, were extracted. In prospective 1 3 841 Acta Diabetologica (2019) 56:839–850 1 3
dies, if albuminuria was absent at the baseline but was
esent at follow-up, then the follow-up data were obtained. tracting data from all studies at just one time point,
owed both cross-sectional studies and cohort studies to
be combined in the meta-analyses. The study team us
Newcastle–Ottawa Tool for the assessment of the qua
observational studies to assess the quality of included s
[12]. A random effect meta-analysis was conducted to
Electronic database search
Medline (n=1282)
Embase (n=925)
Title & abstract screening
(n=2207)
Screening
Eligibility
Identification
Studies included
(n=30)
Duplicate removed (n=88)
Excluded (n=2057)
Does not meet the eligibility
criteria
Selected for full text review (n=150)
Excluded (n=92)
No T2DM
No UAE data available
Smoking status not mentioned
Studies met eligibility criteria
(n=58)
Excluded (n=28)
Not cross-sectional or prospective study (n=18)
Studies not in English (n=2)
Review articles (n=4)
Conference abstract (n=4)
Included
1 PRISMA flow chart Electronic database search
Medline (n=1282)
Embase (n=925) Excluded (n=2057)
Does not meet the eligibility
criteria Excluded (n=92)
No T2DM
No UAE data available
Smoking status not mentioned Excluded (n=28)
Not cross-sectional or prospective study (n=18)
Studies not in English (n=2)
Review articles (n=4)
Conference abstract (n=4) Studies included
(n=30) Fig. 1 PRISMA flow chart Fig. 1 PRISMA flow chart be combined in the meta-analyses. The study team used the
Newcastle–Ottawa Tool for the assessment of the quality of
observational studies to assess the quality of included studies
[12]. A random effect meta-analysis was conducted to assess be combined in the meta-analyses. The study team used the
Newcastle–Ottawa Tool for the assessment of the quality of
observational studies to assess the quality of included studies
[12]. Search strategy and selection criteria A random effect meta-analysis was conducted to assess studies, if albuminuria was absent at the baseline but was
present at follow-up, then the follow-up data were obtained. Search strategy and selection criteria Extracting data from all studies at just one time point,
allowed both cross-sectional studies and cohort studies to 1 3 1 3 Acta Diabetologica (2019) 56:839–850 842 1 3
Table 1 Characteristics of the included studies (baseline data for prospective studies unless stated otherwise)i
Study included name/ID
Study design
Country
Mean
age
(years)
Sex (% male)
Number of
participants
(n)
Smoking status (n)
Albuminuria
(n)
Mean dura-
tion of DM
Mean HbA1c
Mean SBP
S
NS
Q
Yes
No
(years)
mmol/mol(%)
(mm of Hg)
Chuahirunet al., 2003 [50]/08
Prospective
USA
45
55
33
13
20
NS
NS
NS
NS
92 (10.6)
NS
Chuahirunet al., 2004 [51]/09
Prospective
USA
45
54
84
31
53
NS
46
38
5
95 (10.8)
115
Chuahirun et al., 2004 [60]/09
Prospective
USA
49
50
157
69
88
NS
112
45
5
54 (7.06)
132
Ikeda et al., 1996 [52]/15
Cross-sectional
Japan
62
100
142
81
40
21
58
84
NS
62 (7.8)
137
Tseng et al., 2010 [53]/28
Prospective
Taiwan
58
55
519
199
320
NS
240
279
10
64 (8.0)
132
Voulgari et al., 2011 [54]/29
Prospective
Greece
56
50
193
73
NS
120
193
NS
NS
61 (7.75)
143
Phistkul et al., 2008 [55]/23
Prospective
USA
47
52
91
39
52
NS
91
NS
4
59 (7.53)
145
Hsu et al., 2010 [56]/14
Prospective
Taiwan
54
100
509
191
243
75
314
195
4
66 (8.2)
129
Baggio et al., 2002 [37]/02
Cross-sectional
Italy
58
73
96
48
48
NS
96
NS
11
65 (8.1)
NS
Cederholm et al., 2005 [57]/06
Cross-sectional
Sweden
67
59
31,037
4532
26,505
NS
4811
26,226
8
51 (6.85)
147
Savage et al., 1995 [58]/26
Cross-sectional
USA
58
61
931
264
230
439
402
531
9
103 (11.6)
NS
Okhuma et al., 2016 [59]/21
Cross-sectional
Japan
65
100
2770
760
559
1451
NS
NS
19
57 (7.40)
130
Prashanth et al., 2010 [60]/25
Cross-sectional
Oman
NS
51
447
85
362
NS
163
284
10
70 (8.55)
NS
Corradi et al., 1993 [61]/10
Cross-sectional
Italy
NS
100
90
44
46
NS
46
44
NS
60 (7.65)
162
Anan et al., 2007 [62]/01
Cross-sectional
Japan
45
18
55
20
35
NS
NS
NS
5
60 (7.65)
129
Yoem et al., 2016 [63]/31
Cross-sectional
Korea
63
100
629
314
90
225
455
174
9
58 (7.44)
126
Forsblom et al., 1998 [64]/11
Prospectivea
(follow-up
data)
Finland
58
61
108
36
54
NS
31
59
9
95 (10.8)
152
Tomlinson et al., 2006 [65]/27
Cross-sectional
China
53
100
496
196
300
NS
NS
NS
3
63(7.94)
133
Kanauchi et al., 1998 [66]/16
Cross-sectional
Japan
65
46
155
44
111
NS
78
77
13
56 (7.3)
NS
Gambaro et al., 2001 [67]/12
Prospective
Italy
65
55
273
72
134
67
107
203
13
75 (9.0)
NS
West et al., 1980 [68]/30
Cross-sectional
USA
NS
NS
973
323
421
229
416
557
7
NS
137
Klein et al., 1993 [69]/17
Cross-sectional
USA
NS
NS
376
53
200
123
58
318
NS
NS
NS
Bruno et al., 1996 [70]/04
Cross-sectional
Italy
69
43
1521
NS
NS
NS
756
765
11
64 (8.05)
NS
Bruno et al., 2003 [71]/05
Prospective
Italy
68
38
1103
149
708
222
426
677
10
65 (8.1)
154
Bentata et al., 2016 [72]/03
Prospective
Morocco
65
NS
671
81
590
NS
520
151
8
68 (8.4)
NS
Gerstein et al., 2000 [43]/13
Cross-sectional
Canada
65
63
3503
538
N/A
1777
1128
2375
11
58 (7.46)
142
Kohler et al., 2000 [73]/18
Cross-sectional
USA
51
32
1044
NS
NS
NS
244
760
0.3
76 (9.1)
NS
Nilsson et al., 2004 [74]/20
Cross-sectional
Sweden
65
54
40,648
4512
36,136
NS
5578
35,070
8
48 (6.55)
144
Parving et al., 2006 [76]/22
Cross-sectional
Denmark
61
50
24,151
NS
NS
NS
NS
NS
8
58 (7.5)
NS
Pijls et al., 2001 [75]/24
Cross-sectional
Netherlands
64
49
335
NS
NS
NS
NS
NS
6
NS
143 1 Acta Diabetologica (2019) 56:839–850 843 the odds of having albuminuria between smokers and non-
smokers. Search strategy and selection criteria Further random effects meta-analyses models were
fitted to compare participants with and without albuminuria
for other risk factors (age, sex, duration of type 2 diabetes
systolic and diastolic blood pressure, total cholesterol, HDL
cholesterol, triglyceride, BMI and HbA1c), with categori-
cal outcomes fitted as odds ratios and continuous variables
as difference in mean values. To explore the relationship
between smoking and albuminuria, meta-regression analy-
ses were carried out. To investigate the influence of dura-
tion of diabetes on the risk of albuminuria between smokers
and non-smokers further, we used the mixed effect meta-
regression model to predict the odds ratio and corresponding
95% confidence intervals of albuminuria, among smokers
compared to non-smokers for the duration of type 2 diabetes
ranging from 4 to 20 years. Results The plot demonstrates that
the differences in outcomes between smokers and non-smokers were
consistent for most studies suggesting that other factors were unlikely
to contribute to the variation in the risk of albuminuria Table 2 Relationship of cardiometabolic risk factors and albuminuria
before adjusting for smoking status
Variables
Mean difference
95% confidence
interval
p value
Age
1.24
0.84–1.64
< 0.001
Male sex
1.39
1.16–1.67
0.003
SBP
6.03
4.10–7.97
< 0.001
DBP
1.85
1.08–2.62
< 0.001
HbA1c
0.63
0.45–0.81
< 0.001
Duration of dia-
betes
1.78
1.32–2.23
< 0.001
Total cholesterol
0.06
− 0.05 to 0.17
0.31
HDL cholesterol
− 0.01
− 0.04 to 0.02
0.47
Triglyceride
0.22
0.12–0.33
< 0.001
Body mass index
0.40
− 0.00 to 0.80
0.05 Table 2 Relationship of cardiometabolic risk factors and albuminuria
before adjusting for smoking status Fig. 3 A radial plot of random effects meta-analysis showing the
standardized differences in observed outcomes (zi) between smokers
against their corresponding precision (xi). The plot demonstrates that
the differences in outcomes between smokers and non-smokers were
consistent for most studies suggesting that other factors were unlikely
to contribute to the variation in the risk of albuminuria associated with albuminuria: each year increase in the
duration of T2DM was associated with an increased log of
odds of albuminuria on an average by 0.19 units (95% CI
0.07–0.31), or it increased the odds approximately by 21%
(Fig. 4). After 9 years of diabetes, the odds of albuminuria
in smokers was approximately 50% higher 1.53 (1.10–2.43)
compared to non-smokers. The odds ratio rose further to
almost three times at 12-year duration 2.74 (1.74–4.30)
and almost six times after 16 years 5.94 (2.58–15.05). The
predicted mean odds ratio of albuminuria among smokers
compared to non-smokers conditional on a range of the dura-
tion of diabetes are presented in Supplementary material 4. The visual exploration of the funnel plot showed slight
asymmetry of the plot suggesting possible publication bias. However, outcomes from the Egger’s test showed the evi-
dence was not statistically significant (p = 0.063) (Supple-
mentary material 2). Results A total of 2207 studies were identified by electronic data-
base searches. After removing the duplicates, 2119 articles
were screened for eligibility; 150 of them were accepted
for abstract review, and 58 of them were included for full-
text review. Overall, 30 studies (20 cross-sectional and ten
prospective observational) with a total of 113,140 people
with T2DM were included. The mean age of the study
participants was 58 years, and 51% of them were male. Amongst the study participants, 11% were smokers, 60%
were non-smokers, and 4% were quitters. Smoking status
was unavailable for 25% of the study participants. The
prevalence of albuminuria in the included studies was
14%. The mean duration of T2DM was 8 years; the mean
HbA1c was 63 mmol/mol (7.9%), and the mean SBP was
125 mmHg. The outcomes from the random effects meta-
analysis of 13 studies on 4313 smokers and 15,743 non-
smokers showed that the pooled odds ratio of albuminuria
in smokers, compared to non-smokers was 2.13 (95% CI
1.32–3.45; p = 0.002; Fig. 2), indicating a statistically sig-
nificant increased risk of albuminuria in smokers. The heterogeneity between studies was assessed using
the I2 statistic, which represents the total proportion of study
variation that is due to heterogeneity rather than sampling
error/chance [13]. Publication bias among studies was
assessed by visual inspection of the funnel plot and the Egg-
er’s test. The type 1 error to determine the level of statistical
significance was set at p = 0.05. All statistical analyses were
carried out using the metafor package (version 2.0.0) in the
R statistical software environment and Cochrane Collabora-
tion Review Manager version 5. i
Except for one study, the radial plot suggested that the
outcomes for most of the studies were consistent, regard-
ing the effects of smoking and the variation in the risk of
albuminuria (Fig. 3). Fig. 2 Forest plot showing an odds ratio of albuminuria in smokers compared to non-smokers Fig. 2 Forest plot showing an odds ratio of albuminuria in smokers compared to non-smokers 3 Acta Diabetologica (2019) 56:839–850 844 Fig. 3 A radial plot of random effects meta-analysis showing the
standardized differences in observed outcomes (zi) between smokers
against their corresponding precision (xi). Results Further meta-analyses demonstrated that cardiometabolic
factors associated with albuminuria (OR, 95% CI) were: age
1.24 (95% CI 0.84–1.64, p < 0.001); male sex 1.39 (95%
CI 1.16–1.67; p = 0.003); SBP 6.03 (95% CI 4.10–7.97,
p < 0.001); DBP 1.85 (95% CI 1.08–2.62, p < 0.001); dura-
tion of T2DM 1.78 (95% CI 1.32–2.23, p < 0.001); BMI 0.40
(95% CI 0.00–0.80, p = 0.05); total cholesterol 0.06 (95%
CI − 0.05 to 0.17; p = 0.31); HDL − 0.01 (95% CI − 0.04
to 0.02; p = 0.47); triglyceride 0.22 (95% CI 0.12–0.33;
p < 0.001) and HbA1c 0.63 (95% CI 0.45–0.81; p < 0.001)
(Table 2) (Supplementary material 3). 3 Discussion This systematic review summarises the relationship between
smoking and albuminuria in people with T2DM, and
whether this relationship is influenced by other confounding
variables such as age, sex, the duration of T2DM, HbA1c,
BMI, HDL and total cholesterol, systolic and diastolic
blood pressure. The meta-analysis suggests that smoking is
a strong predictor of albuminuria in people with T2DM. The meta-regression, on the other hand, concedes that apart
from the duration of T2DM, none of the above confounding
variables has any statistically significant influence on albu-
minuria, when adjusted for smoking status. There is a linear
relationship between smoking and the duration of T2DM
with albuminuria. Smokers with T2DM have 21% increased
annual risk of albuminuria, compared to non-smokers. Therefore, smoking cessation at an early stage of disease
trajectory is likely to be one of the most effective interven-
tion strategies to prevent the development of albuminuria in
smokers with T2DM. Meta-regression analyses found most moderator variables
were not associated with the study effect except the duration
of diabetes showing a significant association (p = 0.001). We
observed that the inclusion of duration of diabetes as a mod-
erator variable reduced the residual heterogeneity although
there was still evidence of residual heterogeneity (Q statis-
tic = 10.09, p = 0.002); the estimate of residual heterogeneity
(τ2) reduced from 0.69 (95% CI 0.38–3.84) based on the ran-
dom effect meta-analysis model to 0.23 (95% CI 0.10–2.13)
based on the mixed effect meta-regression model (Table 3)
(Supplementary material 3). Therefore, the time to diabetes
as a moderator variable accounted for almost 60% of the
heterogeneity.i The statistically significant residual heterogeneity sug-
gested that other moderators not investigated in this study
might be important. Discussion The duration of T2DM was positively This is the first systematic review and meta-anal-
ysis exploring the relationship between smoking and 1 3 3 Acta Diabetologica (2019) 56:839–850 845 Table 3 Relationship of
cardiometabolic risk factors
with albuminuria after adjusting
for smoking status Statistically significant variable that influenced the relationship between smoking and albuminuria was the
duration of T2DM (highlighted in bold font)
Moderator variables
Overall effect size (Z)
Heterogeneity (τ2)
p value
Age
0.75 (− 0.084–0.18)
0.70 (0.33–6.44)
0.46
Male sex
0.27 (− 0.02–0.03)
0.79 (0.36–6.81)
0.78
HbA1c
1.43 (0.1–0.65)
0.76 (0.30–4.94)
0.15
HDL
− 0.50 (− 47.78 to 28.83)
9.93 (1.66–100)
0.61
Total cholesterol
0.92 (− 1.36 to 3.75)
1.74 (0.56–15.78)
0.35
Triglyceride
− 1.14 (− 0.51 to 0.14)
0.01 (0–1.28)
0.25
Duration of diabetes
3.18 (0.07–0.31)
0.23 (0.10–2.13)
0.001
SBP
1.09 (− 0.29 to 0.101)
1.26 (0.44–10.22)
0.27
DBP
0.26 (− 0.13 to 0.17)
2.05 (0.66–18.43)
0.79
BMI
2.48 (0.15–1.30)
0.74 (0.36–6.86)
0.93 Statistically significant variable that influenced the relationship between smoking and albuminuria was the
duration of T2DM (highlighted in bold font) Fig. 4 Predicted odds ratio
(OR) of albuminuria in smokers
compared to non-smokers with
duration of type 2 diabetes
based on the outcome of the
logistic mixed model. The solid
line shows the predicted mean
and dashed line shows the
corresponding 95% confi-
dence interval. The OR below
the horizontal dotted line is
not statistically significant
(p > 0.05). The plot also shows
the observed OR of individual
studies (points) where the point
sizes are proportional to the
inverse of the corresponding
standard errors hand, taking into consideration all the above confounding
variables, concluded that the duration of diabetes is the most
important predictor of albuminuria in smokers with T2DM. albuminuria, and how other cardiometabolic parameters
influence this relationship. Although multiple studies have
shown smoking augments the risk of albuminuria in peo-
ple with type 1 diabetes [14, 15], its role in T2DM remains
undetermined. T2DM, as opposed to T1DM, is one of the
components of metabolic syndrome. In addition to hypergly-
caemia, it is often accompanied by obesity, hypertension and
dyslipidaemia [16]. All these risk factors are closely associ-
ated with albuminuria [17], and therefore, the relationship
between smoking and albuminuria is much more intricate in
T2DM, compared to T1DM. Previous studies have shown
that smokers have a higher urinary albumin excretion rate,
which might have been independent of glycaemic effects
[18]. Discussion Taking all these evi-
dence into account, this systematic review emphasises that
to effectively manage the prevalence and the progression
of albuminuria in T2DM, the most effective strategy would
be a multifactorial intervention where smoking cessation
is one of the key components. choice of drugs seems to be a determinant factor of albu-
minuria. Insulin sensitizers have shown better efficacy in
halting the prevalence and progression of albuminuria com-
pared to insulin and its secretagogues. In BARI-2D trial, the
researchers have shown that insulin, and its secretagogues
are more likely to cause an increased prevalence of albumi-
nuria and coronary artery disease, compared to insulin-sen-
sitizing drugs [22]. However, it will be interesting to know if
this outcome is influenced by the choice of drugs or people
who were on insulin had poorer glycaemic control. p
g y
Irrespective of hypertension, treatment with angiotensin-
converting enzyme inhibitors (ACEI) or angiotensin receptor
blockers (ARB) has shown promising prospect of halting the
prevalence and progression of albuminuria [23]. However,
studies have shown that this reno-protective effect of ACEI
and ARBs can be revoked in smokers [24], suggesting that
renin–angiotensin axis blockade is less effective to prevent
the progression of albuminuria in smokers. Raised triglyc-
eride, and raised total and LDL cholesterol, with low HDL
cholesterol are the hallmarks of dyslipidaemia in T2DM
[25], but in smokers the predominant abnormality in lipid
profile seems to be lower HDL cholesterol [26]. Smoking
downregulates the hepatic and endothelial lipoprotein lipase
activities [27] and tampers with the reverse cholesterol trans-
port pathway [28]. As a consequence, they have lower HDL
cholesterol compared to their non-smoker counterparts. Smoking cessation, on the other hand improves lipid profile
particularly the HDL cholesterol, despite moderate weight
gain [29, 30], which in turn halts the progression of albumi-
nuria [31]. Conversely, isolated and piecemeal management
of glucose, blood pressure and lipid profile did not show
consistent efficacy to prevent the prevalence or progres-
sion of albuminuria in smokers with diabetes [9, 32]. These
observations are suggestive of an independent relationship
between smoking and albuminuria mediated by a constella-
tion of underlying pathophysiological processes. The findings of this systematic review have significant
clinical implications. The World Health Organization
(WHO) estimates that by 2030, a staggering number of
366 million people will suffer from T2DM worldwide. Discussion Meta-analyses in this systematic review concluded that
there is a close association between smoking and albumi-
nuria in people with T2DM. Meta-regression, on the other Early detection of albuminuria at the stage of microal-
buminuria, and multifactorial intervention including smok-
ing cessation, are advocated in all the guidelines across
the globe, including the European Association of Study on
Diabetes (EASD) and the American Diabetes Association
(ADA) [19]. This recommendation is based on the obser-
vation that once the daily urinary albumin excretion rate
reaches the level of proteinuria (urinary albumin excre-
tion > 300 mg/day), no interventions appears to be effective
in reversing it [20, 21]. Addressing other anthropometric
and metabolic risk factors including hip–waist ratio, BMI,
HbA1c, blood pressure and lipid profiles remain at the centre
of this intervention strategy. For glycaemic management, the 1 846 Acta Diabetologica (2019) 56:839–850 Although smokers have lower BMI than non-smokers,
nonetheless they have more visceral adiposity and lower
insulin sensitivity [41]. Smoking cessation, on the other
hand, despite causing moderate weight gain, is associated
with the reversal of visceral adiposity and an improve-
ment in insulin sensitivity [30]. But this reversal takes
longer in people with T2DM, compared to people without
[3, 42]. Therefore, short-term abstinence may not yield
any meaningful benefit in smokers with T2DM. The Heart
Outcomes Prevention Evaluation (HOPE) study examined
the factors that influence the prevalence and progression
of albuminuria in people with and without diabetes. This
study demonstrated that smoking, hypertension, older age,
abdominal adiposity, vascular disease and left ventricular
hypertrophy were significantly associated with albumi-
nuria, in people with and without diabetes. However, in
people with diabetes, the most significant determinants
of albuminuria were the duration of diabetes, HbA1c and
the use of insulin. People with diabetes were 1.16 times
more likely to develop albuminuria after a diabetes dura-
tion of 10.4 years (irrespective of their HbA1c), the risk of
albuminuria increased by 8% for each 0.9% increase in the
HbA1c, and the people with albuminuria were 1.3 times
more likely to be on insulin compared to people who had
normoalbuminuria. Sex, dyslipidaemia, creatinine, and
BMI were not independently associated with albuminuria
after adjustment of other factors [43]. 3 Discussion Amongst them, 60 million will be between 20 and 44
years, and 180 million will be between 45 and 64 years
[44]. Young smokers with T2DM are at a higher risk of
albuminuria as they will live longer with the condition. This study showed that the risk of albuminuria was simi-
lar in smokers and non-smokers up to around 8.5 years
of T2DM duration, and then the risk increased approxi-
mately by 20% annually. Albuminuria marks the onset of
microvascular complications which is often associated
with retinopathy, neuropathy and macrovascular involve-
ment [45]. Several studies have shown a rapid rise in the
prevalence of albuminuria and cardiovascular complica-
tions in younger patients with T2DM, compared to T1DM,
despite having similar glycaemic control [46, 47]. Poor
lifestyle choices including smoking have been attributed
to this disparate response of glycaemic control in T2DM,
as opposed to T1DM. Therefore, this study emphasises Several mechanisms have been proposed to explain the
albuminuria in smokers with T2DM. They include increased
blood pressure, altered intrarenal haemodynamics such as
activation of the sympatho-adrenergic pathway, activation of
the renin–angiotensin–aldosterone axis and the endothelin
system [33–35]. In addition, smoking directly causes tubulo-
interstitial disease [36] and causes neuro-endocrine disrup-
tion, vascular endothelial damage and metabolic deregula-
tions which adversely affect renal structure and function [18,
37, 38]. Therefore, addressing hyperglycaemia, hypertension
and dyslipidaemia without smoking cessation may not halt
the prevalence and progression of albuminuria in smokers
with diabetes. Nicotine and other toxic metabolites in cigarettes appear
to be handled differently in people with and without diabe-
tes [39]. Nicotine infusion acutely increases insulin resist-
ance in people with T2DM but not in people without [40]. 1 3 Acta Diabetologica (2019) 56:839–850 847 that smokers, particularly the younger smokers should be
encouraged to quit soon after the diagnosis and persuaded
to remain abstinent. Funding This research was partially funded by the East Midlands
Collaboration for Leadership in Applied Health Research and Care
(Project 17). One of the strengths of this study is that it included all
the major studies available on the electronic databases from
their inception and included 30 studies with 113,400 partici-
pants. The quality of the papers was determined by the New-
castle–Ottawa scale, which is a validated tool, and the review
process followed PRISMA protocol [10], which is consid-
ered to be the gold standard. Availability of data and material The corresponding author has all the
data and materials. Availability of data and material The corresponding author has all the
data and materials. Conclusion Open Access This article is distributed under the terms of the Crea-
tive Commons Attribution 4.0 International License (http://creativeco
mmons.org/licenses/by/4.0/), which permits unrestricted use, distribu-
tion, 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. Albuminuria is one of the earliest biochemically measurable
risk factors in T2DM, which heralds incipient micro- and
macrovascular complications. It is a substantial milestone
in the trajectory of disease progression and is independently
associated with cardiovascular and all-cause mortality. This
study reiterates that smoking is a strong predictor of albumi-
nuria; the longer the duration of T2DM, the higher the risk. With a rapidly changing global prevalence of T2DM with an
anticipated surge of younger people with T2DM [48], and
an approximately 70% of them already having complica-
tions [49], it is important to raise awareness about the effect
of smoking and duration of T2DM on albuminuria, and its
impact on cardiovascular mortality. Future research should
be focused on elucidating the relationship between smok-
ing cessation, and the progression of albuminuria in people
with T2DM, particularly the length of abstinence required
to reverse the risk of albuminuria. Albuminuria is one of the earliest biochemically measurable
risk factors in T2DM, which heralds incipient micro- and
macrovascular complications. It is a substantial milestone
in the trajectory of disease progression and is independently
associated with cardiovascular and all-cause mortality. This
study reiterates that smoking is a strong predictor of albumi-
nuria; the longer the duration of T2DM, the higher the risk. Discussion Publication bias was addressed
by conducting the appropriate sensitivity test, which did not
show any significant bias. On the other hand, the weaknesses
of the study were that it was based mainly on cross-sectional,
or the baseline data of prospective studies, and therefore,
no temporal relationship between smoking and albuminu-
ria can be confirmed. Second, most of the included stud-
ies used self-reported smoking behaviour which might not
be accurate. There was also considerable heterogeneity in
the included studies, and therefore, the findings may not be
generalisable. Although between-study heterogeneity was
investigated, meta-regression models lacked statistical power
to assess associations between the effect size and study-level
covariates. References With a rapidly changing global prevalence of T2DM with an
anticipated surge of younger people with T2DM [48], and
an approximately 70% of them already having complica-
tions [49], it is important to raise awareness about the effect
of smoking and duration of T2DM on albuminuria, and its
impact on cardiovascular mortality. Future research should
be focused on elucidating the relationship between smok-
ing cessation, and the progression of albuminuria in people
with T2DM, particularly the length of abstinence required
to reverse the risk of albuminuria. 1. Pan A, Wang Y, Talaei M, Hu FB (2015) Relation of smoking
with total mortality and cardiovascular events among patients with
diabetes mellitus: a meta-analysis and systematic review. Circula-
tion 132(19):1795–1804 1. Pan A, Wang Y, Talaei M, Hu FB (2015) Relation of smoking
with total mortality and cardiovascular events among patients with
diabetes mellitus: a meta-analysis and systematic review. Circula-
tion 132(19):1795–1804 2. Kar D, Gillies C, Zaccardi F, Webb D, Seidu S, Davies M et al
(2016) Relationship of cardiometabolic parameters in non-smok-
ers, current smokers, and quitters in diabetes: a systematic review
and meta-analysis. Cardiovasc Diabetol 15:158 3. Clair C, Rigotti NA, Porneala B, Fox CS, D’Agostino RB, Pencina
MJ et al (2013) Association of smoking cessation and weight
change with cardiovascular disease among adults with and with-
out diabetes. JAMA 309(10):1014–1021 4. Chaturvedi N, Stevens L, Fuller JH (1997) Which features of
smoking determine mortality risk in former cigarette smokers
with diabetes? The World Health Organization Multinational
Study Group. Diabetes care 20(8):1266–1272 4. Chaturvedi N, Stevens L, Fuller JH (1997) Which features of
smoking determine mortality risk in former cigarette smokers
with diabetes? The World Health Organization Multinational
Study Group. Diabetes care 20(8):1266–1272 Author contributions The original idea of the research came from DK,
who did the searches, conducted the study design, and registered the
project in PROSPERO. CLG and SS contributed to data collection, data
analysis and writing up. CLG and MN contributed to statistical analy-
ses of the data. DK wrote up the manuscript, and all the co-authors
contributed to it. KK and MJD were involved in overall supervision
and worked in advisory roles in all aspects of the research. 5. Eijkelkamp WB, Zhang Z, Brenner BM, Cooper ME, Devereux
RB, Dahlof B et al (2007) Renal function and risk for cardiovas-
cular events in type 2 diabetic patients with hypertension: the
RENAAL and LIFE studies. Author contributions The original idea of the research came from DK,
who did the searches, conducted the study design, and registered the
project in PROSPERO. CLG and SS contributed to data collection, data
analysis and writing up. CLG and MN contributed to statistical analy-
ses of the data. DK wrote up the manuscript, and all the co-authors
contributed to it. KK and MJD were involved in overall supervision
and worked in advisory roles in all aspects of the research. Ethics standard statement Not applicable. Consent for publication All the authors have approved the final manu-
script and consented for publication. Compliance with ethical standards Conflict of interest DK, CLG and MN have no competing interests. MJD reports personal fees from Novo Nordisk, Sanofi-Aventis, Lilly,
Merck Sharp & Dohme, Boehringer Ingelheim, AstraZeneca, Janssen,
Servier, Mitsubishi Tanabe Pharma Corporation, Takeda Pharmaceu-
ticals International Inc. She has also received grants from Novo Nor-
disk, Sanofi-Aventis, Lilly, Boehringer Ingelheim, Janssen outside the
submitted work. Prof Khunti has acted as a consultant and speaker for
Amgen, AstraZeneca, Bayer, Novartis, Novo Nordisk, Roche, Sanofi-
Aventis, Lilly, Servier and Merck Sharp & Dohme. He has received
grants in support of investigator and investigator-initiated trials from
AstraZeneca, Novartis, Novo Nordisk, Sanofi-Aventis, Lilly, Pfizer,
Boehringer Ingelheim and Merck Sharp & Dohme. KK has received
funds for research, honoraria for speaking at meetings and has served
on advisory boards for AstraZeneca, Lilly, Sanofi-Aventis, Merck
Sharp & Dohme and Novo Nordisk. SS has acted as a consultant on ad-
visory boards and speaker for Novartis, Novo Nordisk, Sanofi-Aventis,
Lilly, and Merck Sharp & Dohme, Amgen, Boehringer Ingelheim,
Janssen and Takeda Pharmaceuticals International Inc. Ethics standard statement Not applicable. References J Hypertens 25:876 1 3 848 Acta Diabetologica (2019) 56:839–850 23. Boger CA, Haak T, Gotz AK, Christ J, Ruff E, Hoffmann U
et al (2006) Effect of ACE and AT-2 inhibitors on mortality and
progression to microalbuminuria in a nested case-control study
of diabetic nephropathy in diabetes mellitus type 2: results from
the GENDIAN study. Int J Clin Pharmacol Ther 44(8):364–374 6. Lee ET, Howard BV, Wang W, Welty TK, Galloway JM, Best
LG et al (2006) Prediction of coronary heart disease in a popula-
tion with high prevalence of diabetes and albuminuria: the Strong
Heart Study. Circulation 113(25):2897–2905 7. Singh DK, Winocour P, Summerhayes B, Sivakumar G, Viljoen A,
Farrington K (2009) The relationship of albuminuria and vascular
calcification in type 2 diabetes. Diabetes 58(1):A198 24. Chuahirun T, Wesson DE (2002) Cigarette smoking predicts
faster progression of type 2 established diabetic nephropathy
despite ACE inhibition. Am J Kidney Dis 39(2):376–382 i
8. Di Landro D, Catalano C, Lambertini D, Bordin V, Fabbian F,
Naso A et al (1998) The effect of metabolic control on devel-
opment and progression of diabetic nephropathy. Nephrol Dial
Transplant 13(Suppl 8):35–43 25. de Boer IH, Astor BC, Kramer H, Palmas W, Seliger SL, Shli-
pak MG et al (2008) Lipoprotein abnormalities associated with
mild impairment of kidney function in the multi-ethnic study of
atherosclerosis. Clin J Am Soc Nephrol CJASN 3(1):125–132 9. Ascic-Buturovic B, Kacila M, Kulic M (2009) Effects of aggres-
sive approach to the multiple risk factors for diabetic nephro-pathy
on proteinuria reduction in diabetes type 2 patients. Bosn J Basic
Med Sci 9(1):44–48 26. Berlin I (2008) Smoking-induced metabolic disorders: a review. Diabetes Metab 34(4 Pt 1):307–314fi 27. Freeman DJ, Caslake MJ, Griffin BA, Hinnie J, Tan CE, Watson
TD et al (1998) The effect of smoking on post-heparin lipopro-
tein and hepatic lipase, cholesteryl ester transfer protein and
lecithin:cholesterol acyl transferase activities in human plasma. Eur J Clin Investig 28(7):584 10. Shamseer L, Moher D, Clarke M, Ghersi D, Liberati A, Petticrew
M et al (2015) Preferred reporting items for systematic review and
meta-analysis protocols (prisma-p) 2015: elaboration and explana-
tion. BMJ (Online) 349:1 11. Miller W, Bruns D, Hortin G, Sandberg S, Aakre K, McQueen
M et al (2009) Current issues in measurement and reporting of
urinary albumin excretion. Clin Chem 55(1):24–38 28. References Zong C, Song G, Yao S, Guo S, Yu Y, Yang N et al (2015)
Cigarette smoke exposure impairs reverse cholesterol transport
which can be minimized by treatment of hydrogen- saturated
saline. Lipids Health Dis 14(1):159-f 12. Stang A (2010) Critical evaluation of the Newcastle–Ottawa scale
for the assessment of the quality of nonrandomized studies in
meta-analyses. Eur J Epidemiol 25(9):603–605 29. Campbell SC, Moffatt RJ, Stamford BA (2008) Smoking and
smoking cessation—the relationship between cardiovascular
disease and lipoprotein metabolism: a review. Atherosclerosis
201(2):225–235 13. Higgins JPT, Thompson SG (2002) Quantifying heterogeneity in
a meta-analysis. Stat Med 21(11):1539–1558 14. Chase HP, Garg SK, Marshall G, Berg CL, Harris S, Jackson WE
et al (1991) Cigarette smoking increases the risk of albuminuria
among subjects with type I diabetes. JAMA 265(5):614–617 30. Ferrara CM, Kumar M, Nicklas B, McCrone S, Goldberg AP
(2001) Weight gain and adipose tissue metabolism after smok-
ing cessation in women. Int J Obes 25(9):1322–1326 31. Zoppini G, Targher G, Chonchol M, Perrone F, Lippi G,
Muggeo M (2009) Higher HDL cholesterol levels are associ-
ated with a lower incidence of chronic kidney disease in patients
with type 2 diabetes. Nutr Metab Cardiovasc Dis 19:580–6 15. Amin R, Widmer B, Prevost AT, Schwarze P, Cooper J, Edge J
et al (2008) Risk of microalbuminuria and progression to mac-
roalbuminuria in a cohort with childhood onset type 1 diabetes:
prospective observational study. BMJ 336(7646):697–701 32. Sawicki PT, Muhlhauser I, Bender R, Pethke W, Heinemann
L, Berger M (1996) Effects of smoking on blood pressure and
proteinuria in patients with diabetic nephropathy. J Intern Med
239(4):345–352f 16. Abuaisha B, Kumar S, Malik R, Boulton AJ (1998) Relation-
ship of elevated urinary albumin excretion to components of the
metabolic syndrome in non-insulin-dependent diabetes mellitus. Diabetes Res Clin Pract 39(2):93–99 33. Orth SR (2004) Effects of smoking on systemic and intrarenal
hemodynamics: influence on renal function. J Am Soc Nephrol
15(Suppl 1):58 17. Temimovic R, Rasic S (2015) Impact of obesity and smoking on
the values of albuminuria and proteinuria in high risk patients and
its impact on development of early chronic kidney disease in out-
patients in bosnia herzegovina. Nephrol Dial Transplant 30:iii489 34. Ritz E, Ogata H, Orth SR (2000) Smoking: a factor promoting
onset and progression of diabetic nephropathy. Diabetes Metab
26(Suppl 4):54–63f 18. Christiansen JS (1978) Cigarette smoking and prevalence of
microangiopathy in juvenile-onset insulin-dependent diabetes
mellitus. References Diabetes Care
21(11):1932–1938 48. Whiting DR, Guariguata L, Weil C, Shaw J (2011) IDF diabetes
atlas: global estimates of the prevalence of diabetes for 2011
and 2030. Diabetes Res Clin Pract 94(3):311–321 65. Thomas GN, Tomlinson B, McGhee SM, Lam TH, Abdullah
ASM, Yeung VTF et al (2006) Association of smoking with
increasing vascular involvement in type 2 diabetic chinese
patients. Exp Clin Endocrinol Diabetes 114(06):301–305 ( )
49. Dabelea D, Department of Epidemiology CSoPH, Aurora,
Stafford JM, Department of Biostatistical Sciences WFSoM,
Winston-Salem, North Carolina, Mayer-Davis EJ, Departments
of Nutrition and Medicine UoNC, Chapel Hill et al (2017) Asso-
ciation of type 1 diabetes vs type 2 diabetes diagnosed during
childhood and adolescence with complications during teenage
years and young adulthood. JAMA 317(8):825–835 66. Kanauchi M, Kawano T, Akai M, Yashima I, Nishioka H,
Nakashima Y et al (1998) Smoking habit and progression of
diabetic nephropathy. J Nara Med Assoc 49(2):85–89 67. Gambaro G, Bax G, Fusaro M, Normanno M, Manani SM,
Zanella M et al (2001) Cigarette smoking is a risk factor for
nephropathy and its progression in type 2 diabetes mellitus. Diabetes Nutr Metab Clin Exp 14(6):337–342 50. Chuahirun T, Khanna A, Kimball K, Wesson DE (2003) Ciga-
rette smoking and increased urine albumin excretion are inter-
related predictors of nephropathy progression in type 2 diabetes. Am J Kidney Dis 41:13–21 68. West KM, Erdreich LS, Stober JA (1980) Absence of a relation-
ship between smoking and diabetic microangiopathy. Diabetes
care 3(2):250–252 51. Chuahirun T, Simoni J, Hudson C, Seipel T, Khanna A, Harrist
RB et al (2004) Cigarette smoking exacerbates and its cessa-
tion ameliorates renal injury in type 2 diabetes. Am J Med Sci
327(2):57–67 69. Klein R, Klein BE, Moss SE (1993) Incidence of gross proteinu-
ria in older- onset diabetes. A population- based perspective. Diabetes 42(3):381 52. Ikeda Y, Suehiro T, Takamatsu K, Hashimoto K, Yamashita H,
Tamura T (1997) Effect of smoking on the prevalence of albu-
minuria in Japanese men with non-insulin-dependent diabetes
mellitus. Diabetes Res Clin Pract 36(1):57–61f 70. Bruno G, Cavallo-Perin P, Bargero G, Borra M, Calvi V,
D’Errico N et al (1996) Prevalence and risk factors for micro-
and macroalbuminuria in an Italian population-based cohort of
NIDDM subjects. Diabetes Care 19(1):43–47 53. Tseng CH, Tseng CP, Chong CK. References Diabetes care 1(3):146 35. Orth SR, Schroeder T, Ritz E, Ferrari P (2005) Effects of smok-
ing on renal function in patients with type 1 and type 2 diabetes
mellitus. Nephrol Dial Transplant 20(11):2414–2419 19. Inzucchi SE, Bergenstal RM, Buse JB, Diamant M, Ferrannini
E, Nauck M et al (2015) Management of hyperglycemia in type
2 diabetes, 2015: a patient-centered approach: update to a posi-
tion statement of the American Diabetes Association and the
European Association for the Study of Diabetes. Diabetes care
38(1):140–149 36. Orth SR (2002) Cigarette smoking: an important renal risk fac-
tor—far beyond carcinogenesis. Tob Induc Dis 1(2):137–155 37. Baggio B, Budakovic A, Dalla Vestra M, Saller A, Bruseghin
M, Fioretto P (2002) Effects of cigarette smoking on glomerular
structure and function in type 2 diabetic patients. J Am Soc
Nephrol 13(11):2730–2736l 20. Boger CA, Haak T, Gotz AK, Christ J, Ruff E, Hoffmann U et al
(2006) Effect of ACE and AT-2 inhibitors on mortality and pro-
gression to microalbuminuria in a nested case-control study of
diabetic nephropathy in diabetes mellitus type 2: results from the
GENDIAN study. Int J Clin Pharmacol Ther 44:364–74 38. Agarwal R (2005) Smoking, oxidative stress and inflammation:
impact on resting energy expenditure in diabetic nephropathy. BMC Nephrol 6:13 21. Yamashita T, Makino H, Nakatani R, Ohata Y, Miyamoto Y,
Kishimoto I (2013) Renal insufficiency without albuminuria is
associated with peripheral artery atherosclerosis and lipid metab-
olism disorders in patients with type 2 diabetes. J Atheroscler
Thromb 20(11):790–797 39. Canoy D, Wareham N, Luben R, Welch A, Bingham S, Day N
et al (2005) Cigarette smoking and fat distribution in 21,828
british men and women: a population-based study. Obesity
13(8):1466–1475 40. Axelsson T, Jansson PA, Smith U, Eliasson B, Sahlgrenska a,
Institutionen för i et al (2001) Nicotine infusion acutely impairs
insulin sensitivity in type 2 diabetic patients but not in healthy
subjects. J Intern Med 249(6):539–544 22. Wall BM, Hardison RM, Molitch ME, Marroquin OC, McGill
JB, August PA (2010) High prevalence and diversity of kidney
dysfunction in patients with type 2 diabetes mellitus and coro-
nary artery disease: the BARI 2D baseline data. Am J Med Sci
339:401–10 41. Kim JH, Shim KW, Yoon YS, Lee SY, Kim SS, Oh SW (2012)
Cigarette smoking increases abdominal and visceral obesity 1 3 Acta Diabetologica (2019) 56:839–850 849 but not overall fatness: an observational study. PLoS One
7(9):e45815 59. References Ohkuma T, Nakamura U, Iwase M, Ide H, Fujii H, Jodai T
et al (2016) Effects of smoking and its cessation on creatinine-
and cystatin C-based estimated glomerular filtration rates and
albuminuria in male patients with type 2 diabetes mellitus: the
Fukuoka Diabetes Registry. Hypertens Res 39(10):744–751 42. Clair C, Rigotti N, Shrader P, Caroline P, Pencina M, Meigs
J (2011) Effects of smoking, cessation and weight change on
cardiovascular disease among people with and without diabetes. J Gen Intern Med 26:S12–S14 60. Prashanth P, Sulaiman KJ, Kadaha G, Bazarjani N, Bakir S,
Jabri KE et al (2010) Prevalence and risk factors for albumi-
nuria among type 2 diabetes mellitus patients: a middle-east
perspective. Diabetes Res Clin Pract 88(3):e24–e27 43. Gerstein HC, Mann JF, Pogue J, Dinneen SF, Halle JP, Hoog-
werf B et al (2000) Prevalence and determinants of microalbu-
minuria in high-risk diabetic and nondiabetic patients in the
Heart Outcomes Prevention Evaluation Study. The HOPE Study
Investigators. Diabetes Care 23(Suppl 2):35 61. Corradi L, Zoppi A, Tettamanti F, Malamani G, Lazzari P, Fog-
ari R (1993) Association between smoking and micro-albumi-
nuria in hypertensive patients with type 2 diabetes mellitus. J
Hypertens 11:S190-1 44. Organization WH (2016) Global report on diabetesf 45. Savage S, Estacio RO, Jeffers B, Schrier RW (1996) Urinary
albumin excretion as a predictor of diabetic retinopathy, neu-
ropathy, and cardiovascular disease in NIDDM. Diabetes care
19(11):1243–1248 62. Anan F, Nakagawa M, Yonemochi H, Saikawa T, Masaki T,
Takahashi N et al (2007) Smoking is associated with urinary
albumin excretion: an evaluation of premenopausal patients
with type 2 diabetes mellitus. Metab Clin Exp 56(2):179–184 46. Constantino M, Molyneaux L, Gisler F, Al Saeed A, Luo C,
Wu T et al (2012) Long term complications and mortality in
youth onset diabetes: type 2 diabetes is more lethal than type 1
diabetes. Diabetes Care 61(s1):A88-A 63. Hyungseon Y, Jung Hyun L, Hyeon Chang K, Il S (2016) The
association between smoking tobacco after a diagnosis of dia-
betes and the prevalence of diabetic nephropathy in the korean
male population. J Prev Med Public Health 49(2):108–117 47. Group TS (2013) Rapid rise in hypertension and nephropathy in
youth with type 2 diabetes: the TODAY clinical trial. Diabetes
Care 36(6):1735–1741 64. Forsblom CM, Totterman KJ, Saloranta C, Groop PH, Ekstrand
A, Sane T et al (1998) Predictors of progression from normoal-
buminuria to microalbuminuria in NIDDM. References Parving HH, Lewis JB, Ravid M, Remuzzi G, Hunsicker LG,
DEMAND investigators (2006) Prevalence and risk factors for
microalbuminuria in a referred cohort of type II diabetic patients:
a global perspective. Kidney Int 69(11):2057–2063 76. Parving HH, Lewis JB, Ravid M, Remuzzi G, Hunsicker LG,
DEMAND investigators (2006) Prevalence and risk factors for
microalbuminuria in a referred cohort of type II diabetic patients:
a global perspective. Kidney Int 69(11):2057–2063 References Joint effects of hypertension,
smoking, dyslipidemia and obesity and angiotensin-converting
enzyme DD genotype on albuminuria in Taiwanese patients
with type 2 diabetes mellitus. Clin Biochem 2010;43:629–34 71. Bruno G, Merletti F, Biggeri A, Bargero G, Ferrero S, Pagano G
et al (2003) Progression to overt nephropathy in type 2 diabetes:
the Casale Monferrato Study. Diabetes Care 26(7):2150–2155 54. Voulgari C, Katsilambros N, Tentolouris N (2011) Smoking
cessation predicts amelioration of microalbuminuria in newly
diagnosed type 2 diabetes mellitus: a 1-year prospective study. Metabolism 60:1456–64 72. Bentata Y, Karimi I, Benabdellah N, El Alaoui F, Haddiya I,
Abouqal R (2016) Does smoking increase the risk of progres-
sion of nephropathy and/or cardiovascular disease in type 2 dia-
betic patients with albuminuria and those without albuminuria? Am J Cardiovasc Dis 6(2):66–69 55. Phisitkul K, Hegazy K, Chuahirun T, Hudson C, Simoni J,
Rajab H et al (2008) Continued smoking exacerbates but cessa-
tion ameliorates progression of early type 2 diabetic nephropa-
thy. Am J Med Sci 335:284–91 73. Kohler KA, McClellan WM, Ziemer DC, Kleinbaum DG, Bor-
ing JR (2000) Risk factors for microalbuminuria in black ameri-
cans with newly diagnosed type 2 diabetes. Am J Kidney Dis
36(5):903–913 56. Hsu CC, Hwang SJ, Tai TY, Chen T, Huang MC, Shin SJ et al
(2010) Cigarette smoking and proteinuria in Taiwanese men
with type 2 diabetes mellitus. Diabet Med 27(3):295–302 74. Nilsson P, Gudbjörnsdottir S, Eliasson B, Cederholm J (2004)
Smoking is associated with increased HbA 1c values and micro-
albuminuria in patients with diabetes—data from the National
Diabetes Register in Sweden. Diabetes Metab 30(3):261–268 57. Cederholm J, Eliasson B, Nilsson PM, Weiss L, Gudbjörnsdottir
S (2005) Microalbuminuria and risk factors in type 1 and type
2 diabetic patients. Diabetes Res Clin Pract 67(3):258–266 75. Pijls LT, de Vries H, Kriegsman DM, Donker AJ, van Eijk JT
(2001) Determinants of albuminuria in people with type 2 dia-
betes mellitus. Diabetes Res Clin Pract 52(2):133–143 58. Savage S, Nagel NJ, Estacio RO, Lukken N, Schrier RW. Clini-
cal factors associated with urinary albumin excretion in type II
diabetes. Am J Kidney Dis 1995;25:836–44 1 3 850 Acta Diabetologica (2019) 56:839–850 Publisher’s Note Springer Nature remains neutral with regard to
jurisdictional claims in published maps and institutional affiliations. 76. Affiliations Debasish Kar1,2 · Clare Gillies1 · Mintu Nath1 · Kamlesh Khunti1 · Melanie J. Davies1 · Samuel Seidu1 76. Parving HH, Lewis JB, Ravid M, Remuzzi G, Hunsicker LG,
DEMAND investigators (2006) Prevalence and risk factors for
microalbuminuria in a referred cohort of type II diabetic patients:
a global perspective. Kidney Int 69(11):2057–2063 1
Diabetes Research Centre, Univerisity of Leicester,
Leicester, UK Debasish Kar1,2 · Clare Gillies1 · Mintu Nath1 · Kamlesh Khunti1 · Melanie J. Davies1 · Samuel Seidu1 Clare Gillies
clg13@leicester.ac.uk
Mintu Nath
mn193@leicester.ac.uk
Kamlesh Khunti
kk22@leicester.ac.uk
Melanie J. Davies
melanie.davies@uhl‑tr.nhs.uk
Samuel Seidu
sis11@leicester.ac.uk
1
Diabetes Research Centre, Univerisity of Leicester,
Leicester, UK
2
Academic Unit of Diabetes and Endocrinology, University
of Sheffield, Sheffield, UK Clare Gillies
clg13@leicester.ac.uk
Mintu Nath
mn193@leicester.ac.uk
Kamlesh Khunti
kk22@leicester.ac.uk
Melanie J. Davies
melanie.davies@uhl‑tr.nhs.uk Samuel Seidu
sis11@leicester.ac.uk 1
Diabetes Research Centre, Univerisity of Leicester,
Leicester, UK 2
Academic Unit of Diabetes and Endocrinology, University
of Sheffield, Sheffield, UK 1 3 3
|
https://openalex.org/W2106596862
|
https://europepmc.org/articles/pmc2777001?pdf=render
|
English
| null |
Genevestigator V3: A Reference Expression Database for the Meta-Analysis of Transcriptomes
|
Advances in bioinformatics
| 2,008
|
cc-by
| 3,738
|
Tomas Hruz,1 Oliver Laule,2 Gabor Szabo,2 Frans Wessendorp,2 Stefan Bleuler,3
Lukas Oertle,2 Peter Widmayer,1 Wilhelm Gruissem,2 and Philip Zimmermann2
1Institute of Theoretical Computer Science, ETH Zurich, 8092 Zurich, Switzerland
2Department of Biology, ETH Zurich, 8092 Zurich, Switzerland
3Computer Engineering and Networks Laboratory, ETH Zurich, 8092 Zurich, Switzerland Correspondence should be addressed to Philip Zimmermann, phz@ethz.ch Received 7 April 2008; Accepted 28 May 2008 Recommended by Yves Van de Peer Recommended by Yves Van de Peer The Web-based software tool Genevestigator provides powerful tools for biologists to explore gene expression across a wide variety
of biological contexts. Its first releases, however, were limited by the scaling ability of the system architecture, multiorganism data
storage and analysis capability, and availability of computationally intensive analysis methods. Genevestigator V3 is a novel meta-
analysis system resulting from new algorithmic and software development using a client/server architecture, large-scale manual
curation and quality control of microarray data for several organisms, and curation of pathway data for mouse and Arabidopsis. In addition to improved querying features, Genevestigator V3 provides new tools to analyze the expression of genes in many
different contexts, to identify biomarker genes, to cluster genes into expression modules, and to model expression responses in the
context of metabolic and regulatory networks. Being a reference expression database with user-friendly tools, Genevestigator V3
facilitates discovery research and hypothesis validation. Copyright © 2008 Tomas Hruz 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. Hindawi Publishing Corporation
Advances in Bioinformatics
Volume 2008, Article ID 420747, 5 pages
doi:10.1155/2008/420747 Hindawi Publishing Corporation
Advances in Bioinformatics
Volume 2008, Article ID 420747, 5 pages
doi:10.1155/2008/420747 Hindawi Publishing Corporation
Advances in Bioinformatics
Volume 2008, Article ID 420747, 5 pages
doi:10.1155/2008/420747 Resource Review
Genevestigator V3: A Reference Expression Database for
the Meta-Analysis of Transcriptomes Tomas Hruz,1 Oliver Laule,2 Gabor Szabo,2 Frans Wessendorp,2 Stefan Bleuler,3
Lukas Oertle,2 Peter Widmayer,1 Wilhelm Gruissem,2 and Philip Zimmermann2
1Institute of Theoretical Computer Science, ETH Zurich, 8092 Zurich, Switzerland
2Department of Biology, ETH Zurich, 8092 Zurich, Switzerland
3Computer Engineering and Networks Laboratory, ETH Zurich, 8092 Zurich, Switzerland Tomas Hruz,1 Oliver Laule,2 Gabor Szabo,2 Frans Wessendorp,2 Stefan Bleuler,3
Lukas Oertle,2 Peter Widmayer,1 Wilhelm Gruissem,2 and Philip Zimmermann2
1Institute of Theoretical Computer Science, ETH Zurich, 8092 Zurich, Switzerland
2Department of Biology, ETH Zurich, 8092 Zurich, Switzerland
3Computer Engineering and Networks Laboratory, ETH Zurich, 8092 Zurich, Switzerland 2. Construction The large number of simultaneous users, the increasing load
of server side data processing, and the need to implement
advanced analysis tools required the choice of a technology
that shares the load between server and client machines. In fact, some analyses such as the clustering of large
data matrices require considerable CPU time, frequently
overloading a single machine if multiple clustering jobs
are sent to it simultaneously. At the same time, we looked
for a technology that minimizes hardware and software
adaptations on the user side. by Java 2 Swing technology and a custom communication
protocol between the Java client and the server farm. The Genevestigator V3 client application is a signed
applet loaded and running within the Internet browser. New
versions of the client are distributed on the fly from the server
once they are available. A careful analysis of possible technologies revealed that a
combination of Java and relational database (RDB) technolo-
gies would represent the optimal combination to handle the
complex problem of providing a large centralized database
and complex, highly interactive analysis tools to users in the
biology community. We therefore verified the penetration of
Java (and its various versions) in the Genevestigator user base
[7], to be sure that a sufficiently powerful version of Java is
installed on most user computers. The task of the application server is to cache and quickly
provide the compressed data to the client computer, where
they could be processed with visualization and clustering
algorithms. The application server provides also the data-
mining functionality with presampling algorithms to quickly
retrieve the data according to biologically meaningful rank-
ing functions. p
Genevestigator V3 comprises four main components:
(1) a database, (2) an application server, (3) a Java client
application, and (4) a website for user support and man-
agement. More specifically, Genevestigator V3 is a mul-
titier Java/Java/Mysql system in which a thick Java client
communicates with a farm of server machines running a
Tomcat application server which, in turn, communicates
with a distributed system of database instances to retrieve the
queried data (see Figure 1). Except for a number of specific
cases, most of the scientific computing is done on the client
side of the application, which provides a highly interactive
and integrated view of the analyzed data. 1. Background A load-balancing subsystem ensures that the clients
can communicate with a scalable cluster of application servers. Moreover, the application servers can be transparently configured
to work with a database cluster of an arbitrary size. therefore developed Genevestigator V3, which is based on
a new framework of the original Genevestigator concept. In
particular, we Browser
Genevestigator application
Plugins
Tools
Util
Base applet
Custom RPC
protocol (http)
Tomcat
Cache services
Cache
Genevestigator
services
JDBC
JDBC
DB SQL
server Browser
Genevestigator application
Plugins
Tools
Util
Base applet
Custom RPC
protocol (http)
Tomcat
Cache services
Cache
Genevestigator
services
JDBC
JDBC
DB SQL
server (i) curated and quality controlled more than 20,000
Affymetrix expression microarrays from human,
mouse, rat, Arabidopsis, and barley, (ii) manually curated pathway reaction networks for
mouse and Arabidopsis (see Table 1), (ii) manually curated pathway reaction networks for
mouse and Arabidopsis (see Table 1), (iii) developed an architecture to distribute the analysis
task between the client and the server such that
computationally intensive algorithms can run on the
client computer, (iii) developed an architecture to distribute the analysis
task between the client and the server such that
computationally intensive algorithms can run on the
client computer, (iv) designed a database model which provides high
scalability and organism-independent modeling, (v) performed major improvements in existing analysis
tools, (v) performed major improvements in existing analysis
tools, Genevestigator
services (vi) implemented a more efficient and flexible workflow
including workspace storage and figure export, and (vi) implemented a more efficient and flexible workflow
including workspace storage and figure export, and (vii) developed a set of new analysis tools for biomarker
identification, clustering, biclustering, and pathway
analysis. Figure 1: System architecture of Genevestigator. The white spaces
show the possible boundaries between computers. The application
server modules are running in a Tomcat web container and
communicate with the database through the JDBC protocol. A
thick Java applet reads data from an application server and a
cache subsystem through a custom RPC protocol tunneled over
http/https. A load-balancing subsystem ensures that the clients
can communicate with a scalable cluster of application servers. Moreover, the application servers can be transparently configured
to work with a database cluster of an arbitrary size. 1. Background expression arrays in their biological context remains a
major challenge for biologists. Additionally, the contextual
information (sample metadata) of published experiments is
not readily available in a systematic form, but frequently
in plain text descriptions, published articles, or in author’s
personal notes. Collecting and annotating sample metadata
using accepted ontologies and combining them with the large
amount of published expression data opens new perspectives
in the analysis of transcriptomes across many cell types,
tissues, organs, and conditions. Additionally, it allows to
create large reference expression databases representing a
virtual mirror of life’s biological processes. Systems biology explores interactions between components
of a biological system. Frequently, the term systems biology
is used in the context of mathematical modeling of cellular
networks in unicellular organisms or in specific cell types of
multicellular organisms. A less prevalent but fundamental
approach is the modeling of networks at the organism
level by including quantitative information about where,
when, and why specific components are active. Dissecting
the organism network (in contrast to the cellular network)
of multicellular organisms helps to understand mechanisms
that drive development, the functions of system components,
and regulatory networks that trigger responses to environ-
mental cues or to genetic perturbations. In [5, 6], we presented a novel approach to assemble
public expression data for mouse and Arabidopsis into
context-related profiles (metaprofiles) and provided easy
online access to this database. The earlier versions of
Genevestigator, however, offered only a limited number of
analysis tools and the original architecture did not allow it
to scale with the rapidly increasing number of users and
gene expression information from multiple organisms. We To build such networks at multicellular scale, both
expression data and contextual information have to be
analysed simultaneously. Although gene expression data
and statistical tools are now widely available [1–4], the
simultaneous analysis of hundreds or thousands of gene Advances in Bioinformatics 2 Browser
Genevestigator application
Plugins
Tools
Util
Base applet
Custom RPC
protocol (http)
Tomcat
Cache services
Cache
Genevestigator
services
JDBC
JDBC
DB SQL
server
Figure 1: System architecture of Genevestigator. The white spaces
show the possible boundaries between computers. The application
server modules are running in a Tomcat web container and
communicate with the database through the JDBC protocol. A
thick Java applet reads data from an application server and a
cache subsystem through a custom RPC protocol tunneled over
http/https. 3. Content and Tools (3) Clustering Analysis, and (4) Pathway Projector. Each
toolset comprises several tools that focus on a specific type
of analysis. Besides significantly improving the Meta-Profile
analysis tools, the Biomarker Search, Clustering Analysis, and
Pathway Projector toolsets largely comprise novel tools that
were not available in previous Genevestigator releases. More
details about these toolsets are provided on the Genevestiga-
tor website (https://www.genevestigator.ethz.ch/). In brief; In order to build the Genevestigator reference expression
database, we collected hundreds of Affymetrix experiments
from the public domain, controlled the quality of the data
using several Bioconductor packages (see [6]), and man-
ually annotated them according to systematic ontologies. As of March 2008, a compendium of more than 20,000
Affymetrix arrays from human, mouse, rat, Arabidopsis, and
barley has been made available for meta-analysis through
Genevestigator. This gives users the opportunity to look
at how genes are expressed in a very wide variety of
contexts. For example, the human dataset currently com-
prises expression monitoring across more than 330 different
conditions, including 89 chemicals, 64 different diseases,
20 growth factors, 17 infection causes, and 36 different
tumor types (see Table 1 in Supplementary Material available
online at doi:10.1155/2008/420747). An overview of the
number of microarrays, pathways, and biological contexts
for which expression data is available is shown in Table 1. In Genevestigator, the biological context is embedded into
a time-space-response architecture and is given by the terms
“Anatomy” (space), “Development” (time), and “Stimulus”
or “Mutation” (external or internal perturbations). p
g
g
The Meta-Profile analysis toolset includes several tools
that provide information about when, where, and in response
to what genes of interest are expressed. Specifically, they visu-
alize gene expression across experiments or biological con-
texts such as anatomy, development, stimulus, and mutation. The Biomarker Search toolset allows users to easily
identify genes that are specifically expressed in a set of
biological states (anatomy or development) or specifically
up- or downregulated in response to a set of perturbations
(stimulus or mutation). An explanation on how to use these
tools is provided on the website. The clustering tools in Genevestigator V3 group genes
that show similarity in their summarized expression levels
(i.e., in their metaprofiles). These tools can also be used
to cluster array-level profiles. Two types of methods are
currently provided in the Clustering Analysis toolset: (1) hier-
archical clustering, and (2) biclustering. 2. Construction This is enabled The database system behind the application server was
carefully designed to accommodate multiorganism data
and to provide the possibility to switch quickly between
different organisms. Another challenge was posed by the
experiment classification database subsystem, which stores
the measurement data according to ontologies representing
the sample experimental context, in particular the anatomy
part, developmental stage, stimulus applied, and genetic
background. In a further database subsystem, metabolic and
regulatory pathways are mapped to multiple organisms and
microarray data. 3 Advances in Bioinformatics Advances in Bioinformatics Table 1: Currently available data. Overview of the number of quality controlled and annotated arrays, partitioned into types of biological
contexts for which expression data is available in the database (status: March 2008). For mouse and Arabidopsis, the number of curated
pathway reactions is indicated. Table 1: Currently available data. Overview of the number of quality controlled and annotated arrays, partitioned into types of biological
contexts for which expression data is available in the database (status: March 2008). For mouse and Arabidopsis, the number of curated
pathway reactions is indicated Human
Mouse
Rat
Arabidopsis
Barley
Size of arrays
10 k
20 k
47 k
12 k
40 k
8 k
31 k
22 k
22 k
Number of Affymetrix arrays
1109
3786
2782
3071
1967
2146
858
3110
706
Anatomy
–
total of nodes in anatomy tree
97
174
185
150
133
108
63
43
23
–
central nervous system
33
46
51
39
16
29
20
–
cell culture / primary cells
13
39
29
19
21
10
9
–
other anatomy parts
51
89
104
92
96
69
34
Development
–
number of stages available
9
9
8
12
12
6
7
10
6
Stimulus (external perturbations)
–
total number of treatments
81
295
243
122
81
107
55
168
39
–
chemical treatments
13
97
32
43
34
45
25
40
3
–
diseases, biotic stresses
23
61
34
12
12
4
0
18
24
–
other external perturbations∗
45
137
175
67
35
58
30
110
12
Mutation (internal perturbations)
–
number of mutant models or cell lines
1
4
25
117
100
5
2
167
17
Reaction networks
–
Number of reaction nodes
—
—
—
945
—
—
—
1199
—
∗Includes: surgery, stress, hormone, growth factors and cytokines, exercise, caloric restriction, fasting, peptides, several tumor types, light irradiation, and
many more external perturbations. 3. Content and Tools Both methods have
been shown to reveal biologically significant associations
between biological components or gene networks [8, 9]. An overview of the Genevestigator V3 data- and work-
flow is shown in Figure 2. Thanks to its novel software
architecture and the complete redesign of workflows using
usability criteria, Genevestigator V3 allows to work easily
with several organisms and multiple lists of genes at the
same time. Four toolsets are available to analyze these tran-
scriptomes: (1) Meta-Profile analysis, (2) Biomarker Search, The Pathway Projector toolset allows the visualization
of expression data on a pathway or network level. Several
conceptual features distinguish it from most currently avail-
able pathway analysis tools. First, all pathways were verified 4 Advances in Bioinformatics Biological experiment
Anatomy
Development
Stimulus
Mutation
Microarray data
Sample annotation
Public
repositories
Curation & quality control
Genevestigator database
Application server
Client Java application
Analysis output
(a)
47
1752
900
2605
3458
4311
5164
6017
6870
7723
8576
98108_at
95927_f_at
Open access/registration
User manual
Community pages
Share with community
Results
New hypothesis
Validation
Export
publish-ready
figures
Publish
(b)
Figure 2: Data flow and analysis cycle. Schematic overview of Genevestigator V3. (a) Data flow through the Genevestigator system. Microarray experiments are performed by the research community and either stored in public repositories or sent directly to Genevestigator. Data and annotations are curated and quality controlled by Genevestigator curators and stored in the Genevestigator system (see Figure 1). (b) Expression analysis cycle. The user starts at the Genevestigator website, from where the client application is launched. Four toolsets allow
different types of analysis. Results obtained are used either to confirm an existing hypothesis or to create new ones that can be validated in
the laboratory. Figures from Genevestigator can be exported in a variety of formats. The website provides user support and a community
exchange platform. Biological experiment
Anatomy
Development
Stimulus
Mutation
Microarray data
Sample annotation
Public
repositories
Curation & quality control
Genevestigator database
Application server
Client Java application
Analysis output
(a) Microarray data Sample annotation Share with community Publish (b) (a) Figure 2: Data flow and analysis cycle. Schematic overview of Genevestigator V3. (a) Data flow through the Genevestigator system. Microarray experiments are performed by the research community and either stored in public repositories or sent directly to Genevestigator. Data and annotations are curated and quality controlled by Genevestigator curators and stored in the Genevestigator system (see Figure 1). (b) Expression analysis cycle. 3. Content and Tools The user starts at the Genevestigator website, from where the client application is launched. Four toolsets allow
different types of analysis. Results obtained are used either to confirm an existing hypothesis or to create new ones that can be validated in
the laboratory. Figures from Genevestigator can be exported in a variety of formats. The website provides user support and a community
exchange platform. manually from the literature and modeled into a single
reaction network, in which each reaction is represented
only once, even if it is shared between several pathways. The user can find locations within the network using
classically defined pathway terms. Nevertheless, network
analysis focuses on identifying expression modules within
the global reaction network, irrespective of classical pathway
boundaries. For example, the user can start with a single
reaction or pathway and create subnetworks by extending
them with neighbor reactions or pathways according to their
expression. A second distinguishing feature is the projection
of expression metaprofile data onto these networks. The user
can create virtually any type of comparison selected from
the database and project it onto the network, for instance,
compare one state of development with another, a tissue
against another tissue, or a treatment against its control set. can be further analyzed by switching to the Meta-Profile or
Clustering analysis toolsets. Another major improvement is
that all organisms are integrated into the same user client
interface, allowing the user to study genes from several
organisms in parallel and in the same session. Besides these analysis tools, several novel usability
features have been added to the client, such as saving
workspaces, exporting figures in Web or print resolution,
saving pathway views, or exporting lists of genes. Users
can submit their workspaces or pathway views to be placed
on the community page of the Website. This allows other
users to view the corresponding results without having
to upload arrays or genes again, or to redesign network
structures. Additionally, a role-based access control system
allows confidential data to be visualized in the context of
all other experiments in the database, without being seen
by nonauthorized users. Upon request, confidential data
from laboratories are quality-controlled and entered into the
database by Genevestigator curators to ensure comparability
and systematic annotation. Acknowledgments Matthias Hirsch-Hoffmann managed server infrastructure. The project was supported by funding from ETH Zurich. 5. Conclusion In summary, Genevestigator V3 provides a large and
continuously growing reference database of systematically
annotated and high-quality microarray data from several
organisms. Powerful but user-friendly tools for the meta-
analysis of transcriptomes allow to visualize gene expression
through a large library of biological contexts, facilitating
the modeling of gene regulatory networks and the iden-
tification of specific markers. The tool is accessible at
http://www.genevestigator.ethz.ch. 4. Utility and Discussion In contrast to the previous versions, Genevestigator V3
integrates all the different analysis tools. For example,
marker genes identified using the Biomarker Search tool It is generally accepted that the integration of multiple
data types will be essential to model biological systems. Transcriptomics data from single experiments provide an 5 Advances in Bioinformatics informative but selective view of biological processes. There
is an increasing evidence, however, that mining microarray
data simultaneously from many different experiments and
organisms make this type of data highly informative and
valuable for functional genomics and systems biology appli-
cations. The Genevestigator V3 discovery tool and reference
database therefore covers a broad range of academic and
commercial research interests. Until now, most researchers
have used Genevestigator in molecular biology research
for discovery or experimental validation. More recent tools
in Genevestigator V3 now allow researchers to develop
applications in plant and animal genomics, toxicogenomics,
biomarker discovery, crop biotechnology, disease and clinical
research, as well as pathway prioritization. Its multiorganism
capabilities allow researchers to perform cross-species studies
to confirm orthologs and facilitate gene function discovery. [6] O. Laule, M. Hirsch-Hoffmann, T. Hruz, W. Gruissem, and
P. Zimmermann, “Web-based analysis of the mouse transcrip-
tome using Genevestigator,” BMC Bioinformatics, vol. 7, article
311, 2006. [7] T. Hruz, W. Gruissem, M. Hirsch-Hoffmann, and P. Zim-
mermann, “Reducing Java Internet project risks: a case study
of public measurement of client component functionality in
the user community,” in Proceedings of the 4th International
Conference on Principles and Practices of Programming in
Java (PPPJ ’06), pp. 199–202, Mannheim, Germany, August-
September 2006. [8] M. B. Eisen, P. T. Spellman, P. O. Brown, and D. Botstein, “Clus-
ter analysis and display of genome-wide expression patterns,”
Proceedings of the National Academy of Sciences of the United
States of America, vol. 95, no. 25, pp. 14863–14868, 1998. [9] A. Preli´c, S. Bleuler, P. Zimmermann, et al., “A systematic
comparison and evaluation of biclustering methods for gene
expression data,” Bioinformatics, vol. 22, no. 9, pp. 1122–1129,
2006. Genevestigator tools are made available in three forms:
OPEN-ACCESS, CLASSIC, and ADVANCED. For academic
users, the first two are freely available, while access to
ADVANCED is made available for a moderate subscription
fee (in the range of reagent kits that are frequently used in
the lab) to support our costs of curation and development. The tools and features available for each form are described
on the Genevestigator website. References [1] A. Brazma, H. Parkinson, U. Sarkans, et al., “ArrayExpress—
a public repository for microarray gene expression data at the
EBI,” Nucleic Acids Research, vol. 31, no. 1, pp. 68–71, 2003. [2] T. Barrett, T. O. Suzek, D. B. Troup, et al., “NCBI GEO: mining
millions of expression profiles—database and tools,” Nucleic
Acids Research, vol. 33, database issue, pp. D562–D566, 2005. [3] N. E. Olson, “The microarray data analysis process: from raw
data to biological significance,” NeuroRx, vol. 3, no. 3, pp. 373–
383, 2006. [4] R. C. Gentleman, V. J. Carey, D. M. Bates, et al., “Bioconductor:
open software development for computational biology and
bioinformatics,” Genome Biology, vol. 5, no. 10, p. R80, 2004. [5] P. Zimmermann, M. Hirsch-Hoffmann, L. Hennig, and
W. Gruissem, “GENEVESTIGATOR. Arabidopsis microarray
database and analysis toolbox,” Plant Physiology, vol. 136, no. 1, pp. 2621–2632, 2004.
|
https://openalex.org/W2132227650
|
https://www.scielo.br/j/ibju/a/7NTgbrWdwtN9LCztVpRJ9jy/?lang=en&format=pdf
|
English
| null |
Quantification of tumor extension in prostate biopsies: importance in the identification of confined tumors
|
International Braz J Urol
| 2,003
|
cc-by
| 2,952
|
TUMOR QUANTIFICATION IN PROSTATE BIOPSIES
Clinical Urology
International Braz J Urol
Official Journal of the Brazilian Society of Urology
Vol. 29 (6): 497-501, November - December, 2003 Vol. 29 (6): 497-501, November - December, 2003 QUANTIFICATION OF TUMOR EXTENSION IN PROSTATE BIOPSIES –
IMPORTANCE IN THE IDENTIFICATION OF CONFINED TUMORS
KÁTIA R.M. LEITE, MIGUEL SROUGI, RUY G. BEVILACQUA, MARCOS DALL’OGLIO,
CÁSSIO ANDREONI, JOSÉ R. KAUFMANN, LUCIANO NESRALLAH, ADRIANO
NESRALLAH, LUIZ H. CAMARA-LOPES Laboratory of Surgical and Molecular Pathology, Syrian Lebanese Hospital, Sao Paulo, Discipline of
Urology, Paulista School of Medicine, Federal University of Sao Paulo (UNIFESP), and Department of
Surgery, University of Sao Paulo School of Medicine (USP), SP, Brazil ABSTRACT Objective: To assess the importance of quantifying the adenocarcinoma in prostate biopsies
when determining the tumor’s final stage in patients who undergo radical prostatectomy. To identify
the best methodology for obtaining such data. Patients and Methods: Prostate biopsies from 132 patients were examined, with determina-
tion of Gleason histological grade and tumor volume in number of involved fragments, tumor extent
of the fragment mostly affected by the tumor and the total percentage of tumor in the specimen. Theses parameters were statistically correlated with the neoplasia’s final stage following the evalua-
tion of radical prostatectomy specimens. Results: An average of 12 and a median of 14 biopsy fragments were evaluated per patient. In the univariate analysis the Gleason histological grade, the largest tumor extent in one fragment and
the total percentage of tumor in the specimen were correlated with tumor stage of the surgical speci-
men. In the multivariate analysis, the Gleason histological grade and the total percentage of tumor
were strongly correlated with the neoplasia’s final stage. The risk of the tumor not being confined was
3 for Gleason 7 tumors and 10.6 for Gleason 8 tumors or above. In cases where the tumor involved
more than 60% of the specimen, the risk of non-confined disease was 4.4 times. Among 19 patients
with unfavorable histological parameters, Gleason > 7 and extension greater than 60% the tumor final
stage was pT3 in 95%. Conclusion: When associated to the Gleason histological grade, tumor quantification in pros-
tate biopsies is an important factor for determining organ-confined disease, and among the methods,
total percentage of tumor is the most informative one. Such data should be included in the pathologi-
cal report and must be incorporated in future nomograms. Key words: prostate neoplasms; biopsy, needle; pathology; quantitative evaluation; neoplasms staging
Int Braz J Urol. 2003; 29: 497-501 Key words: prostate neoplasms; biopsy, needle; pathology; quantitative evaluation; neoplasms stagin
Int Braz J Urol. 2003; 29: 497-501 TUMOR QUANTIFICATION IN PROSTATE BIOPSIES sequential transversal sections being performed ev-
ery 3 mm, designed from the proximal region towards
the distal one. Between 10 and 12 sections from each
lobe were included for histological study. The lymph
nodes from the fat related to the resection of the iliac
chain were dissected and sections representative of
each nodular structure were included for study. The
specimens of radical prostatectomy underwent the
usual processing with inclusion in paraffin. Sections
of 4 to 6 µm were stained by hematoxylin-eosin, and
analyzed by one only pathologist as well (KRML). cal grade. Currently the literature has discussed the
importance of quantifying the tumor in the prostate
biopsy (2-4). Such assessment can be made in sev-
eral ways, such as the measurement of the neoplasia
in millimeters, the analysis of percentage of tumor in
every fragment, the percentage of the most involved
fragment and the number of fragments that are infil-
trated by the neoplasia. The objective of this study is to assess the
importance of quantifying the carcinoma in prostate
biopsies, when determining the tumor final stage. The Gleason histological grade was used for
evaluating the histological differentiation. The assess-
ment of tumor extent was performed with the aid of
the grid card, as described by Humphrey & Vollmer
(6). The invasion of adipose tissue and the peripros-
tatic neurovascular plexus was considered as involve-
ment of extra-prostatic tissue and, therefore, non or-
gan-confined disease. The staging system was TNM
2002 (7). PATIENTS AND METHODS The study comprises the retrospective analy-
sis of prostate biopsies from 132 patients with mean
age of 63 years, who underwent radical prostatectomy
between January 1999 and March 2001. The mean
number of analyzed fragments was 12, the median
14, ranging from 5 to 14. The mean and the median
values for fragment length was 13 mm, ranging from
7 to 18 mm. Biopsies were fixed in formalin 10%,
embedded in paraffin, stained by hematoxylin-eosin
and analyzed by one only pathologist (KRML). The
Gleason histological grade was used for evaluating
the histological differentiation and for statistical
analysis, and was divided in 3 groups, ≤ 6, 7, and > 7. For quantifying the tumor, the following were ana-
lyzed: 1) Relationship between the number of posi-
tive fragments over the total of biopsied fragments,
2) Percentage of a fragment that is more involved by
the neoplasia, 3) Total percentage of tumor in the frag-
ments, that is, the arithmetic mean between the per-
centages of each isolated fragment. Non-parametric analyses (Mann-Whitney)
were performed for assessing the significance between
the biopsy variables and the neoplasia’s final stage. The qui-square test was used for evaluating the
Gleason score and the status of the surgical speci-
men. The multivariate logistic regression determined
the relative risk of non organ-confined disease for the
multiple variables. The tests were performed in the
software SPSS version 11 (SPSS Inc. Chicago, IL). INTRODUCTION tial radiotherapy being indicated for low grade, small
and absolutely confined tumors. With that purpose,
the pre-operative nomogram of Partin et al. (1) is fre-
quently used by surgeons, oncologists, and radiothera-
pists. In the equation, one must consider the serum
level of PSA, clinical staging and Gleason histologi- The selection of the best treatment for the
prostate cancer patient depends basically on the sta-
tus of the primary tumor. Curative therapies are indi-
cated exclusively for confined tumors, with intersti- 497 TUMOR QUANTIFICATION IN PROSTATE BIOPSIES RESULTS The number of biopsied fragments ranged from
5 to 14, with mean of 12 and median of 14. The num-
ber of fragments that were positive for tumor ranged
from 1 to 11 with mean and median values of 3. The
Gleason histological grade ranged from 5 to 9, with
the mean of 6.7 and median of 6. The relation between
the number of positive fragments and the total biopsied
ranged from 7 to 100, with a mean of 29 and median of
25. While analyzing the extent of the fragment that
was most involved by the tumor, the numbers ranged
from 5% to 100%, with the mean of 57% and median
of 60%. The total percentage of tumor in multiple frag-
ments of biopsy ranged from 0.4% to 100%, with a
mean of 35% and median of 25% (Table-1). The specimens of radical prostatectomy were
fixed in buffered formalin 10% for a period of 4 to 16
h. Each gland was submitted to histological study in
accordance to the previously described recommen-
dations (5). After weighting and measuring the gland,
thin transversal sections were performed in the surgi-
cal margins related to the bladder neck and the pros-
tate apex. The seminal vesicles were sectioned in the
base and longitudinal sections were submitted to his-
tological examination. The entire gland was included
for study after having their margins painted with In-
dia ink. The right and left lobes were separated, with 498 TUMOR QUANTIFICATION IN PROSTATE BIOPSIES Table 1 – Pre-operative clinical and pathological charac-
teristics of the 132 patients under study. Patients (N)
Mean Age ± SD
Gleason Score (%)
5 –6
7
8 – 9
Mean ± SD
Median
% Positive Fragments
Mean ± SD
Median
Total % of Tumor
Mean ± SD
Median
% of Tumor in 1 Fragment
Mean ± SD
Median
132
63 + 8.4
67 (50.8)
26 (19.7)
39 (29.5)
6.7 + 1.2
6
29 + 19.4
25
35 + 29.2
25
57 + 28.8
60 Table 1 – Pre-operative clinical and pathological charac-
teristics of the 132 patients under study. Results from the multivariate analysis showed
that there was statistical significance only for total
percentage of tumor and Gleason histological grade
concerning the tumor’s final stage. The risk of non-
confined disease was 3 times higher for Gleason 7
tumors and 10.6 times for adenocarcinomas with
Gleason > 7 (p < 0.0001). RESULTS The risk of involvement of
extra-prostatic tissue was 4.4 times higher for those
tumors that occupied more than 60% of the specimen
(p = 0.002). Nineteen cases were considered unfavorable,
since they presented Gleason > 7 and total percent-
age above 60%. Ninety five percent of these tumors
were classified as pT3. DISCUSSION Our results show the power of tumor quanti-
fication for determining the final stage of prostate
adenocarcinomas. The current nomograms of Partin
et al. (1) and the recently validated nomogram of
Graefen et al. (8) include in the equation one single
biopsy information (Gleason histological grade), with-
out considering the tumor volume. The first studies concerning the quantifica-
tion of prostate adenocarcinoma demonstrated the
value of the number of fragments that were involved
by tumor for identifying non-confined tumors. Ac-
cording to those, the probability of extra-prostatic
tumor extension varies from 7 to 38% when a single
biopsy fragment is involved by tumor, and if this num- The univariate analysis demonstrated a sta-
tistically significant difference for confined and non-
confined tumors concerning larger tumor extension
in one single biopsy fragment, total percentage of
tumor and Gleason histological grade. Results are
shown in Table-2. Table 2 – Univariate relation between pre-operative factors and final pathological stage *. Median and range. Gleason Score
% Positive Fragments
Total % of Tumor
% of Tumor in 1 Fragment
pT2
6
(5 - 9)
21
(7 - 75)
20
(0.4 - 90)
40
(5 - 100)
pT3
8
(5 - 9)
29
(7 - 100)
40
(1.1 - 100)
80
(10 - 100)
p Value
< 0.0001
0.058
< 0.0001
0.001
* The qui-square test was used to calculate the significance of the Gleason score. For the other variables, the Mann-Whitney non-
parametric test was used. ariate relation between pre-operative factors and final pathological stage *. Median and range. * The qui-square test was used to calculate the significance of the Gleason score. For the other variables, the Mann-Whitney non-
parametric test was used. * The qui-square test was used to calculate the significance of the Gleason score. For the other variables, the Mann-Whitney non-
parametric test was used. 499 TUMOR QUANTIFICATION IN PROSTATE BIOPSIES ber is 4 or above the percentage of non-confined tu-
mor ranges from 47 to 100% (9-11). Currently, the sextant biopsies with representation of
only 6 fragments is considered insufficient for diag-
nosing prostate tumors (16), and are being replaced
by wider representations of the gland, thus our data
are important for directing new analyses. Rubin et al. had already demonstrated the
relation between different methods for quantifying
the prostate carcinoma in biopsies and adverse patho-
logical aspects of the surgical specimen (12). DISCUSSION In
univariate analysis, they showed that the probability
of a tumor being no longer confined was 77% for
tumors that involve more than 80% of a single bi-
opsy fragment. Subsequently, Gao et al. confirmed
the importance of such determination for low risk
patients. While studying 62 patients, they showed that
38% of the tumors were no longer confined when there
was an involvement of 25% or more in the extent of a
single biopsy fragment (13). In our casuistry, the
higher percentage of tumor in one single biopsy frag-
ment was significant for determining the final stage
only in univariate analysis. The median of the percent-
age of tumor in one fragment was 40% in confined
tumors and 80% in non-confined tumors (p = 0.001). In addition to tumor quantification, we con-
firmed the importance of the Gleason histological
grade for identifying the final status of the tumor. We
demonstrated a risk of non-confined disease that is 3
times higher for Gleason 7 tumors and 10.6 times for
tumors with Gleason grade equal or higher than 8. An interesting event was the identification of
a group that we called unfavorable, whose histologi-
cal grade was higher than 7 and total percentage of
tumor was higher than 60%. Nineteen patients had
tumors with such characteristics, and 95% of them
were classified as pT3 after radical prostatectomy. We concluded that tumor quantification in
prostate biopsy is important for identifying non-con-
fined tumors, and among the studied parameters, the
total percentage of tumor was the most informative
one, along with the Gleason histological grade. We
suggest that this data is incorporated to the patho-
logical report and that it is considered in the design
of new nomograms. In multivariate analysis, we demonstrated the
value of total percentage of tumor in biopsies, together
with Gleason histological grade for predicting of the
tumor’s final status. The median of the total percent-
age of tumor in biopsies was 20% for confined tu-
mors and 40% for non-confined tumors (p < 0.0001). More interestingly, the logistic regression analysis
demonstrated a risk 4.4 times higher of non organ-
confined disease for tumors involving 60% of biop-
sies or more. Freedland et al. DISCUSSION (14,15), were able to
stratify patients with intermediate risk (Gleason 7 and/
or PSA of 10 to 20 ng/ml) and high risk (Gleason
higher than 7 and/or PSA above 20 ng/ml) in sub-
groups when they considered tumor extent in the bi-
opsies. For patients with intermediate risk, the indexes
of biochemical recurrence following radical prostate-
ctomy were significantly higher in patients with in-
volvement of more than 20% of the biopsy specimen. For high-risk patients, those with involvement of more
than 55% of the specimen had higher indexes of bio-
chemical recurrence following surgery. Correspondence address:
Dr. Katia Ramos Moreira Leite
Rua Dona Adma Jafet, 91
São Paulo, SP, 01308-050, Brazil
Fax: + 55 11 3231-2249
E-mail: katiaramos@uol.com.br TUMOR QUANTIFICATION IN PROSTATE BIOPSIES TUMOR QUANTIFICATION IN PROSTATE BIOPSIES of tumor stage and volume at radical prostatectomy. J
Urol. 2000; 163: 174-8. 5. Bostwick DG, Foster CS: Examination if radical pros-
tatectomy specimens: Therapeutic and prognostic sig-
nificance. In: Foster W, Bostwick D (eds.), Pathol-
ogy of Prostate, Series Major Problems in Pathol-
ogy. Philadelphia, WB Saunders Co. 1998; vol. 34,
p. 172. 12. Rubin MA, Bassily N, Sanda M, Montie J,
Strawderman MS, Wojno K: Relationship and signifi-
cance of greatest percentage of tumor and perineural
invasion on needle biopsy in prostatic adenocarcinoma. Am J Surg Pathol. 2000; 24: 183-9. 6. Humphrey PA, Vollmer RT: Intraglandular tumor ex-
tent and prognosis in prostatic carcinoma: aplication
of a grid method to prostatectomy specimens. Hum
Pathol. 1990; 21: 799-804. 13. Gao X, Mohideen N, Flanigan RC, Waters B, Mojcik
EM, Leman CR: The extent of biopsy involvement as
an independent predictor of extraprostatic extension
and surgical margin status in low risk prostate cancer:
implications for treatment selection. J Urol. 2000; 164:
1982-6. 7. AJCC CANCER Staging Manual, Chicago, Lippincott
Raven. 2002, 6th. ed. 8. Graefen M, Karakiewicz PI, Cagiannos I, Quinn DI,
Henchall SM, Grygiel JJ, et al.: International valida-
tion of a preoperative nomogram for prostate cancer
recurrence after radical prostatectomy. J Clin Oncol. 2002; 20: 3206-12. 14. Freedland SJ, Csathy GS, Dorey F, Aronson WJ: Clini-
cal utility of percent prostate needle biopsy tissue with
cancer cutpoints to risk stratify patients before radical
prostatectomy. Urology. 2002; 60: 84-8. 9. Peller PA, Young DC, Marmaduke DP, Marsh WL,
Badalament RA: Sextant prostate biopsies: a histo-
pathologic correlation with radical prostatectomy
specimens. Cancer. 1995; 75: 530-8. 15. Freedland SJ, Aronson EJ, Csathy GS, Kane CJ,
Amling CL, Presti JC, et al.: Comparison of percent-
age of total prostate needle biopsy tissue with cancer
to percentage of cores with cancer for predicting PSA
recurrence after radical prostatectomy: results from the
search database. Urology. 2003; 61: 742-7. 10. Wills ML, Sauvageot J, Partin AW, Gurganus R,
Epstein JI: Ability of sextant biopsies to predict radi-
cal prostatectomy stage. Urology. 1998; 51: 759-64. 16. Chab TY, Chan DY, Stutzman KLRE, Epstein JI: Does
increases needle biopsy sampling of prostate detect a
higher number of potentially insignificant tumors? J
Urol. 2001; 166: 2181-4. 11. REFERENCES 1. Partin A, Kattan MW, Subong EN, Walsh PC, Wojno
KJ, Oesterling JE, et al.: Combination of prostate spe-
cific antigen, clinical stage, and Gleason score to pre-
dict pathological stage of localized prostate cancer: a
multi-institutional update. JAMA. 1997; 277: 1445-
51. 2. Graefen M, Haese S, Pichlmeier U, Hammerer PG,
Noldus J, Butz K, et al.: A validated strategy for side
specific prediction of organ confined prostate cancer:
A tool to select for nerve sparing radical prostatec-
tomy. J Urol. 2001; 165: 857-63. 3. Epstein JI, Potter SR: The pathological interpretation
and significance of prostate needle biopsy findings:
Implications and current controversies. J Urol. 2001;
166: 402-10. Our data confirm those from the literature
with an important differential that is the number of
analyzed fragments. The mean and median of biop-
sies analyzed per patient were respectively 12 and
14, twice as those analyzed by Freeland et al. (14). 4. Epstein JI, Yang XJ: Reporting Cancer. Influence on
prognosis and treatment. In: Epstein J.I. (ed.), Pros-
tate Biopsy Interpretation. Philadelphia, Lippincott
Williams & Wilkins. 2002; pp. 142-53. 500 Received: August 15, 2003
Accepted after revision: November 3, 2003 TUMOR QUANTIFICATION IN PROSTATE BIOPSIES Sebo TJ, Bock BJ, Cheville JC, Lohse C, Wollan P,
Zincke H: The percent of cores positive for cancer in
prostate needle biopsy specimens is strongly preditive Received: August 15, 2003
Accepted after revision: November 3, 2003 501 501
|
https://openalex.org/W4394890322
|
https://www.frontiersin.org/articles/10.3389/fmed.2024.1384026/pdf?isPublishedV2=False
|
English
| null |
The creation of an adaptable informed consent form for research purposes to overcome national and institutional bottlenecks in ethics review: experience from rare disease registries
|
Frontiers in medicine
| 2,024
|
cc-by
| 7,083
|
TYPE Original Research
PUBLISHED 17 April 2024
DOI 10.3389/fmed.2024.1384026 TYPE Original Research
PUBLISHED 17 April 2024
DOI 10.3389/fmed.2024.1384026 The creation of an adaptable
informed consent form for
research purposes to overcome
national and institutional
bottlenecks in ethics review:
experience from rare disease
registries The creation of an adaptable
informed consent form for
research purposes to overcome
national and institutional
bottlenecks in ethics review:
experience from rare disease
registries OPEN ACCESS
EDITED BY
Janet Sultana,
Mater Dei Hospital, Malta
REVIEWED BY
Julie Monk,
Monash University, Australia
Frits Lekkerkerker,
Consultant, Amsterdam, Netherlands
*CORRESPONDENCE
Annalisa Landi
al@benzifoundation.org
RECEIVED 08 February 2024
ACCEPTED 27 March 2024
PUBLISHED 17 April 2024
CITATION
Landi A, Mimouni Y, Giannuzzi V, Schaefer F,
Altavilla A, Gibson S and Julkowska D (2024)
The creation of an adaptable informed
consent form for research purposes
to overcome national and institutional
bottlenecks in ethics review: experience
from rare disease registries. Front. Med. 11:1384026. doi: 10.3389/fmed.2024.1384026 OPEN ACCESS
EDITED BY
Janet Sultana,
Mater Dei Hospital, Malta
REVIEWED BY
Julie Monk,
Monash University, Australia
Frits Lekkerkerker,
Consultant, Amsterdam, Netherlands
*CORRESPONDENCE
Annalisa Landi
al@benzifoundation.org EDITED BY
Janet Sultana,
Mater Dei Hospital, Malta
REVIEWED BY
Julie Monk,
Monash University, Australia
Frits Lekkerkerker,
Consultant, Amsterdam, Netherlands
*CORRESPONDENCE
Annalisa Landi
al@benzifoundation.org
RECEIVED 08 February 2024
ACCEPTED 27 March 2024
PUBLISHED 17 April 2024
CITATION
Landi A, Mimouni Y, Giannuzzi V, Schaefer F,
Altavilla A, Gibson S and Julkowska D (2024)
The creation of an adaptable informed
consent form for research purposes
to overcome national and institutional
bottlenecks in ethics review: experience
from rare disease registries. Front. Med. 11:1384026. doi: 10.3389/fmed.2024.1384026 Annalisa Landi1*, Yanis Mimouni2, Viviana Giannuzzi1,
Franz Schaefer3, Annagrazia Altavilla4,5, Spencer Gibson6 and
Daria Julkowska2 on behalf of EJP RD Annalisa Landi1*, Yanis Mimouni2, Viviana Giannuzzi1,
Franz Schaefer3, Annagrazia Altavilla4,5, Spencer Gibson6 and
Daria Julkowska2 on behalf of EJP RD Landi A, Mimouni Y, Giannuzzi V, Schaefer F,
Altavilla A, Gibson S and Julkowska D (2024)
The creation of an adaptable informed
consent form for research purposes
to overcome national and institutional
bottlenecks in ethics review: experience
from rare disease registries. Front. Med. 11:1384026. d i 10 3389/f
d 2024 1384026 1Fondazione per la Ricerca Farmacologica Gianni Benzi Onlus, Bari, Italy, 2European Joint Programme
on Rare Diseases Coordination, INSERM, Paris, France, 3Division of Pediatric Nephrology, Center
for Pediatrics and Adolescent Medicine, University of Heidelberg, Heidelberg, Germany, 4Teddy
European Network of Excellence for Paediatric Research, Pavia, Italy, 5Espace Ethique PACA-Corse
Assistance Publique - Hôpitaux de Marseille (AP-HM), Hôpital de la Timone, Marseille, France,
6Department of Genetics and Genome Biology, University of Leicester, Leicester, United Kingdom Introduction of harmonization in ethical evaluations across the European Union
(EU) can lead to inconsistent ethical reviews for the same study
at different research sites (13–15). The new European Clinical
Trials Regulation introduces a streamlined process, allowing for
a single study submission and review by one designated Ethics
Committee per country (16). Nevertheless, this change, aimed at
simplifying the review process, unfortunately, does not extend to
observational studies. In recent years, there is growing awareness and consensus in
the Rare Diseases (RD) community about the need for secondary
use of healthcare data for research purposes (1, 2). Systematic
data collection, access and sharing practices are needed to foster
RD research and many initiatives are ongoing to address these
topics (3, 4). Furthermore, as anticipated above, the advent of the GDPR (7)
also has not solved this fragmentation since it is implemented at the
national and local Ethics Committee levels with a certain degree
of variance in interpretation. Thus, additional legislative efforts
are required to guarantee comparable ethical standards among
sites (17). For all these reasons, non-interventional multicenter
research projects face challenges to comply with the applicable
requirements and to obtain approval from all competent Ethics
Committees involved. Nevertheless, the use of health data in the RD field may
be affected by the low prevalence of the diseases and the data
collection heterogeneity (5). As health data reuse is being scaled
up, there is an urgent need to reconcile the benefits of data access
and sharing with privacy rights and constraints, as well as with
ethical and regulatory requirements (6). The European General
Data Protection Regulation (GDPR), Regulation (EU) 2016/679
(7), enables a new legal framework for data protection in Europe
and provides different legal bases for processing personal data. Nevertheless, some issues might be triggered especially within the
“research exception” option (8). In the RD field, the European Reference Networks (ERNs)
have struggled in setting an Informed Consent Form (ICF) for
registries that is acceptable to Ethics Committees across the
EU. A generic ICF originally developed for the Clinical Patient
Management System (18), an online platform for transnational
clinical consultations among ERN Members which contained a
section on data handling in registries, was not accepted by all Ethics
Committees to which it was submitted. Introduction Moreover, age-appropriate
information for pediatric participants and/or assent forms were not
developed by most ERNs, since the assent is not a legally mandated
requirement but requested only by individual Ethics Committees
according to local provisions. In the framework of the European
Joint Programme on Rare Diseases (EJP RD), an Informed Consent
Facilitation Group was established to support the ERNs addressing
these challenges. The Group was composed of members of the EJP
RD Advisory Regulatory and Ethics Board, the independent Ethics
Advisor team, the EJP RD Coordination team, clinical experts
from the ERNs, and experts in pediatrics. All the authors of this
manuscript are part of the Informed Consent Facilitation Group. In RD research, also when involving children, it is crucial
to ensure clear and explicit consent for data processing and
its subsequent reuse (9). This necessitates, in the case of
minors, not only obtaining the authorization of their parents/legal
representatives but also seeking the assent of the minors themselves
tailored to the unique needs of minors (10). This dual requirement
of consent and assent aligns with various international laws and
guidelines that emphasize the involvement of children in health-
related decision-making. Harmonized tools for the standardization of practices need
to be further developed to help in the assessment procedures at
national level when processing special categories of data (6). While the use of personal data including health data is regulated
around the world by data protection laws allowing citizens to
control the use of their personal data, the large diversity of
regulations and healthcare landscapes across and even within
countries results in challenges for researchers in processing and
sharing data in collaborative research activities (11). The group examined the current practices and regulations
surrounding informed consent, incorporating insights from the
feedback provided by various Ethics Committees, with the aim to
develop an adaptable ICF for research purposes to be used for ERN
registries. Key ethics and data protection challenges encountered
during ethics review processes were identified during the review. To address these challenges, a harmonized framework for informed
consent was developed. This framework is uniquely designed to be
adaptable, allowing for necessary modifications to fit national and
local requirements. In the field of RD research, multinational collaboration is
often essential due to the limited prevalence of these conditions,
which makes them a formidable challenge for any single country
or region. COPYRIGHT © 2024 Landi, Mimouni, Giannuzzi, Schaefer,
Altavilla, Gibson and Julkowska. 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. Background: The lack of harmonization of evaluation criteria by Ethics
Committees in the European Union (EU) has led to inconsistent ethics reviews
received by research sites participating in multicenter non-interventional
studies. The European General Data Protection Regulation (GDPR) appears
to be implemented at national level with a substantial degree of variance in
interpretation. The European Reference Networks (ERNs) were struggling in
setting an Informed Consent Form (ICF) for registries, allowing reuse of data
for research purposes. The aim of this work is to develop an adaptable ICF for
research purposes to be used in ERN registries. Methods: To work on this challenge, a team was established within the European
Joint Programme on Rare Diseases (EJP RD) to develop a patients’ registry ICF
template allowing easy adaptation to ERNs, country, and site-level specificities. ERN and patients’ representatives validated the choice of developing a GDPR-
compliant template for research purposes. The feedback received from 34
Ethics Committees on the Clinical Patient Management System ICF, including
the submission of patients’ data to the ERN registries and the EU consent
regulatory framework were analyzed along with existing ontologies for data
access and reuse. An adaptable ICF was developed following iterative cycles
of consultation and review by clinicians, research experts, ethics and regulatory
advisors, and patients’ representatives. The development of pediatric material for
minor participants was also undertaken. Results and Conclusion: Research oriented ICF templates for adults and for
parents/legal representatives of patients were released in 26 national languages. 01 Frontiers in Medicine Frontiers in Medicine frontiersin.org Landi et al. 10.3389/fmed.2024.1384026 10.3389/fmed.2024.1384026 This adaptable ICF aims to foster, according to patients’ preferences, the reuse
of registries data for research purposes in compliance with the applicable laws
and standards. Pediatric material is being finalized to collect minors’ assent. ICF
machine-readability is also progressing to enhance data discovery and facilitate
its access and reuse conditions. informed consent, rare diseases, research, ethics review, registries Frontiers in Medicine frontiersin.org Analysis of the Clinical Patient
Management System ICF submitted to
the Ethics Committees Separate material for pediatric participants (i.e., assent forms
and informative material for minors) was developed only by
few ERN registries. Only one out of 38 Ethics Committees
reviewing the general ICF requested age-appropriate material for
minors. Despite this, the Informed Consent Facilitation Group
recognized the importance of developing pediatric material for
minor participants in the ERN registries and started with the
development of material for adolescents. This development process
was guided by a participatory methodology, adhering to data
protection norms and children’s rights, and was influenced by
the principles outlined in the draft guide by the Council of
Europe (25). The initial feedback received following the submission of the
Clinical Patient Management System ICF to 38 concerned Ethics
Committees is shown in Figure 1. To note, for many countries
more sites were involved, and so more than one Ethics Committee
was concerned in the revision process. The Group performed an in-depth reading and analysis of the
initial ICF developed for the Clinical Patient Management System
to process patients’ registry data for research purposes, the opinion
letters that the European Rare Kidney Disease Reference Network
members received from 34 out of the 38 Ethics Committees to
which the ICF was submitted, the amended ICFs that followed
the implementation of Ethics Committees’ comments as well as
the other registry ICFs developed by individual ERNs. It was
highlighted that within the same country different feedback was
found for the same ICF. Moreover, the EU rules (including GDPR),
guidelines and standards applicable to the consent were detected
and consulted (7, 10, 16, 19–24). Starting from the adaptable ICF for adults, along with existing
materials from ERNs, including assent forms and informational
content for minors, an assent form template specifically for
adolescents aged 12–17 was created during three Pediatric
Expert Patients Training Courses, the first of which consisted
of five sessions, organized under the EJP RD. This approach
ensured that the information provided is concise, transparent, and
understandable, presented in a format accessible to adolescents, and
utilizes clear, straightforward language. Finally, an analysis of the compliance of the ICF with the GDPR
was performed to identify the information to be provided to data
subjects, as listed in Article 13. During the training courses, attended by approximately 26
pediatric patients, participants completed a questionnaire to assess
their understanding of the objectives of patients’ registries, the
relevance of children’s rights in data protection, and the GDPR
rules. Analysis of the Clinical Patient
Management System ICF submitted to
the Ethics Committees They were given an overview of children’s rights and data
protection rules. Emphasis was placed on the concept of the “right
to an open future.” This principle posits that children should be
shielded from making certain irreversible decisions, ensuring that
their future options remain open until they reach adulthood and
can make informed choices. This concept is especially pertinent
in the context of research involving personal health data in rare
diseases, where the implications of data use can significantly impact
a child’s future. Materials and methods Materials and methods Development of the adaptable ICF
template A meeting with ERN representatives was scheduled on 15
December 2020 to discuss two alternative approaches: (1) to
develop a new version of the ICF focused on fully GDPR
compliant reuse of ERN registry clinical data for research purposes
and allowing adaptations at different levels, or (2) to create a
dual ICF covering both the primary and secondary use of the
ERN registry clinical data. Based on the consultation, the first
approach was agreed. Participants were given ICF templates designed for adults
and instructed to use a color-coding system for their feedback:
terms difficult to understand were to be marked in red; clear
information deemed relevant for giving consent or assent was to be
highlighted in green; and parts deemed understandable, irrelevant,
better placed elsewhere, or that needed rephrasing, were to be
highlighted in pink. Additionally, participants were encouraged to
provide open-ended feedback and to suggest improvements, e.g.,
information that could be better explained through visual aids. This
interactive approach aimed to refine the consent forms to be as clear
and relevant as possible. A first draft of the adaptable ICF template was developed
starting from the previous version of the Clinical Patient
Management
System
ICF. Then,
the
draft
went
through
several rounds of revisions and adaptations by various experts. Iterative cycles of consultation and review by ERN clinicians
and researchers, ethics and regulatory advisors, and patients’
representatives,
including
Young
Persons
Advisory
Groups
(YPAGs) were undertaken. Around 34 experts provided their
contribution during the cycles of consultation. The comments
were addressed by the Group and the updated ICF versions were
consolidated until their finalization. Figure 2 shows the different
steps and the timeline for the development of the adult version of
the ICF template. Based on the course outcomes, a draft version of the assent form
for adolescents was created and shared with the participants for
review as well as a glossary. Concurrently, similar revision processes
were undertaken with some existing YPAGs to further validate
the assent form. Finally, the creation of informative material
and assent form for children was also deemed necessary and
planned as a next step. The template aimed to give subjects the chance to consent to
the participation in the registry while providing them additional
choices related to the reuse of their data. Both EJP RD and external
experts revised the ICF before finalization and translation from
English to 26 other European languages. Introduction Such research, distributed across various laboratories
and clinics worldwide (12), faces the complexity of diverse ethical
standards and procedures. This diversity arises also because each
Ethics Committee may operate under its own set of rules and
require different documents and contents for approval. This lack 02 frontiersin.org Landi et al. 10.3389/fmed.2024.1384026 Frontiers in Medicine Development of the adaptable ICF
template Figure 3 shows the timeline for the development of the
pediatric material. 03 frontiersin.org Landi et al. 10.3389/fmed.2024.1384026 FIGURE 1
Initial feedback distribution by type from ethics committees across countries. FIGURE 2
Timeline for the development of the adult version of the ICF template. Scouting of existing ontologies
of aligning the terms and codes from these ontologies and matrix FIGURE 1 FIGURE 1
Initial feedback distribution by type from ethics committees across countries. FIGURE 2
Timeline for the development of the adult version of the ICF template. FIGURE 2
Timeline for the development of the adult version of the ICF template. Timeline for the development of the adult version of the ICF template. Frontiers in Medicine Development of the adaptable ICF
template Thirty-four out of the initial 38 Ethics Committees, from
12 countries, provided a wide range of responses at the time
of the analysis following the submission of the Clinical Patient
Management System ICF for approving the reuse of patients’
registry data for research purposes and after the preliminary
feedback shown in Figure 1: 10 stated that ethics approval
was not required for this type of activity, 17 accepted the
Clinical Patient Management System ICF after formal ethical
review without any changes, 6 accepted an amended version of
the ICF following the inclusion of additional information that
made it fully compliant with the GDPR, and 1 requested a full
application procedure according to the clinical trials requirements,
including the provision of informative materials and assent form
for minors with compulsory review by patients’ organizations. The documents produced for the latter Ethics Committee were
also used by two other sites in the same country (Netherlands). Feedback from three other Ethics Committees was still pending
at the time of analysis while one site rejected its participation in
the registry. The adaptable ICF template was designed specifically for
research purposes. It addresses the collection, access, storage, and
potential future (re)use of data within the ERN registries, but it
does not cover the primary use of health data in the Clinical
Patient Management System. The structure of the template includes
a primary consent section for data inclusion in the ERN registries
for specific research objectives. In addition to this primary consent,
participants can select five optional consent choices according
to their preferences: use of data to support commercial projects;
transfer of data to non-EU countries; linking of data to existing
databases/registries; possibility for the patient to be recontacted
for any research project or clinical study; will to be informed
about any incidental finding. These optional consent choices were
chosen by the Group and agreed with the experts involved during
the consultation phases considering the main reasons for which
participants might refuse to participate in the registry (e.g., in case
of data transfer outside the EU countries) and choices that might be
not applicable for all ERNs (e.g., incidental findings only for ERNs
handling genetic data). Results The missing information identified during the analysis and
possible improvements of the existing form were discussed with the
Informed Consent Facilitation Group members, with EJP RD data
experts and ERN representatives. Scouting of existing ontologies of aligning the terms and codes from these ontologies and matrix
with corresponding terms and phrases in the ICF. The outcomes of
this initial investigation were then shared with ontology experts and
Information Technology developers from the EJP RD, followed by
proposing ways to incorporate these alignments into data models
and tools, to enable a machine-readable ICF. As an additional
test of functionality of the proposed alignment, we established
various “consent profiles,” based on patients’ preferences expressed
in the consent form and attempted to represent them in a
machine-readable format. The terms of the Data Use Ontology (26), the Informed
Consent Ontology (27), and the Automatable Discovery and
Access Matrix (28) were assessed to see if they could be used
to adequately encode the consent and data access and reuse
conditions defined in the adaptable ICF. Such an encoding would
greatly assist with the digitalization of a participants consent
in a potentially interoperable format (i.e., that can be used by
various Information Technology systems). The process consisted 04 frontiersin.org Landi et al. 10.3389/fmed.2024.1384026 FIGURE 3
Timeline for the development of the pediatric material. Timeline for the development of the pediatric material. Timeline for the development of the pediatric material. Frontiers in Medicine Scouting of existing ontologies The
review
of
informed
consent
and
data
utilization
frameworks
examined
ontologies
and
engaged
in
experts’
consultation resulting in the identification of 67 different codes. These codes corresponded to specific terms or expressions found
within the ICF: 44 of these codes belonged to the Informed Consent
Ontology, 22 to the Data Use Ontology and one code pertained
to the Disease Ontology, specifically referring to the disease
under study. The identified codes from the Data Use Ontology
and the Informed Consent Ontology were grouped into several
thematic categories. The first category, the Data Use and Sharing
Permissions, encompassed terms related to the permissions for
using and sharing data. These terms define specific conditions
under which data may be accessed and used, particularly in
research contexts. The terms of the second category, Consent
and Legal Compliance, relate to the informed consent processes,
legal obligations, and ethical compliance in data collection and
use. The third Patient Engagement and Communication category
includes terms emphasizing the importance of patient engagement,
understanding the consent forms, and facilitating the effective
communication regarding data use. Finally, the terms of the Data
Management and Security category deal with data management
practices and security measures to protect data integrity and
confidentiality. Each category represents a different aspect of data
handling in medical research, encompassing ethical considerations,
legal compliance, patient interaction, and data protection. The final versions of the adaptable ICF templates were released,
following different rounds of consultations, with translations into
26 European national languages and made publicly available on the
EJP RD website (29). Development of the adaptable ICF
template Most modifications requested by the Ethics Committees were
related to compliance with GDPR and in particular: information
relating to the duration of the data storage; the (geographical)
location of the registry; the data subjects’ rights; the name and
contact details of the data controller and the Data Protection Officer
(DPO); and the reference to the supervisory authority to exercise
data subjects’ rights. Importantly, these optional consents are not a prerequisite for
participation in the ERN registries: they are designed to provide
participants with a greater control over their data and to express
their preferences. 05 frontiersin.org Landi et al. Landi et al. 10.3389/fmed.2024.1384026 Two versions of the ICF were developed. One for adult patients,
the other for parents or legally designated representatives of minors
or incapacitated individuals. consultation and conclusions were further discussed with pediatric
participants. In the third training workshop, a child friendly
glossary was developed. At the time of this manuscript submission, the assent form
template for adolescents is in the process of final consultation
before the release of its final version and the preparation of
informative material and assent form for children considered
as further step. To enhance the flexibility and applicability of the ICF across
different contexts, the template was designed with modifiable
sections. These adaptable areas were clearly marked to facilitate
easy customization. This allows to tailor the ICF to the specific
requirements of individual ERNs or sites, e.g., to describe the
disease(s), indicate the type of collected data and the possible link
with other registries or databases, provide information on where
and for how much time the data is stored, how the research
results exploiting the registry will be communicated, and the
contact details of the reference person or entity to be contacted
for inquiries, including information on the data controller and
the DPO. The adaptable areas allow also to comply with any
relevant national and local laws and with site specificities (e.g.,
information on insurance). This approach ensures that the ICF can
be effectively used in diverse settings while adhering to varying legal
and regulatory standards. Development of the pediatric material
for minors The first pediatric workshop revealed a general lack of
awareness of children and adolescents about the objectives,
contents, procedures and uses of patient registries. Most of them
also declared not to be aware of children’s rights and data protection
principles. Those who declared to be aware of these issues were
trained within YPAGs, patients or consultative groups. Children participants provided suggestions to enrich the
developed assent form for adolescents by including (1) a lay
glossary explaining some concepts (e.g., data controller, DPO,
data protection authority, and commercial use), (2) child-friendly
interactive elements and diagrams, and (3) flowcharts or images
explaining the flow of personal data in the registry. Moreover, they
recommended to post on the registry website more comprehensive
child-friendly information about the adopted safeguards and data
protection policies, and to post lay summaries with results of the
studies carried out with the data of pediatric patients participating
in the registries. They also underlined that children and adolescents
must be protected against being engaged in certain irreversible
choices. In this perspective, the question of the commercial use of
data was raised and it was underlined the need to require an opinion
from an Ethics Committee on a case-by-case basis, considering the
best interests of the child. The undertaking of this ICF mapping exercise contributed to
the refinement of the Data Use Ontology through the elimination
of subclasses that caused ambiguity for the users and the addition of
a new optional consent category in the ICF (30). This enhancement
enabled the inclusion of provisions for the reuse of data in
commercial projects (e.g., industry sponsored drug development
trials) and the disclosure of incidental finding. Ultimately, this analysis facilitated the creation of 32 unique
“consent profiles” using the DUC profile creator developed by EJP
RD (31) that exploits the Common Conditions of Use Elements
(32). This reflects the incorporation of five optional consent options
within the ICF templates, thereby augmenting the granularity and
flexibility of consent documentation and data reuse in scientific
research settings. The need to clearly differentiate research conducted with
commercial sponsorship, as outlined in the adaptable ICF, from
academic studies was highlighted from experts. In particular, it was
discussed that no financial benefit is foreseen for data subjects and
data could become property of the concerned company that could
also be used for further commercial purposes and for patents. Frontiers in Medicine Discussion The adaptable ICF template released in the framework of EJP
RD aims to foster the reuse of registry data for research purposes in
compliance with the applicable relevant laws and standards as well
as patient preferences. Within the second EJP RD pediatric training workshop, the
assent form developed for adolescents was submitted to further 06 frontiersin.org Landi et al. Landi et al. 10.3389/fmed.2024.1384026 The relevance of this work consists, on one hand, in giving
subjects the chance to consent to the main purposes of the registry
while providing them with the choice about other data processing
activities (e.g., the transfer of data to non-EU countries, the
reuse of data for research projects with commercial sponsors or
the possibility to be re-contacted to participate in other research
projects). It aims to reinforce the concept of “granularity,” as
stated in the GDPR and to create personalized “consent profiles”
based on patients’ preferences on their data use. On the other
hand, the concept of avoiding a “one-size-fits-all” approach for
the ICF was addressed. The focus was on developing an adaptable
ICF that could conform to diverse national and local regulations
and standards, allowing for straightforward text modifications. This concept was further expanded to the assent template,
generated based on the recommendations from the young patient. The involvement of children in developing pediatric assent and
their feedback highlighted the importance of the participatory
methodology to take decisions and implement practices adequate
to children needs, expectancies and rights. A greater involvement of
children in developing specific child friendly tools in rare diseases
should be promoted. along with patients’ representatives. One crucial finding from our
work emphasizes the need for the technical development of these
registries to incorporate data usage conditions within a tailored
data governance framework, since the design phase. along with patients’ representatives. One crucial finding from our
work emphasizes the need for the technical development of these
registries to incorporate data usage conditions within a tailored
data governance framework, since the design phase. Ensuring that RD registries meet high-quality standards in
technical infrastructure, ethics, and data protection is imperative. To address potential risks, specific safeguard measures, such as
conducting a Data Protection Impact Assessment under Article 35
of GDPR, should be implemented. This is particularly vital when
dealing with vulnerable individuals, like children. Conclusion In conclusion, this work represents a significant milestone
that serves as a model in various research activities dependent
on consent. It is highly valuable for the RD community and
holds potential for extension and application to other disease
communities. It might also be used to complement the information
on informed consent included in the European Medicines Agency
Guideline on registry-based studies (40). Additionally, the ICF
developed here is currently being tested by other registries and
research projects. Its successful implementation is expected to
enable the secondary use of healthcare data in various other
research endeavors, including initiatives like the European Rare
Diseases Research Alliance (41); thereby broadening the scope and
impact of this work. Another effort is currently making the adaptable ICF machine-
readable, leveraging on the ontology mapping and the created
consent profiles. This work exploits the EJP RD created Data
Use Condition tool (31) using the Common Conditions of Use
Elements, that were partly derived from the development of
this ICF, and on the use of the Open Digital Rights Language
ontology (35) for semantic implementation. Enabling machine-
readability of access and reuse conditions also considers ERN
registry data access policy, data sharing agreement and data transfer
agreement, jointly developed by EJP RD and the European Rare
Disease Research Coordination and Support Action consortium
(36). We aim through these approaches to enhance the ERN
registries data discovery and display the access and reuse conditions
when querying for RD information, and to facilitate the data
submissions and access requests for researchers and data access
committees following the successful implementation of the Data
Use Oversight System (37) and the BBMRI Negotiator (38). We
are also considering to eventually enable patients to use the
ERN registries’ websites for exercising their rights. This includes
developing age-appropriate information and tools, dynamically
modifying consent, accessing their data, and having the ability to
update their data. This goal is currently still a topic of discussion
and has not been finalized. Data availability statement The original contributions presented in this study are included
in this article/supplementary material. Further inquiries on the
original data can be directed to the corresponding author. Discussion An unresolved question relates to the validity of informed
consent regarding data reuse, especially in the context of
the European Commission’s proposal for a European Health
Data Space (39). This complexity is further compounded when
considering the integration of ERN registries into this framework,
because it raises intricate legal considerations surrounding
data processing. The outcomes of this work not only aim to promote
harmonized practices and facilitate the secondary use of health
data in general, but also provide adaptable templates. Furthermore,
these outcomes can assist the Registry Data Access Committees by
offering a more transparent view of patients’ preferences regarding
the use of their data. It has been demonstrated that RD patients and parents are keen
to make their samples and data available to researchers if this is
done with respect and reciprocity (2, 11, 33, 34). We strongly believe that our tool could increase their
willingness to share data and foster their active participation in
the RD registries. Moreover, pediatric material has been developed
to collect minors’ assent to be informed and agree on the use of
their data. Considering their apparent lack of awareness of registries
as research tools, more efforts and education campaigns will be
needed to inform pediatric patients about the value of RD registries
and about their rights in the context of data use and protection. Frontiers in Medicine References Orphanet J Rare Dis. (2017)
12:64. doi: 10.1186/s13023-017-0617-1 16. European Parliament and Council of the European Union. REGULATION (EU)
No 536/2014 OF THE EUROPEAN PARLIAMENT AND OF THE COUNCIL of 16
April 2014 on clinical trials on medicinal products for human use, and repealing
directive 2001/20/EC. Brussels: European Parliament and Council of the European
Union (2014). 6. Landi A, Thompson M, Giannuzzi V, Bonifazi F, Labastida I, da Silva Santos L,
et al. The “A” of fair – as open as possible, as closed as necessary. Data Intell. (2020)
2:47–55. doi: 10.1162/dint_a_00027 17. Giannuzzi V, Felisi M, Bonifazi D, Devlieger H, Papanikolaou G, Ragab L,
et al. Ethical and procedural issues for applying researcher-driven multi-national
paediatric clinical trials in and outside the European union: The challenging experience
of the deep project. 2021. BMC Med Ethics. (2021) 22:49. doi: 10.21203/rs.3.rs-
200496/v1 7. European Parliament and Council of the European Union. Regulation (EU)
2016/679 of the European parliament and of the council of 27 April 2016 on the
protection of natural persons with regard to the processing of personal data and on the
free movement of such data, and repealing Directive 95/46/EC (general data protection
regulation)]. J Eur Union. (2016) 119:1–88. 7. European Parliament and Council of the European Union. Regulation (EU)
2016/679 of the European parliament and of the council of 27 April 2016 on the
protection of natural persons with regard to the processing of personal data and on the
free movement of such data, and repealing Directive 95/46/EC (general data protection
regulation)]. J Eur Union. (2016) 119:1–88. 18. European Reference Networks [ERNs]. Clinical patient management system
(CPMS). (2024). Available online at: https://cpms.ern-net.eu/login/ (accessed March
06, 2024). 8. Altavilla A, Herveg J, Giannuzzi V, Landi A, Ceci A. The secondary use of
paediatric data under GDPR: Looking for new safeguards for research. Eur Pharm Law
Rev. (2019) 3:156–64. doi: 10.21552/eplr/2019/4/6 19. European Medicines Agency. Guideline for good clinical practice E6(R2). Step 5. Section 4.8. Informed consent of trial subjects. EMA/CHMP/ICH/135/1995. Amsterdam: European Medicines Agency (2016). 9. European Data Protection Board. Opinion 3/2019 concerning the questions and
answers on the interplay between the clinical trials regulation (CTR) and the general
data protection regulation (GDPR) (art. 70.1.b)). Brussels: European Data Protection
Board (2019). 20. European Commission. Article 29 working party guidelines on consent under
regulation 2016/679. Brussels: European Commission (2018). 10. European Commission. References 1. Solebo A, Hysi P, Horvat-Gitsels L, Rahi J. Data saves lives: Optimising routinely
collected clinical data for rare disease research. Orphanet J Rare Dis. (2023) 18:285. doi: 10.1186/s13023-023-02912-1 12. Julkowska D, Austin C, Cutillo C, Gancberg D, Hager C, Halftermeyer J, et al. The importance of international collaboration for rare diseases research: A European
perspective. Gene Ther. (2017) 24:562–71. doi: 10.1038/gt.2017.29 2. Courbier S, Dimond R, Bros-Facer V. SHARE and protect our health data: An
evidence based approach to rare disease patients’ perspectives on data sharing and data
protection – quantitative survey and recommendations. Orphanet J Rare Dis. (2019)
14:175. doi: 10.1186/s13023-019-1123-4 13. Bockhold S, McNulty J, Abdurakman E, Bezzina P, Drey N, England A,
et al. Research ethics systems, processes, and awareness across Europe: Radiography
research ethics standards for Europe (RRESFE). Radiography. (2022) 28:1032–41. doi:
10.1016/j.radi.2022.07.002 3. Thorogood A. International data sharing and rare disease: The importance of
ethics and patient involvement. In: Wu ZH editor. Rare diseases. London: IntechOpen
(2020). doi: 10.5772/intechopen.91237 3. Thorogood A. International data sharing and rare disease: The importance of
ethics and patient involvement. In: Wu ZH editor. Rare diseases. London: IntechOpen
(2020). doi: 10.5772/intechopen.91237 14. Lanzerath D. Research ethics and research ethics committees in Europe. In:
Zima T, Weisstub DN, editors. Medical Research Ethics: Challenges in the 21st Century. Philosophy and Medicine, vol 132. Cham: Springer (2023). doi: 10.1007/978-3-031-
12692-5_22 4. Larkindale J, Betourne A, Borens A, Boulanger V, Theurer Crider V, Gavin P,
et al. Innovations in therapy development for rare diseases through the rare disease
cures accelerator-data and analytics platform. Ther Innov Regul Sci. (2022) 56:768–76. doi: 10.1007/s43441-022-00408-x 4. Larkindale J, Betourne A, Borens A, Boulanger V, Theurer Crider V, Gavin P,
et al. Innovations in therapy development for rare diseases through the rare disease
cures accelerator-data and analytics platform. Ther Innov Regul Sci. (2022) 56:768–76. doi: 10.1007/s43441-022-00408-x 15. Molnár-Gábor F, Sellner J, Pagil S, Slokenberga S, Tzortzatou-Nanopoulou O,
Nyström K. Harmonization after the GDPR? Divergences in the rules for genetic
and health data sharing in four member states and ways to overcome them by EU
measures: Insights from Germany, Greece, Latvia and Sweden. Semin Cancer Biol. (2022) 84:271–83. doi: 10.1016/j.semcancer.2021.12.001 5. Giannuzzi V, Conte R, Landi A, Ottomano S, Bonifazi D, Baiardi P, et al. Orphan
medicinal products in Europe and United States to cover needs of patients with rare
diseases: An increased common effort is to be foreseen. Acknowledgments We would like to express our sincere appreciation to
the European Joint Programme on Rare Diseases (EJP RD)
Advisory Regulatory and Ethics Board, independent Ethics
Advisor team, Coordination team, ICF Facilitation Group,
pediatric experts, Pillar 2 Information Technology developers,
and ontology experts. We are also thankful to the European 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. Conflict of interest The author(s) declare financial support was received for
the research, authorship, and/or publication of this article. This initiative has received funding from the European Union’s
Horizon 2020 Research and Innovation program under grant
agreement no. 825575. 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. Author contributions AL:
Conceptualization,
Formal
analysis,
Methodology,
Writing – original draft, Writing – review & editing. YM:
Conceptualization, Formal analysis, Methodology, Writing –
review & editing. VG: Methodology, Writing – original draft,
Writing – review & editing. FS: Conceptualization, Methodology,
Supervision, Writing – review & editing. AA: Methodology,
Writing – review & editing. SG: Formal analysis, Methodology, Our research highlights the importance of assembling a
multidisciplinary team with diverse and complementary expertise
when establishing and managing patient registries, i.e., experts in
data management, regulatory compliance, ethics, and legal matters, 07 frontiersin.org Landi et al. 10.3389/fmed.2024.1384026 Writing – review & editing. DJ: Conceptualization, Methodology,
Writing – review & editing. Writing – review & editing. DJ: Conceptualization, Methodology,
Writing – review & editing. Reference
Networks
(ERNs)
representatives,
adult
patients’
representatives, Young Persons Advisory Groups, and European
Rare
Disease
Research
Coordination
and
Support
Action
consortium Legal Working Group. Writing – review & editing. Frontiers in Medicine References Ethical considerations for clinical trials on medicinal
products conducted with minors recommendations of the expert group on clinical
trials for the implementation of regulation (EU) No 536/2014 on clinical trials
on medicinal products for human use revision 1. Brussels: European Commission
(2017). 21. i-Consent Consortium. Guidelines for tailoring the informed consent process in
clinical studies. Valencia: FISABIO (2021). 21. i-Consent Consortium. Guidelines for tailoring the informed consent process in
clinical studies. Valencia: FISABIO (2021). 22. World Health Organisation [WHO]. Informed consent templates. Geneva: World
Health Organisation [WHO] (2024). 22. World Health Organisation [WHO]. Informed consent templates. Geneva: World
Health Organisation [WHO] (2024). 11. Giannuzzi V, Stoyanova-Beninska V, Hivert V. Editorial: The use of real world
data for regulatory purposes in the rare diseases setting. Front Pharmacol. (2022)
13:1089033. doi: 10.3389/fphar.2022.1089033 23. Innovative Medicines Initiative [IMI]. Study information and informed consent
form templates. Brussels: Innovative Medicines Initiative [IMI] (2020). 23. Innovative Medicines Initiative [IMI]. Study information and informed consent
form templates. Brussels: Innovative Medicines Initiative [IMI] (2020). 08 frontiersin.org Frontiers in Medicine Landi et al. 10.3389/fmed.2024.1384026 Landi et al. 24. Medical Informatics Initiative. Guide to the use of nationally harmonised patient
information and consent documents for the secondary use of patient data. Berlin:
Medical Informatics Initiative: (2020). 24. Medical Informatics Initiative. Guide to the use of nationally harmonised patient
information and consent documents for the secondary use of patient data. Berlin:
Medical Informatics Initiative: (2020). 33. McCormack P, Kole A, Gainotti S, Mascalzoni D, Molster C, Lochmüller H, et al. ‘you should at least ask’. The expectations, hopes and fears of rare disease patients
on large-scale data and biomaterial sharing for genomics research. Eur J Hum Genet. (2016) 24:1403–8. doi: 10.1038/ejhg.2016.30 25. Council of Europe. Strengthening children’s participation in the decision-
making process on matters regarding their health. Strasbourg: Council of Europe
(2024). 25. Council of Europe. Strengthening children’s participation in the decision-
making process on matters regarding their health. Strasbourg: Council of Europe
(2024). 34. European Commission, Directorate-General for Research and Innovation. Study on the use of real-world data (RWD) for research, clinical care, regulatory
decision-making, health technology assessment, and policymaking; Final report and
recommendations. Brussels: Publications Office of the European Commission (2021). 26. O Foundry. Data use ontology. (2023). Available online at: https://obofoundry. org/ontology/duo.html#:∼:text=DUO%20is%20an%20ontology%20which%20represe
nt%20data%20use%20conditions.&text=DUO%20allows%20to%20semantically%20ta
g,of%20users%2C%20or%20intended%20usage (accessed March 20, 2023). 35. GitHub. EJP-RD resource discovery. San Francisco, CA: GitHub (2021). 35. GitHub. EJP-RD resource discovery. References San Francisco, CA: GitHub (2021). 36. ERICA. Generated documents. (2024). Available online at: https://erica-rd. eu/work-packages/data-collection-integration-and-sharing/generated-documents/
(accessed January 12, 2024). 36. ERICA. Generated documents. (2024). Available online at: https://erica-rd. eu/work-packages/data-collection-integration-and-sharing/generated-documents/
(accessed January 12, 2024). 27. O Foundry. Informed consent ontology. (2024). Available online at: https://
obofoundry.org/ontology/ico.html (accessed January 12, 2024). 28. ga4gh. GA4GH/ADA-M. San Francisco, CA: GitHub (2023). 37. DUOS. Expediting compliant data sharing, by facilitating data submissions and
access requests for researchers and data access committees. (2024). Available online at:
https://duos.broadinstitute.org/home (accessed January 12, 2024). 29. EJP RD. ERN registries generic informed consent forms. (2024). Available online
at: https://www.ejprarediseases.org/ern-registries-generic-icf/ (accessed January 30,
2024). 38. BBMRI-ERIC. BBMRI negotiator. Graz: BBMRI-ERIC (2024). 38. BBMRI-ERIC. BBMRI negotiator. Graz: BBMRI-ERIC (2024). 30. EBISPOT/DUO. Investigation subclasses should be deprecated. San Francisco,
CA: GitHub (2024). 39. Li W, Quinn P. The European health data space: An expanded right to data
portability? Comp Law Secur Rev. (2024) 52:105913. doi: 10.1016/j.clsr.2023.105913 39. Li W, Quinn P. The European health data space: An expanded right to data
portability? Comp Law Secur Rev. (2024) 52:105913. doi: 10.1016/j.clsr.2023.105913 40. European Medicines Agency. Committee for human medicinal products
(CHMP). guideline on registry-based studies. Amsterdam: European Medicines Agency
(2021). 31. University of Leicester. DUC profile creator and CCE information. Leicester:
University of Leicester (2024). 40. European Medicines Agency. Committee for human medicinal products
(CHMP). guideline on registry-based studies. Amsterdam: European Medicines Agency
(2021). 32. Sanchez-Gonzalez M, Kamerling P, Iermito M, Casati S, Riaz U, Veal C, et al. Common conditions of use elements: Atomic concepts for consistent and effective
information governance. Zenodo (2023). Available online at: https://zenodo.org/
records/8200079 41. EJP RD. The European rare diseases research alliance (ERDERA). (2023). Available online at: https://www.ejprarediseases.org/erdera/ (accessed January 12,
2024). 41. EJP RD. The European rare diseases research alliance (ERDERA). (2023). Available online at: https://www.ejprarediseases.org/erdera/ (accessed January 12,
2024). 09 09 Frontiers in Medicine frontiersin.org
|
https://openalex.org/W4220660375
|
https://jhumanitarianaction.springeropen.com/track/pdf/10.1186/s41018-022-00117-y
|
English
| null |
The National Health Cluster in Yemen: assessing the coordination of health response during humanitarian crises
|
Journal of international humanitarian action
| 2,022
|
cc-by
| 10,900
|
Backgroundh The Republic of Yemen was established on 22 May 1990
following the merger between the Yemen Arab Republic
(North Yemen) and the People’s Democratic Republic of
Yemen (South Yemen) (UNDP 2013; ACAPS 2016). The
Houthi rebels seized the capital Sana’a in late 2014 and fi
Full list of author information is available at the end of the article © 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 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/. Abstract Yemen has been facing political, economic and social challenges since 1990. The fragility of Yemen’s situation has led
to a widespread conflict in 2015, resulting in the world’s largest humanitarian crisis. Amid the humanitarian catastro‑
phe and the collapsing health system, a platform for coordinating humanitarian health response, called the National
Health Cluster, has expanded its operations across the country. The study aims to evaluate the performance of the
National Health Cluster in Yemen between 2015 and 2019. A qualitative research design was employed, and ten
semi-structured interviews with key Health Cluster stakeholders were conducted. The study applied the Active Learn‑
ing Network for Accountability and Performance in Humanitarian Action (ALNAP) guide to evaluating humanitarian
action using the Development Assistance Committee (DAC) criteria. Six evaluation criteria were selected: relevance,
effectiveness, efficiency, effects, connectedness and participation. Inputs from interviews were manually transcribed
and then analysed using NVivo 12 software. The study results indicate that the Health Cluster in Yemen has contrib‑
uted to saving lives and strengthening the local health capacities in diseases surveillance. In addition, its positive
effect was evident in improving the humanitarian health response coordination. Nevertheless, engaging health stakeholders, especially national organisations, was suboptimal. Exit strategies were
lacking, while services to address mental health, non-communicable diseases, senior citizens and people with dis‑
abilities were not prioritised in the Health Cluster strategic plans and partners’ response. To ameliorate Health Clus‑
ter performance, revising its objectives and establishing a cluster-specific rapid response funding mechanism are
pivotal. Furthermore, preparing the national health system for recovery and actively engaging all stakeholders in the
Health Cluster’ response and strategic decisions would maximise its positive impact on Yemen’s health system and
population. Keywords: Health Cluster, Yemen, Coordination, Conflict, Humanitarian health response, Evaluation, Health systems then marched towards the south to apprehend Presi-
dent Hadi, who fled to the south and declared Aden
the interim capital of Yemen in March 2015. The inter-
nal conflict took an international perspective when the
Yemeni president escaped Aden to Saudi Arabia and
requested military assistance from neighbouring coun-
tries and the United Nations (UN) Security Council to
restore the legitimacy of his government. The 6-year con-
flict has deteriorated Yemen’s overall health and develop-
ment outlook (Action Against Hunger 2019; Moyer et al. Journal of International
Humanitarian Action Journal of International
Humanitarian Action Journal of International
Humanitarian Action Al‑Awlaqi et al. Journal of International Humanitarian Action
https://doi.org/10.1186/s41018-022-00117-y Al‑Awlaqi et al. Journal of International Humanitarian Action
https://doi.org/10.1186/s41018-022-00117-y (2022) 7:9 Open Access The National Health Cluster in Yemen:
assessing the coordination of health response
during humanitarian crises Sameh Al‑Awlaqi1,2* , Fekri Dureab3,4 and Marzena Tambor1,5 *Correspondence: sameh.alawlaqi@gmail.com
2 School of Health and Related Research, The University of Sheffield,
Sheffield, UK
Full list of author information is available at the end of the article The Cluster Approachh 2019), turning the country into the largest humanitarian
crisis in the world (OCHA 2019b). The concept of the Cluster Approach was first introduced
in 2005 by the Emergency Relief Coordinator (ERC)
of United Nations (UN) Office for the Coordination of
Humanitarian Affairs (OCHA), Jan Egeland, to address
the gaps in coordination and effectiveness in humani-
tarian response (Stoddard et al. 2007). The Cluster
Approach was one of the pillars of the so-called humani-
tarian reform agenda, which came into effect following
the inadequate and poorly coordinated humanitarian
response to the crisis in Darfur and the Indian Ocean
earthquake (OCHA 2007; International Council of Vol-
untary Agencies (ICVA) 2013). There are eleven clusters
specialised in different humanitarian disciplines, i.e. pre-
venting emergencies and mitigating their risks, prepared-
ness and response to disasters and working in recovery
and reconstruction phases (Inter Agency Standing Com-
mittee (IASC) 2015). The clusters’ titles and their lead
agencies are listed in Table 1. Fragmentation of the health system has emerged as a
natural consequence of the protracted crisis since 2015. Two completely independent ministries of health mani-
fested this fragmentation: one in the northern territories
controlled by the de facto authorities, i.e. the Houthis’
government, and another in the southern part of the
country run by the legitimate, internationally recognised
government (Michael 2019; Pulitzer Center 2019).h The war had a calamitous impact on the health sys-
tem, with more than half of the health facilities either
not operational or destructed (WHO 2017b; Yemen
Health Cluster 2017). The Ministry of Public Health and
Population (MoPHP) has failed to disburse health work-
ers’ salaries for several years (MSF 2017; Yemen Health
Cluster 2017; Al-Awlaqi 2019). Epidemics such as chol-
era (declared the largest in the twentieth century) and
diphtheria, as well as deteriorating levels of malnutrition
and, most recently, COVID-19, burdened the collapsing
health system (Dureab et al. 2020). Health Clusters exist in twenty-nine countries and ter-
ritories with emergencies or protracted humanitarian cri-
ses and two regional coordination mechanisms in Syria
and the Pacific (Global Health Cluster 2021). Its mandate
is to provide a coordinated response and avoid gaps and
duplication of humanitarian response during emergen-
cies (WHO 2015). Before the escalation of the conflict in 2015, mil-
lions of Yemenis suffered from adverse social and eco-
nomic situations; many were living below the poverty
line, i.e. Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 2 of 14 Table 1 Humanitarian clusters and their lead agencies, adapted from the IASC Cluster Coordination reference module (Inter Agency
Standing Committee (IASC) 2015)
No. Title of Cluster
Cluster Lead Agency
1
Emergency telecommunication
World Food Programme (WFP)
2
Education
United Nations Children’s Fund (UNICEF) and Save the Children
3
Early recovery
United Nations Development Programme (UNDP)
4
Camp coordination and camp management
International Organization for Migration (IOM)/United Nations High Commis‑
sioner for Refugees (UNHCR)
5
Water, sanitation, and hygiene
UNICEF
6
Shelter
International Federation of Red Cross and Red Crescent Societies (IFRC)/(UNHCR)
7
Protection
UNHCR
8
Nutrition
UNICEF
9
Logistics
WFP
10
Health
World Health Organization (WHO)
11
Food security
WFP and Food and Agriculture Organization (FAO) The Cluster Approachh on less than $1.25 per day for basic needs such
as food, shelter, or clothing (World Bank 2015; Euro-
pean Union 2016). As of 2021, around two-thirds of
Yemenis desperately need humanitarian aid (OCHA
2021b). Furthermore, the latest Global Hunger Index
Report 2020 states that Yemen is one of eight countries
with an “alarming level of hunger”, including various
forms of life-threatening malnutrition among children
(Grebmer et al. 2020). Methods and materialsh were heavily supported by the UN agencies, interna-
tional non-governmental organisations (INGOs), and
national non-governmental organisations (NNGOs)
(OCHA 2019b). These organisations coordinate their
humanitarian health response via the Health Cluster,
led by WHO, the Cluster Lead Agency (CLA) (Yemen
Health Cluster 2018). were heavily supported by the UN agencies, interna-
tional non-governmental organisations (INGOs), and
national non-governmental organisations (NNGOs)
(OCHA 2019b). These organisations coordinate their
humanitarian health response via the Health Cluster,
led by WHO, the Cluster Lead Agency (CLA) (Yemen
Health Cluster 2018). This research aims to evaluate the national Health Clus-
ter performance during the conflict period (2015–2019)
in Yemen by employing a qualitative research design. We conducted in-depth interviews with key informants
who represented major health stakeholders in Yemen. To
guide the interview and data analysis, we developed an
analytical framework based on the Active Learning Net-
work for Accountability and Performance in Humanitar-
ian Action (ALNAP) guide on evaluating humanitarian
action. ALNAP guide applies Organisation for Economic
Co-operation and Development (OECD)’ Development
Assistance Committee (DAC) criteria to fit the context
of complex humanitarian emergencies. This evaluation
guide combines best practices and provides a helpful
instrument for evaluating humanitarian interventions for
individual evaluators and organisations alike (ODI 2006). The Cluster Approach was first introduced in Yemen
in 2009 following the resurgence of hostilities in the
northern part of the country (Sa’adah wars), with the
Nutrition Cluster being the first cluster to be activated
(OCHA 2019a). In March 2010, the arrangement for
establishing the Health Cluster was formalised and
then activated in 2011 (OCHA 2010; Global Health
Cluster 2018) Since the beginning of the recent hostilities in 2015,
the Health Cluster expanded its operations in what is
known as “subnational hubs” or “subclusters” in the
following areas: Sana’a, Aden, Ibb, Hodeida and Sa’dah
(until early 2019). These hubs cover the twenty-two
governorates of Yemen (OCHA 2021a). To ensure that we cover the main methodological con-
siderations in this research, we applied the Consolidated
Criteria for Reporting Qualitative Research (COREQ)’
checklist, which lists the most commonly used steps in
qualitative research design (Tong et al. 2007a, b). The
checklist aligns with the Enhancing the Quality and
Transparency of Health Research (EQUATOR)’ recom-
mendations (EQUATOR Network 2015). The Health Cluster works with the MoPHP to deliver
coordinated health response to the affected popula-
tions throughout the country. The Health Cluster in Yemen In response to the failure of the national system to
meet the increasing population health needs amid
the escalation of conflict, many of the health systems’
functions in both sides of Yemen (north and south) Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Al‑Awlaqi et al. Journal of International Humanitarian Action Page 3 of 14 Analytical framework and data collection instrumentffi We used six criteria (relevance, effectiveness, efficiency,
effects, connectedness and participation). We excluded
other criteria for the reasons detailed in Table 2.h 2) To
strengthen
preparedness,
surveillance
and
response to communicable diseases outbreaks and
epidemics, including immunisation for vaccine-pre-
ventable diseases The evaluation framework and criteria applied in this
study were previously used in various humanitarian set-
tings over the last two decades (ODI 2006). Specifically,
they were applied in to evaluate the Cluster Approach at
the global and national levels (Steets et al. 2010). 3) To deliver a principled and coordinated health
response and promote an integrated approach with
other sectors for a comprehensive humanitarian
response with a focus on the most vulnerable districts We used the analytical framework to prepare an inter-
view guide for semi-structured interviews. The interview
topic guide was divided into six themes corresponding
to the six evaluation criteria; each criterion has specific,
mostly open-ended, questions. 4) To improve access to reproductive, maternal, new-
born, child and adolescent health services for vulner-
able populations, including IDPs and the poorest and
deprived segments in the society We developed the topic guide in English and piloted
it before commencing actual interviews. A few revisions
were added, mainly on the relevance (i.e. the cluster
objectives were explicitly mentioned to give more clarity
to the informants) and on the efficiency criteria, i.e. ques-
tions have been revised to reflect funding. When conducting this study in 2019, two prominent
evaluations of the Cluster Approach at the global level
were available (Stoddard et al. 2007; Steets et al. 2010). More recently, another two studies have attempted to
determine the ideal level of coordination within the
Cluster Approach in general and the role of the Health
Cluster in the cholera response in Yemen, respectively
(Clarke and Campbell 2018; Hopkins 2019). However,
none of these studies evaluated the overall Health Clus-
ter performance during the conflict period in Yemen. Methods and materialsh It has the following
objectives (Yemen Health Cluster 2018): 1) To increase access of vulnerable populations, including
internally displaced persons (IDPs), to MHSP covering
life-saving and basic quality health services, through
support to health system and community resilience Study population and sample selectionh The population of this study covered various Health
Cluster stakeholders, including the Ministry of Health,
UN agencies, INGOs, NNGOs, and international health
experts who work or have previously worked in Yemen Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 4 of 14 Table 2 Description of ALNAP-DAC evaluation criteria used to design the study’s analytical framework (adapted from ALNAP guide
2006)
Criteria
Definition and comments
Relevance
It evaluates the synergies between the intervention, national priorities and local needs. It can be used in all evaluation
types
Effectiveness
It indicates to what extent an intervention was successful in bringing about the intended results. It also implies timeli‑
ness and can be used in sectoral or organisational evaluations
Efficiency
It measures all resources (monetary and nonmonetary) required to achieve the desired output and compare alterna‑
tives to achieve the same output. Thus, it can be used in all evaluation types with adequate financial data
Effects
“Effects” is not a standard criterion, but it was intended to replace “impact”. “Impact” needs a comprehensive assess‑
ment that involves the affected population, which cannot be covered in this study. Alternatively, the study looked at
various “effects” on the national health system, humanitarian response coordination, Cluster partners and a vulnerable
population
Connectedness
It ensures that short-term interventions are linked with long-term plans and can be applied in evaluations that focus
on coordination between organisations and stakeholders. It is adapted from the concept of “sustainability”
Cross-cutting theme
Participation
Participation means that primary stakeholders (Cluster partners) must be fully engaged in all phases of developing
and implementing health interventions
Among the eight cross-cutting issues, participation was relevant to the case of Yemen as it reflects how active was the
Cluster in engaging partners. In addition, it provides a glimpse of the coordination and synergies between the Health
Cluster and its members and highlights the power dynamics within the Cluster
Excluded ALNAP-DAC criteria
Coverage
Coverage was not selected because it needs identification of the people who benefited from humanitarian action
and why they have benefited or excluded from that action (ODI 2006), which is beyond the scope of this study. However, as coverage has an indirect link with “effectiveness”, some aspects of the coverage, i.e. identifying vulnerable
groups within the Health Cluster partners’ response, has been included in the study
Coherence
Coherence focuses on incorporating a humanitarian dimension into global policies. Study population and sample selectionh Measuring the coherence of the
Health Cluster as a coordination mechanism against international policies is too broad and does not fit the purpose of
this study
Impact
“Impact” was replaced by “effects”. Assessing impact needs a specific impact evaluation approach (Steets et al. 2009,
2010). It also requires collecting feedback from the affected population (Hallam 1998), which is beyond the research‑
er’s capacity. Previous evaluation reports of the Cluster Approach employed “effects” as a criterion instead of “impact”
for comparable reasons (Steets et al. 2009) It evaluates the synergies between the intervention, national priorities and local needs. It can be used in all evaluation
types It indicates to what extent an intervention was successful in bringing about the intended results. It also implies timeli‑
ness and can be used in sectoral or organisational evaluations It measures all resources (monetary and nonmonetary) required to achieve the desired output and compare alterna‑
tives to achieve the same output. Thus, it can be used in all evaluation types with adequate financial data “Effects” is not a standard criterion, but it was intended to replace “impact”. “Impact” needs a comprehensive assess‑
ment that involves the affected population, which cannot be covered in this study. Alternatively, the study looked at
various “effects” on the national health system, humanitarian response coordination, Cluster partners and a vulnerable
population It ensures that short-term interventions are linked with long-term plans and can be applied in evaluations that focus
on coordination between organisations and stakeholders. It is adapted from the concept of “sustainability” Participation means that primary stakeholders (Cluster partners) must be fully engaged in all phases of developing
and implementing health interventionsl Among the eight cross-cutting issues, participation was relevant to the case of Yemen as it reflects how active was the
Cluster in engaging partners. In addition, it provides a glimpse of the coordination and synergies between the Health
Cluster and its members and highlights the power dynamics within the Cluster Coverage was not selected because it needs identification of the people who benefited from humanitarian action
and why they have benefited or excluded from that action (ODI 2006), which is beyond the scope of this study. However, as coverage has an indirect link with “effectiveness”, some aspects of the coverage, i.e. identifying vulnerable
groups within the Health Cluster partners’ response, has been included in the study Coherence focuses on incorporating a humanitarian dimension into global policies. Study population and sample selectionh Measuring the coherence of the
Health Cluster as a coordination mechanism against international policies is too broad and does not fit the purpose of
this study “Impact” was replaced by “effects”. Assessing impact needs a specific impact evaluation approach (Steets et al. 2009,
2010). It also requires collecting feedback from the affected population (Hallam 1998), which is beyond the research‑
er’s capacity. Previous evaluation reports of the Cluster Approach employed “effects” as a criterion instead of “impact”
for comparable reasons (Steets et al. 2009) Table 3 Characteristics of the recruited participants
Organisation
Gender
Health Cluster (former coordinator)
Male
NNGO
Male
NNGO
Female
Nutrition Cluster
Male
Health Cluster
Male
WHO
Male
OCHA
Male
INGO
Female
INGO
Male
International health consultant (former coordinator in Yemen)
Male Table 3 Characteristics of the recruited participants between 2015 and 2019. These different stakeholder
groups were selected to ensure a broad and diversified
perspective for the study (Hallam 1998). We followed a non-probability, purposive sampling,
namely expert or stakeholder sampling, to identify
key health stakeholders in Yemen. The selection of key
informants was based on researchers’ previous national
and international expertise in the Cluster Approach and
humanitarian coordination. In evaluations and evidence-
informed policy research, it is recommended to employ
stakeholders sampling (Palys 2008).ii Sixteen key informants fit the definition of the study
population (Cluster coordinators, MoPHP officials, rep-
resentatives of national and international NNGOs and
international humanitarian experts). Out of the tar-
geted sixteen informants, ten participated in the study
(Table 3). Among those who did not take part, four did
not respond to invitation e-mails. Effectiveness
Eff Effectiveness answers the question of whether the
Health Cluster activities achieved their desired pur-
pose at the right time. When questions about effec-
tiveness were asked, four sub-themes emerged, i.e. the
overall effectiveness, the timely response, the Min-
istry of Health fragmentation and the multisectoral
programming.hf Data collection The principal investigator conducted the interviews
between March and April 2019. Eight interviews with
key informants residing in Yemen were conducted
online. Two participants were interviewed face to
face. Each interview lasted around 45 to 60 min. The Despite the probability of introducing bias by the selected
sampling technique, we attempted to include a diverse
sample as possible among key health stakeholders to obtain
a holistic picture about the Health Cluster in Yemen. Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Al‑Awlaqi et al. Journal of International Humanitarian Actio Page 5 of 14 interviews were audiotaped alongside manual notetak-
ing. Audiotaped data were transcribed by manual typ-
ing into word documents (verbatim). to the national health priorities and the needs of the
affected population. These objectives, nevertheless, did
not translate into timely response due to weak decision-
making power within the Health Cluster itself, especially
at the level of its subnational hubs. Eight interviews were conducted in the English lan-
guage and two in the Arabic language, in line with the
preferences of some participants. The latter was trans-
lated into English by the principal investigator before
the analysis. Another informant, an international health expert,
indicated that these objectives were relevant yet limited
in scope to life-saving interventions. “ …But I think these (the Cluster objectives) are more
or less remaining in the field of life-saving, […] the
needs are much more, much bigger than actually
what all these actors together can deliver.” (Inform-
ant #7) “ …But I think these (the Cluster objectives) are more
or less remaining in the field of life-saving, […] the
needs are much more, much bigger than actually
what all these actors together can deliver.” (Inform-
ant #7) Data analysis
Th
i
i The principal investigator uploaded all transcripts
into NVivo software version 12 for Macintosh. At the
beginning of the analysis, six themes (called nodes or
codes on NVivo), which corresponded to the six eval-
uation criteria (relevance, effectiveness, efficiency,
effects, connectedness and sustainability), were manu-
ally created under “codes>nodes” tab within NVivo
software by the researcher. The informants’ opinions about the objective of deliv-
ering a principled and coordinated health response and
promoting an integrated approach were mixed. Inform-
ants from INGOs thought that there were bottlenecks in
delivering a principled health response due to the politi-
cal influence of the national authorities on the Health
Cluster decision-making process, i.e. national authori-
ties or parties to the conflict grant access to field areas
only if the Health Cluster and its partners abided by
the preconditions of these authorities. These precondi-
tions, on some occasions, contradicted the humanitarian
principles: An additional two themes (areas for improvement
and challenges) were added to the list of themes that
were not on the main list of themes as they were found
relevant during the analysis. The study findings were analysed and fact-checked
by the following: 1. Reflexivity: the author’s own experience in Yemen as
a public health expert — and a previous cluster co-
coordinator — was taken into consideration. “I think the Health Cluster is struggling […] in a
politically polarised environment such as Yemen set-
ting. (It was) so difficult to work in a fully principled
way because sometimes a lot of humanitarian prin-
cipals were compromised by the Health Cluster and
partners in return to access”. (Informant#9) 2. The results were compared against the available body
of literature (mostly grey literature) on coordination
mechanisms in humanitarian settings.h 3. The anonymised results were checked by public
health specialists from Yemen and other countries
with previous experiences in humanitarian health
response in Yemen. Ethical considerationsh The study obtained ethical approval from the School of
Health and Related Research (ScHAAR) Ethics Com-
mittee before interviews. After receiving a detailed par-
ticipant information sheet, participants provided their
written consent to participate in this study and to use
their anonymised responses in future publications. The opinions of key informants on the overall effec-
tiveness of the Health Cluster performance during the
last 3 years were dissimilar. Cluster coordinators and
respondents from INGOs, NNGOs and UN organisa-
tions believed that the performance was unsatisfactory
and needed further improvement (first group). The sec-
ond group, nonetheless, represented by other UN agen-
cies and international experts, witnessed a compelling
performance. Efficiency (funding) According to ALNAP definition, efficiency assesses how
project inputs that have monetary value were converted
into results, taking into consideration whether the results
were maximised for given inputs. It may entail com-
parison with an alternative to assess the most efficient
approach to implementing an intervention (ODI 2006).i “They (decision makers) were not present at Aden
hub; they were in Sana’a. Remote management was
difficult, and the response was difficult, slow or not
up to the need”. (Information #10) “They (decision makers) were not present at Aden
hub; they were in Sana’a. Remote management was
difficult, and the response was difficult, slow or not
up to the need”. (Information #10) Among those who witnessed satisfactory performance,
prevention of deaths, proper coordination among the
health stakeholders and clusters and provision of sub-
sidised or free health services in the Health Cluster
partners’ response were the areas the Health Cluster per-
formance was evaluated as effective in addressing them: Due to the lack of adequate financial data, respondents
could not comment on the specific budgets allocated
for the Health Cluster nor were able to identify a more
efficient alternative. Therefore, answers to this theme
were focused on “funding” and whether it was sufficient,
rather than “efficiency” in its economic interpretation. It
also addresses the role of the Health Cluster in govern-
ing the health sector’ funds via the Yemen Humanitarian
Response Plan (YHRP). “I can say it with a very good feeling that we pre-
vented massive deaths […] hundreds of thousands
of deaths could happen if you have no health system
and the country is actually in humanitarian crisis;
this did not happen”. (Informant #7) Most informants indicated that there were no direct
funds allocated for the Health Cluster to provide health
response: “I think the Health Cluster has done a good job […]
we developed minimum quality standards matching
the minimum service package adopted by MoPHP. Those minimum quality standards also go and in
line with the SPHERE standards”. (Informant#5) “There were no direct funds to Health Cluster, there
were funds that went to the main stakeholders such
as UNICEF, WHO or UNFPA, but the Cluster has
no direct funds”. (Informant #1) Some informants from NNGO and UN organisa-
tions also indicated that the Health Cluster coordination
budget was not matching the needs of the population. Relevance Relevance is defined as compliance of the Health Cluster
objectives with the national health priorities and the local
health needs of the population (ODI 2006). Moreover, among those who believed that the per-
formance was not satisfactory, many informants have Many key informants agreed that the Health Clus-
ter’ objectives in Yemen were, to certain extent, relevant Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 6 of 14 authorities. There are many layers; too many coordi-
nation and difficulties the health partners were fac-
ing”. (Informant#5) authorities. There are many layers; too many coordi-
nation and difficulties the health partners were fac-
ing”. (Informant#5) identified specific gaps in the Health Cluster work. They
criticised the interference of the Cluster Lead Agency
(CLA) in the Health Cluster work and the unsatisfactory
level of Health Cluster’ transparency in sharing its work
plan and budget. Furthermore, the Health Cluster’ over-
ambitious targets and the political influence of national
authorities on the Health Cluster’ work were other sig-
nificant drawbacks that negatively impacted the effective-
ness of the Health Cluster. “Two Yemeni governments, South and North, two
governments are controlling different geographi-
cal areas and each claim they are controlling the
whole of Yemen, which weakened the decision-
making among partners when they tried to abide by
policies of one or another entity, which affected the
response”. (Informant #1) “I felt that sometimes the coordinators […] were
already taken by parties to the conflict […] they were
not representing the voices of all partners”. (Inform-
ant#9) Effectsf Effects, derived from the term impact, consider all nega-
tive and positive encounters resultant from the Health
Cluster performance and activities during the appraised
period. Responses from key informants regarding con-
nectedness were diverse. These responses can be cat-
egorised into three categories: (a) no exit strategy
incorporated, (b) exit strategies were included to some
extent with limitations and (c) a paradoxical effect on
connectedness. Most key informants agreed that there were positive
effects on the health system because the Health Cluster
partners’ response allowed the health system to provide
Minimum Health Service Package (MHSP), strength-
ened the local capacity and advocated for adequate
funding: Regarding the first category, a few informants from
NNGOs and Health Cluster indicated that there were
no exit strategies in the Health Cluster partners’ pro-
jects, and that during emergencies — which is the case
in Yemen — the transition to development is not a
priority “I think without the Health Cluster, the situation in
Yemen would have been much worse for the national
health system”. (Informant #7) “If you compare between HeRAMS22016 and 2018, I
can say there was a good improvement in the health
system inputs […]. That is how the Health Clus-
ter helped in maintaining the functionality of the
national health system”. (Informant #5) “When we plan for humanitarian response, we do
not think about sustainability because it is not a
recovery intervention, it is just to provide first-line
interventions to cover the acute needs, so talking
about sustainability is difficult and not realistic”. (Informant#2) On the other hand, one of the adverse effects of
Health Cluster on the health system, as emphasised
by some key informants who represented interna-
tional experts and NNGOs, was that it might have
contributed to the shortage of senior MoPHP staff by
recruiting them to work for the Cluster or various UN
agencies. Others argued that the huge incentives will
have a detrimental effect on health staff availability in
the future: In the second category, i.e. exit strategies were
included with limitations and challenges, the inform-
ants (INGOs, international experts and the Clus-
ters) mentioned examples from the Health Cluster
partners’ experiences to support this statement. For
instance, the ongoing capacity building activities of
MoPHP staff at the facility and community levels dur-
ing the conflict: “We are also responsible for the tragedy of the
national health system, why? resource, the functionality of the health facilities,
and so on”. (Informant #5) resource, the functionality of the health facilities,
and so on”. (Informant #5) Efficiency (funding) Other informants among the INGOs confirmed that the
Health Cluster could not mobilise resources on some
occasions, especially in areas with cholera resurgence: Many informants commonly stated that the Health
Cluster response was not timely. They attributed that
to the division within the Ministry of Health and the
lengthy bureaucratic procedures of the new and exist-
ing political parties to get health projects approved. This
division resulted in two different procedures correspond-
ing the two sides of the country. These procedures have
to be followed and coordinated at two parallel levels by
the Health Cluster’ partners, which was very challenging: “The fund for the Health Cluster is still not enough,
because it is not proportional to the existing gap or
the programme”. (Informant #8) “Now we have a national authority for managing or
coordination of the humanitarian assistance they
call it NAMCHA1[…], I am talking about de facto “Now we have a national authority for managing or
coordination of the humanitarian assistance they
call it NAMCHA1[…], I am talking about de facto “After we agree with the Ministry of Health of both
sides and with the partners […] (and) have a clear
framework and plan, indicators, and activities,
then we have to cost these activities. Based on what
we call it severity matrix […], (It has) health sys-
tem indicators, the availability of service, human 1 NAMCHA: National Authority for the Management and Coordination of
Humanitarian Affairs Page 7 of 14 Page 7 of 14 Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Al‑Awlaqi et al. Journal of International Humanitarian Action Connectedness Connectedness addresses the inclusion of exit strategies
in the Health Cluster partners’ response during the last
3 years in Yemen. Exit strategies are plans to sustain the
health intervention once the donor funding is over and
the overall health situation is improved, i.e. as a result of
peace and stability. not going to take the Health Cluster interventions to
sustainable solutions”. (Informant# 4) the active participation of national NGOs in the Health
Cluster: “...I found the national NGOs’ role was not strong or
not effective in the Cluster like (compared to) inter-
national NGOs, maybe because of the low capacities
[…], the lack of confidence within their capacities or
they thought their role was not important, as most of
the discussions became dominant by international
NGOs”. (Informant #2) Participation During interviews, the key informants were asked
about their views regarding motivation and the level of
engagement of health stakeholders in the Health Cluster
activities such as meetings, joint response plans and pri-
oritisation of affected areas. All informants agreed that there were four main
reasons (Fig. 1) which motivated the partners to be
active Health Cluster members, namely staying well-
informed with the field situation, getting visible in
national and international humanitarian platforms,
and, most importantly, having priority access to
humanitarian aid funds. f
Many informants, except those who represented UN
organisations and the Health Cluster, confirmed that the
level of participation and representation of health stake-
holders in the Health Cluster was very minimal, espe-
cially the national NGOs and local health authorities. Informants emphasised that these NGOs were not given
an equal chance to participate in the decision-making
process of the Health Cluster. “I used to attend civil society organisations’ meet-
ings, and I was surprised that many organisa-
tions did not even know about the Cluster sys-
tem”. (Informant #3) “I used to attend civil society organisations’ meet-
ings, and I was surprised that many organisa-
tions did not even know about the Cluster sys-
tem”. (Informant #3) Effectsf […] ministries are
increasingly getting weaker by the time, and we are
contributing to this weakness. Most of our staff come
from the Ministry, so we are actually depleting the
Ministry of Health from its staff”. (Informant #7) “Whoever stays in the country, the human resource,
they are now receiving incentives […] training, […]
there is a capacity building. These things can be
sustained even if the Health Cluster partners with-
draw”. (Informant #5) The third category of informants from INGO, NNGOs,
and international experts indicated that the Health Clus-
ter partners’ response had, nonetheless, a paradoxical
effect which adversely affected the connectedness aspect. Operating mobile health clinics outside health facilities
for a longer time and paying high salaries or incentives
to NNGOs and MoPHP staff were among the examples
mentioned: “I think this intervention (humanitarian agen-
cies paying monetary incentives for health workers)
was a bit risky, because if the health worker used
to receive high incentives and those humanitarian
partners stopped their incentives after the war (when
the funds ceased), I am afraid that health service
provision in these health facilities would collapse
[…] even if the government pays their salaries regu-
larly”. (Informant#2) “The government, yes, they were in favour of using
mobile clinics in many locations for whatever rea-
son, but no, […], this [ mobile clinics’ approach] is 2 HeRAMS: Health Resources Availability Monitoring System Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Al‑Awlaqi et al. Journal of International Humanitarian Action Page 8 of 14 Fig. 1 The main motivations of health stakeholders to actively participate in the Health Cluster meetings in Yemen Fig. 1 The main motivations of health stakeholders to actively participate in the Health Cluster meetings in Yemen Challengesh This theme emerged during the interviews. Two main
categories of challenges were discussed during the inter-
views; these were the following: Furthermore, some informants from national NGOs
believed in a vicious cycle of underrepresentation,
underfunding and poor capacity. These issues hindered A- Governance and capacity: fragmentation within
MoPHP and the weak capacity of its staff, especially Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 9 of 14 (2022) 7:9 in management and planning capacities, were among
the main challenges indicated by many respondents. Furthermore, the strong centralisation of the Health
Cluster was a challenge, too, as it prevented timely
decision-making within its peripheral subnational
hubs. Finally, the limited financial resources of the
Health Cluster hindered deploying a swift response
to those who need it: areas can be organised under four headings: (1) strength-
ening leadership, decentralisation, and effectiveness, (2)
improving participation and inter-Cluster collaboration,
(3) transition to development and lastly, (4) cross-cutting
recommendations. 1. Leadership: First, more delegation and decision-
making power should be given to the subnational
hubs, including financial independence. Second, to
deliver a principled response abided by humanitar-
ian principles, the Health Cluster should maintain
its full autonomy and impartiality without interfer-
ence from CLA or local authorities. Third, strength-
ening advocacy for unrestricted access to affected
areas is paramount. 1. Leadership: First, more delegation and decision-
making power should be given to the subnational
hubs, including financial independence. Second, to
deliver a principled response abided by humanitar-
ian principles, the Health Cluster should maintain
its full autonomy and impartiality without interfer-
ence from CLA or local authorities. Third, strength-
ening advocacy for unrestricted access to affected
areas is paramount. “The problem is the centralisation. Which means that there are no decisionmakers at the
sub-cluster level. The decisions come from the Cluster
itself in Sana’a”. (Informant #10) Moreover, informants, mainly INGOs and NNGOs, had
to undergo parallel coordination and authorisation pro-
cedures at the two sides of the country, which was a time-
consuming process that hindered their timely response. For
instance, the newly emerged coordination structure within
the de facto territories (NAMCHA) has delayed health pro-
jects’ implementation because of the very lengthy bureau-
cratic procedures it applies to get projects approved. Some informants stated that it is also crucial to
clarify the role of the Health Cluster to the local
authorities
and
stakeholders. Challengesh The
informants
expressed their need to have a strong, neutral and
impartial cluster coordinator who can act with power
and integrity, despite the enormous political pres-
sure, to represent the best interests of the Health
Cluster partners among the national authorities and
international actors. “So, if you have a project for one year, can you imag-
ine losing four months in coordination? Then […]
when you go to the governorate you have to repeat
the same process with NAMCHA branch, with the
national security, with the governor office, with the
governorate health office, with the (district) health
office and so on. I think this is one of the most impor-
tant things that we need to sort out to help the
Health Cluster performing well”. (Informant #5) “We want strong (Health Cluster) leadership; strong
leadership means we need fighters in this position
(Cluster Coordinator) to fight on behalf of the group
(Health Cluster partners)”. (Informant #9) 2. Participation: Participation and inter-Cluster col-
laboration can be improved, according to inform-
ants from the Health Cluster and INGOs, by
strengthening inter-Cluster coordination mecha-
nisms, especially with the Nutrition Cluster. Inform-
ants, mainly INGOs, emphasised the importance of
representing NGOs in the Health Cluster technical
working groups and the Strategic Advisory Group
(SAG). Moreover, in the opinion of some partici-
pants, the Health Cluster should encourage and
motivate the MoPHP to play a more active role in
the Health Cluster plans and response. 2. Participation: Participation and inter-Cluster col-
laboration can be improved, according to inform-
ants from the Health Cluster and INGOs, by
strengthening inter-Cluster coordination mecha-
nisms, especially with the Nutrition Cluster. Inform-
ants, mainly INGOs, emphasised the importance of
representing NGOs in the Health Cluster technical
working groups and the Strategic Advisory Group
(SAG). Moreover, in the opinion of some partici-
pants, the Health Cluster should encourage and
motivate the MoPHP to play a more active role in
the Health Cluster plans and response. B- Access and coverage of health services: The informants from INGOs, NNGOs and Health
Cluster expressed that they had difficulty in accessing
many deprived areas for various reasons, e.g. security
issues, checkpoints and local authorities, which was one
of their biggest challenges as it hindered the implementa-
tion of health response.f Some informants mentioned the unaffordability of health
service to many vulnerable populations, because of user fees
and cost of treatment, as another tough challenge that hindered
vulnerable people from receiving the treatment they need: 3. Transition to development: which is required to
sustain the current health services and prepare the
health system for the next phase, i.e. health system
recovery. Participants, mainly from Health Cluster
and international experts, urged that it is inevita-
ble to invest in the public health sector and national
NGOs to build their capacities and to improve the
cost-effectiveness of health interventions, especially
in areas with no current conflict. Some informants
stated that there is a need to find an approach to 3. Transition to development: which is required to
sustain the current health services and prepare the
health system for the next phase, i.e. health system
recovery. Participants, mainly from Health Cluster
and international experts, urged that it is inevita-
ble to invest in the public health sector and national
NGOs to build their capacities and to improve the
cost-effectiveness of health interventions, especially
in areas with no current conflict. Some informants
stated that there is a need to find an approach to “We note that in the North and the South- the de
facto power [ in the North] and the legitimate gov-
ernment in the South-, are putting conditions on the
NGOs to access populations”. (Informant #9) NGOs to access populations”. (Informant #9) Discussion
h
d Third, based on the results of this study, it can be con-
cluded that the Health Cluster performance would have
benefited from robust decentralised structures at the sub-
national hubs (Hopkins 2019). According to the inform-
ants, although these subnational hubs were established
during the conflict in 2017 (Yemen Health Cluster 2017),
they lack decision-making power. Moreover, the Health
Cluster did not sufficiently consider the North-South
divide, i.e. two ministries of health, which might have
necessitated a different approach. For example, establish-
ing two national clusters with full autonomy ensures har-
monised, equitable and timely health responses to those
who need it in both areas. This study provides insights into the Health Clus-
ter performance in Yemen between 2015 and 2019,
intending to use these reflections to improve the
coordination of the humanitarian health response in
Yemen. Previous studies attempted to assess the ideal level
of coordination within the clusters in general (Clarke
and Campbell 2015) and the role of the Health Clus-
ter, among other coordination platforms, in the cholera
response in Yemen (Hopkins 2019). However, there were
no specific evaluation studies on Yemen’s Health Cluster
performance during the conflict period. Therefore, this
study fills a unique niche within the literature concern-
ing health coordination in fragile and conflict-affected
settings with its primary focus on Yemen. In their study
on the Cluster Approach, Clarke and Campbell, which
included Yemen among seven other countries (Clarke
and Campbell 2018), found that the participation of
NNGOs in the Cluster was extremely weak, which repre-
sented one of the main drawbacks of the Cluster system
in these countries. Fourth, the Health Cluster capacity to deploy field
assistance during an outbreak or an acute health emer-
gency was severely restricted by the limited financial
resources. Many key informants indicated that it is vital
that the Health Cluster has its budget, independent of
donors’ proposal windows, to respond to emergencies at
their early stages. Then, additional projects with larger
budgets can back the initial response once the donors are
on board and all bureaucratic procedures to deploy more
significant funds are finalised. The results of this study indicate that the Health
Cluster in Yemen was (and still is) a vital coordina-
tion mechanism for the humanitarian health response
during the appraised period (2015–2019), effective
in achieving most of its objectives and reaching many
people in need. Areas for improvement According to the key informants, specific areas within
the Health Cluster performance can be improved. These Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 10 of 14 retain senior and qualified ministerial staff in their
positions within MoPHP. development” perspective, as many informants in the
study indicated. Second, the results of this study show that the Health
Cluster was partially effective in achieving its objectives
and its intended purpose during the assessed period. 4. Cross-cutting recommendations: One inform-
ant supported mainstreaming gender equality in the
Health Cluster by recommending a female staff for
the position of Cluster Coordinator. This inform-
ant stated that considering gender issues within the
Health Cluster management will ensure that mater-
nal mortality, gender-based violence (GBV) and local
cultural sensitivities that affect health are taken care
of effectively. 4. Cross-cutting recommendations: One inform-
ant supported mainstreaming gender equality in the
Health Cluster by recommending a female staff for
the position of Cluster Coordinator. This inform-
ant stated that considering gender issues within the
Health Cluster management will ensure that mater-
nal mortality, gender-based violence (GBV) and local
cultural sensitivities that affect health are taken care
of effectively. The views were diverse; those who run and participate
in the Health Cluster had a more critical view, perhaps
because of their extensive involvement in the Health
Cluster at the micro level. While those from UN organ-
isations, in their views, may have reflected on the over-
all achievement of the Health Cluster from the macro
level, i.e. life-saving interventions, the number of people
reached and other overall targets. f
“We should consider that the Cluster
Coordinator (is a female), at least. We should have
more females because a big part of life-saving human-
itarian interventions has to do with women”. (Inform-
ant #7) Even though the Health Cluster’s interventions suc-
cessfully prevented potential deaths and treated morbidi-
ties, timely health response was a challenge due to many
factors. The ongoing conflict, limited financial resources
allocated for the Health Cluster and Yemen’s North-
South divide, to name a few. Recommendations for policy and researchh The study recommends several actions to be taken from
policy and research perspectives. It is crucial to under-
stand that the implementation of these recommendations
could be challenged by the political and security situation
and by the global partners’ conflicting agenda for Yemen. However, these recommendations can act as an umbrella
to streamline efforts to improve the Health Cluster per-
formance in Yemen. Furthermore, the Health Cluster’s effects on the
humanitarian coordination were described as posi-
tive and considered by many informants. However, the
humanitarian organisations, including the UN agen-
cies and the Health Cluster itself, may have contributed
to the shortage of competent senior staff at the ministe-
rial level by recruiting them directly to work for the UN
organisations. Moreover, some informants added that
UN recruitment offers a more competitive remuneration
package compared to the public sector. It is pivotal to refine the Health Cluster objectives and
further align them with the national priorities and popu-
lation emergent needs from a policy perspective. The key
recommendations are establishing a rapid funding mech-
anism managed by the Health Cluster, strengthening the
local capacities and supporting the health system in tran-
sition to recovery and development. The Health Cluster provided a platform for effective
health coordination, attempted to build partners’ techni-
cal capacities and prioritised them for funding opportu-
nities. Nevertheless, power dynamics within the Health
Cluster played a negative role on the national partners as
NNGOs felt neglected and not involved in the strategic
decision-making process compared to their international
counterparts. Concerning the recommendations for research, the
Health Cluster will benefit from further studies which
involve measuring the effectiveness and cost-effective-
ness of the health sector interventions coordinated by
the Health Cluster. Impact evaluation would provide
accurate figures on the medium-to-long-term impact
of the Health Cluster, especially on the vulnerable com-
munities and the national health system. Bringing les-
sons learnt and success stories from other countries with
similar contexts, especially those related to health system
recovery and humanitarian-development nexus, might
improve the Health Cluster strategic directions and align
its objectives to population needs. The recommendations
for policy and research are summarised in Table 4. Active engagement of national NGOs feeds into the
broader strategy of the Global Health Cluster, which
stresses the importance of adopting a “localisation”
approach to strengthening the national capacities, i.e. Recommendations for policy and researchh investing in national organisations to expand and sustain
health services in the long-term (WHO 2017a). However,
there were limitations in addressing gender within the
Health Cluster, with a persistent trend of limited involve-
ment of females at the senior leadership, i.e. Cluster
Coordinator’ position in the capital was occupied exclu-
sively by males. Finally, the results of this study indicate that the focus
of the Health Cluster on life-saving interventions and
not prioritising plans for exit strategies or health sys-
tem recovery might be an area that needs improvement. Establishing a more vital link between the current health
interventions and the longer-term plans for health sys-
tem recovery and transition to development, the so-
called humanitarian-development nexus, is crucial and
should be prioritised (Qirbi and Ismail 2017), especially
in stable areas where there is no actual conflict, i.e. south-
ern and eastern governorates. This approach, of ensuring
connectedness, is in line with the Global Health Cluster,
WHO and IASC recommendations (WHO 2016, 2017a;
IASC 2019). This fits within the New Way of Working, a
partnership approach specifically designed to strengthen
the humanitarian-development-peace nexus by building Discussion
h
d ii
Moreover, the study showed that the Health Cluster
performance between 2015 and 2019 had many positive
and negative effects at various levels of the national yet
divided health system, humanitarian response coordina-
tion, health stakeholders and the population in need. The
Health Cluster partners’ response provided tremendous
support to the health system and ensured the continu-
ity of life-saving health services (Yemen Health Cluster
2017). In addition, financial incentives for health work-
ers, which were included in many of the partners’ health First, the Health Cluster objectives were partially rel-
evant to the context of Yemen between 2015 and 2019
and, to some extent, were in line with the national health
priorities and the urgent health needs of the population. Nevertheless, these objectives were limited to life-saving
interventions, and they lacked an explicit “transition to Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7 Page 11 of 14 collaborative partnerships among UN organisations,
civil society organisations and governments to address
the root cause of conflict and fragility and their conse-
quences on the communities (OCHA 2017). programmes, were a significant step toward maintaining
a minimum level of health system functionality. The role of the Health Cluster in supporting health
management information system, i.e. strengthening the
early warning system, has improved the surveillance
capacity within the MoPHP. The same finding was con-
firmed in another study about MoPHP preparedness to
outbreaks in Yemen (Dureab and Jahn 2019). Limitations of the study • The Health Cluster subnational hubs were not ade-
quately represented in this study. Key informants
came from the leading national hubs in Aden and
Sana’a. There was difficulty in accessing subnational
coordinators due to communication issues. • The final sample size (10 interviews out of 16)
might be small to draw representative conclusions. Nevertheless, poor phone and Internet connectiv-
ity, unstable security status and North-South divide
(and the sensitivity around it) contributed to not
reaching sixteen participants. Moreover, making
“generalisation” or “statistical inference” was not
the primary aim of this study, nor making objectiv-
ity judgments about the sample. Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 12 of 14 Al‑Awlaqi et al. Journal of International Humanitarian Action Table 4 Recommendations for policy and research
Study outcome
Recommendations
Organisation
Policy
Research
Relevance:
The Health Cluster objectives, although they
were relevant (to some extent) to the context
in Yemen, they had short-term and emergency
perspective. Some vulnerable groups and illnesses need
specific activities to address them. - Cluster objectives can undergo a review
process by all Cluster members to review their
relevance and update them according to the
gaps and needs. - Include specific objectives to emphasise
health system strengthening and recovery
outcomes. - Inclusion of objectives (or sub-objectives) to
support people with special needs and mental
health interventions. - Further research on the best approach to iden‑
tify relevant objectives and to measure their
effectiveness and efficiency is needed. Health Cluster, WHO as a CLA
Effectiveness:
The Health Cluster was effective in delivering its
activities according to objectives, but not on a
timely basis. Neutrality and independence of the Health
Cluster were not protected on some occasions. - There should be a mechanism to provide a
rapid response within the authority and budget
of the Health Cluster to provide a swift response
to emergencies. - Equal representation and delegation of
decision-making power to leaders of subna‑
tional hubs. - Strengthening the Health Cluster leadership
and financial independence. - Clarifying the role of the Health Cluster in all
operational areas. - Cost-effectiveness analysis of the health sector
response coordinated by the Health Cluster
would provide evidence to invest in the most
effective interventions. Health Cluster, WHO as CLA, OCHA, IASC
Efficiency (funding):
The Cluster funds were enough to cover its
basic coordination tasks, but not to respond to
emerging outbreaks or displacement needs. Limitations of the study - The Health Cluster would benefit from having
an independent financial mechanism to rapidly
respond to emergencies at early stages. Health Cluster, WHO, OCHA, donors
Effects:
The Health Cluster gave suboptimal attention
to MoPHP senior staff’ capacity, persons with
disabilities, senior people, mental health, and
chronic disease. - Finding an approach to “second” MoPHP
senior staff while maintaining their salaries and
benefits. - Establishing and expanding activities to tackle
chronic diseases, geriatric, and mental health
and to prioritise enough assistance to people
with disabilities. - Impact evaluation research, which could
include the perspective of the affected popula‑
tion within its design. IASC, Health Cluster, WHO, UNICEF and OCHA
MoPHP
Connectedness:
- The inclusion of exit strategies to sustain
health services after the end of donors’ support
was not included in the Health Cluster’ partners
responses. - The Health Cluster should encourage donors
to include specific sections on exit strategies in
health project proposals. - The Health Cluster shall work with MoPHP and
all health stakeholders to draft and implement a
health system recovery plan. - Research to evaluate projects and to docu‑
ment successful stories (good practices) in
sustaining the health services after concluding
aid funds. Health Cluster, SAG, UNFPA, OCHA, donors
Participation:
- Participation and equitable representation
of all partners in the Health Cluster’ decision-
making process was unsatisfactory. - The composition of SAG should be reviewed
to ensure fair representation of all partners. - The process of decision-making within the
Cluster should be clarified, standardised, agreed
upon, and circulated to all partners upon their
final collective consensus. - Regular partner surveys, with action points to
follow the outcomes. - Research on the role of observers (e.g. MSF)
and the private sector in the Health Cluster. Health Cluster, WHO, OCHA, MoPHP Al‑Awlaqi et al. Journal of International Humanitarian Action (2022) 7:9 Page 13 of 14 Page 13 of 14 • The researcher could not organise the interviews
with the current MoPHP officials. However, two
key informants were former senior MoPHP staff at
the ministerial level. Cluster in Yemen. Overall, this study stresses the impor-
tance of effective health coordination during emergen-
cies to save lives and strengthen local health systems. The response coordinated by the Health Cluster was
adequate, with room for improvement. Conclusions In this qualitative study, we attempted to retrospectively
evaluate the Health Cluster performance in Yemen, cov-
ering 2015–2019. The study fills an important gap in
the scholarly, peer-reviewed work related to the Health References
ACAPS (2016) Country profile of Yemen. Available at: https://www.acaps.org/
country/yemen/country-profile. Accessed 24 Nov 2018 Limitations of the study Despite the ongo-
ing conflict, constrained access and division within the
government, the Health Cluster’s response has succeeded
to reach many populations in need and was in line, to a
considerable extent, with the essential, life-saving health
priorities. Moreover, despite the tremendous constraints
faced, the Health Cluster has effectively coordinated a
joint response with other clusters (Nutrition, WASH and
FSL). For example, the cholera outbreak response and
the integrated famine risk reduction response. Finally,
the Health Cluster has worked closely with both govern-
ments to maintain the minimum health service package. However, the package was not comprehensive enough to
fully include mental health services or respond to specific
population groups’ needs, such as disabilities, chronic
diseases or senior citizens. • The criterion of “efficiency” was not investigated
in depth due to the lack of specific financial infor-
mation regarding the funds allocated for coordina-
tion tasks of the Health Cluster work. However, the
study attempted to answer basic questions about
funding in terms of analysing the performance of
the Health Cluster against the available known
budgets (e.g. YHRP). • Inconsistencies in using a single language in admin-
istering interviews might affect the quality of the
transcripts. Thus, some critical concepts might be
lost during translation, i.e. translating the two Ara-
bic interviews to English. • From an accountability perspective, the people in
need are the end user of the Health Cluster part-
ners’ field interventions, and their opinions could
have benefited the findings of this evaluation study
(Hallam 1998). However, the limited study scope
combined with the difficulty in accessing the field
in Yemen prevented the incorporation of inter-
views with the affected population within the study
design. Authors’ contributions SA wrote and developed the topic, collected the data and analysed and wrote
the full manuscript. MT supported the development of topic, revised and
edited all sections of the manuscript, contributed to the analysis and was a
major contributor in writing the manuscript. FD revised the abstract, provided
inputs to the background, methods, conclusion and recommendations
sections and proposed the manuscript title and journal selection and edited
references. All authors read and approved the final manuscript. • The role of Health Cluster observers - Médecins
Sans Frontières (MSF), ICRC, and the private sec-
tor in the humanitarian coordination was not
addressed because the study focused on full cluster
members. Availability of data and materials Availability of data and materials
Not applicable. Not applicable. • The principal investigator’s previous experience in
the Cluster Approach in Yemen might have created
bias during data collection and analysis. Neverthe-
less, comparison with other studies on humanitar-
ian health coordination and examination of results
by external health experts were applied to minimise
the researcher’s bias. Author details 1 Institute of Public Health, Jagiellonian University Medical College, Krakow,
Poland. 2 School of Health and Related Research, The University of Sheffield,
Sheffield, UK. 3 Institute of Research for International Assistance, Akkon Hoch‑
schule, Berlin, Germany. 4 Heidelberg Institute of Global Health, Heidelberg
University, Heidelberg, Germany. 5 Health Economics and Social Security
Department, Institute of Public Health, Jagiellonian University Medical College,
ul. Skawińska 8, 31‑066 Kraków, Poland. • Limited scholarly work, especially peer-reviewed,
on the Health Cluster in Yemen Received: 27 January 2021 Accepted: 28 February 2022 Funding This study was implemented in partial fulfilment of a master’s degree in Public
Health (Europubhealth+) with funds from the European Commission’ Erasmus
Mundus excellence scholarship. • Females might be underrepresented in the study. One
contributing factor is that most cluster leads are pre-
dominantly males (at the study time). Females who
participated in this study represented one NNGO
and one INNGO. References
C
S ( Accessed 27 Feb
2019 World Bank (2015) Global poverty line update. Available at: http://www.worldbank.
org/en/topic/poverty/brief/global-poverty-line-faq. Accessed 19 May 2019 Michael, M. (2019) ‘Vaccines blocked as deadly cholera raged across Yemen’. Available at: https://www.apnews.com/b821a9b1811d4b4d803fffd4f
e132b4e. Accessed 24 May 2019 g
y
g
y
y
Yemen Health Cluster (2017) Yemen Health Cluster Bulletin August 2017. Avail‑
able at: https://www.humanitarianresponse.info/sites/www.humanitari
anresponse.info/files/documents/files/health_cluster_bulletin_august_
2017.pdf. Accessed 16 Mar 2022 Yemen Health Cluster (2017) Yemen Health Cluster Bulletin August 2017. Avail‑
able at: https://www.humanitarianresponse.info/sites/www.humanitari
anresponse.info/files/documents/files/health_cluster_bulletin_august_
2017.pdf. Accessed 16 Mar 2022 Moyer, J. D. et al. (2019) Assessing the impact of war on development in
Yemen. Available at: https://reliefweb.int/sites/reliefweb.int/files/resou
rces/ImpactofwarondevelopmentinYemen.pdf. Accessed 21 May 2019f Yemen Health Cluster (2017) Yemen Health Cluster annual report 2017. Avail‑
able at: https://www.who.int/health-cluster/countries/yemen/Yemen-
HC-annual-report-2017.pdf. Accessed 7 May 2019 Yemen Health Cluster (2017) Yemen Health Cluster annual report 2017. Avail‑
able at: https://www.who.int/health-cluster/countries/yemen/Yemen-
HC-annual-report-2017.pdf. Accessed 7 May 2019 MSF (2017) Saving lives without salaries: government health staff in Yemen. Available at: https://www.aerzte-ohne-grenzen.de/sites/germany/files/2017-
yemen-publication-saving-lifes-without-salaries.pdf. Accessed 22 Nov 2018 p
p
y
Yemen Health Cluster (2018) About the Health Cluster in Yemen. Available at:
http://yemenhc.org/?page_id=69. Accessed 30 Nov 2018 OCHA (2007) The four pillars of humanitarian reform. Available at: http://www. terzomondo.org/library/essentials/The_humanitarian_reform-Four_Pilla
rs.pdf. Accessed 9 Oct 2018 References
C
S ( Al‑Awlaqi et al. Journal of International Humanitarian Action Page 14 of 14 (2022) 7:9 Action Against Hunger (2019) Four years of conflict in Yemen. Available at:
https://www.actionagainsthunger.org/story/four-years-conflict-yemen anresponse.info/files/documents/files/yemen-correspondence_cluster_
activation-2010.pdf. Accessed 6 Mar 2019 OCHA (2017) New Way of Working. Available at: www.reliefweb.int. Accessed
13 June 2021 Al-Awlaqi S (2019) Yemen’s health system fragmentation during the conflict:
the impact on the health and nutrition status of a vulnerable population. Int Health Policies Available at: http://www.internationalhealthpolici
es.org/yemens-health-system-fragmentation-during-the-conflict-the-
impact-on-the-health-and-nutrition-status-of-a-vulnerable-population/. Accessed 19 Mar 2019 OCHA (2019a) Nutrition Cluster in Yemen. Available at: https://www.humanitari
anresponse.info/en/operations/yemen/nutrition. Accessed 16 Apr 2019 OCHA (2019b) Yemen Humanitarian Response Plan (HRP) 2019. Available at:
www.humanitarianresponse.info/en/operations/yemen. Accessed 20
Feb 2019 Clarke PK, Campbell L (2015) Exploring coordination in humanitarian clusters,
London Available at: https://www.alnap.org/system/files/content/resou
rce/files/main/update-exploring-coordination-in-humanitarian-clusters.
pdf. Accessed 10 Feb 2019 OCHA (2021a) Yemen - Subnational Administrative Divisions - Humanitarian
Data Exchange. Available at: https://data.humdata.org/dataset/yemen-
admin-boundaries. Accessed 5 Sept 2021 admin-boundaries. Accessed 5 Sept 2021 OCHA (2021b) Yemen Humanitarian Response Plan 2021. Available at: https://
www.humanitarianresponse.info/. Accessed 13 June 2021 Clarke PK, Campbell L (2018) Coordination in theory, coordination in practice:
the case of the Clusters. Disasters 42(4):655–673. https://doi.org/10.1111/
disa.12282 John Wiley & Sons, Ltd (10.1111) www.humanitarianresponse.info/. Accessed 13 June 2021 ODI (2006) Evaluating humanitarian action using the OECD-DAC criteria An
ALNAP guide for humanitarian agencies, London Available at: www.
alnap.org. Accessed 3 Mar 2019 Dureab F, Al-Awlaqi S, Jahn A (2020) COVID-19 in Yemen: preparedness meas‑
ures in a fragile state. Lancet Public Health. e311. https://doi.org/10.1016/
S2468-2667(20)30101-8. Elsevier Palys T (2008) Purposive sampling. In: The SAGE encyclopedia of qualitative
research methods. https://doi.org/10.4135/9781412963909 Dureab F, Jahn A (2019) The usefulness of the electronic Disease Early
Warning System (eDEWS) in the humanitarian crisis of Yemen [PhD
thesis]. Heidelberg University, Heidelberg Institute of Global Health
(HIGH) Pulitzer Center (2019) In Yemen, corruption worsened cholera outbreak. Avail‑
able at: https://pulitzercenter.org/reporting/yemen-corruption-worse
ned-worlds-worst-cholera-outbreak. Accessed 24 May 2019 Qirbi N, Ismail SA (2017) Health system functionality in a low-income country
in the midst of conflict: the case of Yemen. Health Policy Plann 32(6):911–
922. https://doi.org/10.1093/heapol/czx031 England EQUATOR Network (2015) Consolidated criteria for reporting qualitative
research (COREQ): a 32-item checklist for interviews and focus groups. The EQUATOR Network Available at: https://www.equator-network.org/
reporting-guidelines/coreq/. Accessed 31 Dec 2020 p
q
reporting-guidelines/coreq/. Accessed 31 Dec 2020 Steets, J. et al. (2009) Cluster approach evaluation phase 2 evaluation team-
inception report. Available at: www.urd.org. References
C
S ( Accessed 3 Mar 2019 European Union (2016) Yemen and the EU - European External Action Service. Available at: https://eeas.europa.eu/headquarters/headquarters-homep Steets, J. et al. (2010) Cluster approach evaluation 1 synthesis report. Available
at: https://www.humanitarianresponse.info/sites/www.humanitarianres
ponse.info/files/documents/files/Cluster-Approach-Evaluation-2.pdf. Accessed 8 Nov 2018 age_en/1877/Yemen and the EU. Accessed 29 Jan 2019 g _
Global Health Cluster (2018) The Health Cluster Dashboard 2018. Available at: Global Health Cluster (2018) The Health Cluster Dashboard 2018. Available at:
https://www.who.int/health-cluster/countries/HC-dashboard-Dec-2018.
pdf. Accessed 6 Mar 2019 Stoddard, A. et al. (2007) Cluster approach evaluation final. Available at: https://
www.odi.org/sites/odi.org.uk/files/odi-assets/publications-opinion-files/
4955.pdf. Accessed 6 Mar 2019 Global Health Cluster (2021) Health Cluster countries and regions. Available
at: https://healthcluster.who.int/countries-and-regions. Accessed 5
Sept 2021 4955.pdf. Accessed 6 Mar 2019 Tong A, Sainsbury P, Craig J (2007a) Consolidated criteria for reporting
qualitative research (COREQ): a 32-item checklist for interviews and focus
groups. Int J Qual Health Care 19(6):349–357. https://doi.org/10.1093/
intqhc/mzm042 Narnia Grebmer, KV, et al. (2020) 2020 Global Hunger Index: one decade to zero
hunger - linking health and sustainable food systems Hallam, A. (1998) Evaluating humanitarian assistance programmes in
complex emergencies, Good Practive Review. Available at: https://
sohs.alnap.org/system/files/content/resource/files/main/gpr7.pdf. Accessed 8 May 2019 Tong, A., Sainsbury, P., Craig, J. (2007b) COREQ (consolidated criteria for report‑
ing qualitative research) checklist. Available at: http://cdn.elsevier.com/ Tong, A., Sainsbury, P., Craig, J. (2007b) COREQ (consolidated criteria for report‑
ing qualitative research) checklist. Available at: http://cdn.elsevier.com/
promis_misc/ISSM_COREQ_Checklist.pdf. Accessed 23 May 2019 UNDP (2013) UNDP in Yemen. Available at: http://www.ye.undp.org/content/
yemen/en/home/countryinfo.html. Accessed 24 Nov 2018 Hopkins, J. (2019) Cholera in Yemen: a case study of epidemic preparedness
and response. Available at: http://hopkinshumanitarianhealth.org/assets/
documents/CHOLERA_YEMEN_REPORT_LONG_Low_Res_Dec_4_2018.
pdf. Accessed 6 May 2019 WHO (2015) Global Health Cluster interim terms of reference. Available at:
http://www.who.int/hac/global_health_cluster/about/mission_commi
tments/en/. Accessed 8 May 2019 IASC (2019) Key messages on the humanitarian-development Nexus and its
links to peace. Available at: https://interagencystandingcommittee.org/
system/files/key_messages_on_the_humanitarian-development_nexus_
and_its_link_to_peace_2019.pdf. Accessed 11 May 2019 WHO (2016) Strengthening the humanitarian, development, peace nexus. Available at: https://www.who.int/health-cluster/about/structure/new-
way-working.pdf. Accessed 5 July 2018 WHO (2017a) Global health cluster strategy 2017-2019, Italy Available at:
https://www.who.int/health-cluster/about/work/strategic-framework/
GHC-strategy-2017-2019.pdf?ua=1. Accessed 11 May 2019 Inter Agency Standing Committee (IASC) (2015) Cluster coordination refer‑
ence module. Available at: https://www.who.int/health-cluster/resou
rces/publications/cluster_coordination_reference_module_2015.pdf. Accessed 6 Mar 2019 WHO (2017b) Yemen conflict: donor update April 2017. Available at: http://
www.who.int/hac/crises/yem/appeals/who-donorupdate-april2017.pdf. Accessed 24 Nov 2018 International Council of Voluntary Agencies (ICVA) (2013) NGOs and
humanitarian reform project (NHRP) phase II synthesis report. Avail‑
able at: https://www.icvanetwork.org/node/6401. Publisher’s Note
S
i
N t
i Springer Nature remains neutral with regard to jurisdictional claims in pub‑
lished maps and institutional affiliations. OCHA (2010) Message from the ERC on the Cluster Approach in Yemen. Avail‑
able at: https://www.humanitarianresponse.info/sites/www.humanitari OCHA (2010) Message from the ERC on the Cluster Approach in Yemen. Avail‑
able at: https://www.humanitarianresponse.info/sites/www.humanitari
|
https://openalex.org/W4315646451
|
https://victorianpopularfiction.org/wp-content/uploads/2023/01/001-Basdeo-and-Nesvett-VPFJ-4-2-1.pdf
|
English
| null |
Reappraising Penny Fiction
|
Victorian popular fictions
| 2,023
|
cc-by
| 9,812
|
Reappraising Penny Fiction Abstract This Introduction to the Special Volume of Victorian Popular Fictions Journal titled “Reappraising Penny
Fiction” defines penny fiction, surveys its prehistory, and reconstructs its emergence in the nineteenth-
century British media and globally. The article then engages with the ongoing scholarly debate about
“penny dreadfuls” and theorises how misconceptions about the genre developed and were circulated by
critics and scholars. Finally, the article introduces the central questions and themes of the special issue, as
well as the individual articles. Victorian penny fiction has long been considered disturbing yet compelling;
we hope that our volume reveals why that is so. Stephen Basdeo and Rebecca Nesvet Early in the twentieth century, A.E. Waite (1857–1942) struggled to write one of the earliest
bibliographies of penny fiction – that is, the Victorian fiction published in penny-a-number
periodicals and pamphlet-style penny parts and meant largely for the entertainment of working-
class readers in Britain and in cities throughout the Empire. A self-appointed scholar of the occult
who was fascinated by Arthur Machen and befriended Aleister Crowley, Waite decided that no
arcana were more obscure than the secret canon of “penny bloods” and “dreadfuls,” as his
generation called penny fiction. “It may sound inconceivable,” he wrote: … and yet is of literal fact, that for a century past at least a multifarious literature … has been
circulating in England, above all in London, by its thousands and myriads, its constituents
dissolving almost at their birth and leaving so few traces behind that it is comparable to a realm of
hiddenness, a world almost unknown. (Waite 1997: 1) (Waite 1997: 1) It is not surprising that, as late as the 1930s, Waite described this bibliographic endeavour in terms
drawn from the discourse of (imperial) exploration because, for seventy or eighty years previously,
the middle-class press had represented penny fiction and its working-class readership as hidden
entities. Waite aimed to become the penny press’s Mayhew or Greenwood, infiltrating it and
revealing its secrets to middle-class readers. It is not surprising that, as late as the 1930s, Waite described this bibliographic endeavour in terms
drawn from the discourse of (imperial) exploration because, for seventy or eighty years previously,
the middle-class press had represented penny fiction and its working-class readership as hidden
entities. Waite aimed to become the penny press’s Mayhew or Greenwood, infiltrating it and
revealing its secrets to middle-class readers. Similar imagery already pervaded Margaret Oliphant’s “The Byways of Literature:
Reading for the Million” (1858). Though giving “the masses all credit for their gift of reading”
Oliphant proposed that “before we glorify ourselves over the march of intelligence, let us pause
first to look into their books” (King and Plunkett 2005: 197). Critiquing the naïveté of the Society
for the Diffusion of Useful Knowledge, she mentioned “that unknown intelligence,” “the working
man” (198). Having “invested a sixpence” in penny literature, she decided to find out what the
million read (196). Keywords y
penny fiction; penny bloods; penny dreadfuls; G.W.M. Reynolds; Eugene Sue; James Malcolm Rymer;
Pierce Egan; periodicals; serialisation dime novels; world literature Date of Acceptance: 31 December 2022
Date of Publication: 13 January 2023
Double Blind Peer Reviewed Date of Acceptance: 31 December 2022
Date of Publication: 13 January 2023
Double Blind Peer Reviewed Recommended Citation:
Basdeo Stephen and Rebecca Nesvet. 2022. “Reappraising Penny Fiction: Introduction.” Victorian
Popular Fictions, 4.2: 1-17. ISSN: 2632-4253 (online) DOI: https://doi.org/10.46911/DHBV6145 Recommended Citation:
Basdeo Stephen and Rebecca Nesvet. 2022. “Reappraising Penny Fiction: Introduction.” Victorian
Popular Fictions, 4.2: 1-17. ISSN: 2632-4253 (online) DOI: https://doi.org/10.46911/DHBV6145 Recommended Citation: This work is licensed under a Creative Commons Attribution 4.0 International License. Volume 4: Issue 2 (Autumn 2022) Victorian Popular Fictions 1 Andrew King identifies the respective rhetorical goals of Oliphant and Collins’s investigations of the
penny fiction of 1858. Oliphant, struggling to articulate her own politics while adhering to Blackwood’s
conservative outlook, finds penny fiction an update of medieval romance, inhabiting what King calls a
“stereotypical and chivalrous imaginative world” in contrast with which middle-class literature does not
represent progress, but decay (King 2004: 35). Her analysis is ultimately “profoundly material” (35).
Collins’s “The Unknown Public” has been read as a response to Oliphant but is more likely a justification
of Collins’s friend Mark Lemon’s editorial practices at the London Journal, which Lemon had taken over
in 1857 and which in 1858 was facing a commercial downturn (36). In “The Unknown Public,” Collins
“ventriloquis[es]” Lemon’s “desperation” (36). Stephen Basdeo and Rebecca Nesvet Wilkie Collins explored similar materials in his article “The Unknown Public”
(1858), in which, unlike the voice of the Oliphant, he went (fictionally) undercover to obtain and
study fifteen samples of penny fiction. He called penny fiction “these mysterious publications,”
and claimed “the discovery of an Unknown Public, a public to be counted by millions; 1 ISSN: 2632-4253 (online) 1 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) the mysterious, the unfathomable, the universal public of the penny-novel journals” (208-9). Moving from the rhetoric of discovery to that of colonisation, Collins located this public “right out
of the pale of literary civilisation” (209). He declared that, in the penny papers, “[a]n immense
public has been discovered: the next thing to be done is, in a literary sense, to teach that public
how to read” (1858, quoted in King and Plunkett 2005: 216). That, in Collins’s mind, meant how
to read better material than the penny press provides them.1 However, the penny press,
which mixed fiction with other genres in its pages, was by that point an important fixture in literary
culture, and imbued with its own aesthetics, politics, and culture. What is Penny Fiction? Yet categorising Steele and Addison’s serial and largely fictional
Spectator as a forerunner of the penny fiction of George W.M. Reynolds (1814–79), James
Malcolm Rymer (1814–84), J.F. Smith (1806-90), M.E. Braddon (1835-1915) and others would
probably sit uneasily with most scholars of eighteenth- and nineteenth-century literature, even if
its traces are clear in penny publications that aimed at (even if they did not succeed in obtaining)
some form of respectability. Andrew King for example has traced what he calls “the parergic”
(“a system whereby texts are based on originals that are invested with greater symbolic capital and
authority.” 2004: 27) in the mass-market penny fiction magazine, the London Journal
(1845-1927), edited (1845-6) by Reynolds: even though its status was low, the London Journal
explicitly emulated Addison and Steele in the late 1840s (King 2004: 57-9). Many Victorianists
will associate Reynolds with the so-called “penny blood.” This leads us into a discussion of two of this issue’s key questions: what do we mean by
“penny blood,” “dreadful,” and, indeed, “awful” and what is the history of those terms? We must
bear in mind that not every sensational literary work that sold for a penny was a penny blood; the
“blood” writer Pierce Egan the Younger’s Home Circle magazine contained several thrilling
stories, yet anyone who looks at its contents – which included works by Nathaniel Hawthorne and
George Otway – could not class this magazine as containing anything resembling a “blood” story
(Basdeo 2020). This perhaps raises another question: to what extent does a story’s appearance in
a journal such as the London Journal demarcate it as not respectable? To take an example from
Reynolds again, the famous author’s Faust: A Romance of the Secret Tribunals (1845–6)
first appeared in the London Journal and thereafter was sold in standalone serialised instalments
as well as collected in a volume form in 1847. As a text it appears in multiple forms, each with
distinct paratextual features and this suggesting different reading strategies that will make links to
differing corpora of texts: in magazine form it will link most easily to other parts of the magazine;
in standalone serial forms to other standalone serials (especially to what we think of as the core
meaning of “penny bloods”), in volume form to other volume-form fiction (which will include the
more expensive and more respectable fiction). What is Penny Fiction? In Victorian Britain, popular literature, briefly put, was a heterogenous form of mass reading
entertainment which included prose fiction, poetry, ballads and satires which were cheaply printed
and retailed usually for the price of one or two pennies (or less, if second-hand). Since it was cheap
it was considered disposable or recyclable, unlike expensive volume form fiction. Within this very
broad category of ephemeral literature were several formats of literature which included
broadsides – usually a single printed page containing a poem or short story – as well as chapbooks,
small books containing eight duodecimo-sized pages. These chronicled a variety of fantastic tales
in prose and rhyme. In addition, there were the more recognisable – for Victorianists at least –
penny magazines, and 16-page “bloods” and “dreadfuls.” Penny fiction, in our understanding, is a distinct form of popular literature and a distinctly
Victorian phenomenon. Such a demarcation is necessary because any definition of popular and
indeed penny fiction will always be imperfect, and what is applicable to the Victorian era may not
be applicable to the literature in the centuries preceding it. The medieval era had popular literature,
for instance; escrowez or schedulae – which Steven Justice translates as ‘broadsides’ – were
handwritten single sheets of parchment that contained poetry, news, and satires and were pinned
up in village, town squares, and on church doors (Justice 1994: 28-9). Neuburg (1964) and Shepard
(1977) see the beginnings of cheap literature in the early modern broadsides that retailed at a low
price and contained ballads or told stories of strange and fantastical occurrences. Poetry and
ballads are a different genre to prose fiction, and in terms of genre they can be more easily
separated from the serialised prose fiction that dominated in the Victorian era. Yet when it comes
to cheap, fictional prose from before the Victorian era, our definition encounters further problems. For example, Joseph Addison and Richard Steele’s weekly Spectator (1711–15) retailed for the
majority of its run at one penny (and, after the stamp tax was imposed, two pence), and a critique
of society was offered through the eyes of fictional correspondents relating contrived stories of life
in Augustan London (Mr. Spectator, Sir Roger de Coverley, Will Honeycomb, and the 2 2 ISSN: 2632-4253 (online) Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) “Lawyer of the Inner Temple”). What is Penny Fiction? Many scholars
cite the genres of crime and gothic fiction as major influences upon penny fiction and, in particular,
penny bloods. Many mid-century penny bloods did indeed contain murders and robberies in stories
written in the style of the Newgate novel of the 1830s while gothic influences are clearly detectable
in close readings and analyses. Yet these focuses – which confine penny fiction inside the neat
confines of crime and gothic – arguably do a disservice to a corpus of literature which was just as
varied as “mainstream” literature. For an example one may turn, once more, to the works of
Pierce Egan the Younger. They sold for a penny yet there was very little in them that modern
scholars, were they to read his works, would classify as proper to a penny blood. Egan’s
Robin Hood and Little John (1838–40), Wat Tyler (1840–1), Adam Bell (1842), and Edward the
Black Prince (1850) mark him out as a skilled historical novelist not prone to sensationalism or
violence for violence’s sake. His later novel Clifton Grey (1856) was a tale of the Crimean War
which offered a critique of contemporary events, while his 1860s novels serialised in the London
Journal such as The Poor Girl, The Flower of the Flock, and The Wonder of Kingswood Chace
would sit easily alongside any silver fork or sensation novel (see King, 2004: 126). Further complications arise when we consider the republication of expensive literary works
in penny format. The publisher John Dicks did this frequently in his Library of Standard English
Works later in the century (Humpherys 2016: 94). In this long-running series, the works of W.M. Thackeray and William Harrison Ainsworth stand alongside Reynolds; James Fenimore Cooper is
printed in the same volume as Sue, as is Henry Fielding. When the series was published in the
1880s, Victorian readers would have encountered such mainstream works and literary classics
alongside penny bloods and penny fiction. In such a series, does mainstream literature become
penny literature, or does penny literature enter the mainstream? John Dicks’s sons further
complicated the Victorian “canon” when the firm began publishing sixpenny “People’s Editions”
of major English novelists’ works. An advertisement for this series includes the works of Dickens,
Bulwer Lytton, Ainsworth, Reynolds, Egan the Younger, along with a host of other writers whose
names have now been largely forgotten (“Advertisement” 1885). What is Penny Fiction? Such brief considerations might suggest that penny
fiction was as much an “idea” as a genre and, second, just because something was sold for a penny
does not mean that it was necessarily “sensational,” gory, or a “blood.” Further questions related not only to format and dissemination considered in this special
issue include how illustration, translation and transatlantic (re)publication of penny fiction,
feuilleton novels, and dime novels illuminate the history of penny fiction. For example, many
scholars of “Victorian Popular Fiction” will know that the roman feuilleton (newspaper-published
fiction serial) paved the way for British serial fiction and that, among feuilleton authors, Eugène
Sue had a significant influence on the popularity of penny fiction in Britain (Chevasco 2003), and
that transatlantic publication of popular fiction was a “two-way” phenomenon (King 2004: 9). However, as one article in this issue shows, there is an entire world of cheap fiction beyond
the Francophone and Anglophone. The Portuguese-speaking world, in particular, was ripe for the
reception of penny fiction with European authors such as Sue and Reynolds directly referenced by
authors in Brazil (see Basdeo and Guerra’s article in this volume). Comparably, in Portugal,
where Camilo Branco continued the “mysteries” novel tradition with his Misterios de Lisboa,
its sequel O Livro Negro de Padre Diniz – in which the mysterious priest from Misterios de Lisboa
continues his campaign of writing wrongs in Lisbon’s high society – and Misterios de Fafe. Sue and Reynolds had their own, often not very favourable, reputations in France and Britain and
there was, in the public mind at least, a clear demarcation between their works which were written 3 ISSN: 2632-4253 (online) 3 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) for the “lower orders” and those of Scott, Dickens, and Thackeray. The Portuguese and Spanish
worlds, however, saw no such line demarcating the literature of Britain and France. This has obvious implications for scholars who seek to incorporate discussions of decolonisation
and the decentring of European literary modes and canon into their discussions: penny fiction
was not insular and confined solely to the Anglosphere but had a reach much broader than was
previously known. Another question that some of the articles contained in this issue seek to grapple with is
the following: What links penny fiction with other literary genres and phenomena? What is Penny Fiction? There are no straightforward
answers here but they are questions that are worth thinking about if scholars are ever to
meaningfully reappraise penny fiction in the Victorian world. The seven essays that comprise this
special issue will start to respond to some of those important questions. “Bloods and Dreadfuls” Perhaps one of the only definitive answers we can arrive at is to say that prose fiction selling at a
low price was popular with the Victorian reading public. “Mainstream” novels being expensive
and retailing at a declared price of 31 shillings for their three-volume form, it is no wonder that
many of them were imitated by writers eking out a living for the various penny publishers and later 4 ISSN: 2632-4253 (online) 4 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) reprinted. Today, critics tend to assume that the terms “penny dreadful” and “penny blood” have
always been in use. “Throughout the history of cheap popular fiction marketed for the working-
class,” one scholar claims, “the term ‘Penny Dreadful’ was the blanket title for all inexpensive,
serialised tales of sensation fiction sold on London’s streets in penny parts,” while “due to the
excessive amount of blood, gore, and hellish woodcuts each tale contained,” these works were also
“labeled Penny Bloods” (Herr 2008: 11). However, much of this “history” is myth. It took some
decades after penny fiction’s 1830s inception for critics to recognise it as a distinct literary entity,
separate from cheap literature, penny papers, and crime fiction. As late as 1857, an editorial on
“Cheap Literature as it Effects Authors and Publishers” in The London Miscellany struggled to
define the contents – fictional and otherwise – of penny papers. The editorial ultimately settled
upon “literature (the cost of which is within the reach of the poorest) available to the knowledge
and understanding of the least educated of those who have lately learned the art of reading”
(“Cheap Literature” 1857: 376). It took even longer for penny fiction to be explicitly demonised
as the “penny blood” and “penny dreadful.” To be sure, cheap literature had always posed real threats to the status quo. As the Chartist
writer Thomas Frost recalled, “[t]he first locomotive was not viewed with more fear and distrust
than the first elementary school and the first penny periodical” (Frost 1880: 7). Initially, a major
target of this fear was political radicalism. In an 1838 Fraser’s essay, a young Thackeray accused
penny papers of luring working-class men into ginshops and brothels, and also of introducing them
to the “cant … of the Radical spouters,” which he labels “hatred” (Thackeray 1838: 290). “Bloods and Dreadfuls” Yet one of the most successful publishers of penny newspapers and penny fiction in other formats,
Edward Lloyd, denounced violent political action and promoted liberalism, thereby helping to
build a mass liberal consensus (McWilliam 2019: 209-11). The London Journal, from the 1860s
onwards “perceived as part of the ‘purified penny press” (King 2004: 29) became the indicative
penny fiction weekly, “a metonym for the whole genre” (141). While the penny press acclimated
people to news and pleasure reading during the growth of what Ian Haywood has called
a radical “counter-public sphere,” this was deeply unsettling to the gatekeepers of British culture
(Haywood 2004: 2-4). The middle-class reaction to this development was to blame cheap literature, crime news,
and outlaw fiction for the crimes committed by working-class people, particularly after the 1840
execution of the valet Benjamin Courvoisier for the murder of his aristocratic employer. Infamously, Courvoisier had owned a copy of William Harrison Ainsworth’s Jack Sheppard,
which proved suggested a cause and effect relationship between reading and action (Haugtvedt
2021: 78-9). Jack Sheppard was not a penny publication in itself, having debuted in the more
expensive Bentley’s Miscellany, but it was frequently imitated in the penny press. Examples
include Thomas White’s twelve-part version (c.1840) and Edward Leman Blanchard’s inventive
Jack Sheppard; or, London in the Last Century, a Romance of Reality (c.1847). As we have seen,
criticism such as Collins’s “The Unknown Public” and Oliphant’s “The Byways of Literature:
Reading for the Million,” both published in 1858, exploited anxieties about the growth of a
working-class reading nation, just as Thackeray had done two decades earlier. Meanwhile, penny
fiction itself dramatically evolved, becoming, for a variety of reasons, less lurid, more adventurous,
and geared explicitly towards boy readers (Springhall 1998: 41). This development did not alleviate the moral panic. In fact, the panic increased. The
passage of the 1870 Education Act, which promised to increase the size of the working-class
reading public, provoked further anxiety and saw the advent of the terms “penny blood” and ISSN: 2632-4253 (online) 5 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) “penny dreadful.” As John Springhall notes, an early instance of “penny dreadful” appears in John
Camden Hotten’s Slang Dictionary of 1874 (Springhall 1998: 38). Hotten defines the “penny
dreadful” as “a penny publication” that “depend[s] more upon sensationalism than upon merit,
artistic or literary, for success” (Hotten 1874: 250). “Bloods and Dreadfuls” Primary source databases reveal that “penny
blood” and “penny dreadful” both emerged slightly earlier (around 1870) and that “penny
dreadful” was consistently the more popular term. ProQuest’s British Periodicals collection
contains twelve periodical pieces that include the term “penny blood.” These are dated 1869–1933,
but the earliest date is an outlier, accounting for only one article, which calls Reynolds a “penny
blood-and-thunder novelist” (“Mr. Charles Lever” 1869: 301), referring to the sort of “vulgar oath”
that Byron employs in Childe Harold (Byron 317 [Canto 8, line 1]). ProQuest British Periodicals
also incorporates 465 mentions of “penny dreadful” dating between 1870 and 1926. The earliest
appears in an 1870 editorial by Antony Trollope in St. Paul’s Magazine,. Trollope purports to
reveal the despair of a writer employed at several “penny dreadful papers” ([Trollope] 1870: 669). Google NGram, which generates data visualisations of word frequencies in the Google Books
corpus, produces similar results. According to Google NGram, “penny blood” and “penny
dreadful” both appear circa 1870, with “penny dreadful” considerably outstripping the term
“penny blood” (Fig. 1). In British Periodicals and Google NGram results, both “penny blood” and
“penny dreadful” appear most frequently in content from the 1890s, a decade which, as Springhall
documents, saw sensational court cases in which boy defendants were identified as readers of
penny fiction (Springhall 1998: 10). Fig. 1: Google NGram Viewer, 2022. Fig. 1: Google NGram Viewer, 2022. ISSN: 2632-4253 (online) 6 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) This cultural history shapes the earliest scholarly studies of Victorian penny fiction, studies
that assume that this literature is gratuitously sanguinary and associated with sexual transgression. An early bibliography of popular literature including “bloods” and “dreadfuls,” Montague
Summers’s Gothic Bibliography (1940), found a printer only in London’s Fortune Press, which in
1934 had been subjected to an Obscenity Act police raid that turned up erotica misattributed to the
still-notorious Oscar Wilde (Ladenson 2013: 125). In 1948, E.S. Turner (born 1909), a proud
collector of penny fiction and of later-Victorian boys’ adventure books, called penny periodicals
“the journals” that boys’ “parents did not want them to read.” He pronounced them to be typically
consumed “in the privacy of bed” and “associated with a feeling of guilt” (Turner 1975: 11-16). “Bloods and Dreadfuls” Turner boasts that “[p]robably there is no product of the human brain which has been the object of
such remorseless and misconceived abuse as the boy’s thriller,” for “on no theme have magistrates,
clergymen and schoolmasters talked more prejudice to the reported inch” (11). This hyperbole
makes penny fiction sound very much like erotica. It is no wonder, then, that from the late Victorian era until today, critics and scholars have
characterised the authors of penny fiction as mysterious men confined to the shadows. In
Trollope’s 1870 St. Paul’s piece, the supposed “penny dreadful” author had been rusticated from
a Cambridge college for insubordinating a tutor. He lived in “dirty lodging” and abandoned his
wife and children (“An Editor’s Tales” 1870: 670). “My life, of course, is a mistake,” he concluded
(670). Turner calls Frank Richards/Charles Hamilton, “the creator of Billy Bunter … something
of an enigma” and “the first man to have achieved an entry in Who’s Who under an alias”
(Turner 1975: 8). Turner’s contemporary Arthur Waite recycled Oliphant’s 1858 terminology and
declared in his unpublished bibliography The Quest for Bloods (abandoned c.1940) that “penny
bloods” occupy the “byways” of literature (Waite 1997: 1). While his self-aggrandising
explorationist hyperbole is demonstrably untrue, it reinforces the idea that penny fiction is not
respectable. The belief that penny fiction was produced by seedy recluses persisted, for instance
in the catalogue of a 1998 British Library exhibit showcasing the Barry Ono Collection of popular
fiction. “At all periods” of the Victorian era, this catalogue claims, “the writers of penny fiction
have tended to lead Bohemian lives which are difficult to chart accurately,” and “only a few”
of them “seem to have been, or have become, conventional respectable citizens”
(James and Smith 1995: xiv). The truth of this claim depends upon the meaning of “respectable:”
Reynolds was a radical but also a public figure with a well-documented life. As Basdeo observes,
penny fiction writer Pierce Egan the Younger, son of Pierce Egan the author of the comic bestseller
Life in London (1822), also had radical political leanings, but was hardly obscure and generally
considered a pillar of society. The Critical Tradition A paradigm shift in Victorian penny fiction scholarship occurred in the mid-twentieth century, led
by British scholars of the New Left tradition. In this era, Britain saw intense debates about the
nature of literature, the remit of literary studies, and the value of popular culture. T.S. Eliot presented a particularly limiting theory of literary value in his Notes Toward the
Definition of Culture (1948), which maintained that “culture” excludes “the less developed culture
of mass society,” and that organised religion constitutes the most robust “frame-work for a culture,
and protects the mass of humanity from boredom and despair” (Eliot 1948: 60, 121, 34). ISSN: 2632-4253 (online) 7 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Echoing Arnold almost a century earlier, Eliot defended class hierarchy as a safeguard of “culture”
and insisted that “if Christianity goes, the whole of our culture goes” (1948: 126). Vociferously disagreeing with every point of Eliot’s manifesto, Raymond Williams, having newly
graduated from Cambridge and teaching adult education modules for Oxford University, came up
with a competing, Marxist-derived, theory of culture that seeded the movement that shortly
thereafter came to be known as “cultural materialism.” “Culture is ordinary,” Williams insisted:
popular culture was as worthy of study as the literary canon, which, in any case, was a subjective,
constantly evolving entity (Williams 1989: 1). In 1963, the historian E.P. Thompson published
The Making of the English Working Class, which, though many of its points have since been
qualified and refined, remains a vital survey of Chartist and other radical movements that shaped
the civic world of penny fiction’s readers, writers, and publishers. Stuart Hall and Paddy Whannell
expanded upon Williams in The Popular Arts (1964). Here they argued – in what would come to
be known as cultural studies – that popular art, ranging from music to movies, also deserved
analysis as it could illuminate past and present cultural values and processes. In short, what the
people read matters as much as what the elites read, as do genres of popular entertainment and
information that do not fit easily into the major categories of poetry, stage drama, and
literary fiction. From the same intellectual perspective, Louis James published his monograph Fiction for
the Working Man: 1830-1850 in 1963. The Critical Tradition This study established for the first time that penny fiction
was a fit subject for academic literary criticism, that its authors’ and editors’ aesthetics, ethics and
economics were complex and well-thought-out, and that without knowledge of penny fiction, we
really cannot claim to understand the Victorian imagination or the Victorian reading community. Written with a deep understanding of social history and a great respect for the eccentric collectors
of penny literature who shared their libraries and homes with him, James writes of the “penny
issue” novel and the “domestic[ity]” of much penny fiction, which, due to its hitherto sensationalist
reputation, seemed a “paradox” at the time (James [1963] 2017: 114, 120-1). Since James’s study, more and more critics have begun to study penny fiction, and even
teach it. A later seminal work is John Springhall’s Youth, Popular Culture, and Moral Panics
(1998) which examines the moral panics about popular culture’s impact on youth, beginning with
“penny dreadfuls” and the “penny gaffs” (minor theatre shows) often adapted from them, and
tracing the phenomenon through the 1990s racist panics about “gangsta rap.”. Individual figures
in Victorian penny fiction have attracted attention. For us the most significant is G.W.M. Reynolds, a figure of astonishing radical convictions and foresight. Reynolds features in
anthologies, critical editions, research monographs and even blogs and popular articles. Other
widely studied figures of the period include the publisher Edward Lloyd and the novelist James
Malcolm Rymer. The two penny serials that have attracted the most critical attention were both
written by Rymer in the 1840s for Lloyd: Varney the Vampyre and The String of Pearls. This was
facilitated by two facsimile editions of Varney that made that text more accessible than it had been
since the 1850s: one in a beautiful three-volume quarto edition by Devendra P. Varma (originally
1970, reprinted 1998) and a cheap set of two paperback volumes edited by E.F. Bleiler that came
out in the same year. ISSN: 2632-4253 (online) 8 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) As for Sweeney Todd in The String of Pearls, Robert Mack’s The Wonderful History of
Sweeney Todd: The Life and Times of an Urban Legend (2007) is a magisterial study of the urban
mythological tradition that incorporates Rymer’s invention of the Barber of Fleet-street. 2 In 2002, Smith disambiguated Rymer and Prest’s writings in a pamphlet for the London antiquarian
bookseller Jarndyce, establishing rudimentary Rymer and Prest canons and clarifying that Rymer was
responsible for The String of Pearls (Sweeney Todd). In 2020, Nesvet further clarified the attribution
question, documenting George Augustus Sala’s 1892 introduction of the Prest attribution by way of a gossip
column never intended to be read as literary history. Criticism of The String of Pearls is growing at a rate
that precludes comprehensive survey, but an important contribution is Maisha Wester’s “Text as Gothic
Murder Machine: The Cannibalism of Sawney Beane and Sweeney Todd.” Wester argues that Todd and
the Newgate Calendar villain Beane both function as Gothic “meaning machines,” articulating popular
anxieties about racial, ethnic, and geographic others as well as ambivalence about the figuratively
cannibalistic nature of urban English society during what the 20th century came to call “the Hungry
Forties.” Anna Gasperini’s 2019 monograph on medical and anatomical controversies in Victorian popular
fiction focuses with unusual depth and breadth on Rymer, considering the impact of the 1832 Anatomy Act
and going beyond The String of Pearls and Varney to consider more obscure texts. 3 See also in this journal, Nesvet (2019). The Critical Tradition Several
editions of The String of Pearls (1846–7 serial version) exist, edited by Mack (2007), Dick Collins
(2005, helpfully updated 2010), and Rohan McWilliam (2015).2 Scholarship on Chartism,
beginning with the British Marxist classics of the late twentieth century, has enabled fascinating
work on the intersections between Chartism, other forms of radicalism, and Victorian penny
fiction. Troy Boone correctly identifies Chartism as a major topic of Rymer’s Varney, the
Vampyre’s political vision. Like some Chartist leaders, Boone argues, Varney promotes nonviolent
political agitation to working-class readers, especially children. A more recent high contribution
is Rohan McWilliam’s article “Sweeney Todd and the Chartist Gothic: Politics and Print Culture
in Early Victorian Britain” (2019). McWilliam usefully distinguishes the “Chartist Gothic”
(his coinage) ideology of Reynolds’s romances from Lloyd’s far more conciliatory liberalism. Pointing out the middle-class heroes of The String of Pearls and its refusal to demand political
change, McWilliam persuasively contends that unlike Reynolds’s Chartist Gothic works, it is no
radical text. Taking this idea further, Rob Breton’s monograph The Penny Politics of Popular
Fiction (2021), significantly informed by Gregory Vargo’s An Underground History of Victorian
Popular Fiction (2018), persuasively contends that the palpably radicalised public sphere of the
Chartist era forced penny publishers including Lloyd and Reynolds to engage with radical culture,
in a diverse array of manners.3 The exciting critical renaissance in penny fiction studies is indebted to the Victorian
Popular Fiction Association and the Research Society for Victorian Periodicals, both of which
have expanded the field of Victorian literary studies to incorporate multimodal, non-elite penny
fiction. Meanwhile, independent presses such as Victorian Secrets, Valancourt, and Edwin Everett
Root are introducing penny literature to a new generation of readers. Databases such as Nineteenth
Century Collections Online and ProQuest British Periodicals have made many of the primary
sources newly accessible to members of institutions with the funds to subscribe to them. Meanwhile, the open access bibliographic database Price One Penny (www.priceonepenny.info)
has achieved its tenth anniversary and is still being expanded. What Earhart calls the
New Historicist inflected “Era of the Archive.” whereby multimodal archives of disparate
materials have, from the 1990s onwards, displaced linear, text-based editions, become the 9 9 ISSN: 2632-4253 (online) Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) dominant means by which American digital humanities scholars encounter material
(Earhart 2015: 38-9). The Critical Tradition One example of this kind of curated archive relevant to Victorian Popular
Fictions publishes both criticism and rare images of illustrated penny fiction in their original
publishing contexts: John Adcock’s personal blog Yesterday’s Papers, which commenced in 2008,
draws extensively upon Adcock’s personal collection to cover penny fiction from the 1840s
through the turn of the century. More recently, the blog Reynolds’s News and Miscellany
by Basdeo and his collaborators explores and meticulously contextualises radical culture,
journalism, and penny fiction from the 1840s-1890s. Again, this offers invaluable facsimiles of
items from the author’s extensive personal library as well as public-domain source (Basdeo and
Thomas 2021). Resources such as these open access private enterprises, along with the larger
subscription-based archives, will facilitate further work on penny fiction – a grass roots addition
to outputs from multinational publishers that needs to be done in part because the myths about
penny fiction, begun in the nineteenth century, linger in critical discourse. This special issue of
Victorian Popular Fictions aims to perform a small part of that much-needed reappraisal and to
inspire more to come. New Readings Brooke Cameron’s article “Domestic Plots
and Class Reform in Varney the Vampire” fills that gap, by reading Varney’s serial marriage plots
as a critique of bourgeois models of marriage promoted in the 1840s via controversial public health
campaigns. Building upon research on marital, sexual, and sanitary rhetoric in Victorian urban life,
Cameron shows that Varney resists the marriage plots that the Victorian establishment tried to
foist upon working-class people in fiction and real life. Cameron’s article not only questions
how we read Varney’s numerous marriage plots but also complicates the history of the novel. Read in relation to Edwin Chadwick’s 1842 sanitary report, Varney offers refreshing pushback to
authoritarian attempts to legislate working-class mores. This is only one of the ways in which close reading and the recontextualising of penny
fiction can lead us to reconsider both popular fiction more broadly and the history of the novel
itself. Sara Hackenberg participates in a similar process of reconsideration and reappraisal in her
article “The Magician of Civilised Life”: The Literary Detective in Mary Elizabeth Braddon’s
Early Penny Fiction.” As she points out, penny fiction is the precursor of the later detective novel. In Rymer’s Ada the Betrayed and The String of Pearls, magistrates collaborate with heroines
to conduct investigations that ultimately uncover conspiracy and murder. The pseudonymous
‘Edward Ellis’s’ serial Ruth the Betrayer, or, the Female Spy, printed in 1862–3 by Reynolds’s
publisher John Dicks, imagined a woman police detective long before the London Metropolitan
Police ever hired such a person (Bredesen 2019). Braddon is now acknowledged as a
forerunner of crime fiction, though not as consistently as she might be. Hackenberg observes
Braddon’s characterisation of the nascent figure of the “detective police officer” and, reading
Braddon’s corpus longitudinally, shows how she reinvents the City Mysteries genre popularised
by Sue and Reynolds to “personify” as the central “mystery” the figure of the “most powerful
plotter.” In the process she elevates his nemesis, the police detective. We need not wonder why in
A Study in Scarlet, Sherlock Holmes, an adolescent in the 1860s, was particularly drawn to
‘sensational literature’ (Doyle 1898: 91). By the following decade, well into the era of the boys’ adventure periodical, British
children had a wealth of penny fiction from which to choose their reading. Competition between
publishers of penny papers that targeted children became intense. Madeline P. New Readings The seven articles that follow reappraise penny fiction in ways that both expand upon the critical
tradition and challenge or refine it. To begin with, penny fiction is fiction: this is what distinguishes
it from the other offerings of the Victorian penny press, including news serials and other
kinds of periodic columns. The fictional nature of penny romances and tales might cause us to
forget that they very often promised to reveal the real or actuelle: in other words, history
or news. Sophie Raine’s “‘Founded on Fact’: Paratextual Politics in the Penny Dreadful”
recentres penny fiction’s facticity. Pointing out that Rymer observed that apparent “truthfulness”
makes fiction popular, Rymer documents the marketing of penny fiction via paratexts which
emphasise how a text is “founded on fact,” thus transforming fiction into an apparent truth. Raine
finds that what Gary Kelly refers to as the “footnote novel” – a form used by Romantic-period
writers which incorporated “factual, public, and political material” (1993, 157) – resurfaces in
penny fiction. Raine argues that the penny novelists used apparently scholarly references to create
authorial credibility and reinforced it by establishing a meaningful relationship between the author
and the reader. Moving from aesthetics to ethics, this special issue explores penny fiction’s politics as
advanced by writers including James, Humpherys, McWilliam, and Breton. The same authors who
strove to describe the world as it was also wished to change some aspects of it, a wish they shared
with the palpably radicalised working-class audience of the Chartist era. Readings of the political
contexts of penny fiction have been plentiful in recent years, helpfully establishing that penny
fiction was neither escapist nor apolitical. However, no attention has been paid to the name-
dropping of a major Chartist figure, William Lovett, author of the Charter, in the most famous
penny serial. In “What’s in a Name? Mr. and Mrs. Lovett and The String of Pearls,”
Rebecca Nesvet considers what this name’s invocation as that of the villainous yet nonviolent
Mrs. Lovett might have meant to its primary author, Rymer, and its original audience. ISSN: 2632-4253 (online) 10 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Political readings of penny fiction often evade questions of gender, such as those explored
by Anna Clark in The Struggle for the Breeches (2005). New Readings Gangnes examines
this exigency in her article ‘Editor, Reader, and Value for Money in Young Folks’. In one of the
most successful boys’ papers, Young Folks, which introduced readers to Stevenson’s Treasure
Island and Kidnapped, the editorial team of James Henderson and his staff constantly revised their
rhetorical strategies in order to remain appealing to his boy audience. Gangnes traces the evolution
of Young Folks as its editor pursues a delicate balance of “value for money” in the eyes of children
over more than a decade of the fin-de-siècle.Equally drawn to penny fiction were writers and
readers from well beyond Britain Scholars such as Rebecca S. Wingo (2017),
Pamela Bedore (2013), and Yu-Fang Cho (2007) have done important work on the “dime novels”
of late nineteenth-century America; especially on dime fiction’s complicity with myth-building
about the phantasmic “American West” and the indigenous people(s) whom myths of the West
in the era of Wounded Knee marginalised and misrepresented. In “Young America: Dime Novels
and Juvenile Authorship,” Laurie Langbauer in the present issue goes back to the 1830s and 1840s
to demonstrate that dime novels incorporated nationalist narratives and projects that scholars have
traditionally associated only with adult-literature, or, to put it another way, so-called “serious”
fiction. Langbauer grounds the emergence of the dime novel in the “Young America” movement 11 ISSN: 2632-4253 (online) 11 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) galvanised by the New York publishing baron Evert Duyckinck. Although Duyckinck died before
the dime novel’s heyday, his influence endured. “Wide-awake” youth – supposedly revolutionary
young thinkers, revolutionary because they were young – contributed to the dime papers, which
were highly interactive in ways not yet acknowledged by scholars. They invented a new mode of
authorship that encapsulated what Duyckinck thought it meant to be American. This aspect of
dime fiction’s origins-story shifts both that body of literature and youth authorship from the
margins of American literature to the forefront. Additional instalments of Langbauer’s larger
project, on youth, agency, race, nation, and nationalism in American dime novels, are scheduled
to appear in The Journal of Juvenilia Studies in 2023 and 2024, so, as so much penny fiction has
said, this investigation is “to be continued in our next.” Stephen Basdeo and Luiz F.A. Guerra’s article takes us to the Empire of Brazil. New Readings The nineteenth-century British and Brazilian empires were in many ways similar in that they were
constitutional monarchies with a parliamentary system dominated by Liberal and Conservative
parties. Both boasted a thriving literary culture comprising periodicals, newspapers, chapbooks,
and books, and there was a distinction between “cheap” books and expensive ones. Unsurprisingly there was some cultural exchange between the two empires. The British had a
significant presence in Rio de Janeiro, while one of Brazil’s most prominent Romantic poets,
Álvares de Azevedo, looked to the likes of Lord Byron, Walter Scott, and Percy Shelley
as examples of artistic brilliance and admired British statesmen such as Robert Peel for their
political brilliance (de Azevedo 1849/ 1942: 406). It is in this cultural context that Basdeo and
Guerra investigate the reach of Reynolds’s Mysteries of London and Sue’s Mysteres de Paris,
in the form of what might be called a loose adaptation and extension of the mysteries tradition
by Juana Manso titled Misterios del Plata (1852). Serialised in the women’s periodical
O Jornal das Senhoras and paying homage to Sue and Reynolds in the introduction, Manso’s tale
is a radical story of female agency which sees a young woman fight against the despotic regime of
the Argentine dictator Juan Rosas. Basdeo and Guerra show how an understanding of Manso’s
text, and a discussion of the several Latin American mysteries novels that were published around
the same time, has implications for the study of Victorian popular literature as a whole. As several previously published pieces in this journal have shown, it is now time for Victorian
Popular Literature to join the discussion of ‘global’ world literatures and across languages. Once more voyaging to the USA, we conclude our reappraisal of penny, dime, and other
cheap fiction with a very personal account: a miniature memoir of sorts. Fans of Sweeney Todd,
in any of his kaleidoscopic array of transmedia forms, will know Robert L. Mack’s edition of
The String of Pearls – the first critical edition of that important work of penny fiction – and his
interdisciplinary – and diabolically fun – excavation of the Sweeney Todd phenomenon, The
Wonderful History of Sweeney Todd: The Life and Times of an Urban Legend (2007). In this
issue’s “coda” entitled “Confronting the ‘Real’ Sweeney Todd: A Journey of Discovery,” Mack
returns to his personal introduction to the legend. “Such Style, Such Flair” In the Dr. Who episode “Shada,” written in 1979 by cult novelist Douglas Adams but never
broadcast in full, the Doctor and his companion Romana visit a time-traveling Cambridge don. In Professor Chronotis’s rooms at St. Cedd’s College, the adventurers search for a dangerous book. Rumoured to have the power to destroy the world, it must never be read. The Doctor and Romana
frantically rifle through Chronotis’s shelves. They do not find this book, but instead they discover
a copy of “Sweeney Todd.” The Doctor reflects on his childhood adoration: “He was a boyhood
hero of mine,” the Doctor reflects. The demure Romana is surprised: “A great criminal,
your hero?” “Oh yes,” the Doctor confesses, “But he had such style, such flair … Like me.”
This space-age Jack Sheppard’s appeal to Time Lords and humans alike reveals why penny fiction
has proved compelling to generations: always disreputable, its instantly recognisable aesthetic has
“a flair” that we would like to think we continue to emulate. Waite saw its storytelling surviving in the movies and he was certainly correct with regard
to adaptations of Reynolds in his own era; a silent film produced in 1915 – the only surviving copy
of which has Dutch subtitles – was titled The Mysteries of London and related a scene from
Reynolds’s Mysteries of the Court of London (Coleby 1915). In India, where Reynolds garnered
great respect (Bhattacharya 2008), an adaptation of his novel Leila: The Star of Mingrelia was, on
its release in 1931, the most expensive Indian movie produced at the time. Quite pertinently for
the point about moving pictures as successors to serialised penny fiction, the poster for this movie
advertised it as “a serial in 20 reels” over “2 chapters.” Given penny fiction’s seriality, television and podcasts are more likely successors. John Logan, screenwriter of the 2007 Hollywood film Sweeney Todd, created the Showtime and
Sky television show Penny Dreadful (2014-17). This award-winning show takes place in 1890s
London and features well-known characters from the nineteenth century literary canon, including
Frankenstein and his Creature, a vampire, and Dracula’s Mina Harker. These characters interact
with updates of other pop cultural icons such American werewolf Ethan Lawrence Talbot,
borrowed from Universal Studios’ 1941 film The Wolf Man (Manea 12). None of Penny Dreadful’s
principal characters derive directly from penny fiction texts, but some aspects of the penny fiction
phenomenon feature prominently. New Readings Like so many Victorians, he first met Todd in
the live theatre, though, in his case, he met Todd in Stephen Sondheim and Hugh Wheeler’s
musical Sweeney Todd, The Demon Barber of Fleet-Street: A Musical Thriller, when it premiered
at Broadway’s Uris Theatre in 1979. The musical was not an immediate hit and Mack documents
the critical confusion that it met before charting how, via this particular adaptation, Sweeney Todd
garnered a truly global audience for the first time and began to be reinvented as a historical figure,
which he most decidedly was not. ISSN: 2632-4253 (online) 12 Volume 4: Issue 2 (Autumn 2022) Victorian Popular Fictions “Such Style, Such Flair” One example is the show’s “plunder[ing]” of London’s
“popular culture archive” (Louttit 3). Another is Penny Dreadful’s continual insistence that
“the social life of the city is a performance and that those around us may be harbouring mysterious
inner lives” (8), which is obviously indebted to the urban mysteries genre. Also perhaps
reminiscent of Reynolds’s Mysteries of London is Penny Dreadful’s exploration of “dual social
realities” (Akilli and Öz 18) by contrasting elite and “impoverished and the marginalized”
Londoners’ life experiences (Manea 44). Scholars observe that Penny Dreadful inhabits (Louttit
3) yet “historicises” (Manea 44) the cinematic setting “Horror London,” to which the Sweeney
Todd transmedia phenomenon has contributed. In 2020, Logan and his co-producers created the
show Penny Dreadful: City of Angels, a “spiritual descendant” of the original Penny Dreadful
(Horton). Penny Dreadful: City of Angels takes place in 1938 Los Angeles and depicts such actual
evils as racist policing and the proliferation of Fascism. Like penny fiction, Penny Dreadful found ISSN: 2632-4253 (online) 13 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) new life across the Atlantic. However, even this spinoff is riddled with tropes drawn from
Victorian penny fiction. The hero, Los Angeles Police Detective Santiago Vega, the force’s first
Chicano detective, struggles with his brother, a labour organiser. The antagonistic brothers’ duality
recalls that of the brothers Markham and Montague in Reynolds’s The Mysteries of London. Additionally, in a situation anticipated in many examples of Victorian penny fiction, the Nazi
physician Dr. Craft schemes to have his perfectly sane wife committed to a mental asylum. The success of the Penny Dreadful television franchise demonstrates that a Victorian mode
of popular storytelling can be appropriated to realise any imaginable chronotrope and can resonate
powerfully with audiences around the world. Clearly, penny fiction should be more central to
Victorian studies than historically it has been. In any case, now that we know what the vast
majority of Victorian readers enjoyed reading, we can no longer shut the door and pretend that it
is an undiscoverable arcana. Sweeney Todd and his ilk are here to stay. Boone, Troy. 2004. Youth of Darkest England: Working-Class Children at the Heart of Victorian Empire.
New York: Routledge. Volume 4: Issue 2 (Autumn 2022) sen, Dagni, ed. 2019. Ruth the Betrayer, or, the Female Spy. London: Valancourt Books. Breton, Rob. 2021. The Penny Politics of Popular Fiction. Manchester: Manchester University Press. Byron, George Gordon, Lord. 1977. Don Juan, edited by T.G. Steffan, E. Steffan, and W.W. Pratt. London:
Penguin. “Cheap Literature, as it Effects Authors and Publishers.” 1857. The London Miscellany, 14.1: 376. Chevasco, Berry Palmer. 2003. Mysterymania: The Reception of Eugène Sue in Britain, 1838–1860. Bern:
Peter Lang. Cho, Yu- Fang. 2007. “A Romance of (Miscege)Nations: Ann Sophia Stephens’ Malaeska: The Indian
Wife of the White Hunter (1839, 1860).” Arizona Quarterly, 63.1: 1-25. Clark, Anna. 1997. The Struggle for the Breeches: Gender and the Making of the British Working Class. Oakland, CA: University of California Press. Coleby, A. E. dir. N.d. [1915]. The Mysteries of London. United Kingdom: Martin’s Exclusives. The British
Film Institute BFI Player. https://player.bfi.org.uk/free/film/watch-mysteries-of-london-1915-online Collins, Dick, ed. 2010. Sweeney Todd (The String of Pearls). Ware: Wordsworth. Collins, Wilkie. 1858. “The Unknown Public.” Household Words, 18.439, 217-22, extracted in Victorian
Print Media: a Reader, edited by Andrew King and John Plunkett, 207-216. Oxford: Oxford
University Press. de Azevedo, Álvares. [1849] 1942. ‘Discurso: Recitado no dia 11 de agosto de 1849 na sessão academica,
commemoradora do anniversario da criação dos cursos juridicos do Brasil’. In Obras completas
de Álvares de Azevedo, ed. Homero Pires, 2 vols, 399-416. Rio de Janeiro: Companhia
Editora Nacional. Doyle, Arthur Conan, Sir. [1878] 1898. A Study in Scarlet: A Novel. New York and London: Street
and Smith. Earhart, Amy L. 2015. Traces of the Old, Uses of the New: The Emergence of Digital Literary Studies. Ann Arbor: University of Michigan Press. Elliott, T.S. 1948. Notes Towards the Definition of Culture. New York: Harcourt Brace. Frost, Thomas. 1880. Forty Years' Recollections: Literary and Political. London: Sampson Low, Marston,
Searle, and Rivington. Gasperini, Anna. 2019. Nineteenth Century Popular Fiction, Medicine and Anatomy: The Victorian Penny
Blood and the 1832 Anatomy Act. London: Palgrave. Geier, Ted. 2017. Meat Markets: A Cultural History of Bloody London. Oxford: Oxford Un l, Stuart and Paddy Whannell. 1964. The Popular Arts. London: Hutchinson International. Haugtvedt, Erica. 2021. “Class and Complex Transmedia Character in Jack Sheppard (1838-9).” Victorian
Popular Fictions Journal, 3.2: 78-9. DOI: https://doi.org/10.46911/oyym7051 Haywood, Ian. 2004. The Revolution in Popular Literature: Print, Politics, and the People, 1790-1860
Cambridge: Cambridge University Press. Herr, Curt, ed. 2008. Varney, the Vampyre, or the Feast of Blood. Humpherys, Anne. 2016. “John Dicks’s Cheap Reprint Series, 1850s-1890s: Reading Advertisements.”
In Media and Print Culture Consumption in Nineteenth-Century Britain: The Victorian Reading
Experience, edited by Paul Raphael Rooney and Anna Gasperini, 93-110. London: Palgrave. Bibliography Adams, Douglas. 2013. Doctor Who: Shada. [DVD.] BBC Video. Adams, Douglas. 2013. Doctor Who: Shada. [DVD.] BBC Video. Adams, Douglas. 2013. Doctor Who: Shada. [DVD.] BBC Video. Adcock, John. Yesterday’s Papers. 2008–. http://john-adcock.blogspot.com/2017/08/three-centuries-of-
penny-dreadfuls.html Adcock, John. Yesterday’s Papers. 2008–. http://john-adcock.blogspot.com/2017/08/three-centuries-of-
penny-dreadfuls.html “Advertisement.” In Olivia Serres. 1885 [1832]. The Secret History of the Court of England. “People’s Edition.” London: John Dicks. Ainsworth, William Harrison. c.1840. The Eventful Life and Unparalleled Exploits of the Notorious Jack
Sheppard, the Housebreaker. London: Thomas White. Akilli, Sinan and Seda Öz. 2016. “‘No More Let Life Divide’: Victorian Metropolitan Confluence in Penny
Dreadful.” Critical Survey 28.1: 15-29. DOI: https://doi.org/10.3167/cs.2016.280103 Autrey, Max L. 1975. “A Source for Roger Chillingworth.” American Transcendental Quarterly, 26: 24-6. Basdeo, Stephen, and Jessica Elizabeth Thomas. 2021. “British Library Selects Reynolds’s News and
Miscellany for Inclusion in Digital Archive.” Reynolds’s News and Miscellany: History, Literature,
Poetry, and Literary Criticism, https://reynolds-news.com/2021/08/11/reynolds-news-british-
library-stephen-basdeo Basdeo, Stephen. 2018-. Reynolds’s News and Miscellany: History, Literature, Poetry, and Literary
Criticism. https://reynolds-news.com/ Basdeo, Stephen. 2020. “The First British Edition of Nathaniel Hawthorne’s “Feathertop” in Home Circle,”
Nathaniel Hawthorne Review, 46.2: 207-12. DOI: https://doi.org/10.5325/nathhawtrevi.46.2.0207 Bhattacharya, Sucheta. 2008. “G.W.M. Reynolds: Rewritten in Nineteenth Century Bengal.” G.W.M. Reynolds: Nineteenth-Century Fiction, Politics, and the Press, edited by Anne Humpherys and Louis
James, 249-60. Abingdon: Routledge. Bedore, Pamela S. 2012. Dime Novels and the Roots of American Detective Fiction. Basings S. 2012. Dime Novels and the Roots of American Detective Fiction. Basingstoke: Palgrave Bedore, Pamela S. 2012. Dime Novels and the Roots of American Detective Fiction. Basingstoke: Palgrave. Blanchard, Edward Litt Leman. c.1847. Jack Sheppard; or, London in the Last Century, a Romance of
Reality. London: G. Mansell. Blanchard, Edward Litt Leman. c.1847. Jack Sheppard; or, London in the Last Century, a Romance of
Reality. London: G. Mansell. Bleiler, E.F., ed. 1970. Varney, the Vampyre, or, the Feast of Blood. 2 vols. London: Dover. Boone, Troy. 2004. Youth of Darkest England: Working-Class Children at the Heart of Victorian Empire. New York: Routledge. 14 ISSN: 2632-4253 (online) Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Camarillo: Zittaw Press. Horton, Adrian. 2020. “Penny Dreadful: City of Angels Review: Magnetic but Messy Escapism.” The
Guardian 23 April. https://www.theguardian.com/tv-and-radio/2020/apr/23/penny-dreadful-city-of-
angels-review-los-angeles Hotten, John Camden. 1874. The Slang Dictionary: Etymological, Historical, and Anecdotal. London:
Chatto and Windus. Humpherys, Anne. 2016. “John Dicks’s Cheap Reprint Series, 1850s-1890s: Reading Advertisements.”
In Media and Print Culture Consumption in Nineteenth-Century Britain: The Victorian Reading
Experience, edited by Paul Raphael Rooney and Anna Gasperini, 93-110. London: Palgrave. ISSN: 2632-4253 (online) 15 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) James, Elizabeth, and Helen R. Smith. 1998. Penny Dreadfuls and Boys’ Adventures: The Barry Ono
Collection of Victorian Popular Literature at the British Library. London: The British Library. James, Louis R. [1963] 2017. Fiction for the Working Man: 1830-1850: A Study of the Literature Produced
for the Working Classes in Early Victorian Urban England (3rd edition). Edward Everett Root
Publishers Co. Ltd [Oxford: Oxford University Press]. Justice, Steven. 1994. Writing and Rebellion: England in 1381. Berkley, Los Angeles and London:
University of California Press. Kelly, Gary. 1993. English Fiction of the Romantic Period, 1789-1830. London: Longman. King, Andrew. 2004. The London Journal 1845-1883: Periodicals Production and Gender. Aldershot: Ashgate. King, Andrew, and John Plunkett, eds. 2005. Victorian Print Media: a Reader. Oxford: Oxford
University Press, 2005. Kirkpatrick, Robert. 2013. From the Penny Dreadful to the Ha’penny Dreadfuller: A Bibliographic History
of the Boys’ Periodical in Britain. London: The British Library. Knight, Stephen. 2012. Mysteries of the Cities: Urban Crime Fiction in the Nineteenth Century. Jefferson,
NC: Macfarland. Ladenson, Elisabeth. 2013. “After Jix (1930-45).” In Prudes on the Prowl: Fiction and Obscenity in
England, 1850 to the Present Day, edited by David Bradshaw and Rachel Potter, 111-37. Oxford:
Oxford University Press. DOI: https://doi.org/10.1093/acprof:oso/9780199697564.003.0007 Louttitt, Chris. 2016. “Victorian London Redux: Adapting the Gothic Metropolis.” Critical Survey 28.1: 2-
14. DOI: https://doi.org/10.3167/cs.2016.280102 Shepard, Leslie. [1964] 1973. The History of Street Literature. The Story of Broadside Ballads, Chapbooks,
Proclamations, News-Sheets, Election Bills, Tracts, Pamphlets, Cocks, Catchpennies and other
Ephemera. Newton Abbot: David and Charles. Lill, Sarah Louise and Rohan McWilliam, eds. 2019. Edward Lloyd and his World: Popular Fiction,
Politics, and the Press. London: Routledge. DOI: https://doi.org/10.4324/9780429262548 Mack, Robert L. 2007. The Wonderful History of Sweeney Todd: The Life and Times of an Urban Legend. London: Continuum. Mack, Robert L., ed. 2007. Sweeney Todd, the Demon Barber of Fleet Street. Volume 4: Issue 2 (Autumn 2022) New York: Oxford
University Press. Manea, Dragoç. 2016. “A Wolf’s Eye View of London: Dracula, Penny Dreadful, and the Logic of
Repetition.” Critical Survey 28.1: 48-50. DOI: https://doi.org/10.3167/cs.2016.280105 McWilliam, Rohan, ed. 2015. The String of Pearls. London: Dover. McWilliam, Rohan. 2019. “Sweeney Todd and the Chartist Gothic: Politics and Print Culture in Early
Victorian Britain.” In Edward Lloyd and his World: Popular Fiction, Politics, and the Press, edited
by Sarah Louise Lill and Rohan McWilliam, 198-215. London: Routledge. DOI:
https://doi.org/10.4324/9780429262548 “Mr. Charles Lever.” 1869. The Sphinx, 2.71: 301. Nesvet, Rebecca. 2019. “Sweeney Todd’s Indian Empire: Mapping the East India Company in The String
of Pearls. Victorian Popular Fictions Journal, 1.2: 75-90. DOI: https://doi.org/10.46911/gvbl6476
Neuburg, Victor. 1964. Chapbooks. London: Vine Press. Nesvet, Rebecca. 2019. “Sweeney Todd’s Indian Empire: Mapping the East India Company in The String
of Pearls. Victorian Popular Fictions Journal, 1.2: 75-90. DOI: https://doi.org/10.46911/gvbl6476 Neuburg, Victor. 1964. Chapbooks. London: Vine Press. Neuburg, Victor. 1964. Chapbooks. London: Vine Press. Oliphant, Margaret. 1858. “The Byways of Literature: Reading for the Million.” Blackwood’s Edinburgh
Magazine, 84 (493): 200-16. Shannon, Mary L., and Louis R. James, ed. 2012. G.W.M. Reynolds: The Mysteries of London. 2 vols. London: Valancourt Books. ISSN: 2632-4253 (online) 16 Victorian Popular Fictions Volume 4: Issue 2 (Autumn 2022) Volume 4: Issue 2 (Autumn 2022) Smith, Helen R. 2002. New Light on Sweeney Todd, Thomas Peckett Prest,James Malcolm Rymer,
and Elizabeth Caroline Grey. London: Jarndyce. Springhall, John. 1998. Youth, Popular Culture, and Moral Panics: Penny Gaffs to Gangsta-Rap,
1830-1996. New York: St. Martin’s. [Thackeray,
William
Makepeace]. 1838. “Half-a-Crown’s
Worth
of
Cheap
Knowledge.”
Fraser’s Magazine, 17: 279-90. Thompson, E.P. 1968. The Making of the English Working Class. London: Victor Gollancz Thompson, E.P. 1968. The Making of the English Working Class. London: Victor Gollancz. ll
di
l
h
d
l [Trollope, Antony] 1870. “An Editor’s Tales: V. The Spotted Dog.” St. Paul’s Magazine 5
(March): 669-70. Turner, E.S. 1975. Boys Will Be Boys: The Story of Sweeney Todd, Deadwood Dick, Sexton Blake,
Billy Bunter, Dick Barton, et al. 3rd ed. London: Penguin. Vargo, Gregory. 2018. An Underground History of Early Victorian Fiction. Cambridge: Cambridge
University Press. Varma, Devendra P., ed. 1970/ 1998. Varney, the Vampire. The First in a Series of Gothic Novels Under
the Editorial Direction of Sir Devendra P. Varma. 3 vols. North Stratford, NH: Ayer (orig. New York: Arno Press, 1970). Waite, Arthur E. 1997. Volume 4: Issue 2 (Autumn 2022) “The Bibliography of the Byways.” In The Quest for Bloods: A Study of the
Victorian Penny Dreadful, introduced by R.A. Gilbert, 78-108. London: Privately published by
Ayresome John. Wester, Maisha. 2015. “Text as Gothic Murder Machine: The Cannibalism of Sawney Beane and Sweeney
Todd.” In Technologies of the Gothic in Literature and Culture, edited by Justin Edwards, 154-65. New York: Routledge. DOI: https://doi.org/10.4324/9781315757339-17 Williams, Raymond. 1989. “Culture is Ordinary.” In Resources of Hope: Culture, Democracy, Socialism,
3-14. London: Verso. Wingo, Rebecca S. 2017. “The ‘Forgotten Era’: Race and Gender in Ann Stephens’s Dime Novel Frontier.”
Frontiers: A Journal of Woman Studies, 38.3: 121-40. DOI: https://doi.org/10.5250/
fronjwomestud.38.3.0121 17 ISSN: 2632-4253 (online) ISSN: 2632-4253 (online)
|
https://openalex.org/W2560031281
|
http://old.scielo.br/pdf/rod/v67n4/2175-7860-rod-67-04-0871.pdf
|
English
| null |
Floral biology of Sesbania virgata: an invasive species in the Agreste of Paraíba, northeastern Brazil
|
Rodriguésia
| 2,016
|
cc-by
| 4,479
|
1 This work is a part of the Thesis of the first author presented at PPGA/CCA/UFPB.
2 Universidade Federal da Paraíba, Depto. Ciências Básicas e Sociais/CCHSA, Campus III, 58220-000, Bananeiras, PB, Brazil.
3 Universidade Federal da Paraíba, Depto. Fitotecnia e Ciências Ambientais/CCA, Campus II, 58397-000, Areia, PB, Brazil.
4 Universidade Federal da Paraíba, Depto. Engenharia e Meio Ambiente/CCAE, Campus IV, R. da Mangueira s.n., Centro, 58297-000, Rio Tinto, PB, Brazil.
5 Author for correspondence: venia_camelo@hotmail.com Resumo A reprodução parece ser uma parte importante da estratégia de invasão bem-sucedida de Sesbania virgata. Apesar disso, a sua biologia floral é pouco estudada. O objetivo do nosso estudo foi preencher esta lacuna no
conhecimento estudando a biologia floral de uma população de S. virgata no agreste brasileiro. Sesbania virgata
é um arbusto que apresenta inflorescências racemosas. Suas flores são zigomorfas, pedunculadas e hermafroditas
com corola amarelo-clara, androceu diadelfo, anteras com deiscência longitudinal, e estigma inconspícuo. As flores
de Sesbania virgata apresentam três diferentes tipos de pétalas: o estandarte (11,92 mm), as alas (8,27 mm) e a
quilha (9,3 mm). A maior intensidade do período de floração ocorreu entre novembro e janeiro. A média de grãos
de pólen por flor foi de 22.918, com viabilidade polínica de 99,93%. A antese é diurna e assincrônica. Embora S. virgata seja autocompatível, a razão pólen/óvulo sugere a presença de um sistema reprodutivo misto (xenogamia
+ autogamia) nesta planta. A floração contínua, a morfologia floral, e o sistema reprodutivo especializado são
indispensáveis para garantir o sucesso reprodutivo desta espécie no habitat estudado. A sua floração contínua e
grande população faz de S. virgata uma fonte de recursos para os visitantes florais. Portanto, esta espécie apresenta
uma efetiva estratégia reprodutiva que garante seu sucesso como espécie invasora. Palavras-chave: sistema reprodutivo, polinização, Fabaceae. Rodriguésia 67(4): 871-878. 2016
http://rodriguesia.jbrj.gov.br
DOI: 10.1590/2175-7860201667402 Rodriguésia 67(4): 871-878. 2016
http://rodriguesia.jbrj.gov.br Rodriguésia 67(4): 871-878. 2016
http://rodriguesia.jbrj.gov.br DOI: 10.1590/2175-7860201667402 Floral biology of Sesbania virgata: an invasive species
in the Agreste of Paraíba, northeastern Brazil1 Vênia Camelo de Souza2,5, Leonaldo Alves de Andrade3, & Zelma Glebya Maciel Quirino4 Vênia Camelo de Souza2,5, Leonaldo Alves de Andrade3, & Zelma Glebya Maciel Quirino4 Abstract Although reproduction seems to play an important role in the successful invasive strategy of Sesbania virgata,
its floral biology is poorly known. We aimed at filling this gap by studying the floral biology of a population of
S. virgata in the Agreste of Brazil. Sesbania virgata is a shrub that bears racemose inflorescences. Its flowers
are zygomorphic, pedunculate, hermaphrodite, and have a pale yellow corolla, diadelphous androecium, anthers
with longitudinal dehiscence, and inconspicuous stigma. S. virgata flowers display three different types of petals:
banner (11.92 mm), wing (8.27 mm), and keel (9.3 mm). The flowering peak occurred from November to January. The average number of pollen grains per flower was 22,918, with a pollen viability of 99.93%. Its anthesis is
diurnal and asynchronous. Although S. virgata is autogamous, its pollen/ovule ratio suggests that this plant has a
mixed reproductive system (xenogamy + autogamy). Continuous flowering, flower morphology, and specialized
breeding system are essential to assure the reproductive success of this species in the studied habitat. Sesbania
virgata is a food source for flower visitors, due to its continuous flowering and large population. Therefore, it has
an effective reproductive strategy that assures its invasion success. Keywords:breedingsystem pollination Fabaceae Key words: breeding system, pollination, Fabaceae. 5 Author for correspondence: venia_camelo@hotmail.com Introduction species. It plays an important role as a floristic
element in several vegetation types, mainly within
the Atlantic Forest, where Fabaceae species
stand out for their diversity and abundance
(Lima 2000). Despite the richness and ecological Fabaceae is the third largest and the
second most economically important family of
Angiosperms (Judd et al. 2009). In Brazil, the
family is represented by ca. 190 genera and 2,100 872 Souza, V.C. et al. Souza, V.C. et al. importance of Fabaceae in Brazil, only a few
studies have investigated the pollination biology
and reproduction of this family (see Agostini et
al. 2006; Nogueira & Arruda 2006; Guedes et
al. 2009; Leite & Machado 2009). This situation
is especially true for the invasive species of this
family. Leite & Machado 2009). Such studies comprised
mainly invasive species whose breeding systems
take part in the invasion strategy. One example is
Raphiodon echinus, typically found in the Sertão
of Pernambuco, especially in temporarily flooded
areas, road margins, and abandoned crops. Data
available suggest that R. echinus is autogamous,
but needs pollinators to secure its reproductive
success (Dias & Kill 2007). Sesbania virgata (Cav.) Pers. is commonly
used in restoration programs due to its
aggressiveness in terms of growth rate and ability
to quickly cover up the soil. This species is native to
several areas of Brazil. It occurs mainly in pioneer
riparian vegetation of midwestern and southeastern
regions (Carpanezzi & Fowler 1997; Braggio et al. 2002), in Brazilian Savanna (Cerrado) and Atlantic
Forest areas (Braggio et al. 2002). The breeding system of each species is
crucial to assure the perpetuation of its descendants
and enable the colonization of new habitats
and the occurrence of natural evolutionary
processes. Analyzing floral biology and pollination
mechanisms is very important (Silva & Pinheiro
2007), especially in the case of species with
invasive potential. In this sense, knowledge of
floral morphology, pollination, and breeding
mechanisms will contribute to set the ground
for the control and management of this species. The present study, therefore, aimed at analyzing
the floral biology of S. virgata in a population
located in northeastern Brazil, to help understand
how reproduction integrates the species invasion
strategy. The biological traits of invasive plants
influence their colonization success, and studying
their reproductive system is particularly important
for their management (Blanco 1972; Estes et al. 1983). Study area The present study assessed a natural
population of Sesbania virgata in the municipality
of Areia, state of Paraíba, northeastern Brazil
(06o58’04”S, 35o41’33”W, 527 m a.s.l.). The area
is located in a region known as Brejo Paraibano
(ca. 269,424 km2) (IBGE 2011). The climate is
mild, with average annual temperatures ranging
from 22 to 26oC. It has a rugged relief where open
rainforests predominate (IBGE 1992), and highland
swamps are also found. The occurrence of S. virgata as invasive in
the Brazilian Caatinga is somewhat recent, dating
back to no longer than three decades (Andrade
2006). The preferential sites for the species within
this biome are riparian forests around reservoirs
(Andrade 2013). This species is also considered
invasive in other regions of Brazil, and has a
negative effect on the structure and diversity of
native plant communities in all three study sites
along riparian forests of the Paraiba River. In
Area II, Salgado de São Félix, state of Paraíba, S. virgata had a higher value of importance for the
shrub-arboreal layer (Souza 2012). Introduction However, Pyšek & Richardson (2007)
stated that the role of plant traits in biological
invasion is highly stage- and habitat-specific. When
invasive species are able to set flowers and fruits
in human-modified habitats, even in the absence of
pollinators, in-depth studies are strongly needed. Self-fertilization assures the perpetuation of those
species and thus also plays a role in biologic
invasion. Species description Sesbania virgata is a shrub that reaches
up to 6 m in height, 25 cm in diameter at breast
height (DBH), and 5 m in crown width. It has a
short lifespan (no longer than eight years) and
a moderate ability to compete with grasses and
resprout from stump after pruning or fire. It grows
spontaneously on humid soils and can be associated
with Rhizobium (Carpanezzi & Fowler 1997). Its
fruits are nucoid, indehiscent, their color changes
from green to opaque brown during the ripening,
and they show a dry texture associated with rough
skin. Their average values are 5.81 mm in length,
7.82 in width, and 5.81 in thickness. The seeds (ca. Studies on other invasive plants have
associated invasion success with reproductive
strategy, which is consistent with Williamson &
Fitter (1996). For instance, characteristics such
as independence of pollinators, large fruit set, and
fast fruit ripening can facilitate the permanence
of another plant species, Ipomoea eriocalyx, in
invaded environments. Studies on floral biology,
phenology, pollination mechanisms, and breeding
systems in species of the Caatinga have been
carried out since 1990 (Machado & Lopes 2002; Rodriguésia 67(4): 871-878. 2016 873 Biologia floral da espécie invasora Sesbania virgata (Cav.) Pers. sampled ten individual plants for analyzing their
floral biology. 4.44 per fruit) are reniform, light chestnut-brown
with a smooth, glossy, and hard seed coat. Their
average values are 6.87 mm in length, 4.4 mm
in width, and 3.22 mm in thickness. The average
weight of 1,000 seeds is 7.78 g. The germination
is epigeal, and the seedling bears proto-leaves
composed of 4–9 leaflets and a sub-woody, white
or brown radicle (Araujo et al. 2004). For the analysis of floral morphology, we
fixed the flowers in ethanol 70% and took them
to the Laboratory of Plant Ecology at the Campus
IV of the Federal University of Paraiba (UFPB)
at Rio Tinto. The data recorded included: flower
morphology, flower biometry, anthesis, breeding
system, pollen viability, number of pollen grains,
and flower visitors. We measured the size of the
floral elements of 30 flowers (3 flowers per plant,
ten plants) with a digital caliper. We collected Data collection Data collection Data collection and analysis were carried
out from April to December 2010. We randomly Rodriguésia 67(4): 871-878. 2016
Figure 1 – Pollination experiments carried out in Areia, state of Paraíba, northeastern Brazil – a-b. fruit set; c. bagged
flowers; d. flower marking. a
b
c
d a a d b b
c
d d b c Figure 1 – Pollination experiments carried out in Areia, state of Paraíba, northeastern Brazil – a-b. fruit set; c. bagged
flowers; d. flower marking. Rodriguésia 67(4): 871-878. 2016 Souza, V.C. et al. 874 inflorescences in the field. Next, we took the
inflorescences to the Laboratory of Botany at
the Agricultural Sciences Center, municipality of
Areia, state of Paraíba, where we analyzed their
flower morphology under a stereomicroscope. Rodriguésia 67(4): 871-878. 2016 Pollen viability and pollen/ovule ratio Pollen viability and pollen/ovule ratio
To estimate the pollen viability, we removed
the anthers of ten pre-anthesis flower buds and
stained them with acetic carmine 2% (Radford et
al. 1974). We considered viable the pollen grains
stained in red. We performed pollen grain counting
in a Neubauer chamber and determined pollen/
ovule ratio following Cruden (1977). Although
the pollen/ovule ratio per se does not prove that
a species is autogamous, it corroborates this
hypothesis. Anthesis Results and Discussion Characteristics of the species
Sesbania virgata is a shrub that bears raceme
inflorescences. Its flowers are zygomorphic,
pedunculate, hermaphrodite, and show a pale
yellow corolla, diadelphous androecium bearing
anthers with longitudinal dehiscence, and
inconspicuous stigma. In S. virgata flowers, three
types of petals can be easily distinguishable: banner
(11.92 mm), wings (8.27 mm), and keel petals
(9.3 mm). The average number of pollen grains
per flower was 22,918, which have high viability:
99.93% (Tab. 1). Brito et al. (2010) studied the
reproductive biology of other Fabaceae species
and also reported high pollen viability: 97% in
Sophora tomentosa and 99% in Crotalaria vitellina. According to Etcheverry et al. (2008), the flowers
of Fabaceae species show an intricate architecture. Therefore, pollen reception can only be achieved
by highly specialized mechanisms. Although the
population studied shows a continuous flowering
pattern (Newstrom et al. 1994), a flowering peak
occurred in the dry season, from November 2010
to January 2011. We assessed the species’ breeding system
through pollination experiments (Fig.1) carried
out in the field. We marked 20 individual plants
and covered 23 inflorescences bearing pre-anthesis
flower buds with voile bags to test for spontaneous
self-pollination and fruit set. We left additional 23
inflorescences under natural conditions (control
group), with flowers exposed to flower visitors. In both groups, we assessed pollination success
through fruit yield. We monitored anthesis for
five consecutive days. We marked pre-anthesis
flower buds and recorded information on anthesis
beginning and duration. We carried out non-standardized observations
of flower visitors during anthesis, and photographed
the flowers whenever possible. To compare the number of fruits formed
between treatments, we calculated a t test in
BioEstat 5.0. Besides carrying male gametes, the pollen
grains are also a protein source for flower visitors
and paramount for the reproductive success of
plants (Faegri & van der Pijl 1979). Sesbania
virgata shows, on average, 22,918 pollen grains
per flower, which makes the pollen one of the
most important nutritional resources offered to
pollinators. Anthesis The anthesis is diurnal and begins with
the banner petal slowly unbending at ca. 10:00. R d i é i 67(4) 871 878 2016
Table 1 – Floral traits of Sesbania virgata in a population studied in Areia, state of Paraíba, northeastern Brazil. Traits
Measurements
Length (mm)
12.7 (15,29 ± 10,25)
Width (mm)
3.0 (7,94 ± 1,72)
Sepals (mm)
5.1 (5,96 ± 3,56)
Peduncle (mm)
3.8 (5,11 ± 2,36)
Stigma (mm)
8.8 (10,64 ± 7,09)
Pollen/ovule ratio
4,583.6
Pollen viability (%)
99.93%
Pollen grains (mean value)
22,918 Floral traits of Sesbania virgata in a population studied in Areia, state of Paraíba, northeastern Brazil. Rodriguésia 67(4): 871-878. 2016 875 Biologia floral da espécie invasora Sesbania virgata (Cav.) Pers. success was 55.67% in the control (pollination
free from visitors) and 27.34% in the treatment
of spontaneous self-pollination. Aguiar et al. (2012) reported a mixed reproductive system
in Oeceoclades maculate composed of cross-
pollination and autogamy. Similarly to our study
species, this system is probably related to its
success in colonizing new and isolated habitats. This process is asynchronous: most flowers are
completely open by 12:00, but some flowers begin
anthesis only at 14:00. The increase in temperature
probably favors anthesis, as its peak occurred
around 12:00. The flowers remained open until the
following day. Flower opening occurs from the base
to the apex of the inflorescence. There are flowers
and flower buds at different development stages
on the same inflorescence. The extended flower
opening favors pollinator activity throughout the
day. This strategy may benefit cross-pollination,
as it makes the pollen available as a resource in
different plants and flowers simultaneously for
flower visitors. g
The population studied showed a continuous
flowering pattern. Therefore, a given number of
flowers per day on each plant, in a large amount
at the peak of the phenophase, could restrict the
movement of pollinators. Indeed, we observed few
pollinators visiting several flowers per plant, as
well as several different plants. Some pollinators
were bees (Xylocopa sp.), and we collected them. We bagged flowers after the first visit of pollinators
to reduce the pollen flow and avoid additional visits
of other pollinators. However, those flowers set
fruits. According to Stephenson (1981), this could
reduce the pollen flow among plants, which would
favor self-pollination. The asynchronous pattern seems to be
common in some Fabaceae species. Anthesis Usually, the
anthesis is diurnal and lasts only one day (Primack
1985), but some species may show differences in
flower duration, as observed in Mucuna sp. flowers
(Agostini 2004). Guedes et al. (2009) classified the
anthesis of Canavalia brasiliensis Mart. ex Benth
(Fabaceae) as diurnal and asynchronous. Souza et
al. (2012) classified the anthesis of Senna cana
(Fabaceae) as diurnal and very slow. According
to the same author, the reproductive success of S. cana and its subsequent establishment result not
only from the morpho-structural characters of the
flower, but also from the vegetative phenology and
reproductive strategies. Autogamy is a reproductive characteristic of
invasive and pioneer species that occupy clearings
and forest edges (Williamson 1996; Holsinger
2000). In the present study, S. virgata individuals
occurred in areas similar to clearings, i.e., high-light
environments. Repeated cycles of colonization and
low density may favor this kind of reproduction
to assure the perpetuation of the species (Barret et
al. 2008). Although several Fabaceae species are
autogamous (Arroyo 1981), there is evidence that
cross-fertilization also takes place (Borges 2006). References Aguiar, J.M.R.B.V.; Pansarin, L.M.; Ackerman, J.D. &
Pansarin, E.R. 2012. Biotic vs abiotic pollination in
Oeceoclades maculata (Lindl,) Lindl. (Orchidaceae:
Epidendroideae). Plant Species Biology 27: 86-95. Agostini, K. 2004. Ecologia da polinização de Mucuna
sp. nov. (Fabaceae) no litoral norte de São Paulo,
Brasil. Tese de Doutorado. Universidade Estadual
de Campinas, Campinas. 97p. Agostini, K.; Sazima, M. & Sazima, I. 2006. Bird
pollination of explosive flowers while foraging for
nectar and caterpillars. Biotropica 38: 674-678. Andrade, L.A. 2006. Espécies exóticas invasoras no
nordeste do Brasil: impactos nos ecossistemas
locais. In: Mariath, J.E.A. & Santos, R.P. (org.). Os avanços da botânica no início do século XXI:
morfologia, fisiologia, taxonomia, ecologia e
genética. Sociedade Botânica do Brasil, Porto
Alegre. 752p. Autogamy would work as a safety mechanism
to assure reproduction when pollinators are scarce
(Endress 1994). Hence, autogamy might contribute
to increasing seed set and the species’ fitness. Andrade, L.A.; Fabricante, J.R. & Alves, A.D.S. 2008. Algaroba [Prosopis juliflora (Sw.) DC.]:
Impactos sobre a fitodiversidade e estratégias de
colonização em área invadida na Paraíba. Natureza
& Conservação 6: 61-67. Results indicate that, despite the high
pollination efficiency, populations of this rewarding
orchid species (Epipactis palustris) were strongly
pollen limited. On the other hand, costs of early
inbreeding depression were high, which may
prevent rapid evolution of complete selfing
(Jacquemyn & Brys 2015). Andrade, L.A.; Fabricante, J.R. & Oliveira, F.X. 2009. Invasão biológica por Prosopis juliflora (Sw.)
DC. Impactos sobre a diversidade e a estrutura do
componente arbustivo-arbóreo da caatinga no estado
do Rio Grande do Norte, Brasil. Acta Botanica
Brasiliense, 23: 935-943. According to Raven (1996), the appearance
of the hermaphrodite flower was an important
evolutionary development in Angiosperms. The
presence of carpels and stamens in the same
flower allows the pollinator to remove and deposit
pollen simultaneously. This process increases the
efficiency of the pollinator at each visit and, thus,
gives a selective advantage to the plant. Andrade, L.A. de. 2013. Plantas invasoras: espécies
vegetais exóticas invasoras da Caatinga e
ecossistemas associados. UFPB/CCA, Areia. 100p. Araújo, E.C.; Mendonça, A.V.R.; Barroso, D.G.;
Lamônica, K.R. & Silva, R.F. 2004. Caracterização
morfológica de frutos, sementes e plântulas de
Sesbania virgata (CAV.) PERS. Revista Brasileira
de Sementes 26: 105-110. Arroyo, M.T.K. 1981. Breeding systems and pollination
biology in Leguminosae. In: Polhill, R.M. & Raven,
P.H. (eds.). Advances in legume systematics: part 2. Royal Botanic Garden, Kew. Pp. 723-769. Conclusions Sesbania virgata is autogamous, which is
an important mechanism to assure colonization. The reproductive success and establishment of the
species is a result of its reproductive strategy, as
well as of its production of flowers/pollen, mainly
during the dry season. This strategy is advantageous
for the studied species in the marshes (“Brejo”) of
Paraíba, where the climate is favorable and with
no heavy rains that might harm flowers. Baker, H.G. 1974. The evolution of weeds. Annual
Review of Ecology and Systematics 5: 1-24. Barret, S.C.H.; Colautti, R.I. & Eckert, C.G. 2008. Plant reproductive systems and evolution during
biological invasion. Molecular Ecology 17: 373-
383. Blanco, H.G. 1972. A importância dos estudos ecológicos
nos programas de controle das plantas daninhas. O
Biológico 38: 343-350. Borges, H.B.N. 2006. Biologia reprodutiva de
Centrosema pubescens Benth. (Fabaceae). Boletim
do Museu Paraense Emilio Goeldi Ciências Naturais. Belém. Disponível em <http://scielo.iec.pa.gov. br/scielo.php?script=sci_arttext&pid=S1981-
81142006000100003&lng=pt&nrm=iso>. Acesso
em 3 fevereiro 2016. Breeding system Sesbania virgata is autogamous, as fruits
were formed in both treatments: control and
spontaneous self-pollination (Tab. 2). This result
provides evidence that S. virgata does not depend
on pollinators to transfer pollen grains from the
anthers to the stigmatic surface. The pollen grains
were already available when the flower bud was
closed. This strategy assures the maintenance of
genetic variability, which is necessary for the
permanence of the species in the habitat in the
face of environmental pressures that are common
in tropical areas. The mesquite tree (Prosopis
juliflora), a legume (Fabaceae) of the subfamily
Mimosoidae, is another invasive species with a
reproductive biology similar to that of S. virgata. It
has invaded extensive river margins and degraded
areas, which resulted in high population density
(Andrade et al. 2009; Leão et al. 2011). There was a significant difference in fruit
set between the control and the treatment of
spontaneous self-pollination (t = 3.0720, p =
0.0018). This result suggests that pollinators
increased fruit set in this species. The reproductive Rodriguésia 67(4): 871-878. 2016
Table 2 – Pollination and fruit set in flowers of Sesbania virgata (in each treatment) in Areia, state of Paraíba,
northeastern Brazil. Treatments
Flowers/Fruits (Fr/Fl)
Success %
Spontaneous self-pollination
12.69/3.47
27.34
Open pollination (control)
12.95/7.21
55.67 Rodriguésia 67(4): 871-878. 2016 Rodriguésia 67(4): 871-878. 2016 Souza, V.C. et al. Souza, V.C. et al. 876 In spite of the fruit set observed in autogamy
experiments, the pollen/ovule ratio also suggests
S. virgata as a preferentially xenogamous plant. However, in self-pollination experiments, we
observed the formation of fruits. Therefore, this
classification may not be suitable for S. virgata,
as spontaneous self-pollination also occurs. According to Baker (1974), a certain balance
between self-compatibility and cross-pollination
is beneficial to weeds. The author states that
once a seed is dispersed to a distant place, the
formation of a new population will depend on the
self-pollination capacity of the species. Sesbania
virgata is autogamous, which seems to be a good
strategy combined with the ability of this species
to invade degraded areas, such as the study site. Acknowledgements We thank the students from the Laboratory
of Plant Ecology, especially Francisco Thiago,
Ariosto, and Beatriz Symara, for their help during
the experiments. Rodriguésia 67(4): 871-878. 2016 877 Biologia floral da espécie invasora Sesbania virgata (Cav.) Pers. seed set in a rewarding orchid. American Journal of
Botany 102: 67-72. Braggio, M.M.; Lima, M.E.L.; Veasey, E.A. &
Haraguchi, M. 2002. Atividades farmacológicas das
folhas de Sesbania virgata (CAV.) PERS. Revista
Arquivos do Instituto Biológico 69: 49-53. Judd, W.S.; Campbell, C.S.; Kellogg, E.A.; Stevens, P.F. & Donoghue, M.J. 2009. Sistemática vegetal: um
enfoque filogenético. Artmed, Porto Alegre. 632p. Brito, V.L.G.; Pinheiro, M. & Sazima, M. 2010. Sophora
tomentosa e Crotalaria vitellina (Fabaceae):
biologia reprodutiva e interações com abelhas na
restinga de Ubatuba, São Paulo. Biota Neotropica
10: 185-192. Leão, T.C.C.; Almeida, W.R.; Dechoum, M. & Ziller, S.R. 2011. Espécies exóticas invasoras no nordeste do
Brasil. In: Leão, T.C.C.; Almeida, W.R.; Dechoum,
M. & Ziller, S.R. (org.). Contextualização, manejo e
políticas públicas. CEPAN/Instituto Hórus, Recife. Pp. 21-76. Carneiro, A.M. & Irgang, B.E. 2005.Origem e distribuição
geográfica das espécies ruderais da Vila de Santo
Amaro, General Câmara, Rio Grande do Sul. IHERINGIA, Série Botânica 60: 175-188. Cruden, R.W. 1977. Pollen-ovule ratios: a conservative
indicator of breeding systems in flowering plants. Evolution 31: 32-46. Carneiro, A.M. & Irgang, B.E. 2005.Origem e distribuição
geográfica das espécies ruderais da Vila de Santo
Amaro, General Câmara, Rio Grande do Sul. Leite, A.V. & Machado, I.C. 2009. Biologia reprodutiva
da catingueira (Caesalpinia pyramidalis Tul.,
Leguminosae-Caesalpinoideae), uma espécie
endêmica da Caatinga. Revista Brasileira de
Botânica 32: 79-88. IHERINGIA, Série Botânica 60: 175-188. Cruden, R.W. 1977. Pollen-ovule ratios: a conservative
indicator of breeding systems in flowering plants. Evolution 31: 32-46. Carpanezzi, A.A. & Fowler, J.P.A. 1997. Quebra da
dormência tegumentar de sementes de Sesbania
virgata (Cav.) Pers. EMBRAPA. Comunicado
Técnico, 14. EMBRAPA CNPF, Colombo. Pp. 1-2. Lima, H.C. 2000. Leguminosas arbóreas da Mata
Atlântica: uma análise da riqueza, padrões de
distribuição geográfica e similiaridades florísticas
em remanescentes florestais do Estado do Rio de
Janeiro. Tese de Doutorado. Universidade Federal
do Rio de Janeiro, Rio de Janeiro. 151p. Dias, C.T.V. & Kiill, L.H.P. 2007. Ecologia da
polinização de Raphiodon echinus (Nees e Mart.)
Schauer (Lamiaceae) em Petrolina, PE, Brasil. Acta
Botanica Brasilica 21: 977-982. Machado, I.C. & Lopes, A.V. 2002. A polinização em
ecossistemas de Pernambuco: uma revisão do estado
atual do conhecimento. In: Tabarelli, M. & Silva,
J.M.C. (eds.). Acknowledgements Diagnóstico da biodiversidade de
Pernambuco. Editora Massangana, Recife. 722p. Endress, P.K. 1994. Diversity and evolutionary biology
of tropical flowers. Cambridge University Press,
Cambridge. 407p. Estes, J.R.; Amos, B.B. & Sullivan, J.R. 1983. Pollination
from two perspectives: the agricultural and
biological sciences. In: Jones, C.E. & Little, R.J. (eds.). Handbook of experimental pollination
biology. Scientific and Academic Editions, New
York. 558p. Newstrom, L.E.; Frankie, G.W. & Baker, H.G. 1994a. A new classification for plant phenology based on
flowering patterns in lowland tropical rain forest
trees at La Selva, Costa Rica. Biotropica 26: 141-
159. Nogueira, E.M.L. & Arruda, V.L.V. 2006. Fenologia
reprodutiva, polinização e sistema reprodutivo
de Sophora tomentosa L. (Leguminosae -
Papilionoideae) em restinga da praia da Joaquina,
Florianópolis, sul do Brasil. Revista Biotemas 19:
29-36.l Etcheverry, A.V.; Alemán, M.M. & Fleming, T.F. 2008. Flower morphology, pollination biology and mating
system of the complex flower of Vigna Caracalla
(Fabaceae: Papilionoideae). Annals of Botany,
Oxford Journals 102: 305-316. Primack, R.B. 1985. Longevity of individual flowers. Annual Review of Ecology and Systematics 16:
15-37. Faegri, K. & van der Pijl, L. 1979. The principles of
pollination ecology. Pergamon Press, Oxford. 244p. Guedes, R.S.; Quirino, Z.G.M. & Gonçalves, E.P. 2009. Fenologia reprodutiva e biologia da polinização de
Canavalia brasiliensis Mart. ex Benth. (Fabaceae). Revista Biotemas 22: 27-37. Pyšek, P. & Richardson, D.M. 2007. Traits associated
with invasiveness in alien plants: where do we
stand? Biological invasions. Nentwig, W. Springer-
Verlag Berlin Heidelberg, New York. Pp. 97-122. Holsinger, K.E. 2000. Reproductive systems and
evolution in vascular plants. Proceedings of the
National Academy of Sciences, USA 97: 7037-7042.i Radford, A.E.; Dickison, W.C.; Massey, J.R. & Bell,
C.R. 1974. Vascular plant systematics. Harper &
Row Publishers, New York. 891p. Instituto Brasileiro de Geografia e Estatística. 2011. Cidades. Disponível em <http://www.ibge.gov.br/
cidadesat/painel/painel.php?codmun=250990>. Acesso em 7 dezembro 2011.i Raven, P.H.; Evert, R.F. & Eichhorn, S.E. 1996. Biologia
vegetal. Guanabara Koogan, Rio de Janeiro. 728p.l Silva, A.L.G.S. & Pinheiro, M.C.B. 2007. Biologia floral
e da polinização de quatro espécies de Eugenia L. (Myrtaceae). Acta Botanica Brasilica 21: 235-247. Instituto Brasileiro de Geografia e Estatística. 1992. Manual técnico da vegetação brasileira. Série
manuais técnicos em geociências. Vol. 1. Fundação
Instituto Brasileiro de Geografia e Estatística -
IBGE, Rio de Janeiro. 92p. Souza, I.M.; Coutinho, K. & Funch, L.S. 2012.Estratégias
fenológicas de Senna cana (Nees & Mart.) H.S. Irwin
& Barneby (Fabaceae: Caesalpinioideae) como
mecanismo eficiente para atração de polinizadores. Artigo recebido em 15/07/2015. Aceito para publicação em 11/05/2016. Acknowledgements Acta Botanica Brasilica 26: 435-443. Jacquemyn, H. & Brys, R. 2015. Pollen limitation and
the contribution of autonomous selfing to fruit and Rodriguésia 67(4): 871-878. 2016 878 Souza, V.C. et al. Souza, V.C. et al. Sukopp, H. & Trepl, L. 1987. Extinction and naturalization
of plant species as related to ecosystem structure and
function. Ecological Studies 61: 245-276. Souza, V.C. 2012. Invasão biológica por Sesbania
virgata (CAV) Pers. na Paraíba, Brasil: Biologia
reprodutiva, ecofisiologia de sementes e estrutura
populacional. Tese de Doutorado. Universidade
Federal da Paraíba, Areia. 199p. Williamsom, M. 1996. Biological invasions. Chapman
e Hall, London. 256p. Stephenson, A.G. 1981. Flower and fruit abortion:
proximate causes and ultimate functions. Annual
Review of Ecology and Systematics 12: 253-279. Williamson, M.H. & Fitter, A. 1996. The characters of
successful invaders. Biological Conservation 78:
163-170. Rodriguésia 67(4): 871-878. 2016
|
https://openalex.org/W4323566436
|
https://ijsr.internationaljournallabs.com/index.php/ijsr/article/download/750/650
|
English
| null |
The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to Article 1320 of the Civil Code
|
Journal of Social Research
| 2,023
|
cc-by-sa
| 3,964
|
P-ISSN: 2827-9832
E-ISSN: 2828-335x
http://ijsr.internationaljournallabs.com/index.php/ijsr P-ISSN: 2827-9832
E-ISSN: 2828-335x
http://ijsr.internationaljournallabs.com/index.php/ijsr THE LEGAL FORCE OF THE COOPERATION AGREEMENT
LETTER IN A COOPERATION AGREEMENT IS REVIEWED
ACCORDING TO ARTICLE 1320 OF THE CIVIL CODE Irma Shintia Kumaralo, Risdalina, Indra Kumalasari M
Faculty of Law, Universitas Labuanbatu
irmashintiak@gmail.com, risdalinasiregar@gmail.com, indrakumalsarim@gmail.com Irma Shintia Kumaralo, Risdalina, Indra Kumalasari M
Faculty of Law, Universitas Labuanbatu
irmashintiak@gmail.com, risdalinasiregar@gmail.com, indrakumalsarim@gmail.com In every activity that is an agreement, of course, there is an agreement that has been made. Whether it is in
business, or in certain special matters. This study aims to find out and analyze the regulation of cooperation
agreement letters in the civil code (hyperdata). As well as knowing and analyzing the Principles and
Determining Factors in Making a Draft Contract (Cooperation Agreement). This research belongs to the
normative type of research. So it can be known that agreements are specifically regulated in the Civil Code,
Book III, Chapter II on "Agreements Born of Contracts or Agreements" and Chapter V to Chapter XVIII
which regulates the principles of legal principles and legal norms of treaties in general, as well as legal
norms of treaties that have special characteristics better known as named agreements. In addition, basically,
the contract that the parties conclude applies as a law to those who make it. The factors that must be
considered by the parties are the legal authority of the parties, taxation, over legal rights, agricultural issues,
choice of law, dispute resolution, termination of contracts, and the form of standard agreements agreed upon Keywords: letter of agreement, cooperation, engagement INTRODUCTION Article 1266 of the Civil Code can be cited as follows: Article 1266 of the Civil Code can be cited as follows: "The void condition is deemed to always be included in a reciprocal agreement if one of
the parties does not fulfill its obligations. "The void condition is deemed to always be included in a reciprocal agreement if one of
the parties does not fulfill its obligations. In such a case consent is not null and void, but annulment must be requested to the Court
(Santosa, 2015). This request must also be made, even if the void condition regarding non-
fulfillment of the obligation is stated in the consent (Dalimunthe, 2017). In such a case consent is not null and void, but annulment must be requested to the Court
(Santosa, 2015). This request must also be made, even if the void condition regarding non-
fulfillment of the obligation is stated in the consent (Dalimunthe, 2017). “If the void condition is not stated in the agreement, then the Judge in view of the
circumstances, at the request of the defendant, is free to give a period of time to fulfill the
obligation, but that period shall not be more than one month." Article 1267 of the Civil Code can be cited as follows: Article 1267 of the Civil Code can be cited as follows: "The party against whom the engagement is not fulfilled may vote; forcing the other party
to comply with the agreement, if it is still possible, or demanding the cancellation of the
agreement, with reimbursement of costs, losses, and interest." "The party against whom the engagement is not fulfilled may vote; forcing the other party
to comply with the agreement, if it is still possible, or demanding the cancellation of the
agreement, with reimbursement of costs, losses, and interest." The waiver of Articles 1266 and 1267 is so that in the event of default or non-fulfillment
of the contents of the agreement by one of the parties, then: The waiver of Articles 1266 and 1267 is so that in the event of default or non-fulfillment
of the contents of the agreement by one of the parties, then: The cancellation of an agreement does not need to go through the process of a void
application to the court but can be based on the agreement of the parties themselves
(Lambsdorff, 2002). INTRODUCTION The cancellation of an agreement does not need to go through the process of a void
application to the court but can be based on the agreement of the parties themselves
(Lambsdorff, 2002). A party whose agreement is not fulfilled may force the other party to fulfill the contents
of the agreement or demand the cancellation of the agreement to the court by charging
reimbursement of costs, losses, and interest (Chang & Ive, 2007). INTRODUCTION In every activity that is agreement, of course, there is an agreement that has been made
(Harahap, 1982). Whether it is in business, or in certain or special matters (Kolk, 2016). Articles 1320, 1266, and 1267 of the Civil Code describe the legal terms of an agreement
and the waiver of articles in the occurrence of default. Articles 1320, 1266, and 1267 of the Civil Code describe the legal terms of an agreement
and the waiver of articles in the occurrence of default. In the explanation of Article 1230 of the Civil Code (Civil Code) can be found the legal
terms of an agreement, in general, can be known as follows: In the explanation of Article 1230 of the Civil Code (Civil Code) can be found the legal
terms of an agreement, in general, can be known as follows: The four legal terms of an agreement include: 1. An agreement that binds both parties. 2. Proficiency in making an engagement. 3. A particular subject matter. 4. A cause that is not forbidden. 4. A cause that is not forbidden. The four valid juridical requirements of an agreement contract are as follows: • Objective valid terms based on article 1320 of the Civil Code. 1. Specific object/Subject. 2. Allowed/justified/legalized causation. • Subjective legal terms under article 1320 of the Civil Code. 1. The existence of the agreement and will. 2. Authority to do. 2. Authority to do. 917 The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code • Common legal terms outside article 1320 of the Civil Code. 1. The contract must be performed in good faith. 2. The contract must not conflict with applicable customs. 3. The contract must be performed on the basis of the principle of propriety. 4. The contract must not violate the public interest. • Special legal terms. 1. Written terms for a particular contract. 1. Written terms for a particular contract. 2. The terms of the notarial deed for a particular contract. 3. The terms of the deed of an official other than a notary for a particular contract. 4. The condition of permission from the authorized official for a particular contract. RESULTS AND DISCUSSION Regulation of Cooperation Agreement Letter in the Civil Code (KuhPerdata) The Civil Code is a law that is a source of formal law as well as a source of material law
for treaty law in force in Indonesia. The Agreement is specifically regulated in the Civil Code, Book III, Chapter II on
"Agreements Born of Contracts or Agreements" and Chapters V through Chapter XVIII which
regulate the legal principles and legal norms of treaties in general. As well as the legal norms of treaties that have special characteristics that are better known
as named agreements (Harefa & Tuhana, 2016). Based on Article 1233 of the Civil Code regarding covenants, explains that: "An
engagement was born because of an agreement or because of a law." (Civil Code). Based on Article 1233 of the Civil Code regarding covenants, explains that: "An
engagement was born because of an agreement or because of a law." (Civil Code). Furthermore, Article 1333 of the Civil Code states that: "An agreement is an act in which
one or more persons bind themselves to another or more persons." Furthermore, Article 1333 of the Civil Code states that: "An agreement is an act in which
one or more persons bind themselves to another or more persons." Based on provisions in Article 1320 of the Civil Code, it states that there are 4 (four)
conditions for the validity of an agreement, namely: Based on provisions in Article 1320 of the Civil Code, it states that there are 4 (four)
conditions for the validity of an agreement, namely: 1. There is a word of the agreement for those who bind themselves; 2. The ability of the parties to make an agreement; 2. The ability of the parties to make an agreement; 3. A certain thing; and 4. A cause (causa) that is lawful. The first and second terms are called subjective terms because they pertain to the subject
of the agreement. Meanwhile, the third and fourth terms related to the object of the agreement
are called objective conditions. The difference between the two terms is also associated with the null and void issue
(nieteg or null and ab initio) and the vernietigbaar=voidable of an agreement. The difference between the two terms is also associated with the null and void issue
(nieteg or null and ab initio) and the vernietigbaar=voidable of an agreement. METHOD The research method used in this study is a normative legal research method. Normative
legal research is legal research carried out by examining library materials or secondary data
(Soekanto, 2007). According to Marzuki (2017), normative legal research is a process to find a rule of law,
legal principles, and legal doctrines to answer the legal issues faced. In this type of legal research, often the law is conceptualized as what is written in
legislation or law is conceptualized as a rule or norm that is a benchmark for human behavior
that is considered appropriate (Asikin, 2004). 2, 3., February 2023 918 The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed
According to Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed
According to Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed
According to Article 1320 of the Civil Code RESULTS AND DISCUSSION If the objective conditions in the agreement are not met then the Agreement is null and
void or the agreement is void, the law considers the agreement to have never existed. If the objective conditions in the agreement are not met then the Agreement is null and
void or the agreement is void, the law considers the agreement to have never existed. If the subjective conditions are not met then the Agreement may be canceled or as long as
the agreement has not been or is not canceled by the court, then the agreement in question
continues to be in force. The four conditions for the validity of the treaty are the basis for the
birth of a treaty. In the law of covenants, we know five important principles that are at once the essence of
the law of covenants (Sinaga, 2018). The five principles are: In the law of covenants, we know five important principles that are at once the essence of
the law of covenants (Sinaga, 2018). The five principles are: 1. The principle of freedom to enter into agreements 4. Principles of good faith Article 1338 paragraph (3) of the Civil Code states that, "All agreements shall be executed
in good faith". This principle states that the parties, namely the creditor and the debtor, must carry out the
substance of the contract based on the trust or firm belief or good will of the parties (Mackaay,
2011). 2. The principle of consensual The principle of consumerism can be traced in the formulation of Article 1320 paragraph
(1) of the Civil Code. In this article, it is determined that one of the conditions for the validity of the agreement
is the agreement of both parties. The agreement is valid if an agreement has been reached on
the subject matter and no more formalities are needed (Hayek, 2002). In this article, it is determined that one of the conditions for the validity of the agreement
is the agreement of both parties. The agreement is valid if an agreement has been reached on
the subject matter and no more formalities are needed (Hayek, 2002). However, various provisions of the law stipulate that for the validity of the agreement must
be made in writing or is required to be made by a deed made by an authorized official (for
example, a deed of establishment of a Limited Liability Company). The principle of consensual known in the Civil Code relates to the form of agreements. 3. The principle of pacta sunt servanda The principle of consensual known in the Civil Code relates to the form of agreements. 3. The principle of pacta sunt servanda This principle is translated as the principle of legal certainty summarized in the formulation
of Article 1338 paragraph (1) of the Civil Code, "All agreements made validly apply as laws". The principle of pacta sunt servanda states the judge or third party must respect the
substance of the agreement entered into by the parties, as befits a statute. This principle is translated as the principle of legal certainty summarized in the formulation
of Article 1338 paragraph (1) of the Civil Code, "All agreements made validly apply as laws". h
l
f
d
h
j d
hi d
h This principle is translated as the principle of legal certainty summarized in the formulation
of Article 1338 paragraph (1) of the Civil Code, "All agreements made validly apply as laws". The principle of pacta sunt servanda states the judge or third party must respect the
substance of the agreement entered into by the parties as befits a statute The principle of pacta sunt servanda states the judge or third party must respect the
substance of the agreement entered into by the parties, as befits a statute. They may not intervene or intervene in the substance of the agreement concluded by the
parties. 1. The principle of freedom to enter into agreements 1. The principle of freedom to enter into agreements Freedom of entering into treaties is one of the principles in the common law prevailing in
the world (Anand, 2011). Freedom of entering into treaties is one of the principles in the common law prevailing in
the world (Anand, 2011). This principle gives every citizen the freedom to enter into an agreement on anything,
provided that it does not conflict with laws and regulations, propriety and public order. This principle gives every citizen the freedom to enter into an agreement on anything,
provided that it does not conflict with laws and regulations, propriety and public order. Article 1338 paragraph (1) of the Civil Code states, "All agreements made lawfully apply
as laws to those who make them". The principle of freedom of entering into a treaty is a principle that gives freedom to the
parties to the agreement to: a. Make or not make an agreement; b. Enter into an agreement with anyone; 2, 3., February 2023 919 The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code c. Determine the content of the agreement, its implementation and terms; d. Determine the form of the agreement i.e. written or unwritten; e. Accept or deviate from the provisions of the legislation of a rational nature. All agreements or the entire contents of the agreement, provided that they are qualified,
apply to their makers with the same force as the law. The parties to the agreement are free to enter into an agreement with any content in an
agreement by taking into account the applicable legal limitations, including the limitations of
moral norms living in society. 5. The principle of personality It is the principle that determines that a person who will perform and or make a covenant
is for individual purposes only (van Dyke, 1977). This can be seen in Article 1315 and Article
1340 of the Civil Code. It is the principle that determines that a person who will perform and or make a covenant
is for individual purposes only (van Dyke, 1977). This can be seen in Article 1315 and Article
1340 of the Civil Code. Article 1315 is formulated, "Generally no man may bind himself on his own behalf or ask
for the establishment of a promise, except for himself". Article 1315 is formulated, "Generally no man may bind himself on his own behalf or ask
for the establishment of a promise, except for himself". Article 1315 relates to the formulation of Article 1340 of the Civil Code, "Agreements are
valid
only
between
the
parties
who
make
them"
(http://titintrianash.blogspot.com/2015/06/normal-0-false-false-false-in-x-none-x.html. Titin
Triana. Legal Certainty of Oral Treaties.). Article 1315 relates to the formulation of Article 1340 of the Civil Code, "Agreements are
valid
only
between
the
parties
who
make
them"
(http://titintrianash.blogspot.com/2015/06/normal-0-false-false-false-in-x-none-x.html. Titin
Triana. Legal Certainty of Oral Treaties.). In addition to the five principles above, there are still some basic things that can be used
as guidelines in making covenants. This provision is universal and morally liable. 2, 3., February 2023 920 The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed
According to Article 1320 of the Civil Code Some of these basic principles are: Some of these basic principles are: a. The principle of trust; b. The principle of legal equality; c. The principle of balance; d. The principle of legal certainty; e. Moral principles; f. The principle of propriety; g. The principle of habit; and h. The principle of protection. CONCLUSION Based on the above explanation, it can be concluded that the agreement is specifically
regulated in the Civil Code, Book III, Chapter II on "Agreements Born of Contracts or
Agreements" and Chapter V to Chapter XVIII. Which regulates the principles of legal
principles and legal norms of treaties in general, as well as the norms of treaty law that have
special characteristics better known as named treaties. In addition, basically, the contract that the parties conclude applies as a law to those who
make it. Therefore, drafting a contract requires the thoroughness and thoroughness of the
parties. The factors that must be considered by the parties to enter into and make the contract are
the legal authority of the parties, taxation, over legal rights, agricultural issues, choice of law,
dispute resolution, termination of the contract, and the form of the agreed standard agreement. The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code In this case, the author takes one example of a cooperation agreement contract by PT. Clipan Finance Indonesia Tbk Labuhanbatu branch of Barton car showroom in Labuhanbatu
Region. In the cooperation agreement Letter Number 01 / PKS-SR / CFI-843 / VII / 2022 article 1
concerning Rights and Obligations in point 1 between PT. Clipan Finance Indonesia Tbk
Labuhanbatu Branch Against Barton Mobil Showroom said that PT. Clipan Finance Indonesia
Tbk Labuhanbatu Branch will conduct research and analysis of customer capabilities in
accordance with the creditworthiness requirements set by PT. Clipan Finance Indonesia Tbk. Clipan Finance Indonesia Tbk Labuhanbatu Branch. Principles and Determining Factors in Making a Draft Contract (Cooperation
Agreement) Principles and Determining Factors in Making a Draft Contract (Cooperation
Agreement) What is meant by the principles in contract design is the basis or principles that must be
considered in designing a contract (Sangiovanni-Vincentelli et al., 2012). Every contract designer who will design a contract, whether it is a contract that has been
known in the Civil Code or that lives and develops in society, must pay attention to the
principles in designing the contract. Erman Rajaguguk stated that there are ten basic principles that must be considered in
contracts that are commonly used in Indonesia and deserve the attention of international trade
contract designers. The ten things include: (1) Use of the term, (2) The principle of freedom of contract, (3) The principle of bidding and acceptance, (4) Good faith, (4) Good faith, (5) Risk switching, (6) Indemnity, (7) Emergency (8) Reasons for termination, (9) Choice of law, and Dispute resolution. Factors To Be Considered in The Drafting Of The Contract Basically the contract that the
parties make applies as a law to those who make it. Factors To Be Considered in The Drafting Of The Contract Basically the contract that the
parties make applies as a law to those who make it. Thus, the contract concluded by the parties equates its binding force with the Act. Therefore, designing a contract requires thoroughness and accuracy from the parties, both
the creditor and debtor, the investor and the rights of the state concerned, and the contract
designer and notary. The factors that must be considered by the parties who will enter into and conclude a
contract are: (1) Legal authority of the parties, (2) Taxation (3) For a legitimate right, (4) The problem of agriculture, (5) Choice of law, (6) Dispute resolution, (7) Termination of the contract, and (8) Standard form of agreement. 2, 3., February 2023 921 The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed According to
Article 1320 of the Civil Code The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed
According to Article 1320 of the Civil Code 2, 3., February 2023 REFERENCES Anand, G. (2011). Prinsip Kebebasan Berkontrak dalam penyusunan kontrak. Yuridika, 26(2),
91–101. Anand, G. (2011). Prinsip Kebebasan Berkontrak dalam penyusunan kontrak. Yuridika, 26(2),
91–101. Asikin, Z. (2004). Amiruddin, Pengantar Metode Penelitian Hukum, Jakarta: PT. Raja
Grafindo Persada. Chang, C.-Y., & Ive, G. (2007). The hold-up problem in the management of construction
projects: A case study of the Channel Tunnel. International Journal of Project
Management, 25(4), 394–404. Dalimunthe, D. (2017). Akibat Hukum Wanprestasi Dalam Perspektif Kitab Undang-Undang
Hukum Perdata (Bw). Jurnal AL-MAQASID: Jurnal Ilmu Kesyariahan Dan Keperdataan,
3(1), 12–29. Harahap, M. Y. (1982). Segi-segi hukum perjanjian. Penerbit Alumni. Harefa, B. D. S., & Tuhana, T. (2016). Kekuatan Hukum Perjanjian Lisan Apabila Terjadi
Wanprestasi (Studi Putusan Pengadilan Negeri YOGYAKARTA Nomor44/pdt. g/2015/pn. yyk). Privat Law, 4(2), 164680. g
p
yy )
( )
Hayek, F. A. (2002). Competition as a discovery procedure. Quarterly Journal of Austrian
Economics, 5(3), 9–23. Kolk, A. (2016). The social responsibility of international business: From ethics and the
environment to CSR and sustainable development. Journal of World Business, 51(1), 23–
34. Lambsdorff, J. G. (2002). Making corrupt deals: contracting in the shadow of the law. Journal
of Economic Behavior & Organization, 48(3), 221–241. 2, 3., February 2023 922 The Legal Force of the Cooperation Agreement Letter in a Cooperation Agreement is Reviewed
According to Article 1320 of the Civil Code Mackaay, E. (2011). The civil law of contract. In Encyclopedia of Law and Economics. Edward
Elgar Publishing Limited. Marzuki, M. (2017). Penelitian Hukum: Edisi Revisi. Prenada Media. Sangiovanni-Vincentelli, A., Damm, W., & Passerone, R. (2012). Taming Dr. Frankenstein:
Contract-based design for cyber-physical systems. European Journal of Control, 18(3),
217–238. Santosa, F. (2015). Penerapan Konsep Batal Demi Hukum Di Peradilan Pidana, Perdata Dan
Tata Usaha Negara. MAKSIGAMA, 18(1). N. A. (2018). Peranan Asas-Asas Hukum Perjanjian Dalam Mewujudkan Tujuan
rjanjian. Binamulia Hukum, 7(2), 107–120. j
j
( )
Soekanto, S. (2007). Penelitian hukum normatif: Suatu tinjauan singkat. van Dyke, V. (1977). The individual, the state, and ethnic communities in political theory. World Politics, 29(3), 343–369. 2, 3., February 2023 923
|
https://openalex.org/W2073714350
|
https://hal.archives-ouvertes.fr/hal-03502039/file/bg-8-743-2011.pdf
|
English
| null |
Short-term dynamics of microplankton abundance and diversity in NW Mediterranean Sea during late summer conditions (DYNAPROC 2 cruise; 2004)
|
Biogeosciences
| 2,011
|
cc-by
| 15,431
|
Short-term dynamics of microplankton abundance and
diversity in NW Mediterranean Sea during late summer
conditions (DYNAPROC 2 cruise; 2004) S. Lasternas, A. Tunin-Ley, F. Ibanez, V. Andersen, M. -D. Pizay, R. Lemee To cite this version: S. Lasternas, A. Tunin-Ley, F. Ibanez, V. Andersen, M. -D. Pizay, et al.. Short-term dynamics of
microplankton abundance and diversity in NW Mediterranean Sea during late summer conditions
(DYNAPROC 2 cruise; 2004). Biogeosciences, 2011, 8 (3), pp.743-761. 10.5194/bg-8-743-2011. hal-03502039 Distributed under a Creative Commons Attribution 4.0 International License Short-term dynamics of microplankton abundance and diversity in
NW Mediterranean Sea during late summer conditions
(DYNAPROC 2 cruise; 2004) sternas1,2,*, A. Tunin-Ley1,2, F. Iba˜nez1,2, V. Andersen1,2, M.-D. Pizay1,2, and R. Lem´ee1,2 S. Lasternas1,2,*, A. Tunin-Ley1,2, F. Iba˜nez1,2, V. Andersen1,2, M.-D. Pizay1,2, and R. Lem´ee1,2
1Universit´e Pierre et Marie Curie-Paris6, Laboratoire d’Oc´eanographie de Villefranche, 06230 Villefranche-sur-Mer, France
2CNRS, Marine Microbial Ecology and Biogeochemical Group, Laboratoire d’Oc´eanographie de Villefranche UMR 7093,
06230 Villefranche-sur-Mer, France *present address: IMEDEA (CSIC-UIB), Instituto Mediterr´aneo de Estudios Avanzados, Departm
Research, 07190 Esporles (Mallorca), Spain *present address: IMEDEA (CSIC-UIB), Instituto Mediterr´aneo de Estudios Avanzados, Department of Global Change
Research, 07190 Esporles (Mallorca), Spain *present address: IMEDEA (CSIC-UIB), Instituto Mediterr´aneo de Estudios Avanzados, Department of Global Change
R
h 07190 E
l
(M ll
) S
i Received: 23 September 2008 – Published in Biogeosciences Discuss.: 22 December 2008
Revised: 31 January 2011 – Accepted: 19 February 2011 – Published: 22 March 2011 Abstract. Changes in marine phytoplankton communities at
short-time scales have rarely been examined. As a part of
the DYNAPROC 2 cruise (14 September–17 October 2004),
conducted in the NW Mediterranean Sea, we daily sampled
and determined taxonomic composition and abundance of
the microphytoplankton and the dominant microzooplank-
tonic groups from both net and bottle sampling, during 4 cy-
cles of 5 days. Hydrological conditions were characterised
by the dominance of a stratified water column and nutrient-
depleted conditions. However the stratification index re-
vealed a destabilization of the water column from the be-
ginning of the second cycle, related to a wind stress event
accompanied with coastal water intrusion. This conducted to
an increase of taxonomic richness and a general decrease of
evenness, depicting the dominance of species with the best
fitness. We also emphasised on the great interest of taxo-
nomic studies, as able to provide valuable information on
biogeochemical-important groups of species, potential wa-
ter masses indicators and trophic aspects of the community
that are ignored or largely underestimated with other kind of
phytoplankton studies, such as pigment analysis. HAL Id: hal-03502039
https://hal.science/hal-03502039v1
Submitted on 24 Dec 2021 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 Biogeosciences, 8, 743–761, 2011
www.biogeosciences.net/8/743/2011/
doi:10.5194/bg-8-743-2011
© Author(s) 2011. CC Attribution 3.0 License. Biogeosciences, 8, 743–761, 2011
www.biogeosciences.net/8/743/2011/
doi:10.5194/bg-8-743-2011
© Author(s) 2011. CC Attribution 3.0 License. Biogeosciences 2.2
Field sampling analysed samples taken during 4 periods of 5 days from
the cruise DYNAPROC 2 (DYNAmic of rapid PROCesses
in water column that control vertical flux of matter) per-
formed in the NW Mediterranean from September to Novem-
ber 2004. This expected transition period from summertime
oligotrophic stratified system to autumnal system was con-
sidered favourable and pertinent because of higher frequen-
cies of wind events. It was completing the DYNAPROC 1
cruise conducted in May 1995 in order to document the ef-
fects of episodic wind events on the dynamics of the ecosys-
tem during a post-bloom period, characterised by the transi-
tion from a mesotrophic to an oligotrophic system (Andersen
and Prieur, 2000). We also analyzed the intake of taxonom-
ical studies in biogeochemical cycle’s studies, mass indica-
tors or trophic aspects. This was feasible since DYNAPROC
2 was a multidisciplinary cruise that documented many hy-
drological parameters and considerable stocks and rates mea-
surements (Andersen et al., 2009). analysed samples taken during 4 periods of 5 days from
the cruise DYNAPROC 2 (DYNAmic of rapid PROCesses
in water column that control vertical flux of matter) per-
formed in the NW Mediterranean from September to Novem-
ber 2004. This expected transition period from summertime
oligotrophic stratified system to autumnal system was con-
sidered favourable and pertinent because of higher frequen-
cies of wind events. It was completing the DYNAPROC 1
cruise conducted in May 1995 in order to document the ef-
fects of episodic wind events on the dynamics of the ecosys-
tem during a post-bloom period, characterised by the transi-
tion from a mesotrophic to an oligotrophic system (Andersen
and Prieur, 2000). We also analyzed the intake of taxonom-
ical studies in biogeochemical cycle’s studies, mass indica-
tors or trophic aspects. This was feasible since DYNAPROC
2 was a multidisciplinary cruise that documented many hy-
drological parameters and considerable stocks and rates mea-
surements (Andersen et al., 2009). Two complementary sampling methods were used to sample
the main microplankton groups, in order to obtain the most
exhaustive and accurate description of the species possible,
with emphasis put on phytoplanktonic groups. Hydrologi-
cal bottle sampling allowed collecting small-sized and abun-
dant microphytoplanktonic species. This method was also
appropriate to preserve delicate or colonial organisms. 2.1
Cruise track The DYNAPROC 2 cruise was conducted in 2004 from
14 September to 17 October (Julian days 261 to 292) on
board R/V Thalassa, at the vicinity of the NW Mediterranean
French JGOFS Station DYFAMED (43◦25′ N, 7◦52′ E), ap-
proximately 45 km South of Cape Ferrat, France, where max-
imal depth is 2350 m. It was divided into two legs (here after
leg 1 and leg 2) that consisted of two cycles of five days each
(cycles 1 to 4). In order to describe the hydrological environ-
ment, a grid of 16 stations, centred on a fixed station (“central
point”), was occupied at least four times during the cruise. All net and water sampling were done near the central point
during the whole cruise. Many hydrological parameters are
then available since the whole project consisted in evaluat-
ing the DYNAmic of rapid PROCesses in water column that
control vertical flux of matter. In order to quantify the sta-
bility of the water column, an index of the intensity of the
stratification was calculated as suggested by Bowden (1983)
as: 8 = g/H ∫0
−H(ρm–ρ) zdz, where 8 is an index of poten-
tial energy anomaly (J m−3), H is the water column height
(m), ρ is the density at any depth z, and ρm is the mean den-
sity of the water column. This index estimates the deficit in
potential energy due to a density gradient. A highly mixed
water column will present small values of 8. Water density
was derived from temperature-salinity measurements. Inte-
grated values of 8 were obtained for the 0–90 m layer for all
stations. More explanations on cruise development and hy-
drological/meteorological evolutions could be found in An-
dersen et al. (2009). 2.2
Field sampling Net
sampling was the most appropriate to efficiently collect less
abundant species (which were often the biggest) since the net
filtered a great volume of seawater. Dominant groups of the
microzooplankton were also enumerated. 3
Hydrological bottle sampling Samples were collected every 10 m from 90 m to the sur-
face with hydrological NISKIN bottles coupled with a
Seabird CTD (Conductivity-Temperature-Depth) instrument
that recorded continuously hydrological parameters (temper-
ature, salinity, density and in situ fluorescence). Aliquots
of 250 ml of seawater from each depth, fixed with acid
lugol’s solution (final concentration, 2% v/v; Throndsen,
1978) were stored in dark cold room (4 ◦C) until microscopic
analysis. Samples were collected every day of each cycle
(∼12.00 a.m., ITU), yielding a total of 200 samples. Aliquots
were analysed using the Uterm¨ohl method with sedimenta-
tion of 100 ml seawater in settling chambers. Counts and
observations were done with an inverted light microscope
(Zeiss©Axiovert 35), at 200x and 400x magnification. For
each sample, a minimum of 250 living cells was counted. Instead of analysing strictly microphytoplankton species,
which are formally defined as ranging from 20 to 200µm, we
preferred counting every species belonging to the 3 groups
typical of the microphytoplankton: diatoms, dinoflagellates
and silicoflagellates. For instance, some small species of
the genus Gymnodinium, with a mean size lower than 10µm,
were counted. Coccolithophorids were not counted, since
acid lugol’s solution alters calcified structures. Enumeration
of microzooplanktonic groups (tintinnids and naked ciliates)
was also carried out. Naked ciliates were separated in 3 size
classes (equivalent diameter <30µm, between 30 and 50µm,
>50µm). 1
Introduction Marine phytoplankton constitutes the base of the pelagic
food-web and is responsible for about half of the net annual
primary production on Earth (Field et al., 1998; Falkowski
et al., 2004). Current studies on monitoring marine phyto-
plankton are mainly based on satellite-derived values from
remote sensing (Kyewalyanga et al., 2007) or deal with the
pigment diversity (Marty et al., 2002), rather than examining
changes in diversity or species composition. This is surpris-
ing since it is generally believed that ecosystems functioning,
stability and efficiency are linked to diversity (e.g., Loreau
et al., 2001). Moreover, the few existing studies on marine
phytoplankton communities assessed seasonal to pluriannual
periods (Venrick et al., 1997; Caroppo et al., 1999; G´omez
and Gorsky, 2003). Short-time scale studies of the phyto-
plankton diversity dynamics (i.e. day to day or more often)
have concerned lakes (Padis´ak et al., 1988; Padis´ak, 1993;
Pinckney et al., 1998) or were based on pigment analyses
or automated submerged flow cytometer in seawater systems
(Bidigare and Ondrusek, 1996; Thyssen et al., 2008). Short
term dynamics of marine phytoplankton abundance and di-
versity are then poorly documented even if phytoplankton
could be considered as a good indicator for quick environ-
mental changes (see review in Thyssen et al., 2008). In order to study the impact of natural disturbances (as
wind events and changes in the mixing depth) on marine mi-
crophytoplankton abundance and taxonomic diversity as well
as related dynamics of main microzooplanktonic groups, we Correspondence to: R. Lem´ee
(lemee@obs-vlfr.fr) Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 744 4
Net sampling In addition to the hydrological bottle sampling, we also made
daily net sampling during each cycle using a phytoplankton
net (53µm mesh size, 54 cm diameter and 280 cm length). A
vertical haul was performed from 90 m depth to the surface at
the same time of the day (∼10.00 a.m., ITU) to collect large
microplankton. The volume filtered by the net was calculated
as equivalent to the surface at the opening of the net multi-
plied by the height of sampled water column. Due to bad Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ www.biogeosciences.net/8/743/2011/ 745 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity where pi = ni/N, ni = number of individuals of one taxon and
N = total number of individuals. Evenness was estimated
as Pielou’s index J′ = H′/log2 S. The net samples were di-
vided into three replicates before counting. This allowed to
apply the nonparametric jackknife 1 method (Manly, 1991),
which gives estimations of the biodiversity parameters after
correcting the bias induced by the sampling effort and the
sampling size (Carpentier and Lepˆetre, 1999). For richness,
jackknife 1 = SO+(r1(n-1)/n), where SO is the observed tax-
onomic richness, n the number of replicates and r1 the num-
ber of taxa occurring in one single replicate. For diversity
and evenness, jackknife 1 = 68i/n, with 8i = nSt-(n-1)Sti-1,
where St is the estimation of the indicator for the n replicates
and Sti-1 the estimation of the indicator for the n-1 repli-
cates. These estimations were calculated on a minimal basis
of 100 counted cells per replicate, which represents a mini-
mal total of 300 cells per sample. For diversity calculations,
Magurran (2004) recommended to use abundances ranging
from 200 to 500 cells per samples. The jackknife 1 method
was not applied on bottle samples, for which no replicates
were available. In order to identify the important genus or
taxa within dinoflagellates and within genus Ceratium from
net samples, a dominance index was also calculated as δ =
100(n1+n2)/N, where n1 and n2 are the abundances of the
two most important taxa and N the total cell concentration
(Hulburt, 1963). weather, there were no net samples for Julian days 285 and
289. The samples were split once or twice using a Motoda
splitter (Motoda, 1959) and preserved with acid lugol’s solu-
tion (Throndsen, 1978) to 2% final concentration. 4
Net sampling The cells
were enumerated in 1mL calibrated slides using a light mi-
croscope (Alphaphot 2-YS2, Nikon Instruments, Badhoeve-
dorp, Netherlands). More than 250 living cells were counted
per samples. Dinoflagellates were identified at the genus
level. We focussed more particularly on genus Ceratium
Schrank since it is specious in the Mediterranean and often
dominates among large armoured dinoflagellates, thus con-
stituting a good model for biodiversity studies (Tunin-Ley et
al., 2007). Determination of taxa belonging to genus Cer-
atium was carried out at intraspecific level. Although they
do not belong to phytoplankton, the total radiolarians were
also enumerated in net samples, without detailed taxonomic
identification, because they exhibited significant abundances. 4.1.1
Taxonomic identification The species identification of cells within the 3 selected
groups was based on the following references: Tr´egouboff
and Rose (1957a, b), Massuti and Margalef (1960), Dodge
(1982), Sournia (1986), Ricard (1987), Balech (1988), Hasle
and Syversten (1996), Steidinger and Tangen (1997) and
Horner (2002). In net samples, Ceratium cells were iden-
tified at the infraspecific level, using the monograph and the
parasystematic nomenclature published by Sournia (1967). Recent molecular and morphological analysis assigned all
marine Ceratium species to Neoceratium gen. nov. (G´omez
et al., 2010). This new genus name was not used in this
work since this naming is still in discussion among special-
ists (Calado and Huisman, 2010). Moreover, it is rarely used
by scientists working on ecology or diversity of microphy-
toplankton. Some limits with regard to identification con-
strained our results. Thus, for small-sized cells, resolution
of light microscopy and fixation with acid lugol made some
determinations difficult. For instance, some Gymnodiniales
(dinoflagellates) determination was completed to the genus
level. However, different species were distinguished via size,
form and ornamentation. In the same way, species name
were not ascribed to some Pseudo-Nitzschia, which were dis-
criminated as several species belonging to Pseudo-nitzchia
delicatissima complex or Pseudo-nitzchia seriata complex
(Hasle and Syversten, 1996). 4.2
Data analysis The variability of the main planktonic groups was analysed
using a multivariate analysis producing a synthesis of co-
occurring factors. The Correspondence Analysis (CA) aims
to describe the total inertia of a multidimensional set of data
in a sample of fewer dimensions (or axes) that is the best
summary of the information contained in the data (Benzecri,
1973). The CA is applied to contingency tables and uses a
Chi square metric. The different calculations of this method
are detailed in Legendre and Legendre (2000). This ordina-
tion method was applied to our matrix describing the plank-
tonic groups in bottle samples (samples in rows and plank-
tonic groups in columns), in order to underline the kinetics
of plankton composition over time. The composite mean
depths’ and the composite mean day’s coordinates, calcu-
lated as the average of the samples of the same depth, or the
average of the samples of the same day, were used as illus-
trative qualitative variables. Spearman’s rank coefficients (Siegel and Castellan 1988)
were used in order to explore the correlations between plank-
tonic groups diversity and the stratification index, as estima-
tion of a disturbance. 5.1.1
Meteorological data Wind regime was characterised by the alternation of strong
wind events and calm periods. The leg 1 was accompanied
with two significant wind events (Fig. 1a), one at the begin-
ning of cycle 1 (day 261 to day 262), which lasted 48 h, and
a latter one during cycle 2 (day 269) with a highest intensity
yet shorter in time. Both corresponded to NE winds, whereas
winds are usually blowing from W or SW in the area at this
period (Raybaud et al., 2008). By contrast, the end of leg 2
was dominated by persistent and strong NE and SW winds
resulting in a decrease of stratification (Fig. 4a). In addition,
an episode with significant precipitations occurred just be-
fore the campaign started. Water temperature (°C) 0
(c) Depth (m)
Salinity
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
−90
−80
−70
−60
−50
−40
−30
−20
−10
0
38.25
38.3
38.35
38.4
38.45
(c) 5.1.2
Hydrological and biological parameters (CTD
acquisition) The hydrological structure along the main part of the cruise
revealed a typical late summer situation with a stratified wa-
ter column, whereas a transition from summer period to au-
tumn structure was expected (i.e. destratification). Thus, the
thermocline ranged from 20 to 40 m depth (Fig. 1b), with sur-
face temperatures above 20 ◦C. Salinity dynamics were char-
acterised by the intrusion of Low Salinity Water (LSW) with
likely coastal characteristics (< 38.3) during leg 1 (day 265
to day 274) just under the thermocline (Fig. 1c). This phe-
nomenon, detailed by Andersen et al. (2009) and Raybaud et
al. (2008), was also observed to a lesser degree during cycle 4
(day 283 to day 286). Each time, this resulted in a light shal-
lowing of the thermocline, as a consequence of the dilatation
of the less dense water mass. Along with a deepening of the
temperature and the halocline, the destratification seemed to
be initiated at the end of the cruise. The significant decrease
of the stratification index observed at this period (Fig. 4a) de-
picted the disturbance that occurred in response to the regime
of persistent and strong wind at this time. At the begin-
ning of cycle 1, the fluorescence measurements displayed
a chlorophyll-a peak about 70–80 m depth, followed by an-
other distinctive one about 50 m depth (Fig. 1d). All along
the second part of the cruise, the Deep Chlorophyll Maxi-
mum (DCM) was located just under the thermocline, follow-
ing its shift to a deeper depth. Consequently, the in-vivo flu-
orescence evolution showed up tendency to get deeper at the
end of campaign. Depth (m)
Relative fluorescence
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
−90
−80
−70
−60
−50
−40
−30
−20
−10
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Julian days
(d) Fig. 1. Hydrological conditions during DYNAPROC 2 cruise,
(a) Wind strength, (b) Water temperature, (c) Salinity, (d) Relative
fluorescence. most diverse group was dinoflagellate, with 92 species (32
armoured and 60 unarmoured), followed by 55 species of di-
atoms (35 centrics and 25 pennates). We found only 2 species
of silicoflagellates. Additionally we encountered Leptocylin-
drus mediterraneus cells (centric diatom), but they were inte-
grated neither in abundance nor in diversity calculation since
they were not alive. 5.1.2
Hydrological and biological parameters (CTD
acquisition) Near 58% of taxa were determined to
the species level, 98% to genus level; the rest was composed
of indeterminate armoured dinoflagellates. Maximum abun-
dances for each taxa over the whole cruise period and the
whole water column were indicated in Table 1. The maxi-
mum abundance of total microphytoplankton was often just
under the thermocline and reached more than 40 000 ind l−1
at the beginning of cycle 4 (Fig. 2a). Throughout the study,
diatoms were mostly in the lower depths (Fig. 2b), with abun-
dance ranging from 200 to 800 cell l−1 in surface and from
1000 up to 5000 cell l−1 below the thermocline. Temporally,
two distinct peaks of abundance were observed. The first
one (from 4000 to 5000 cell l−1) occurred at 80 m depth at
the beginning of the first cycle (Julian day 262) and was 5
Results
5.1
Physical environment
5.1.1
Meteorological data 261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
0
10
20
30
40
50
Wind strength (Kts)
Depth (m)
Water temperature (°C)
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
−90
−80
−70
−60
−50
−40
−30
−20
−10
0
14
15
16
17
18
19
20
Depth (m)
Salinity
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
−90
−80
−70
−60
−50
−40
−30
−20
−10
0
38.25
38.3
38.35
38.4
38.45
Depth (m)
Relative fluorescence
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
−90
−80
−70
−60
−50
−40
−30
−20
−10
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
Julian days
(a)
(b)
(c)
(d)
Fig. 1. Hydrological conditions during DYNAPROC 2 cruise,
(a) Wind strength, (b) Water temperature, (c) Salinity, (d) Relative
fluorescence. 5
Results 261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
0
10
20
30
40
50
Wind strength (Kts)
Depth (m)
Water temperature (°C)
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
−90
−80
−70
−60
−50
−40
−30
−20
−10
0
14
15
16
17
18
19
20
Salinity
(a)
(b)
(c) 4.1.2
Diversity indexes Biodiversity parameters were calculated for the main plank-
tonic groups in bottle samples on one hand, and in net sam-
ples on the other hand. The taxonomic richness S corre-
sponds to the number of taxa in each group. The diversity
was calculated using Shannon’s index H′ = −Ppi log2 pi, Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 746 Biogeosciences, 8, 743–761, 2011 5.2.1
Abundances Summing over the whole cruise, 151 species of microphy-
toplankton were found in hydrological bottle samples. The Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 747 Table 1. List of microphytoplanktonic species encountered in hydrological bottle samples during DYNAPROC 2 cruise, wit
abundance recorded in samples in cells per liter. Species
Authorities
Max. abundance
Bacillariophyceae
Achnanthes sp. a
Bory
60
Bacteriastrum delicatulum
Cleve
100
Bacteriastrum furcatum
Shadbolt
60
Cerataulina dentata
Hasle
180
Cerataulina pelagica
(Cleve) Hendey
20
Chaetoceros affinis
Lauder
60
Chaetoceros decipiens
Cleve
60
Chaetoceros didymus
Ehrenberg
80
Chaetoceros laciniosus
Sch¨utt
400
Chaetoceros peruvianus
Brightwell
80
Chaetoceros sp. a
Ehrenberg
40
Chaetoceros sp. b
Ehrenberg
240
Climacosphenia sp. a
Ehrenberg
120
Corethron sp. Castracane
3240
Coscinodiscus sp. a
Ehrenberg
120
Coscinodiscus sp. b
Ehrenberg
20
Cylindrotheca closterium
(Ehrenberg) Reimann & Lewin
180
Dactyliosolen phuketensis
(Sundstr¨om) Hasle
600
Entomoneis sp. a
Ehrenberg
20
Gossleriella tropica
Sh¨utt
40
Guinardia striata
(Stolterfoth) Hasle
200
Haslea wawrikae
(Husedt) Simonsen
140
Hemiaulus hauckii
Grunow ex Van Heurck
10
Hemidiscus cuneiformis
Wallich
20
Lauderia annulata
Cleve
150
Leptocylindrus danicus
Cleve
140
Leptocylindrus minimus
Gran
240
Lyrella sp. a
Karajeva
20
Navicula sp. a
Bory
50
Navicula sp. b
Bory
40
Navicula sp. c
Bory
40
Navicula sp. d
Bory
2800
Nitzschia bicapitata
Cleve
670
Planktonielle sol
(Wallich) Sch¨utt
30
Pleurosigma sp. a
Smith
20
Proboscia alata
(Brightwell) Sundstr¨om
160
Pseudo-nitzschia sp. a (Nitzschia delicatissima complex)
Peragallo
760
Pseudo-nitzschia sp. b (Nitzschia delicatissima complex)
Peragallo
1300
Pseudo-nitzschia sp. c (Nitzschia seriata complex)
Peragallo
800
Pseudo-nitzschia sp. d (Nitzschia seriata complex)
Peragallo
900
Pseudo-nitzschia sp. e (Nitzschia seriata complex)
Peragallo
360
Pseudo-nitzschia sp. f (Nitzschia seriata complex)
Peragallo
380
Pseudo-nitzschia sp. g (Nitzschia seriata complex)
Peragallo
100
Rhizosolenia decipiens
Sundstr¨om
60
Rhizosolenia hebetata f. semispina
(Hensen) Gran
40
Synedra pulchella
K¨utzing
160
Synedra sp. a
Ehrenberg
20
Thalassionema frauenfeldii
(Grunow) Hallegraeff
280 Table 1. List of microphytoplanktonic species encountered in hydrological bottle samples during DYNAPROC 2 cruise, with maximal
abundance recorded in samples in cells per liter. Table 1. List of microphytoplanktonic species encountered in hydrological bottle samples during DYNAPROC 2 cruise, with maximal
abundance recorded in samples in cells per liter. Table 1. List of microphytoplanktonic species encountered in hydrological bottle samples during DYNAPROC 2 cruise, with maximal
abundance recorded in samples in cells per liter. www.biogeosciences.net/8/743/2011/ 5.2.1
Abundances anktonic species encountered in hydrological bottle samples during DYNAPROC 2 cruise, with maximal
in cells per liter. Max. abundance Bacillariophyceae
Achnanthes sp. a
Bory
60
Bacteriastrum delicatulum
Cleve
100
Bacteriastrum furcatum
Shadbolt
60
Cerataulina dentata
Hasle
180
Cerataulina pelagica
(Cleve) Hendey
20
Chaetoceros affinis
Lauder
60
Chaetoceros decipiens
Cleve
60
Chaetoceros didymus
Ehrenberg
80
Chaetoceros laciniosus
Sch¨utt
400
Chaetoceros peruvianus
Brightwell
80
Chaetoceros sp. a
Ehrenberg
40
Chaetoceros sp. b
Ehrenberg
240
Climacosphenia sp. a
Ehrenberg
120
Corethron sp. Castracane
3240
Coscinodiscus sp. a
Ehrenberg
120
Coscinodiscus sp. b
Ehrenberg
20
Cylindrotheca closterium
(Ehrenberg) Reimann & Lewin
180
Dactyliosolen phuketensis
(Sundstr¨om) Hasle
600
Entomoneis sp. a
Ehrenberg
20
Gossleriella tropica
Sh¨utt
40
Guinardia striata
(Stolterfoth) Hasle
200
Haslea wawrikae
(Husedt) Simonsen
140
Hemiaulus hauckii
Grunow ex Van Heurck
10
Hemidiscus cuneiformis
Wallich
20
Lauderia annulata
Cleve
150
Leptocylindrus danicus
Cleve
140
Leptocylindrus minimus
Gran
240
Lyrella sp. a
Karajeva
20
Navicula sp. a
Bory
50
Navicula sp. b
Bory
40
Navicula sp. c
Bory
40
Navicula sp. d
Bory
2800
Nitzschia bicapitata
Cleve
670
Planktonielle sol
(Wallich) Sch¨utt
30
Pleurosigma sp. a
Smith
20
Proboscia alata
(Brightwell) Sundstr¨om
160
Pseudo-nitzschia sp. a (Nitzschia delicatissima complex)
Peragallo
760
Pseudo-nitzschia sp. b (Nitzschia delicatissima complex)
Peragallo
1300
Pseudo-nitzschia sp. c (Nitzschia seriata complex)
Peragallo
800
Pseudo-nitzschia sp. d (Nitzschia seriata complex)
Peragallo
900
Pseudo-nitzschia sp. e (Nitzschia seriata complex)
Peragallo
360
Pseudo-nitzschia sp. f (Nitzschia seriata complex)
Peragallo
380
Pseudo-nitzschia sp. g (Nitzschia seriata complex)
Peragallo
100
Rhizosolenia decipiens
Sundstr¨om
60
Rhizosolenia hebetata f. semispina
(Hensen) Gran
40
Synedra pulchella
K¨utzing
160
Synedra sp. a
Ehrenberg
20
Thalassionema frauenfeldii
(Grunow) Hallegraeff
280
Thalassionema nitzschioides
(Grunow) Mereschkowsky
580
Thalassionema sp. a
Grunow ex Mereschkowsky
740
Thalassiosira sp. a
Cleve
260
Thalassiosira sp. b
Cleve
240
Thalassiosira sp. c
Cleve
380
Thalassiosira sp. d
Cleve
1200
Toxarium undulatum
Bailey
20 Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity Table 1. Continued. Spiraulax kofoidii
Graham
40
Tryblionella compressa
(Bailey) Poulin
280
Undeterminated armoured Dinoflagellate sp. a
40
Undeterminated armoured Dinoflagellate sp. b
20
Undeterminated armoured Dinoflagellate sp. c
20
Naked species
Amphidinium sp. a
Clapar`ede & Lachmann
4000
Amphidinium sp. b
Clapar`ede & Lachmann
4020
Asterodinium gracile
Sournia
20
Cochlodinium sp. a
Sch¨utt
360
Dissodinium pseudolunula
Swift ex Elbr¨achter & Drebes
20
Gymnodinium sp. a
Stein
20000
Gymnodinium sp. b
Stein
800
Gymnodinium sp. c
Stein
5600
Gymnodinium sp. d
Stein
8000
Gymnodinium sp. e
Stein
160
Gymnodinium sp. f
Stein
2400
Gymnodinium sp. g
Stein
20
Gymnodinium sp. h
Stein
60
Gymnodinium sp. i
Stein
2400
Gymnodinium sp. j
Stein
16800
Gymnodinium sp. k
Stein
20
Gymnodinium sp. l
Stein
60
Gyrodinium falcatum
Kofoid & Swezy
20
Gyrodinium sp. a
Kofoid & Swezy
7200
Gyrodinium sp. b
Kofoid & Swezy
8800
Gyrodinium sp. c
Kofoid & Swezy
2800
Gyrodinium sp. d
Kofoid & Swezy
3500
Gyrodinium sp. e
Kofoid & Swezy
1340
Gyrodinium sp. f
Kofoid & Swezy
1400
Gyrodinium sp. g
Kofoid & Swezy
2000
Gyrodinium sp. h
Kofoid & Swezy
1200
Gyrodinium sp. i
Kofoid & Swezy
20
Kofoidinium velelloides
Pavillard
100
Petalodinium porcelio
Cachon & Cachon
60
Polykrikos kofoidii
Chatton
80
Pronoctiluca pelagica
Fabre-Domergue
160
Scaphodinium mirabile
Margalef
20
Torodinium teredo
(Pouchet) Kofoid & Swezy
140
Dictyochophyceae
Dictyocha fibula
Ehrenberg
420
Dictyocha speculum
Ehrenberg
750 In contrast to the diatoms, dinoflagellates showed a pref-
erence for the upper layers during the whole cruise (Fig. 2c). The group of naked dinoflagellates, mainly represented by
small-sized species Gyrodinium spp. and Gymnodinium spp.,
dominated in both legs. Abundance increased from 5000 to
20 000 ind l−1 during leg 1 to 10 000 to 35 000 ind l−1 during
cyles 3 and 4. The observed armoured species Scrippsiella
sp. was probably associated with the intrusions of less saline
water (Fig. 3b). Silicoflagellates (Dictyochophyceae) abun-
dance was lowest in comparison with the two other groups mainly the centric species Corethron sp. probably in senes-
cent phase since intracellular part was sometimes affected. The second peak occurred at 50 m depth during cycle 3 (Ju-
lian day 278) and was mainly composed of pennate species
represented by the complexes Pseudo-nitzchia delicatissima
spp. and Pseudo-nitzchia seriata spp. In samples of cycles
1 and 2, we also found the centric species Leptocylindrus
mediterraneus and its epiphyte (Fig. 3a), the heterotrophic
flagellate Rhizomonas setigera. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 748 Table 1. Continued. Dinophyceae
Armoured species
Alexandrium sp. a
Halim
1200
Alexandrium sp. b
Halim
800
Amylax triachanta
(J¨orgensen) Sournia
20
Ceratium declinatum
(Karsten) J¨orgensen
20
Ceratium furca
(Ehrenberg) Clapar`ede & Lachmann
20
Ceratium fusus
(Ehrenberg) Dujardin
20
Ceratium hexacanthum
Gourret
20
Ceratium horridum
(Cleve) Gran
20
Ceratium limulus
Gourret
10
Ceratium lineatum
(Ehrenberg) Cleve
20
Ceratium pentagonum
Gourret
50
Ceratium platycorne
Daday
20
Ceratocorys sp. a
Stein
40
Dinophysis acuminata
Clarap`ede & Lachmann
20
Dinophysis acuta
Ehrenberg
20
Dinophysis dens
Pavillard
10
Dinophysis hastata
Stein
20
Dinophysis pulchella
(Lebour) Balech
60
Dinophysis punctata
J¨orgensen
40
Dinophysis sphaerica
Stein
40
Diplopsalis sp. a
Bergh
2400
Gonyaulax digitale
(Pouchet) Kofoid
20
Gonyaulax polygramma
Stein
20
Gonyaulax sp. a
Diesing
20
Gonyaulax spinifera
(Clapar`ede & Lachmann) Diesing
40
Heterocapsa rotundata
(Lohmann) Hansen
1800
Heterodinium leiorhynchum
(Murray & Whitting) Kofoid
80
Heterodinium sp. a
Kofoid
20
Heterodinium sp. b
Kofoid
20
Heterodinium sp. b
Kofoid
20
Katodinium glaucum
(Lebour) Loeblich III
4400
Lingulodinium polyedrum
(Stein) Dodge
40
Oblea sp. a
Balech ex Loeblich & Loeblich
70
Oxytoxum constrictum
(Stein) B¨utschli
20
Oxytoxum laticeps
Schiller
40
Oxytoxum longiceps
Schiller
40
Oxytoxum milneri
Murray & Whitting
20
Oxytoxum reticulatum
(Stein) Sch¨utt
40
Oxytoxum scolopax
Stein
40
Oxytoxum tesselatum
Stein
50
Pavillardinium sp. a
De Toni
40
Phalacroma rapa
Jorgensen
10
Phalacroma rotundatum
(Clapar`ede & Lachmann) Kofoid & Michener
60
Phalacroma sp. a
Stein
20
Podolampas palmipes
Stein
40
Podolampas spinifera
Okamura
60
Prorocentrum gracile
Sch¨utt
510
Prorocentrum scutellum
Schr¨oder
20
Prorocentrum triestinum
Schiller
300
Protoperidinium cassum
Balech (Balech)
300
Protoperidinium divergens
(Ehrenberg) Balech
20
Protoperidinium ovatum
Pouchet
20
Protoperidinium pyriforme
(Paulsen) Balech
20
Protoperidinium sp. a
Bergh
800
Schuettiella mitra
(Sch¨utt) Balech
460
Scrippsiella sp. a
(Stein) Loeblich III
12800 www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 749 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 750 Table 2. List of dinoflagellates genera and Ceratium taxa encountered in net samples during DYNAPROC 2 cruise, with maximal abu
recorded in samples in cells per liter. Dinoflagellates
Max. abundance
Genus Ceratium
Max. abundanc
Acanthogonyaulax (Kofoid) Graham
6
C. arietinum Cleve var. arietinum
10
Amphidiniopsis Woloszynska
3
C. arietinum var. gracilentum (Jørgensen) Sournia
3
Amphisolenia Stein
8
C. arietinum Cleve “arietinum-gracilentum”
71
Centrodinium Kofoid
11
C. azoricum Cleve
7
Ceratium Schrank
3734
C. candelabrum (Ehrenberg) Stein var. candelabrum
61
Ceratocorys Stein
105
C. candelabrum var. depressum (Pouchet) Jørgensen
70
Corythodinium Loeblich Jr. & Loeblich III
134
C. candelabrum (Ehrenberg) Stein “candelabrum-depressum”
30
Dinophysis Ehrenberg
237
C. candelabrum(Ehrenberg) Stein“candelabrum-depressum”
24
Dissodinium Klebs in Pascher
36
C. candelabrum (Ehrenberg) Stein “depressum-candelabrum”
35
Goniodoma Stein
1420
C. carriense Gourret var. carriense
16
Gonyaulax Diesing
465
C. carriense var. volans (Cleve) Jørgensen
18
Heterocapsa Stein
26
C. carriense Gourret “carriense-volans”
3
Heterodinium Kofoid
30
C. concilians Jørgensen
237
Kofoidinium Pavillard
81
C. contrarium (Gourret) Pavillard
71
Micracanthodinium Deflandre
3
C. declinatum f. brachiatum Jørgensen
145
Noctiluca Suriray
21
C. declinatum f. normale Jørgensen
145
Ornithocercus Stein
16
C. declinatum var. majus Jørgensen
30
Oxytoxum Stein
60
C. euarcuatum Jørgensen
26
Palaeophalacroma Schiller
7
C. extensum (Gourret) Cleve
65
Phalacroma Stein
346
C. falcatiforme Jørgensen
35
Podolampas Stein
289
C. falcatum (Kofoid) Jørgensen
16
Prorocentrum Ehrenberg
17
C. furca var. eugrammum (Ehrenberg) Schiller
59
Protoperidinium Bergh
342
C. furca (Ehrenberg) Clarap`ede & Lachmann “furca-eugrammum”
4
Pyrophacus Stein
42
C. furca (Ehrenberg) Clarap`ede & Lachmann “furca-eugrammum”
59
Pyrocystis Murray ex Haeckel
29
C. furca (Ehrenberg) Clarap`ede & Lachmann “eugrammum-furca”
14
Spatulodinium Cachon & Cachon
53
C. fusus (Ehrenberg) Dujardin
149
Spiraulax Kofoid
79
C. gibberum var. dispar (Pouchet) Sournia
19
C. gravidum Gourret
7
No genera: 27
C. hexacanthum f. hiemale Pavillard
4
C. hexacanthum Gourret var. hexacanthum
5
C. horridum var. buceros (Zacharias) Sournia
13
C. horridum (Cleve) Gran “horridum-buceros”
14
C. horridum (Cleve) Gran “buceros-horridum”
298
C. inflatum (Kofoid) Jørgensen
4
C. limulus (Gourret ex Pouchet) Gourret
219
C. longirostrum Gourret
30
C. longissimum (Schr¨oder) Kofoid
4
C. macroceros (Ehrenberg) Vanh¨offen var. macroceros
32
C. macroceros (Ehrenberg) Vanh¨offen “macroceros-gallicum”
24
C. massiliense f. armatum (Karsten) Jørgensen
5
C. massiliense (Gourret) Jørgensen var. massiliense
11
C. massiliense var. protuberans (Karsten) Jørgensen
32
C. minutum Jørgensen
11
C. www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity The
k d h d
f b
d
h Total microphytoplankton Diatoms
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
150
250
500
1000
2000
3000
4000
Dinoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
5000
10000
15000
20000
25000
30000
35000
40000
25000
10000
25000
Silicoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
50
100
200
300
400
500
600
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
D
5000
10000
15000
20000
(b)
(c)
(d)
Cell.l-1
Cell.l-1
Cell.l-1
dance of microphytoplankton during DYNAPROC 2 cruise, from hydrological bottle sampling (a) Total microphytoplankton,
phyceae, (c) Dinophyceae, (d) Dictyochophyceae. Julian days Diatoms
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
150
250
500
1000
2000
3000
4000
(b)
Cell.l-1 (b) 261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
Depth (m)
150
250
500
1000
2000
3000
Dinoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
5000
10000
15000
20000
25000
30000
35000
40000
25000
10000
25000
Silicoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
50
100
200
300
400
500
600
(c)
(d)
Cell.l-1
Cell.l-1
Fig. 2. Abundance of microphytoplankton during DYNAPROC 2 cruise, from hydrological bottle sampling (a) Total microphyto
(b) Bacillariophyceae, (c) Dinophyceae, (d) Dictyochophyceae. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 751 Total microphytoplankton
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
5000
10000
15000
20000
25000
30000
35000
40000
(a)
Cell.l-1 Diatoms
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
150
250
500
1000
2000
3000
4000
Dinoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
5000
10000
15000
20000
25000
30000
35000
40000
25000
10000
25000
Silicoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
50
100
200
300
400
500
600
Total microphytoplankton
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
5000
10000
15000
20000
25000
30000
35000
40000
(a)
(b)
(c)
(d)
Cell.l-1
Cell.l-1
Cell.l-1
Cell.l-1
Fig. 2. Abundance of microphytoplankton during DYNAPROC 2 cruise, from hydrological bottle sampling (a) Total mic
(b) Bacillariophyceae, (c) Dinophyceae, (d) Dictyochophyceae. (Fig. 2d). Two species were found, Dictyocha fibula and
Dictyocha speculum, the first one being the most abundant. Sili
fl
ll
h
d
k d
i
l
i i
dance were identifiable (days 264–265 and 27
from 400 cell l−1 up to 600 cell l−1). S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity paradoxides Cleve
3
C. pavillardii Jørgensen
12
C. pentagonum f. turgidum (Jørgensen) Jørgensen
80
C. pentagonum var. tenerum Jørgensen
316
C. pentagonum Gourret “robustum-tenerum”
62
C. pentagonum Gourret “robustum-tenerum”
1587
C. platycorne Daday var.platycorne
96
C. platycorne var.compressum (Gran) Jørgensen
267
C. platycorne Daday “platycorne-compressum”
56
C. platycorne Daday “compressum-platycorne”
99
C. ranipes Cleve
22
C. schroeteri Schr¨oder
3
C. setaceum Jørgensen
24
C. symmetricum Pavillard var. symmetricum
113
C. symmetricum var. coarctatum (Pavillard) Graham & Bronikovsky
151
C. symmetricum var. orthoceras (Jørgensen) Graham & Bronikovsky
17
C. trichoceros (Ehrenberg) Kofoid
6
C. tripos var. atlanticum (Ostenfeld) Paulsen
83
C. tripos var. pulchellum (Schr¨oder) Lopez
97
C. tripos (M¨uller) Nitzsch “atlanticum-pulchellum”
9
C. tripos (M¨uller) Nitzsch “atlanticum-pulchellum”
35
No species: 34
No infraspecific taxa: 64 Table 2. List of dinoflagellates genera and Ceratium taxa encountered in net samples during DYNAPROC 2 cruise, with maximal abundance
recorded in samples in cells per liter. Table 2. List of dinoflagellates genera and Ceratium taxa encountered in net samples during DYNAPROC 2 cruise, with maximal abundance
recorded in samples in cells per liter. www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity Julian days Dinoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
5000
10000
15000
20000
25000
30000
35000
40000
25000
10000
25000
(c)
Cell.l-1 (c) Julian days Silicoflagellates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
50
100
200
300
400
500
600
(d)
Cell.l-1 (d) Fig. 2. Abundance of microphytoplankton during DYNAPROC 2 cruise, from hydrological bottle sampling (a) Total microphytoplankton,
(b) Bacillariophyceae, (c) Dinophyceae, (d) Dictyochophyceae. (Fig. 2d). Two species were found, Dictyocha fibula and
Dictyocha speculum, the first one being the most abundant. Silicoflagellates showed marked spatio-temporal variations. Abundance varied from less than 50 cell l−1 to more than
600 cell l−1. During the 2 first cycles, two maxima of abun- dance were identifiable (days 264–265 and 270 with a range
from 400 cell l−1 up to 600 cell l−1). The end of cycle 2
marked the decrease of abundance that appeared then really
weak during the two last cycles. Finally, the evolution of
naked ciliates abundances (Fig. 3c) showed a slight increase www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity
Scrippsiella sp. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
0
200
1000
2500
5000
7500
10000
7500
Leptocylindrus mediterraneus
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
0
100
200
400
600
800
1000
Total naked ciliates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Julian days
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
0
250
500
1000
1500
2000
(a)
(b)
(c)
Cell.l-1
Cell.l-1
Cell.l-1
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
0
5000
10000
15000
Abundances (cell.m-3)
Microplankton in net samples
Total
Radiolarians
Ceratium species
Other Dinoflagellates
(d)
of ecologically important planktonic organisms during DYNAPROC 2 cruise, from hydrological bottle sampling (a) The
us mediterraneus, (b) The dinoflagellate Scrippsiella sp., (c) Naked ciliates, and from net sampling (d) Dinoflagellates
m infraspecific taxa. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 752 Leptocylindrus mediterraneus
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
0
100
200
400
600
800
1000
(a)
Cell.l-1 Leptocylindrus mediterraneus Scrippsiella sp. 261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
0
200
1000
2500
5000
7500
10000
7500
(b)
Cell.l-1 (b) Scrippsiella sp. Total naked ciliates
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
-90
-80
-70
-60
-50
-40
-30
-20
-10
0
Depth (m)
0
250
500
1000
1500
2000
(c)
Cell.l-1 (c) Julian days
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
0
5000
10000
15000
Abundances (cell.m-3)
Microplankton in net samples
Total
Radiolarians
Ceratium species
Other Dinoflagellates
(d) (d) Microplankton in net samples Fig. 3. Abundance of ecologically important planktonic organisms during DYNAPROC 2 cruise, from hydrological bottle sampling (a) The
diatom Leptocylindrus mediterraneus, (b) The dinoflagellate Scrippsiella sp., (c) Naked ciliates, and from net sampling (d) Dinoflagellates
genera and Ceratium infraspecific taxa. (from 828 to 5344 cell m−3), while Ceratium spp. repre-
sented about 50% (from 834 to 3734 cell m−3) of the total
dinoflagellates. Ceratium became largely dominant within
dinoflagellates at the end of the cruise, while the total mi-
croplankton abundance decreased. The maximum abun-
dances of each taxa from net sampling are indicated in Ta-
ble 2. from 500 to 1250 cell l−1 during the first cycles leading to
maximal value of 2000 cell l−1 in cycles 3 and 4. In each
sample, the great majority (more than 90%) of ciliates was
of small size (less than 30µm). Microplankton abundance in net samples, corresponding
to radiolarians and large armoured dinoflagellates, decreased
throughout the study, from over 8000 cells per m3 at the be-
ginning to about 3000 cells per m3 at the end of the cruise
(Fig. 3d). Overall, radiolarians were the dominant group www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 753 260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
50
100
150
200
250
Index of stratification
260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
0
50
100
Number of taxa
Taxonomic Richness
Ceratium Infraspecific taxa
Dinoflagellates
Total Microplankton
Centric Diatoms
Pennate Diatoms
Armoured Dinoflagellates
Naked Dinoflagellates
260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
0
2
4
6
Diversity Shannon’s Index
260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
0
0.5
1
Evenness Pielou’s Index
Net sampling
Bottle sampling
(a)
(b)
(c)
(d)
Fig. 4. Evolution of the stratification index in relation to the biodiversity descriptors of the main groups of the microphytoplankton during
DYNAPROC 2 cruise, from hydrological bottle and net sampling (a) Stratification index, (b) Taxonomic richness, (c) Diversity Shannon’s
index, (d) Evenness Pielou’s index. 260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
50
100
150
200
250
Index of stratification
260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
0
50
100
Number of taxa
Taxonomic Richness
Ceratium Infraspecific taxa
Dinoflagellates
Total Microplankton
Centric Diatoms
Pennate Diatoms
Armoured Dinoflagellates
Naked Dinoflagellates
6
Diversity Shannon’s Index
Net sampling
Bottle sampling
(a)
(b)
(c) 260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
50
100
150
200
250
Index of stratification
(a) Index of stratification Index of stratification Net sampling 260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
0
2
4
6
Evenness Pielou’s Index
(d) 260
262
264
266
268
270
272
274
276
278
280
282
284
286
288
0
0.5
1 Fig. 4. Evolution of the stratification index in relation to the biodiversity descriptors of the main groups of the microphytoplankton during
DYNAPROC 2 cruise, from hydrological bottle and net sampling (a) Stratification index, (b) Taxonomic richness, (c) Diversity Shannon’s
index, (d) Evenness Pielou’s index. Table 3. Spearman rank correlations between the stratification index (8) and taxonomic richness, diversity Shannon index and evenness
Pielou index of the microplankton components. ∗Correlation is significant at the 0.05 level; g
;
∗∗∗Correlation is significant at the 0.001 level. ∗∗Correlation is significant at the 0.01 level; www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity Taxonomic richness S
Diversity Shannon index H′
Evenness Pielou Index J′
Microphytoplankton
−0.82***
0.78***
0.84***
Diatoms
−0.73***
−0.47*
−0.02
Centric diatoms
−0.53*
0.55*
0.76***
Pennate diatoms
−0.72*
−0.58*
0.31
Dinoflagellates
−0.77**
0.81***
0.71***
Armoured dinoflagellates
−0.57*
0.49*
0.33
Naked dinoflagellates
−0.85***
0.40
0.75*** www.biogeosciences.net/8/743/2011/
Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 754 40
50
60
70
80
90
100
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Gonyaulax
Ceratium / Gonyaulax
Ceratium / Gonyaulax
Ceratium / Podolampas
Ceratium / Gonyaulax
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Gonyaulax
Ceratium / Gonyaulax
Dominance index % (Dinoflagellates genera)
Julian day
40
50
60
70
80
90
100
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. horridum var. buceros
C. pentagonum var. tenerum / C. symmetricum var. orthoceras
C. pentagonum var. tenerum / C. limulus
C. pentagonum var. tenerum / C. concilians
C. pentagonum var. tenerum / C. horridum var. buceros
C. pentagonum var. tenerum / C. declinatum f. brachiatum
C. pentagonum var. tenerum / C. declinatum f. normale
C. pentagonum var. tenerum / C. declinatum f. normale
C. pentagonum var. tenerum / C. declinatum f. normale
C. pentagonum var. tenerum / C. concilians
C. pentagonum var. tenerum / C. horridum var. buceros
C. pentagonum var. tenerum / C. platycorne "platycorne-compressum"
C. pentagonum var. tenerum / C. pentagonum "robustum>tenerum"
Dominance index % (Ceratium infraspecific taxa)
Julian day
(a)
(b)
volution of the dominance index in net samples (a) Dinoflagellates genera dominance index, (b) Ceratium taxa dominance index. 5.2.2
Diversity patterns showed the same feature. Yet, there was a trend of decreas-
ing diversity of armoured species within dinoflagellates and
of the diversity of centric species within diatoms (Fig. 4c). Actually, the few variations in diversity resulted in opposite
trends in richness and evenness indexes. Indeed, the even-
ness index sensibly decreased for total microphytoplankton
(Fig. 4d), and was mainly driven by a pattern of decreasing
dinoflagellates evenness, both displayed by armoured species
and by naked species to a lesser extent. In contrast, the
evenness of total diatoms remained at a high level without
any clear trend of variation. Evenness of pennate diatoms
was constant whereas it slowly decreased for centric species
(Fig. 4d). Thus, while overall diversity appeared to be quite
invariant, important variations occurred among specific tax-
onomic groups. Exploring the relationship between biodi-
versity and the stratification index, we were able to highlight
a trend: among each microplanktonic communities, the tax-
onomic richness was negatively related to the stratification
index (Table 3). We observed higher diversity indexes of di-
noflagellates and centric diatoms associated to stratified wa-
ters (higher 8) while total diatoms and particularly pennate
group diversity was negatively correlated to the stratification
index (Spearman coefficient Rs = −0.58, P < 0.05; Table 3). The total richness of the microphytoplankton from hydrolog-
ical bottle samples varied from 47 to 100 species (Fig. 4b). The total richness slightly increased during the first cycles,
reached a maximum during the cycle 3 and then decreased
during cycle 4 although values stayed superior to the rich-
ness observed in leg 1. Diatoms and dinoflagellates respec-
tive richness followed the same pattern than total microphy-
toplankton, but the increase was more marked for dinoflag-
ellates richness. Number of diatoms species ranged from
17 to 39, with nearly equal portions of pennates (10 to 21
species) and centrics (7 to 18 species) (Fig. 4b). Dinoflag-
ellate species richness ranged from 28 to 63 species, with a
similar contribution of armoured species (14 to 32 species)
and naked species (12 to 31 species). In net samples, while a total of 27 dinoflagellates genera
was described (Table 2), the generic richness in dinoflagel-
lates was about 20 genera along the study (Fig. 4b). S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 40
50
60
70
80
90
100
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Gonyaulax
Ceratium / Gonyaulax
Ceratium / Gonyaulax
Ceratium / Podolampas
Ceratium / Gonyaulax
Ceratium / Goniodoma
Ceratium / Goniodoma
Ceratium / Gonyaulax
Ceratium / Gonyaulax
Dominance index % (Dinoflagellates genera)
Julian day
(a) Dominance index % (Dinoflagellates genera) 40
50
60
70
80
90
100
261
263
265
267
269
271
273
275
277
279
281
283
285
287
289
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. pentagonum "robustum-tenerum"
C. pentagonum var. tenerum / C. horridum var. buceros
C. pentagonum var. tenerum / C. symmetricum var. orthoceras
C. pentagonum var. tenerum / C. limulus
C. pentagonum var. tenerum / C. concilians
C. pentagonum var. tenerum / C. horridum var. buceros
C. pentagonum var. tenerum / C. declinatum f. brachiatum
C. pentagonum var. tenerum / C. declinatum f. normale
C. pentagonum var. tenerum / C. declinatum f. normale
C. pentagonum var. tenerum / C. declinatum f. normale
C. pentagonum var. tenerum / C. concilians
C. pentagonum var. tenerum / C. horridum var. buceros
C. pentagonum var. tenerum / C. platycorne "platycorne-compressum"
C. pentagonum var. tenerum / C. pentagonum "robustum>tenerum"
Dominance index % (Ceratium infraspecific taxa)
Julian day
(b)
Fig. 5. Evolution of the dominance index in net samples (a) Dinoflagellates genera dominance index, (b) Ceratium taxa dominance index. Dominance index % (Ceratium infraspecific taxa) ex in net samples (a) Dinoflagellates genera dominance index, (b) Ceratium taxa dominance index. Fig. 5. Evolution of the dominance index in net samples (a) Dinoflagellates genera dominance index, (b) Ceratium taxa dominance index. Biogeosciences, 8, 743–761, 2011 5.2.2
Diversity patterns -2
-1.5
-1
-0.5
0
0.5
1
-1.5
-1
-0.5
0
0.5
1
1.5
261
262
263
264
265
269
270
271
272
273
278
279
280
281
282
284
285
286
287
288
289
10m
20m
30m
40m
5m
50m
60m
70m
80m
90m
Centric Diatoms
Pennate Diatoms
Armoured Dinoflagellates
Naked Dinoflagellates
Dictyochophyceae
Ciliates<30 µm
Ciliates 30-50 µm
Ciliates>50 µm
Leg 1 (Julian days)
Leg 2 (Julian days)
Depth Z
Axis 1 (54.8%)
Axis 2 (24.3%) In term of dominance, the genus Ceratium was prominent
all along the cruise within the dinoflagellates, and was asso-
ciated to the genus Goniodoma during the first leg, then alter-
natively to the genera Goniodoma, Gonyaulax and Podolam-
pas (Fig. 5a). The association Ceratium/Podolampas at the
middle of cycle 3 corresponded to a minimum of the domi-
nance index (about 50%) whereas during the last cycle, the
dominance of the association Ceratium/Gonyaulax exceeded
90%. Fig. 6. Spatial and temporal dynamics of the microplankton from
hydrological bottle sampling during DYNAPROC 2 cruise. The
Correspondence Analysis was applied on the main microplanktonic
groups. Sampling depths and Julian days were added as illustrative
variables (the coordinates were calculated as the average of samples
of the same days or of the same depth). Within the genus Ceratium, the dominance index tended
to increase throughout the study from 44% to a maximum
of 73% at the end, and was globally higher during the 2
last cycles (Fig. 5b). One single taxon, C. pentagonum
var. tenerum, corresponding to the thermophilic variety of
the species C. pentagonum, also dominated all along the
cruise. It was associated to C. pentagonum “robustum-
tenerum”, C. horridum var. buceros, C. symmetricum var. orthoceras, C. limulus and C. concilians during the cycles
1 and 2, and to C. declinatum f. brachiatum, C. declina-
tum f. normale, C. concilians, C. horridum var. buceros,
C. platycorne “platycorne-compressum” and C. pentagonum
“robustum>tenerum” during the cycles 3 and 4. These 10
prominent taxa represented a few part of the 64 infraspe-
cific taxa which were encountered in the genus Ceratium (Ta-
ble 2). lar vertical distribution: the mixotrophic group with ciliates
and naked dinoflagellates was located above the thermocline
in the surface layer; the armoured dinoflagellates were as-
sociated with depths close to 50 m, i.e. 5.2.2
Diversity patterns Within
the genus Ceratium, the number of infraspecific taxa in-
creased from 43 to 56 taxa during the cycle 1 and then de-
creased after day 269 to reach a value of 28 taxa. The diversity of microphytoplankton in bottle samples was
about 3–4 bit ind−1 and was globally constant (Fig. 4c). Diversity indexes for total dinoflagellates and total diatoms www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 755 In net samples, the evenness varied few during the cycles
1 and 2 for dinoflagellates, but became more variable during
the latter cycles with a final decrease that followed a trend to
increase. Within the genus Ceratium, infraspecific diversity
slowly decreased and then consequently increased at the end
of the cruise (Fig. 4c), whereas evenness strongly increased
during the cycle 2 and then decreased as for dinoflagellates
genera at the very end of the last cycle (Fig. 4d). Regarding
to the relationship between diversity in net samples and the
index of stratification, the correlations found were not signif-
icant. -2
-1.5
-1
-0.5
0
0.5
1
-1.5
-1
-0.5
0
0.5
1
1.5
261
262
263
264
265
269
270
271
272
273
278
279
280
281
282
284
285
286
287
288
289
10m
20m
30m
40m
5m
50m
60m
70m
80m
90m
Centric Diatoms
Pennate Diatoms
Armoured Dinoflagellates
Naked Dinoflagellates
Dictyochophyceae
Ciliates<30 µm
Ciliates 30-50 µm
Ciliates>50 µm
Leg 1 (Julian days)
Leg 2 (Julian days)
Depth Z
Axis 1 (54.8%)
Axis 2 (24.3%)
Fig. 6. Spatial and temporal dynamics of the microplankton from
hydrological bottle sampling during DYNAPROC 2 cruise. The
Correspondence Analysis was applied on the main microplanktonic
groups. Sampling depths and Julian days were added as illustrative
variables (the coordinates were calculated as the average of samples
of the same days or of the same depth). 5.2.2
Diversity patterns close to the mean
depth of the thermocline and the chlorophyll maximum; Dic-
tyochophyceae and more particularly diatoms were charac-
teristic of the deepest layers. In addition, there was an oppo-
sition on axis 2 between the days of the cycles 1 and 2, as-
sociated with diatoms, Dictyochophyceae and armoured di-
noflagellates, and the days of the cycles 3 and 4 associated
with ciliates, naked dinoflagellates and pennate diatoms. 6
Discussion The Correspondences Analysis, applied to the abundances
of the main planktonic groups, yielded an interesting syn-
thesis of the spatio-temporal patterns of the microplankton
(Fig. 6). The planktonic groups were discriminated by their
different coordinates on the 2 first factors, explaining respec-
tively 54.8% and 24.3% of the total inertia. Thus, siliceous
organisms, corresponding to centric and pennate diatoms and
silicoflagellates, had negative coordinates on axis 1, while ar-
moured dinoflagellates and the mainly mixotrophic groups,
composed of ciliates and naked dinoflagellates, had coor-
dinates close to 0 on this axis. The axis 2 discriminated
centric diatoms, Dictyochophyceae and armoured dinoflag-
ellates (negative coordinates) from pennate diatoms and the
mainly heterotrophic group (positive coordinates). Projec-
tion of sampling days and sampling depths as illustrative
variables indicated that the planktonic groups had particu- 6.1
Dynamics of microplankton Within radiolarians,
the polycystines occur in the upper strata of the water column
as they may bear algal symbionts, with maximal abundances
ranging from 25 to 50 m depth in extrapolar areas (Ander-
son et al., 2000). Observed densities were remarkably higher
than those usually observed, with an order of magnitude of
tens to hundreds individuals per cubic meter. During the first
DYNAPROC cruise (May 1995), abundances of radiolarians
ranged from 200 to more than 1000 ind m−3 with maximal
abundances comprised between 50 and 70 m (Andersen et al.,
2001), that represents slightly lower abundances than those
reported for the present cruise. Radiolarians may have sig-
nificantly contributed to primary production since it has been
established their association with photosynthetic symbionts
(Foster et al., 2006). The naked ciliates represented an im-
portant part of the total microplankton, especially during the
leg 2 (day 269 to day 273) and their abundances were consis-
tent with values described in the Villefranche bay at the same
period (G´omez and Gorsky, 2003). In addition to the overall dominance of small-sized di-
noflagellates during the study we observed a temporal shift found during leg 2 (Marty et al., 2008) may partly explain
the decline of siliceous organisms. Moreover, the develop-
ment in the deep layer of diatoms, species that are able to
respond very fast to nutrient pulses (Cloern and Dufford,
2005), was clearly associated to local increases in silicate
concentrations (Marty et al., 2008). The disappearance of
the silicoflagellates could then result then from the compe-
tition with diatoms. As the first observed population of di-
atoms dominated by Corethron sp. was senescent, the com-
petition for silica was weak, likely allowing the develop-
ment of the silicoflagellates, whereas the competition for
silica may have increased towards the middle of the cam-
paign with the significant development of mainly pennate di-
atoms. Predation pressure also differed along the study, with
a change in zooplankton species composition (Raybaud et
al., 2008). Both diatoms (which were represented by sev-
eral large-sized species), and silicoflagellates (which are po-
tentially protected from herbivorous copepod predation due
to their large spins) were well represented during leg 1 (Ju-
lian day 259 to 274). Their contribution decreased during leg
2, corresponding with the presence of other predator species
with more generalist and non-selective diets like Pteropods
(Raybaud et al., 2008). layer (Marty et al., 2008). 6.1
Dynamics of microplankton Although a first wind episode
initiated the destratification, the settlement of a mixing sys-
tem was only obvious at the end of the campaign in re-
sponse to persistent winds during the cycle 4. The domi-
nance of small-sized microplankton species such as ciliates,
mixotrophic and heterotrophic dinoflagellates (mainly Gyro-
dinium spp. and Gymnodinium spp.) and radiolarians also
corresponded to a typical summer situation. Dinoflagellates
usually dominate the microphytoplankton during the strati-
fied period in the NW Mediterranean (G´omez, 2003; G´omez
and Gorsky, 2003), since they do prefer conditions of low
turbulence and warm temperatures, while low nutrients con-
centrations in the surface layer and stratification limit the de-
velopment of diatoms and silicoflagellates. The significant
contribution of naked dinoflagellates probably resulted from
a better adaptation to an oligotrophic environment, since sev-
eral species are known to have phagotrophic activity (Stei-
dinger and Tangen, 1997; Stoecker, 1999). Within less abun-
dant armoured dinoflagellates, the prominence of Ceratium
species, which characterised the net samples, has been al-
ready reported in the Ligurian Sea (Halim, 1960; G´omez and
Gorsky, 2003). The present abundances are of the same mag-
nitude, even slightly lower, than those observed in the coastal
waters of Villefranche bay at the same time (Tunin-Ley et al.,
2007). Although the majority of Ceratium species possesses
chloroplasts, the cells can contain vacuoles, which could
result from phagotrophic behaviour (Chang and Carpenter,
1994). Radiolarians also significantly develop in late sum-
mer and autumn (Lange et al., 1997). Within radiolarians,
the polycystines occur in the upper strata of the water column
as they may bear algal symbionts, with maximal abundances
ranging from 25 to 50 m depth in extrapolar areas (Ander-
son et al., 2000). Observed densities were remarkably higher
than those usually observed, with an order of magnitude of
tens to hundreds individuals per cubic meter. During the first
DYNAPROC cruise (May 1995), abundances of radiolarians
ranged from 200 to more than 1000 ind m−3 with maximal
abundances comprised between 50 and 70 m (Andersen et al.,
2001), that represents slightly lower abundances than those
reported for the present cruise. Radiolarians may have sig-
nificantly contributed to primary production since it has been
established their association with photosynthetic symbionts
(Foster et al., 2006). 6.1
Dynamics of microplankton The naked ciliates represented an im-
portant part of the total microplankton, especially during the
leg 2 (day 269 to day 273) and their abundances were consis-
tent with values described in the Villefranche bay at the same
period (G´omez and Gorsky, 2003). I
dditi
t
th
ll d
i
f
ll i
d di y
The trophic importance of microzooplankton is well rec-
ognized; nevertheless, this group is often exclusively com-
posed of a ciliate “box” in food web studies and models. We
assumed that the contribution of hetero- and mixotrophic di-
noflagellates is largely underestimated. Since Lessard and
Swift (1985, 1986), we know that about half of dinoflagel-
lates species in marine plankton do not possess chloroplasts
and likely consume other plankton cells. A review of Sherr
and Sherr (2007) showed that dinoflagellate biomass could
sometimes be higher than ciliate biomass while small naked
dinoflagellates may account for a large fraction (up to 90%)
of the total heterotrophic dinoflagellates biomass. This last
point was confirmed in Pacific Ocean by Masquelier and
Vaulot (2007) who found, using epifluorescence microscopy,
that about 80% of heterotrophic dinoflagellates were cells
smaller than 20 µm and noted that typical Uterm¨ohl method
largely underestimated small dinoflagellates abundances. A
large number of dinoflagellates species recorded during our
study were mixotrophic or heterotrophic. For instance, all
Protoperidinium species are known to lack photosynthetic
pigments. Numerous cells of the order Gymnodiniales were
observed, but our preserving and counting methods proba-
bly largely underestimated their abundance (Masquelier and
Vaulot, 2007). Given the abundance and variety of ciliates
and heterotrophic dinoflagellates, the ecosystem of our study
had a heterotrophic microplankton pool that feed on a wide
range of prey, from bacteria to centric diatoms (Sherr and
Sherr, 2007). The heterotrophic microplankton likely had
another important role, that of a significant food resource for
mesozooplankton (Perez et al., 1997; Susuki et al., 1999; Liu
et al., 2005). This has to be taken into consideration when
studying the whole ecosystem functioning. In addition to the overall dominance of small-sized di-
noflagellates during the study, we observed a temporal shift
in microplankton composition from a system characterised
by the presence of autotrophic organisms and by the sig-
nificant contribution of siliceous species (leg 1: day 261 to
day 273) to a regeneration-dominated system with mainly
mixotrophic or heterotrophic organisms during leg 2 (day
276 to 291). 6.1
Dynamics of microplankton In the NW Mediterranean Sea, the summer period usually
starts in May–June with the development of the thermo-
cline that lasts until mid-September or late October, when
storms frequency is high. Along with a reinjection of nu-
trients from depth toward upper layers, as a result of mix-
ing effect of the storms and wind events, the development
of a high pressure system following the storm period leads
to calm and sunny weather conditions, known as St Martin’s
summer, which triggers the autumnal phytoplankton bloom
in the NW Mediterranean (Duarte et al., 1999). Despite the
specific choice in timing for the DYNAPROC 2 cruise, the
conditions that we encountered seemed to be characteristic
of late summer stratification, with a well-established ther-
mocline and a situation of nutrient depletion in the surface Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 756 layer (Marty et al., 2008). Although a first wind episode
initiated the destratification, the settlement of a mixing sys-
tem was only obvious at the end of the campaign in re-
sponse to persistent winds during the cycle 4. The domi-
nance of small-sized microplankton species such as ciliates,
mixotrophic and heterotrophic dinoflagellates (mainly Gyro-
dinium spp. and Gymnodinium spp.) and radiolarians also
corresponded to a typical summer situation. Dinoflagellates
usually dominate the microphytoplankton during the strati-
fied period in the NW Mediterranean (G´omez, 2003; G´omez
and Gorsky, 2003), since they do prefer conditions of low
turbulence and warm temperatures, while low nutrients con-
centrations in the surface layer and stratification limit the de-
velopment of diatoms and silicoflagellates. The significant
contribution of naked dinoflagellates probably resulted from
a better adaptation to an oligotrophic environment, since sev-
eral species are known to have phagotrophic activity (Stei-
dinger and Tangen, 1997; Stoecker, 1999). Within less abun-
dant armoured dinoflagellates, the prominence of Ceratium
species, which characterised the net samples, has been al-
ready reported in the Ligurian Sea (Halim, 1960; G´omez and
Gorsky, 2003). The present abundances are of the same mag-
nitude, even slightly lower, than those observed in the coastal
waters of Villefranche bay at the same time (Tunin-Ley et al.,
2007). Although the majority of Ceratium species possesses
chloroplasts, the cells can contain vacuoles, which could
result from phagotrophic behaviour (Chang and Carpenter,
1994). Radiolarians also significantly develop in late sum-
mer and autumn (Lange et al., 1997). 6.2
Biodiversity and physical perturbations Indeed, this aplastial protist is characterised by a symbiosis
with a nitrogen-fixing cyanobacterium (Buck and Bentham,
1998). The dynamics of L. mediterraneus may be important
with regard to nitrogen budgets. Its increase in abundance
noted during the second part of cruise may have helped to
sustain the primary production. The changes described in the microplankton community
should be related to the changes observed in the environment. This potentially raises two questions. First, did the physical
perturbations that occurred (i.e. wind stress and low salinity
water upcoming) affect the biodiversity of microplankton? Second, do our data support the Intermediate Disturbance
Hypothesis (IDH)? Indeed, according to Connell (1978), an
intermediate level of disturbance leads to a peak of diver-
sity. In the absence of disturbance, the competitive exclusion
principle (Hardin, 1960) would apply, the less-fit species be-
ing eliminated, resulting in low diversity. In contrast, highly
intense or frequent disturbance can restrict the community to
a few pioneer species, yielding low diversity. This theory,
firstly developed for terrestrial plants, has been largely tested
on phytoplankton, in part as an attempt to solve the “para-
dox of the plankton” (Hutchinson, 1961), that points out the
incoherence between the remarkable high richness observed
in phytoplankton and the few resources which theoretically
prevents the coexistence of numerous species, because of the
principle of competitive exclusion. According to previous
laboratory and enclosure experiments as well as field studies,
mainly focussing on freshwater ecosystems, the IDH appears
to be applicable to phytoplankton (Padis´ak, 1994; Sommer,
1995; Fl¨oder and Sommer, 1999; Hambright and Zohary,
2000; Elliott et al., 2001; Weithoff et al., 2001; Shea et al.,
2004). But the weakness of this theory is that it considers the
response to an unmeasured event (Reynolds, 1995). While
it appears effectively difficult to define what a disturbance is
and how intense it is, it has been proposed to consider a dis-
turbance an event that alters the niche opportunities available
to the species in a system (Shea et al., 2004). In our study, the stratification index, being the resultant of
physical perturbations (wind regime, intrusion of low salin-
ity water), can be considered as a proxy of disturbance. Thus, exploring putative correlations between physical dis-
turbances and biodiversity of phytoplankton from hydrolog-
ical bottles, we observed that the decrease of the evenness
and the increase of the specific richness were associated to
the decrease of the stratification index. 6.2
Biodiversity and physical perturbations The dynamics of marine phytoplankton have been as-
sessed over short scales using pigment analysis (Vidussi et
al., 2000). HPLC technique based on the pigment signa-
ture of major phytoplankton groups constitutes an efficient
tool to have an overview of relative contributions and major
shifts. This technique has been used successfully during DY-
NAPROC 2 (Marty et al., 2008). Additionally, converting
pigments to carbon equivalent could be convenient for link-
ing the overall distribution of phytoplankton to the dynamic
of organic matter. Yet, with this approach, groups of species
that have no specific pigment signature are not identified, as
well as groups without any photosynthetic pigments (i.e. het-
erotrophic dinoflagellates). Furthermore, species composi-
tion cannot be considered. Compared to pigment diversity
analysis our direct microscopic observations supply comple-
mentary information of biogeochemical and ecological in-
terests. Thus, silicoflagellates characterised by a complex
pigment-content composed of acylfucoxanthines (19′-BF et
19′-HF), fuco-, diadino-, diato-xanthine and also chloro-
phylle a, c, and c3 (Daugbjerg and Henriksen, 2001) can not
be monitored using a single pigment determination method
but are easily distinguished microscopically. During DY-
NAPROC 2, the dynamics of silicate compounds does not
only concern diatoms; the siliceous silicoflagellates, even
though less abundant, participated in both silicate and carbon
fluxes. The abundance of Dictyocha spp. encountered dur-
ing the first period of the cruise, argues for a non-negligible
contribution in the silicate cycle and the existence of compe-
tition with diatoms for the nutrient resources, especially sil-
icate. This aspect is highlighted during the first low salinity
event that may have constituted a physiological stress with a
stronger impact on diatoms. Meanwhile silicate was avail-
able; it precisely corresponded with the highest abundances
of silicoflagellates. Assuming that turbulences increased the
velocity of the phytoplankton cells sinking (Ruiz et al., 2004)
and that this velocity also depends on the cell shape, the spe-
cific modification that occurred within the community prob-
ably influenced geochemical processes. In addition to sili-
cate fluxes, our study also provides information on the ni-
trogen cycle. The peculiar consortium constituted by frus-
tule of Leptocylindrus mediterraneus and the protozoan Rhi-
zomonas setigera (Pavillard) Patterson, is involved in ni-
trogen (N2) fixation. As the individuals observed in olig-
otrophic Pacific Ocean (G´omez, 2007), R. setigera was al-
ways found restricted to the central section of the frustules. 6.1
Dynamics of microplankton The slight decrease in silicate concentration Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ 757 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity Biogeosciences, 8, 743–761, 2011 6.2
Biodiversity and physical perturbations Despite the intru-
sion of less saline water and the on-going destratification that
initiated during the first leg, the diversity of the total mi-
croplankton from bottle samples was quite constant along
the study but the richness increased. Although the hori-
zontal advection was weak, the less saline water mass has
brought new species, as illustrating by the development of
the coastal Scrippsiella sp., or additional individuals of some
already present species, modifying the relative abundances of
the species and consequently the diversity. We can postulate
that perturbations were weak and progressive along the study,
leading to a consistent total microplankton richness accom-
panied with coexistence of species at the end of the cruise
when the destratification was likely established. Weak and
frequent disturbances (several moderate wind events) would www.biogeosciences.net/8/743/2011/ www.biogeosciences.net/8/743/2011/ Biogeosciences, 8, 743–761, 2011 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 758 have favoured and sustained diversity (here, namely species
richness). mens of Scaphodinium mirabile were found in sub-surface
(10 m depth, Julian day 280 and 2 m depth, Julian day 285). This species, considered as thermophylic (Stoyanova 1999;
G´omez and Furaya, 2004), has already been found in NW
Mediterranean Sea (Margalef, 1963; L´eger, 1971; G´omez
and Gorsky, 2003). We encountered 18 specimens of Petalo-
dinium porcelio, between 10 and 90 m depth (Julian days 279
to 289). It is the first time that this species has been recorded
in Mediterranean Sea since its description in 1969 (Cachon
and Cachon, 1969). The two other cells of P. porcelio were
reported by Stoyanova (1999) in the Black Sea and by G´omez
and Furuya (2005) in the Pacific Ocean. The most relative
abundant morphologically-modified dinoflagellate was Ko-
foidinium velelloides, which belongs to the family Kofoidini-
aceae Taylor (Sournia, 1986). Seventy-five specimens were
found, from surface to 90 m depth, throughout the study pe-
riod. This species has a complex life cycle and we assumed
that specimens of immature stage resembling Gymnodinium
belong to this species, due to the morphology of the large
velum at mature sampled stages. The species of the genus
is not easy to identify because of the high morphological
variability during the life cycle and the difficulties to delimit
the species from preserved specimens (G´omez and Furaya,
2007). 6.3
Indicator and particular species Species-specific analysis also permits special attention to in-
dicator species. The dinoflagellate Scrippsiella sp. is associ-
ated with the less saline water incoming during the first and
the second leg of the cruise. As the species belonging to this
genus are considered as neritic (Hasle and Syvertsen, 1996),
we thus provide evidence for the coastal origin of the water
with this biological marker. The species of this genus was not
determined, even if it was morphologically close to Scripp-
siella trochoidea, since Montresor et al. (2003) have sug-
gested the existence of cryptic species in the Mediterranean
Sea. Moreover, several cells of the naked dinoflagellate As-
terodinium gracile, with five radiating elongated extensions
as presented in Fig. 2a in G´omez and Claustre (2003), were
sampled in our study (one cell at 50 m and the other at 60 m
depth, Julian day 286). This species was initially reported in
Indian Ocean (Sournia, 1986), later in the eastern Mediter-
ranean Sea (Abboud-Abi Saab, 1989) and G´omez and Claus-
tre (2003) found this species in the Tyrrhenian basin consid-
ering it as a possible biological indicator of warming. To
our knowledge, it is the first time that A. gracile was found
in the Ligurian Sea and this could indicate an extension of
the spatial distribution of this species. Nevertheless, some
publications suggest that the genus Asterodinium may corre-
spond to life stages of a highly versatile single species re-
grouping taxa of the genera Brachydinium, Karenia and Mi-
croceratium (G´omez et al., 2005; G´omez, 2006). 6.2
Biodiversity and physical perturbations As for genus Asterodinium (see above), those rare
species need more investigation about description as well as
biology and ecology. On the opposite, in net samples, the biodiversity followed
a different evolution, with a remarkable increase in Ceratium
species dominance within dinoflagellates. Even within the
genus Ceratium, which is known to be an interesting model
for biodiversity studies (Tunin-Ley et al., 2007), the evenness
tended to decrease at the very end of the cruise, reflecting an
increase in the dominance of a couple of taxa. This reverse
evolution may illustrate the lower abilities of some dinoflag-
ellates, with low growth rates as in Ceratium taxa, to adapt
to changes occurring at short-time scale. We can postulate
that those non-opportunistic species can not get benefit from
the gradual disturbance which favoured the diversity of other
groups. Biogeosciences, 8, 743–761, 2011 References Dodge, J. D.: Marine Dinoflagellates of the British Isles, Her
Majesty’s Stationery Office, England, 303 pp, 1982. Abboud-Abi Saab, M.:
Les Dinoflagell´es des eaux cˆoti`eres
libanaises-Esp`eces rares ou nouvelles du phytoplancton marin,
Leba. Sci. Bull., 5, 5–16, 1989. Duarte, C. M., Agust´ı, S., Kennedy, H., and Vaqu´e, D.: The
Mediterranean climate as a template for Mediterranean marine
ecosystems: the example of the northeast Spanish littoral, Prog. Oceanogr., 44, 245–270, 1999. Andersen, V. and Prieur, L.:
One-month study in the open
NW Mediterranean Sea (DYNAPROC experiment, May 1995):
overview of the hydrobiogeochemical structures and effects of
wind events, Deep Sea Res. Pt. I, 47, 397–422, 2000. Elliott, J. A., Irish, A. E., and Reynolds, C. S.: The effects of vertical
mixing on a phytoplankton community: a modelling approach to
the intermediate disturbance hypothesis, Fresh. Biol., 46, 1291–
1297, 2001. Anderson, O. R., Nigrini, C., Boltovskoy, D., Takahashi, K., and
Swanberg, N. R.: Class Polycystinea, edited by: Lee, J. J.,
Leedale, G. F., Bradbury, P., The illustrated guide to Proto-
zoa, Second edition, Society of Protozoologists, Lawrence, KA,
USA, 994–1022, 2000. Falkowski, P. G., Katz, M. E., Knoll, A. H., Quigg, A., Raven, J. A., Schofield, O., and Taylor, F. J. R.: The Evolution of Modern
Eukaryotic Phytoplankton, Science, 305, 354–360, 2004. Balech, E.: Los dinoflagelados del Atlantico sudoccidental, Ph.D. Thesis, Instituto Espa˜nol de Oceanografia, Madrid, Espagne,
1988. Field, C. B., Behrenfeld, M. J., Randerson, J. T., and Falkowski, P. G.: Primary production of the biosphere: Integration terrestrial
and oceanic components, Science, 281, 237–240, 1998. Benfield, C. M., Grosjean, P., Culverhouse, P. F., Irigoin, X., Sier-
acki, M. E., Lopez-Urrutia, A., Dam, H. G., Hu, Q., Davis, C. S.,
Hansen, A., Pilskaln, C. H., Riseman, E. M., Schultz, H., Utgoff,
P. E., and Gorsky, G.: RAPID : research on automated plankton
identification, Oceanography, 20, 172–187, 2007. Fl¨oder, S. and Sommer, U.: Diversity in planktonic communities:
an experimental test of the intermediate disturbance hypothesis,
Limnol. Oceanogr., 44, 1114–1119, 1999. Foster, R. A., Carpenter, J. E., and Bergman, B.:
Unicellu-
lar cyanobionts in open ocean Dinoflagellates, Radiolarians,
and Tintinnids:
ultrastructural characterization and Immuno-
localization of phycoerythrin and nitrogenase, J. Phycol., 42,
453–463, 2006. Benzecri, J. P.: L’analyse des donn´ees. II. L’analyse des correspon-
dances, Dunod, Paris, 619 pp., 1973. Bidigare, R. R. and Ondrusek, M. 7
Conclusions This is one of the first detailed studies dealing with daily
variations of marine microplankton abundance and diversity,
done with two complementary sampling methods (i.e. hydro-
logical bottles and plankton net). Our results highlighted the
value of such data to complete pigments analysis; the knowl-
edge of microplanktonic short-term abundance and diversity
evolution supplied complementary information of biogeo-
chemical, biological and ecological interests. It allowed a
better understanding of the interactions between autotrophs
and nutrients as well as trophic relations with zooplankton. Finally, indicators species could also confirm coastal water
intrusion and potential warming of Mediterranean Sea. This demonstrates that traditional taxonomic studies are
definitely not obsolete, with regard to the recent advances
in automatic digitization and classification (Benfield et al.,
2007) that will considerably decrease the time allocated to
microplankton identification in further studies. Despite their large size, some dinoflagellate species char-
acterized by non-typical or much modified morphologies are
often underestimated or absent from most of microphyto-
plankton analysis. According to G´omez and Furuya (2004),
this could be explained by a specific and not easily accessible
literature and difficulty in the identification, due to folding in
fixed cells. Careful analysis of our samples revealed sev-
eral modified dinoflagellates. They mainly belonged to the
family Leptodiscaceae Taylor (order Noctilucales Heackel). The species are strongly antero-posteriorly flattened and dis-
play a wing-like extension, called the velum. Two speci- Acknowledgements. We thank the chief scientist, V. Andersen,
for organising the DYNAPROC 2 cruise, and the crew of the
R/V Thalassa for ship operations. We are also grateful to John
Dolan for his advices and kind re-lecture. This study was part
of the PECHE project; financial support was provided by the
I.N.S.U.-C.N.R.S. through the PROOF program (JGOFS-France)
and by the project “La Notion d’Esp`ece dans le Phytoplancton”
in the framework of the national program EC2CO “Ecosph`ere Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ 759 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversit Cachon, J. and Cachon, M.: Contribution `a l’´etude des Noctilucidae
Saville-Kent. Evolution, morphologie, cytologie, syst´ematique. II. Les leptodiscinae Cachon J. et M., Protistologica, 5, 11–33,
1969. Continentale et Cˆoti`ere”. The publication of this article is financed by CNRS-INSU. The publication of this article is financed by CNRS-INSU. Daugbjerg, N. and Henriksen, P.: Pigment composition and RbcL
sequence data from the Silicoflagellate Dictyocha speculum: a
heterokont alga with pigments similar to some haptophytes, J. Phycol., 37, 11–10, 2001. 7
Conclusions This work was also supported by the
ANR AQUAPARADOX and by the MarBEF European Network
of Excellence “Marine Biodiversity and Ecosystem Functioning”
in the framework of the program MARPLAN for European inte-
gration of marine microplankton research. Ph.D. scholarship of A. Tunin-Ley was provided by “Minist`ere de l’Education Nationale,
de l’Enseignement Sup´erieur et de la Recherche”. We thank the
anonymous reviewers for their valuable remarks and advices that
greatly improved our manuscript. This paper is dedicated to our
friend and colleague Val´erie Andersen who prematurely passed
away in March 2007. Calado, A. J. and Huisman, J. M.: Commentary: G´omez, F., Mor-
eira, D., and Lopez-Garcia, P.: Neoceratium gen. nov., a New
Genus for All Marine Species Currently Assigned to Ceratium
(Dinophyceae), Protist, 161, 517–519, 2010. Carpentier, P. and Lepˆetre, A.: Robustesse de quelques indices de
diversit´e `a l’´echantillonnage, Oc´eanis, 25, 435–455, 1999. Caroppo, C., Fioccab, A., Sammarcob, P., and Magazzu’b, G.: Sea-
sonal Variations of Nutrients and Phytoplankton in the Coastal
SW Adriatic Sea (1995–1997), Botanica Marina, 42, 389–400,
1999. Edited by: E. Mara˜n´on Chang, J. and Carpenter, E. J.: Active growth of the oceanic di-
noflagellate Ceratium teres in the Caribbean and Sargasso seas
estimated by cell cycle analysis, J. Phycol., 30, 375–381, 1994. The publication of this article is financed by CNRS-INSU. Cloern, J. E. and Dufford, R.: Phytoplankton community ecology:
principles applied in San Francisco Bay, Mar. Ecol. Prog. Ser.,
285, 11–28, 2005. Connell, J. H.: Diversity in Tropical Rain Forests and Coral Reefs,
Science, 199, 1302–1310, 1978. References E.: Spatial and temporal variabil-
ity of phytoplankton pigment distributions in the central equato-
rial Pacific Ocean, Deep Sea Research Part II: Topical Studies in
Oceanography, 43, 809-833, 1996. G´omez, F. and Claustre, H.:
The genus Asterodinium (Dino-
phyceae) as possible biological indicator of warming in the west-
ern Mediterranean Sea, J. Mar. Biol. Ass., UK, 83, 173–174,
2003. Bowden, K. F: Physical oceanography of coastal waters, Ellis Hor-
wood Series on Marine Science, John Wiley & Sons, New York,
302 pp, 1983. G´omez, F. and Furaya, F.: New records of Scaphodinium mirabile
(Dinophyceae), an unnoticed dinoflagellate in the Pacific Ocean,
Phycol. Res., 52, 13–16, 2004. Buck, K. R. and Bentham, W. N.: A novel symbiosis between a
cyanobacterium, Synechococcus sp., an aplastidic protist, Soleni-
cola setigera, and a diatom, Leptocylindrus mediterraneus, in the
open ocean, Mar. Biol., 132, 349–355, 1998. G´omez, F. and Furaya, F.: Leptodiscaceans (Noctilucales, Dino-
phyceae) from the Pacific Ocean: First records of Petalodinium Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ 760 S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity and Leptodiscus beyond the Mediterranean Sea, Europ. J. Pro-
tist., 41, 231–239, 2005. and Leptodiscus beyond the Mediterranean Sea, Europ. J. Pro-
tist., 41, 231–239, 2005. lishing, USA, 256 pp, 2004. Manly, B. F.: Randomization and Monte Carlo methods in biology,
Chapman and Hall, London, 292 pp, 1991. G´omez, F. and Furaya, F.:
Kofoidinium, Spatulodinium and
other kofoidiniaceans (Noctilucales, Dinophyceae) in the Pacific
Ocean, Europ. J. Protist., 43, 115–124, 2007. Margalef, R.: Scaphodinium mirabile nov. gen. nov. sp., un nuevo
dinoflagelado del plancton marino, Miscelanea Zool. Barcelona,
1, 1–2, 1963. G´omez, F. and Gorsky, G.: Annual microplankton cycles in Ville-
franche Bay, Ligurian Sea, NW Mediterranean, J. Plank. Res.,
25, 323–339, 2003. Marty, J. C. and Chiaverini, J.: Seasonal and interannual variations
in phytoplankton production at DYFAMED time-series station,
northwestern Mediterranean Sea. Deep-Sea Res. Pt. II, 49(11),
1965–1985, 2002. G´omez, F., Moreira, D., and Lopez-Garcia, P.: Neoceratium gen. nov., a New Genus for All Marine Species Currently Assigned to
Ceratium (Dinophyceae), Protist, 161, 35–54, 2010. Marty, J. C., Garcia, N., and Raimbault, P.: Phytoplankton dynam-
ics and primary production under late summer conditions in the
NW Mediterranean Sea, Deep Sea Res. Pt. I, 55(9), 1131–1149,
2008. G´omez, F., Nagahama, Y., Takayama, H., and Furuya, K.: Is Kare-
nia a synonym of Asterodinium-Brachidinium (Gymnodiniales,
Dinophyceae)? Acta Bot. Croat., 64, 263–274, 2005. Masquelier, S. References and Vaulot, D.: Distribution of micro-organisms
along a transect in the South-East Pacific Ocean (BIOSOPE
cruise) from epifluorescence microscopy, Biogeosciences Dis-
cuss., 4, 2667–2697, doi:10.5194/bgd-4-2667-2007, 2007. G´omez, F.: The Dinoflagellate Genera Brachidinium, Asterodinium,
Microceratium and Karenia in the Open SE Pacific Ocean, Al-
gae, 21, 445–452, 2006. Hambright, K. D. and Zohary, T.: Phytoplankton species diversity
control through competitive exclusion and physical disturbances,
Limnol. Oceanogr., 45, 110–122, 2000. Montresor, M., Sgrosso, S., Procaccini, G., and Kooistra, W.: In-
traspecific diversity in Scrippsiella trochoidea (Dinophyceae):
evidence for cryptic species, Phycologia, 42, 56–70, 2003. Halim, Y.: Etude quantitative et qualitative du cycle ´ecologique des
dinoflagell´es dans les eaux de Villefranche-sur-Mer, Ann. Inst. Oceanogr. Monaco., 38, 123–232, 1960. Motoda, S.: Devices of simple plankton apparatus, Mem. Fac. Fish. Hokkaido Univ., 7, 73–94, 1959. Hardin, G.: The competitive exclusion principle, Science, 131,
1292–1298, 1960. Padis´ak, J.: The influence of different disturbance frequencies on
the species richness, diversity and equitability of phytoplankton
in shallow lakes, Hydrobiologia, 249, 135–156, 1993. Hasle, G. R. and Syvertsen, E. E.: Dinoflagellates, edited by:
Tomas, C. R., Identifying Marine Phytoplankton, Academic
Press, Inc. San Diego, Calif., 526–527, 1996. Padis´ak, J.: Identification of relevant time-scales in non-equilibrium
community dynamics: conclusions from phytoplankton surveys,
New Zealand J. Ecol., 18, 169–176, 1994. Hulburt, E. M.: The diversity of phytoplanktonic populations in
oceanic, coastal, and estuarine regions, J. Mar. Res., 21, 81–93,
1963. Padis´ak, J., T´oth, L. G., and Rajczy, M.: The role of storms in the
summer succession of the phytoplankton community in a shallow
lake (Lake Balaton, Hungary), J. Plank. Res., 10, 249–265, 1988. Hutchinson, G. E.: The paradox of the plankton, Am. Nat., 95, 137–
145, 1961. Perez, M. T., Dolan, J. R., and Fukai, E.: Planktonic oligotrich cili-
ates in the NW Mediterranean: growth rates and consumption by
copepods, Mar. Ecol. Prog. Ser., 155, 89–101, 1997. Kyewalyanga, M. S., Naik, R., Hegde, S., Raman, M., Barlow, R.,
and Roberts, M.: Phytoplankton biomass and primary production
in Delagoa Bight Mozambique: Application of remote sensing,
Estuar. Coast. Shelf Sci., 74, 429–436, 2007. Pinckney, J. L., Paerl, H. W., Harrington, M. B., and Howe, K. E.:
Annual cycles of phytoplankton community-structure and bloom
dynamics in the Neuse River Estuary, North Carolina, Mar. Biol.,
131, 371–381, 1998. Lange, C. B., Weinheimer, A., Reid, M. R. References H., and Thunell, R.: Sed-
imentation patterns of diatoms, radiolarians, and silicoflagellates
in Santa Barbara basin, California, CalCOFI Rep., 38, 161–170,
1997. Raybaud, V., Nival, P., Mousseau, L., Gubanova, A., Altukhov, D.,
Khvorov, S., Iba˜nez, F., and Andersen, V.: Short term changes
in zooplankton community during the summer-autumn transition
in the open NW Mediterranean Sea: species composition, abun-
dance and diversity, Biogeosciences Discuss., 5, 2237–2278,
doi:10.5194/bgd-5-2237-2008, 2008. Legendre, P. and Legendre, L.: Numerical Ecology, 2 Edn. Elsevier
Science BV, Amsterdam, 853 pp., 2000. Lessard, E. J. and Swift, E.: Species-specific grazing rates of
heterotrophic dinoflagellates in oceanic waters, measured with
a dual-label radioisotope technique, Mar. Biol., 87, 289–296,
1985. Reynolds, C. S.: The theory of ecological succession applied to the
freshwater phytoplankton, Verh. Int. Ver. Theor. Angew. Limnol.,
23, 683–691, 1988. Lessard, E. J. and Swift, E.: Dinoflagellates from the North At-
lantic classified as phototrophic or heterotrophic by epifluores-
cence microscopy, J. Plank Res., 8, 1209–1215, 1986. Reynolds, C. S.: The intermediate disturbance hypothesis and its
applicability to planktonic communities: comments on the views
of Padis´ak and Wilson, New Zealand, J. Ecol., 19, 219–225,
1995. Liu, H., Dagg, M. J., and Strom, S.: Grazing by calanoid cope-
pod Neocalanus cristatus on the microbial foodweb in the coastal
Gulf of Alaska, J. Plankton Res., 27, 647–662, 2005. Reynolds, C. S.: Vegetative processes in the pelagic: A model for
ecosystem theory, Ecology Institute, Oldendorf/Luhe, Germany,
1997. Loreau, M., Naeem, S., Inchausti, P., Bengtsson, J., Grime, J. P.,
Hector, A., Hooper, A., Huston, M. A., Raffaelli, D., Schmid,
B., Tilman, D., and Wardle, D. A.: Biodiversity and ecosystem
functioning: current knowledge and future challenges, Science,
294, 804–808, 2001. Reynolds, C. S., Padisak, J., and Sommer, U.: Intermediate Dis-
turbance in the Ecology of Phytoplankton and the Maintenance
of Species Diversity: A synthesis, Hydrobiologia, 249, 183–188,
1993. Magurran, A. E.: Measuring Biological Diversity, Blackwell Pub- Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ www.biogeosciences.net/8/743/2011/ S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity S. Lasternas et al.: Short-term dynamics of microplankton abundance and diversity 761 Susuki, K., Nakamura, Y., and Hiromi, J.:
Feeding by small
calanoid copepod Paracalanus sp. on heterotrophic dinoflagel-
lates and ciliates, Aquat. Microb. Ecol., 17, 99–103, 1999. Ruiz, J., Mac´ıas, D., and Peters, F.: Turbulence increases the av-
erage settling velocity of phytoplankton cells, Proc. Natl. Acad. Sci. U.S.A, 101, 17720–17724, 2004. Shea, K., Roxburgh, S. H., and Rauschert, E. References S. J.: Moving from
pattern to process: coexistence mechanisms under intermediate
disturbances regimes, Ecol. Lett., 7, 491–508, 2004. Throndsen, J.: Preservation and storage, edited by: Sournia, A.,
Phytoplankton manual, Unesco, Paris, 69–74, 1978. Thyssen, M., Mathieu, D., Garcia, N., and Denis, M.: Short-term
variation of phytoplankton assemblages in Mediterranean coastal
waters recorded with an automated submerged flow cytometer, J. Plankton Res., 30, 1027–1040, 2008. Sherr, E. B. and Sherr, B. F.: Heterotrophic dinoflagellates: a signif-
icant component of microzooplankton biomass and majors graz-
ers of diatoms in the sea, Mar. Ecol. Prog. Ser., 352, 187–197,
2007. Tr´egouboff,
G. and Rose,
M.:
Manuel de planctonologie
m´editerran´eenne, Tome I, Centre National de la Recherche Sci-
entifique, Paris, 587 pp, 1957a. Siegel, S. and Castellan, N. J.: Non-parametric Statistics for the
Behavioural Sciences, McGraw Hill Company, New York, 1988. Tr´egouboff,
G. and Rose,
M.:
Manuel de planctonologie
m´editerran´eenne, Tome II, Centre National de la Recherche Sci-
entifique, Paris, 203 pp, 1957b. Sommer, U.: An experimental test of the Intermediate Distur-
bance Hypothesis using cultures of marine phytoplankton, Lim-
nol. Oceanogr., 40, 1271–1277, 1995. Sournia, A.: Le genre Ceratium (P´eridinien planctonique) dans le
canal du Mozambique. Contribution `a une r´evision mondiale, Vie
Milieu A: Biologie Marine 18, 375–500, 1967 (Year of publica-
tion: 1968). Tunin-Ley, A., Labat, J. P., Gasparini, S., Mousseau, L., and Lem´ee,
R.: Annual cycle and diversity of species and infraspecific taxa
of Ceratium Schrank (Dinophyceae) in the Ligurian Sea, NW
Mediterranean, J. Phycol., 43, 1149–1163, 2007. Sournia,
A.:
Atlas
du
phytoplancton
marin. Introduction,
Cyanophyc´ees, Dictyochophyc´ees, Dinophyc´ees et Raphido-
phyc´ees, Vol I., Edition CNRS, Paris, 1–219, 1986. Venrick, E. L., McGowan, J. A., Cayan, D. R., and Hayward, T. L.: Climate and Chlorophyll a: Long-Term Trends in the Central
North Pacific Ocean, Science, 238, 70–72, 1987. Vidussi, F., Marty, J. C., and Chiaverini, J.: Phytoplankton pigment
variations during the transition from spring bloom to oligotro-
phy in the northwestern Mediterranean sea, Deep-Sea Res. Pt. 1,
47(3), 423–448, 2000. Steidinger, K. A. and Tangen, K.: Dinoflagellates, in: Identifying
Marine Phytoplankton, edited by: Tomas, C. R., Academic Press,
San Diego, USA, 387–584, 1997. Stoecker, D. K.: Mixotrophy among Dinoflagellates, J. Eukaryot. Microbiol., 46, 397–401, 1999. Weithoff, G., Walz, N., and Gaedke, U.: The intermediate distur-
bance hypothesis-species diversity or functional diversity? J. Plankton Res., 23, 1147–1155, 2001. Stoyanova, A. P.: New representatives of noctilucales in Bulgarian
Black Sea coastal water, Compt. rend. Acad. Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/ References Bulgare Sci., 52,
119–122, 1999. Biogeosciences, 8, 743–761, 2011 www.biogeosciences.net/8/743/2011/
|
https://openalex.org/W1488239349
|
http://sedici.unlp.edu.ar/bitstream/handle/10915/31762/Documento_completo__.pdf?sequence=1, http://sedici.unlp.edu.ar/bitstream/handle/10915/3433/Documento_completo.pdf?sequence=1, http://sedici.unlp.edu.ar/bitstream/handle/10915/3537/Documento_completo.pdf?sequence=1, https://www.econstor.eu/bitstream/10419/189558/1/doc_cedlas03.pdf, http://cedlas.econo.unlp.edu.ar/archivos_upload/doc_cedlas3.pdf
|
es
|
Comercio y desigualdad salarial en Argentina: un enfoque de Equilibrio General Computado
| null | 2,019
|
cc-by
| 14,649
|
Maestría en Economía
Facultad de Ciencias Económicas
Universidad Nacional de La Plata
TESIS DE MAESTRIA
ALUMNO
Martín Cicowiez
TITULO
Comercio y Desigualdad Salarial en Argentina: Un enfoque de Equilibrio
General Computado
DIRECTOR
Chisari Omar
FECHA DE DEFENSA
12/7/2001
COMERCIO Y DESIGUALDAD SALARIAL EN ARGENTINA:
UN ENFOQUE DE EQUILIBRIO GENERAL COMPUTADO
MARTIN CICOWIEZ
TESIS DE MAESTRIA
MAESTRIA EN ECONOMIA
UNIVERSIDAD NACIONAL DE LA PLATA
DIRECTOR DE TESIS
OMAR O. CHISARI
LA PLATA, 27 DE NOVIEMBRE DE 2001
COMERCIO Y DESIGUALDAD SALARIAL EN ARGENTINA:
UN ENFOQUE DE EQUILIBRIO GENERAL COMPUTADO
MARTIN CICOWIEZ
26-11-2001
RESUMEN
En este trabajo, se utiliza un modelo de Equilibrio General Computado (CGE) para analizar el
efecto de la apertura comercial sobre el salario de los trabajadores calificados versus el salario
de los trabajadores no calificados en la Argentina. El resultado que se obtiene es que en el
caso de Argentina, el comercio sólo explica una pequeña porción (alrededor de 3%) del
incremento en la desigualdad salarial. Adicionalmente, se presenta una metodología que
puede emplearse para realizar ejercicios de descomposición con un modelo de CGE.
I. INTRODUCCION
Durante las décadas del ochenta y noventa la desigualdad salarial entre trabajadores
calificados y no calificados aumentó considerablemente en varios países1. Este aumento ha
sido bien documentado para los países de la OECD, en especial Estados Unidos y Gran
Bretaña. En el caso de la Argentina, se registra un aumento de la desigualdad salarial durante
la década del noventa (Gasparini et al., 2001).
En la literatura económica se mencionan cuatro explicaciones principales para el aumento en
la desigualdad salarial: el aumento del comercio internacional de bienes intensivos en mano
de obra no calificada (en especial, bienes producidos en países con bajos salarios), el cambio
tecnológico sesgado a favor de los trabajadores con mayor calificación, la disminución de la
importancia de las instituciones que limitan el mercado (caída del salario mínimo y
disminución del poder sindical) y el cambio en la estructura productiva (desindustrialización).
De estas cuatro explicaciones, las que más atención han recibido en la literatura son el
incremento del comercio y el cambio tecnológico. En cuanto a la importancia relativa de estos
dos factores, la mayoría de los autores señalan al cambio tecnológico como causa principal
1
Para un resumen de la literatura sobre este tema, puede consultarse Burtless (1995) y Richardson (1995).
-1-
del aumento de la desigualdad salarial2. Estos autores señalan que sólo el cambio tecnológico
sesgado contra los trabajadores no calificados es consistente con un aumento del diferencial
salarial y un aumento simultáneo en la intensidad de uso del trabajo calificado. Esta literatura
emplea una gran variedad de métodos econométricos.
En este trabajo se emplea un modelo de Equilibrio General Computado (CGE) para
determinar cuánto del cambio en el diferencial salarial entre trabajadores calificados y no
calificados observado durante la década del noventa en Argentina puede ser explicado por la
apertura comercial ocurrida durante el mismo período. Se elige la década del noventa porque
es durante esos años que el aumento del diferencial salarial entre trabajadores con distinta
calificación se ve acompañado de un proceso de apertura comercial importante.
Adicionalmente, siguiendo a la literatura, se supone que el otro factor que explica el aumento
de la desigualdad salarial es el cambio tecnológico y se calcula el cambio tecnológico que,
combinado con la apertura comercial, hace que el modelo replique el aumento de la
desigualdad salarial ocurrido durante la década del noventa en Argentina.
La aplicación de un modelo de CGE al estudio de este problema se basa en la propuesta de
Abrego y Whalley (1999 y 2000). Se emplean dos modelos alternativos para realizar los
ejercicios de simulación. El primero es un modelo similar al empleado por Abrego y Whalley
y el segundo es un modelo de CGE estático estándar más general. Aunque se trata de modelos
muy simples, constituyen una primera aproximación al problema en el marco de un modelo de
CGE calibrado con información para Argentina.
El resto del trabajo se organiza de la siguiente manera. La Sección II presenta evidencia
empírica para la Argentina sobre la evolución de la desigualdad salarial y de la política
comercial durante la década del noventa. La Sección III describe la metodología del CGE. En
la Sección IV se describen los modelos empleados. La Sección V presenta la información
utilizada para hacer operacional (calibrar) el modelo de CGE. La Sección VI presenta los
resultados obtenidos. Finalmente, la Sección VII concluye.
2
Dos excepciones a esta conclusión son Wood (1995 y 1997) y Feenstra y Hanson (1996 y 1999).
-2-
II. EVIDENCIA EMPIRICA PARA ARGENTINA
II.1. EVOLUCION DEL DIFERENCIAL SALARIAL
En este trabajo se toma como medida del diferencial salarial entre trabajadores con distinta
calificación el cociente entre el salario promedio de los trabajadores calificados y el salario
promedio de los trabajadores no calificados3. En el caso de la Argentina, la evidencia muestra
una caída de este diferencial salarial desde fines de la década del ochenta hasta comienzos de
la década del noventa y un aumento a partir de entonces y hasta el año 1998. La fuente de
información utilizada para calcular este cociente es la Encuesta Permanente de Hogares
(EPH) para el Gran Buenos Aires elaborada por el INDEC4. Entre 1992 y 1998 este cociente
aumentó alrededor de 10%5. El Gráfico 1 permite apreciar este comportamiento del
diferencial salarial.
Gráfico 1: Evolución del diferencial salarial 1987-1998
2.00
1.90
1.80
1.70
1998-1
1997-1
1996-1
1995-1
1994-1
1993-1
1992-1
1991-1
1990-1
1.60
Hacia finales de la década del ochenta la Argentina comienza un proceso de apertura
comercial. El arancel promedio pasó de 30,8% en 1988 a 14,1% en 1997. Además, en el
mismo
período,
el
valor
de
las
exportaciones
3
(importaciones)
se
multiplicó,
Se considera que un trabajador calificado es aquel que tiene educación secundaria completa, universitaria
incompleta o universitaria completa. Los resultados no cambian considerablemente si se considera la
clasificación de calificados y no calificados que utiliza el INDEC desde 1993. Sin embargo, cuando se utiliza
esta clasificación alternativa no se observa la aceleración del aumento en el diferencial salarial a partir de 1997
que si se aprecia en el Gráfico 1.
4
El Gran Buenos Aires es un aglomerado urbano con una población de 12 millones de habitantes; alrededor de
un tercio de la población total del país.
5
Este comportamiento del diferencial salarial es consistente con el de otras medidas de desigualdad durante el
mismo período (Bebczuk y Gasparini, 2001).
-3-
aproximadamente, por 2,5 (4,5) indicando un aumento considerable del nivel de integración
comercial de Argentina con el resto del mundo.
Dos trabajos que estudian el efecto del aumento del comercio internacional sobre la
desigualdad salarial entre trabajadores calificados y no calificados en Argentina son Galiani y
Sanguinetti (2000) y Porto (2000). El resultado que obtiene el primero es que el aumento del
comercio internacional sólo explica alrededor del 10% del incremento de la desigualdad
salarial. El segundo, en cambio, obtiene que -bajo ciertos supuestos- la apertura comercial
podría explicar hasta un 50% del aumento de la desigualdad salarial. Los trabajos citados
emplean metodologías distintas.
II.2. LA POLITICA COMERCIAL ARGENTINA DURANTE LOS NOVENTA
En términos generales, la Argentina inició un proceso de apertura comercial de manera
unilateral hacia finales de la década del ochenta a través de la eliminación de aranceles y
cuotas. Sin embargo, esta primera etapa del proceso de apertura no gozó de la credibilidad
necesaria para que tuviera efectos sobre la asignación de recursos. Es sólo a partir de 1992
que se genera un proceso de apertura e integración que tuvo consecuencias asignativas
importantes (Cristini, 1999).
La apertura comercial de los noventa se llevó a cabo a través de una baja de aranceles y de la
eliminación de restricciones cuantitativas. Además de la apertura comercial unilateral, en el
año 1991 la Argentina comenzó un proceso de integración regional con la creación del
Mercosur. Durante los noventa, los países del Mercosur eliminaron la mayor parte de las
barreras al comercio entre ellos y adoptaron un arancel externo común y lograron establecer
una unión aduanera “casi perfecta”6.
Además de los cambios en la política comercial, en la década del noventa se produjeron otros
cambios importantes en la política económica argentina: ordenamiento fiscal, ordenamiento
monetario, privatizaciones, apertura financiera, desregulación de la actividad privada. La
6
Para una descripción del proceso de apertura argentino comenzado hacia finales de los ochenta puede
consultarse Berrettoni y Cicowiez (2001).
-4-
inflación se redujo hasta niveles internacionales y el ingreso per cápita aumento más de 50%
durante la década7.
Como ya se mencionó, el cambio tecnológico es el factor que más atención ha recibido en la
literatura como causante del aumento de la desigualdad salarial. Aunque es difícil encontrar
evidencia directa sobre este factor, existen razones para creer que ha sido importante en la
Argentina durante el período considerado. En este sentido, durante la década del noventa se
produjo un importante proceso de incorporación de tecnología a través de la privatización de
empresas proveedoras de servicios públicos y de la importación de bienes de capital y de
insumos intermedios.
III. METODOLOGIA
La metodología utilizada en este trabajo es la del Equilibrio General Computado (CGE). En
esta sección se presentan las principales características de los modelos de CGE. Un modelo de
equilibrio general tiene en cuenta que un cambio exógeno (de política o de otro tipo) que
afecta directamente a una parte de la economía puede tener repercusiones a través de toda la
economía. En consecuencia, debido a que capta el impacto de la reasignación de recursos
entre los distintos sectores de una economía, este tipo de modelos es una herramienta ideal
para identificar ganadores y perdedores luego de un cambio de política.
Un modelo de CGE walrasiano hace operacional la estructura de equilibrio general de Walras.
Las características de un modelo de equilibrio general walrasiano son las que se mencionan a
continuación. El número de consumidores existentes en el modelo debe estar especificado.
Cada uno de ellos tiene una dotación inicial de bienes y un conjunto de preferencias que
resultan en funciones de demanda para cada uno de los bienes. Las demandas de mercado son
las sumas de las demandas individuales. Estas demandas de mercado dependen de todos los
precios, son continuas, no negativas, homogéneas de grado cero (no hay ilusión monetaria) y
satisfacen la ley de Walras (a cualquier conjunto de precios el valor del gasto de los
consumidores se iguala con su ingreso). Del lado de la producción, la tecnología se describe
mediante funciones de producción con rendimientos constantes (o no crecientes) a escala. Los
productores maximizan sus beneficios. La homogeneidad de grado cero de las funciones de
7
Para un resumen de los cambios ocurridos en la economía argentina en este período puede consultarse Bebczuk
y Gasparini (2001).
-5-
demanda y la homogeneidad de grado uno en precios de los beneficios (si los precios se
duplican se duplican los beneficios monetarios) implican que sólo los precios relativos son
relevantes en este modelo; el nivel absoluto de precios no tiene ningún impacto sobre los
resultados del modelo. El equilibrio de un modelo como este se caracteriza por un conjunto de
precios y niveles de producción que igualan la oferta y la demanda para todos los bienes
(Shoven y Whalley, 1984).
Entonces, los modelos de CGE son la contraparte numérica de los modelos de equilibrio
general walrasianos tipo Arrow-Debreu (1954) y están basados en el comportamiento
optimizador de los agentes económicos (los consumidores maximizan su utilidad y los
productores maximizan sus beneficios). Las aplicaciones numéricas del equilibrio general se
iniciaron con el trabajo de Harberger (1962) sobre incidencia tributaria en el contexto de un
modelo numérico de dos sectores. El trabajo de Scarf (1969) hizo posible la determinación del
equilibrio de un sistema walrasiano. La utilización de modelos de CGE recibió un impulso
fundamental del trabajo pionero de Shoven y Whalley (1972, 1984, 1992). Más
recientemente, contribuciones como las del GTAP (Hertel, 1997) y Rutherford (1999) han
contribuido al desarrollo y utilización de esta metodología. El objetivo de los trabajos que
emplean modelos de CGE es analizar los efectos cuantitativos de cambios exógenos sobre la
asignación óptima de recursos, la eficiencia y el bienestar. Dos de los campos de mayor
aplicación han sido las finanzas públicas (por ejemplo, la evaluación de sistemas tributarios
alternativos) y el comercio internacional (en especial, la evaluación de distintos acuerdos
comerciales). Actualmente, los modelos de CGE son ampliamente utilizados para el análisis
cuantitativo de políticas económicas.
La idea básica detrás de un modelo de CGE es simple. Se construye un modelo matemático de
una economía y se recopila información para un período de tiempo dado. Luego, las
características de la economía en ese período de tiempo son utilizadas para resolver el modelo
numéricamente. Este último paso se realiza utilizando una computadora. Un modelo de CGE
tiene una estructura transparente y consistente con la teoría económica y es una herramienta
ideal para evaluar políticas alternativas. En un análisis de equilibrio general se modela toda la
economía. En cambio, en un análisis de equilibrio parcial se analiza la situación de un
mercado en particular suponiendo constantes las condiciones en el resto de los mercados de la
economía.
-6-
Resumiendo, un modelo de CGE como el que se emplea en este trabajo es una representación
en computadora de una economía y posee las siguientes características:
i.
Hay varios agentes económicos que interactúan.
ii.
El comportamiento individual está basado en la optimización microeconómica. (Dos
problemas típicos para ilustrar este punto son la maximización de la utilidad de los
consumidores y la maximización de beneficios de las firmas).
iii.
La mayoría de las interacciones entre los agentes se realizan a través de mercados y
precios.
iv.
Son modelos típicamente desagregados, con varios agentes y mercados.
v.
Los datos empleados en su construcción son pocos cuando se los compara con el
número de parámetros de comportamiento y tecnológicos del modelo. Normalmente,
la información para un modelo de CGE corresponde a un “equilibrio general”
observado o caso base y a un conjunto de estimaciones independientes de elasticidades
de oferta y demanda. Típicamente, un modelo de CGE se construye de manera tal que
replique las transacciones observadas en el caso base.
vi.
Típicamente, las asignaciones de equilibrio no pueden caracterizarse fácilmente como
la solución a un único problema de optimización (el de un planificador central).
vii.
La formulación de este tipo de modelos tiene como objetivo (implícito o explícito) el
análisis de políticas económicas.
Los pasos “normales” a seguir en un estudio de CGE son:
i.
Diseño general. Con base en el problema de política a tratar y en la disponibilidad de
datos, se determinan las dimensiones básicas del análisis: número de regiones, de
consumidores, de sectores productivos, de factores, etc.
ii.
Diseño de los problemas de elección individuales. Especificar para cada agente del
modelo (familias, empresas y gobierno) el problema de elección que deberá enfrentar.
Estos problemas podrán ser simples (por ejemplo, un gobierno que sólo transfiere lo
recaudado por impuestos a los consumidores) o complicados (por ejemplo, un
-7-
consumidor que debe asignar su ingreso entre distintos bienes de manera tal de
maximizar su utilidad respetando su restricción presupuestaria).
iii.
Funciones de oferta y demanda. Resolver los problemas de elección individuales del
modelo. Típicamente, se trata de solucionar problemas de optimización restringida
(maximización de la utilidad de los consumidores y minimización del costo de las
firmas).
iv.
Desarrollar un sistema de notación. Se debe tener especial cuidado en las
correspondencias entre mercados y precios. Selección de sets y nombres para los
precios de los bienes y factores. Suele ser conveniente el empleo de más de un precio
para un mismo bien si ese bien está sujeto al pago de impuestos.
v.
Calibración. Se trata de inferir el valor de los parámetros de las ecuaciones de
comportamiento de manera tal que el caso base (el equilibrio observado) sea una
solución del modelo. En este procedimiento, se combinan las ecuaciones de
comportamiento con las elecciones de los agentes en el caso base y con valores para
las elasticidades (parámetros libres).
vi.
Programación del modelo. Codificar el sistema de ecuaciones no lineales que
representa el modelo. En este estudio, para la solución del sistema de ecuaciones no
lineales que representa el modelo se utiliza el software GAMS (General Algebraic
Modeling System) documentado en Brooke et al. (1996).
vii.
Replicar el caso base. Debido a que los parámetros del modelo fueron obtenidos
mediante un proceso de calibración, si se asignan los valores del caso base a los
parámetros y variables exógenas, el modelo debería dar el caso base como solución.
Este paso es útil para confirmar la correcta codificación del modelo.
viii.
Realizar simulaciones. Finalmente, con el modelo correctamente codificado y
calibrado se modifica el valor de alguna variable exógena o parámetro, se recalcula el
equilibrio y se analizan los resultados a partir de la comparación con el caso base.
La metodología que se emplea en los modelos de CGE para analizar los efectos económicos
de políticas comerciales alternativas es la realización de experimentos contrafactuales o
simulaciones. Se pregunta al modelo que hubiese pasado en el año base si hubiese sido
-8-
implementada la política comercial de interés y el resto de las políticas domésticas (fiscal y
monetaria) y las condiciones externas (el comportamiento de los precios mundiales)
permanecieran igual. Por lo tanto, este tipo de análisis enfatiza los efectos de la política
comercial aislándola de otros factores. Debido a que no se incorporan en el análisis los
cambios esperados en esos otros factores, no se trata de una predicción. Finalmente, un
modelo de CGE estático no incorpora características dinámicas. Las características
mencionadas deben ser tenidas en cuenta cuando se interpretan los resultados de un modelo
de CGE.
IV. MODELOS
En esta sección se presentan los modelos utilizados en los ejercicios de simulación. En primer
lugar se presenta el modelo más simple y luego el modelo más general.
IV.1. MODELO SIMPLE
La teoría más frecuentemente citada para explicar el nexo entre el comercio y los salarios es
el modelo de Heckscher-Ohlin (HO) de comercio internacional8. Este modelo explica los
patrones de comercio internacional a partir de las diferencias relativas en la dotación de
factores de producción de los socios comerciales. El modelo predice que entre dos países, A y
B, que comparten la misma tecnología, el país A exportará bienes que sean producidos con
relativamente más del factor de producción que es relativamente abundante en el país A e
importará bienes producidos con relativamente más del factor de producción que es
relativamente abundante en el país B. Del modelo de HO se derivan dos teoremas acerca del
efecto del comercio sobre el precio de los factores productivos: (i) El teorema de igualación
del precio de los factores afirma que bajo los supuestos del modelo de HO y un régimen de
libre comercio, el precio de los factores de producción será el mismo en ambos socios
comerciales y (ii) El teorema de Stolper-Samuelson afirma que un incremento en el precio
doméstico de un bien debido a un incremento del arancel o a una mayor protección aumentará
8
Los supuestos de la versión más sencilla de este modelo son los siguientes: (i) hay dos países, (ii) cada país
produce dos bienes, (iii) la producción de cada bien requiere de dos factores de producción, (iv) cada país tiene
una dotación fija de cada uno de los factores, (v) los factores son perfectamente móviles entre sectores y
perfectamente inmóviles entre países, (vi) los dos países emplean la misma tecnología de producción, (vii) para
todos los precios relevantes de los factores, uno de los bienes es siempre relativamente intensivo en el uso de uno
de los factores, (viii) uno de los países es relativamente abundante en uno de los factores y (ix) los costos de
transporte son nulos.
-9-
el precio real del factor de producción utilizado relativamente con mayor intensidad en la
producción de ese bien.
En nuestro caso, si Argentina es un país relativamente abundante en mano de obra calificada
(Cristini, 1999), se esperaría un incremento del salario relativo de este tipo de trabajo luego de
la apertura comercial. Sin embargo, es importante tener en cuenta que Argentina es
relativamente más abundante en tierra y que es un exportador neto de bienes intensivos en
recursos naturales y un importador neto de bienes intensivos en trabajo calificado y tecnología
(Berlinski, 1998).
Sin embargo, como demuestran Abrego y Whalley (1999), el modelo de HO sólo puede ser
resuelto (numéricamente) en presencia de shocks (por ejemplo, caída de las tasas arancelarias)
relativamente pequeños. Cuando se emplean las formas funcionales usuales y las dotaciones
factoriales están fijas, la frontera de producción es casi lineal (Johnson, 1966). Por lo tanto,
incluso shocks pequeños son acompañados de especialización en la producción9.
En consecuencia, el primer modelo que se utiliza para determinar el efecto de la apertura
comercial sobre la desigualdad salarial es una extensión del modelo de HO en el que se
suprime el supuesto de bienes homogéneos. El modelo HO es un caso particular del que se
utiliza a continuación10.
ESTRUCTURA DEL MODELO SIMPLE
El modelo es de una economía abierta y pequeña, que toma como dados los precios de sus
exportaciones y de sus importaciones11. Sin embargo, se supone que los precios mundiales no
dominan el sistema de precios doméstico. Existen tres bienes, dos factores productivos y un
consumidor representativo dueño de toda la dotación factorial del país que se supone fija. Dos
de los bienes se producen en el país doméstico y el tercero se importa desde el resto del
mundo. El país doméstico produce un bien exportable y un bien doméstico no transable que es
9
Se podría utilizar una variante del modelo con factores específicos para eliminar el problema de la
especialización. Sin embargo, en un modelo de este tipo los shocks de precios son soportados, en su mayor parte,
por los factores específicos más que por los factores móviles (trabajo calificado y no calificado).
10
Como se hará evidente más adelante, esto ocurre cuando la elasticidad de sustitución (Armington) entre el bien
doméstico y el importado es igual a infinito.
11
En el modelo de HO de dos países, dos bienes y dos factores, la abundancia relativa de factores determina el
patrón de comercio. El modelo que se utiliza aquí contiene sólo un país pequeño que toma como dados los
-10-
sustituto imperfecto del bien importado. A continuación se detalla la estructura de este
modelo. Para el lector interesado, en las notas al pie de página, se presenta la formulación
algebraica de las formas funcionales empleadas.
Lado del consumo
La utilidad del consumidor representativo depende del consumo de tres bienes: el bien
exportable E, el bien doméstico no transable, D, y el bien importado, M. Se supone que el
consumidor representativo maximiza su utilidad en dos etapas. En la primera elige entre
consumir el bien exportable y un bien compuesto, A, formado por el bien doméstico y el bien
importado. En la segunda etapa determina la composición óptima del bien compuesto. Es
decir, determina cuanto de bien doméstico y cuanto de bien importado consume. Las
preferencias se representan con una función de utilidad tipo Cobb-Douglas (CD)12 para la
primera etapa y tipo CES13 (Elasticidad de Sustitución Constante) para la segunda. Cuando el
consumidor distingue entre bienes nacionales y bienes importados (por ejemplo, un auto
nacional es distinto de un auto japonés) se dice que tiene preferencias tipo Armington (1969).
Matemáticamente, en el nivel superior de la función de utilidad el consumidor representativo
resuelve el siguiente problema:
(
max U = CD A d , E d
)
s. a. I = PE E d + PA A d
donde U es una función de utilidad tipo Cobb-Douglas, Ad es la cantidad demandada de bien
compuesto A, Ed es la cantidad demandada de bien E, PE es el precio de E, PA es el precio del
bien compuesto A y I es el ingreso del consumidor representativo y está dado por
precios de sus exportaciones e importaciones. El patrón de comercio del equilibrio inicial está determinado por la
ventaja comparativa propia del país doméstico, no la abundancia relativa de factores.
12
Algebraicamente, la función de utilidad tipo Cobb-Douglas puede escribirse como
(
) ( ) (E )
CD A d , E d = A d
αA
d αE
donde αΑ y αΕ son parámetros de distribución.
13
Algebraicamente, la función tipo CES puede escribirse como
⎡
CES M d , D d = γ ⎢ β M M
⎣
(
)
ε −1
d ε
( )
ε −1
d ε
( ) ⎤⎥
+ βD D
⎦
ε
ε −1
donde γ es un parámetro de escala, β es un parámetro de distribución y ε es la elasticidad de sustitución entre el
bien importado y el bien doméstico.
-11-
I = w L L + wH H + R + B
donde L es la dotación (exógena) de trabajo no calificado, H es la dotación (exógena) de
trabajo calificado, R es la transferencia que recibe del gobierno, B es la transferencia que
recibe desde el resto del mundo que se supone fija e igual al déficit comercial, wL es el salario
del trabajo no calificado y wH es el salario del trabajo calificado. Resolviendo las Condiciones
de Primer Orden (CPO) del problema anterior, se obtienen las demandas de bien A, Ad, y de
bien E, Ed.
Como se mencionó más arriba, el bien compuesto es un bien agregado tipo Armington. El
consumidor debe determinar cuál es la composición óptima (cuánto de bien importado y
cuánto de bien doméstico consume) que le permite minimizar el gasto total en el bien
compuesto. Analíticamente, el consumidor representativo resuelve el siguiente problema:
min PA A d = PM (1 + τ ) M d + PD D d
(
s. a. A d = CES M d , D d
)
donde el bien compuesto A se modela con una función tipo CES de la cantidad demandada de
bien M, Md, y de la cantidad demandada de bien D, Dd, PM es el precio del bien M, PD es el
precio del bien D y τ es la tasa del arancel a las importaciones. El precio PA se obtiene de la
condición de igualdad entre el gasto total en A y la suma del gasto en M y en D. De las CPO
del problema anterior surgen las funciones de demanda Md y Dd.
Lado de la producción
En este primer modelo se producen sólo dos bienes: el exportable E y el doméstico no
transable D. En la producción sólo se utiliza trabajo no calificado L y trabajo calificado H. La
tecnología es de Rendimientos Constantes a Escala y se modela con funciones de producción
tipo CES14 en los dos sectores. El problema de minimización de costos que resuelve el
productor de bien D es
14
Algebraicamente, la función de producción tipo CES puede escribirse como
-12-
min wL LD + wH H D
s. a. D s = CES (LD , H D , π )
donde Ds es la oferta de bien D, LD es el empleo de L en la producción de bien D, HD es el
empleo de H en la producción de bien D y π es el cambio tecnológico. Resolviendo las CPO,
se obtienen las demandas de factores para la producción de D, LD y HD.
La producción del bien E se modela de manera similar a la producción del bien D. El
productor resuelve el siguiente problema de minimización de costos:
min wL LE + wH H E
s. a. E s = CES (LE , H E , π )
donde la notación utilizada es similar al caso anterior. Al igual que en el caso anterior, de la
resolución de este problema se obtienen las demandas de factores en la producción de bien E,
LE y HE.
Gobierno
En este modelo, el gobierno sólo recauda lo producido por el arancel y lo devuelve al
consumidor como una transferencia de suma fija. La restricción presupuestaria del gobierno
es, entonces,
τ PM M d = R
donde R es la recaudación total del arancel.
Ω
Ω −1
Ω −1 Ω −1
⎡
⎤
Ω
CES (L, H ) = φ ⎢πδL + (1 − πδ )H Ω ⎥
⎣
⎦
donde φ es un parámetro de escala, δ es un parámetro de distribución, Ω es la elasticidad de sustitución entre el
trabajo no calificado y el trabajo calificado y π es el cambio tecnológico.
-13-
Condiciones de equilibrio
El equilibrio de este modelo se caracteriza por las siguientes condiciones: equilibrio en los
mercados de factores, LD + LE = L y H D + H E = H , equilibrio en el mercado del bien D,
(
)
D d = D s , equilibrio del sector externo, PM M d = PE E s − E d + B y cero beneficios en la
producción, PE E s − wL LE − wH H E = 0 y PD D s − wL LD − wH H D = 0 . Los precios PM y PE
son exógenos y el precio PD es endógeno (a diferencia de un modelo donde D y M son bienes
homogéneos o sustitutos perfectos en el consumo).
IV.2. MODELO GENERAL
En esta sección se presenta un modelo más general que se emplea para analizar los efectos del
comercio sobre la desigualdad salarial en Argentina. Se trata de un modelo estático del tipo
De Melo y Robinson (1989). La estructura de este modelo es estándar en la literatura que
utiliza modelos de CGE. A diferencia del modelo anterior, el Modelo General incorpora diez
sectores productivos15 y tres factores primarios. La existencia de diez bienes hace posible
incorporar las diferencias en el cambio que experimentaron las distintas tasas arancelarias en
el período que se analiza.
La Tabla 1 muestra los sectores considerados en la implementación de este modelo16.
Además, en la tabla se muestra el índice de Ventajas Comparativas Reveladas (VCR) para
cada uno de los sectores. El índice de VCR se define como el cociente entre la participación
de un producto en las exportaciones de un país y la participación de ese producto en las
exportaciones mundiales. Un valor mayor (menor) a uno indica la presencia (ausencia) de
VCR en ese sector.
15
Cada uno de estos sectores productivos produce un único bien.
La composición de cada uno de los diez sectores productivos considerados es la siguiente: Cereales y
Ganadería (G_L): Arroz con cáscara, Trigo, Otros cereales, Lana y Otros productos de origen animal. Otros
Productos Agrícolas (OAF): Otros cultivos, Silvicultura y Pesca. Industrias Alimenticias (FIN): Arroz
procesado, Productos de la carne, Productos de la leche, Otros productos alimenticios y Bebidas y tabaco.
Textiles e Indumentaria (TEX): Textiles y Indumentaria. Manufacturas de Recursos Naturales (NRM):
Productos de cuero, Productos de madera y Productos del papel y de la industria gráfica. Minería, Petróleo y
Carbón (MPC): Carbón, Petróleo, Gas, Otros minerales y Productos del petróleo y del carbón. Transporte
(TRN): Equipo de transporte. Industria Química y Otras Industrias (C_O): Químicos, plásticos y goma,
Minerales no metálicos y Otras manufacturas. Maquinaria y Productos Metálicos (M_M): Metales ferrosos,
Metales no ferrosos, Productos metálicos y Maquinaria y equipo. Servicios (SVC): Electricidad, gas y agua,
Construcción, Comercio y transporte, Otros servicios (privados), Otros servicios (gobierno) y Vivienda.
16
-14-
Tabla 1: Sectores considerados y VCR
Descripción
VCR
1
G_L
Cereales y Ganadería
11.3
2
3
OAF
FIN
Otros Productos Agrícolas
Industrias Alimenticias
6.7
11.7
4
TEX
Textiles e Indumentaria
0.4
5
NRM
Manufacturas de Recursos Naturales
1.2
6
7
MPC
TRN
Minería, Petróleo y Carbón
Transporte
1.8
0.4
8
C_O
Industria Química y Otras Industrias
0.8
9
10
M_M
SVC
Maquinaria y Productos Metálicos
Servicios
0.4
-
Fuente: Elaboración propia en base al GTAP y COMTRADE.
Según el indicador de VCR, Argentina presenta una marcada ventaja comparativa en la
producción de productos primarios y alimentos. En términos generales, estos sectores son
relativamente intensivos en mano de obra no calificada.
A modo de resumen, el Gráfico 2 describe la estructura del Modelo General utilizado en los
ejercicios de simulación.
Gráfico 2: Estructura del Modelo General
AiD
εi
Ei
Di
Qi
VALOR
AGREGADO
N
L
Ωi
H
Mi
ψi
RA
0
INSUMOS
INTERMEDIOS
ξi
A1i
K
D1i
χ1i
M1i D2i
A2i
0
... A
10i
χ2i
M2i D10i
χ10i
M10i
El producto del sector i (Qi) se produce utilizando capital (K), trabajo no calificado (L),
trabajo calificado (H) e insumos intermedios representados por agregados Armington (Aji).
Utilizando el supuesto de Armington (1969), la demanda intermedia del sector i de bien j se
representa con un bien compuesto formado por bienes domésticos (Dji) e importaciones (Mji).
Un Agregado Armington también se emplea en el consumo privado (AiD). La producción Qi
se destina al consumo doméstico de bienes (Di) y a la exportación (Ei). La elección de los
-15-
productores entre vender al mercado doméstico o exportar al resto del mundo se modela
mediante una función de transformación tipo CET (Elasticidad de Transformación Constante).
Se supone la existencia de un agente representativo (RA) que tiene una dotación fija de L, H y
K, recauda impuestos y demanda AD. Se supone que existe pleno empleo de los factores
primarios de producción. Los factores primarios de producción son perfectamente móviles
entre sectores y tienen una oferta inelástica.
En el gráfico, las letras griegas representan elasticidades y la interpretación de cada una es la
siguiente: εi y χji son las elasticidades de sustitución Armington en el consumo final e
intermedio, respectivamente; Ωi es la elasticidad de sustitución entre L y H en la producción
de i; ξi es la elasticidad de sustitución entre N y K en la producción de i y ψi es la elasticidad
de transformación entre las ventas al mercado doméstico (D) y las exportaciones (E) de i.
Finalmente, la elasticidad de sustitución entre el valor agregado y los insumos intermedios es
cero; es decir, el valor agregado y los insumos intermedios se demandan en proporciones fijas
del producto.
ESTRUCTURA DEL MODELO GENERAL
En esta sección se presentan, de manera resumida, las funciones que determinan el
comportamiento optimizador de los agentes del Modelo General. Para construir un modelo de
CGE es necesario especificar las formas funcionales que caracterizan las preferencias y la
tecnología de producción. Al igual que cuando se presentó el Modelo Simple, para el lector
interesado, en las notas al pie de página se muestra la formulación algebraica de las formas
funcionales. Adicionalmente, el Apéndice A presenta todas las ecuaciones de este modelo de
manera análoga a como fueron codificadas en GAMS. La estructura del modelo y las formas
funcionales utilizadas en este trabajo son estándar en la literatura que emplea modelos de
CGE.
Lado de la producción
Cada sector productivo i produce dos tipos de bien: uno para el mercado doméstico (Di) y otro
para exportar al resto del mundo (Ei). Se supone que estos bienes son sustitutos imperfectos.
Para modelar esta posibilidad se utiliza una función con Elasticidad de Transformación
-16-
Constante (CET)17. Para producir, cada sector utiliza trabajo (Ni), capital (Ki) y bienes
intermedios (Aji). El trabajo y el capital son perfectamente móviles entre sectores. La función
de producción del sector i es, entonces,
[
Qi = g (Di , E i ) = f K i , N i ( Li , H i ), A ji
]
donde g es la función de transformación y f es la función de producción que convierte factores
primarios e insumos intermedios en producto. La función de transformación es
g (Di , Ei ) = CET (Di , Ei )
La función de producción combina valor agregado e insumos intermedios mediante una
función tipo Leontief (LF) o de coeficientes fijos. El trabajo y el capital se combinan
mediante una función con Elasticidad de Sustitución Constante (CES)18 para producir el valor
agregado. A su vez, el trabajo total utilizado por cada sector es un agregado tipo CES de
trabajo no calificado y trabajo calificado. Por su parte, los insumos intermedios de los
distintos sectores son incorporados como un agregado tipo Leontief. La función de
producción es, entonces,
[
]
f = K i , N i (Li , H i ), A ji = LF [CES (K i , N i ), LF ( A1i , A2i ,..., A10 i )]
donde Ni es, a su vez, igual a
N i = CES (Li , H i )
El insumo intermedio producido por el sector j utilizado en el sector i (Aji) es un bien
compuesto (Armington) por las variedades doméstica (DIji) e importada (MIji) del bien j. Los
17
Algebraicamente, la función de transformación tipo CET puede escribirse como
ψi
1+ψ i
1+ψ i 1+ψ
⎞ i
⎛
CET (Di , Ei ) = θ i ⎜ηiD Di ψ i + ηiE Ei ψ i ⎟
⎠
⎝
donde θi es un parámetro de escala, ηi es un parámetro de distribución y ψi es la elasticidad de transformación.
18
Algebraicamente, la función tipo CES puede escribirse como
ξi
ξ i −1
ξ i −1 ξ −1
i
CES (K i , N i ) = µ i ⎛⎜ν iK K i ξ i + ν Nj N i ξ i ⎞⎟
⎝
⎠
donde µi es un parámetro de escala, νi es un parámetro de distribución y ξi es la elasticidad de sustitución entre el
capital y el trabajo en la producción del bien i.
-17-
productores consideran a estas variedades como sustitutos imperfectos. Esto se modela
mediante una función tipo CES:
A ji = CES (DI ji , MI ji )
Lado del consumo
El agente representativo es dueño de toda la dotación factorial de la economía (K, L y H),
recibe -como una transferencia de suma fija- todo lo recaudado por el arancel y demanda
bienes. La función de utilidad de este consumidor es de tipo Cobb-Douglas (CD)19 y demanda
bienes domésticos e importados combinados en un agregado Armington:
U = CD( AiD , A2 D ,..., A10 D )
donde U es la utilidad que el agente representativo deriva de consumir los bienes compuestos
tipo Armington AiD. Estos bienes compuestos se modelan, al igual que para el consumo
intermedio, utilizando una función tipo CES:
AiD = CES (DDiD , MDiD )
donde DDiD (MDiD) es la cantidad de la variedad doméstica (importada) de bien i consumida
por el consumidor representativo.
Gobierno
Al igual que en el Modelo Simple, el gobierno se modela como recaudando lo producido por
el arancel y devolviendo el total recaudado al consumidor representativo como una
transferencias de suma fija. En consecuencia, el agente representativo consolida las demandas
privada, pública y de inversión.
19
Algebraicamente, la función de utilidad tipo Cobb-Douglas puede escribirse como
10
CD ( A1D , A2 D ,..., A10 D ) = ∏ AiD i
α
i =1
donde αi es un parámetro de distribución.
-18-
Condiciones de equilibrio
El equilibrio de este modelo se caracteriza por las siguientes condiciones: Los precios de los
factores y los bienes producidos domésticamente son determinados endógenamente. En todos
los mercados la oferta se iguala con la demanda. Los beneficios de los productores son cero.
Esto significa que los costos de producción de cada sector se igualan con el valor del
producto. El consumidor representativo cumple con su restricción presupuestaria. Es decir, el
valor de sus gastos se iguala con su ingreso. Este ingreso está dado por la remuneración a los
factores productivos que posee más el monto recaudado por los aranceles más la transferencia
(igual al déficit comercial) que recibe desde el resto del mundo. Esta transferencia es igual al
déficit comercial que se supone fijo en el valor del equilibrio inicial. Asimismo, el sector
externo de la economía también se encuentra equilibrado.
V. MATRIZ DE CONTABILIDAD SOCIAL Y CALIBRACION
Para la calibración de los modelos se construyó una Matriz de Contabilidad Social (SAM) con
información para la Argentina correspondiente al año 1992 y estimaciones econométricas para
algunas de las elasticidades del modelo obtenidas de la literatura.
La SAM construida representa el equilibrio inicial o caso base. La información utilizada para
construir la SAM se obtuvo (principalmente) de la versión 3 de la base de datos del Global
Trade Analysis Project (GTAP). Esta información se complementó con información de la
Matriz Insumo-Producto (MIP) argentina de 1997, del Sistema de Cuentas Nacionales (SNC),
de la EPH y del TRade Analysis and INformation System (TRAINS). Se utilizan dos
versiones de la SAM: una para calibrar el Modelo Simple y otra para calibrar el Modelo
General. En el Apéndice B se presenta una descripción detallada de las fuentes de
información utilizadas para construir la SAM. Además, se presentan los valores de las
elasticidades del modelo.
Una SAM refleja todas las transacciones que tienen lugar en una economía determinada
durante un período de tiempo dado (típicamente, un año). En términos generales, una SAM
capta el proceso circular de la demanda, que lleva a la oferta, que lleva al ingreso, que lleva
nuevamente a la demanda.
Para construir una SAM que permita calibrar un modelo de CGE es necesario suponer que los
valores observados de las variables constituyen un “equilibrio general”. Es decir, deben
-19-
cumplirse las siguientes condiciones: (i) las demandas se igualan a las ofertas en todos los
mercados, (ii) ningún sector productivo tiene beneficios positivos, (iii) todos los agentes
modelados cumplen con su restricción presupuestaria y (iv) el sector externo de la economía
está equilibrado. En la práctica, no todas las estadísticas publicadas cumplen estas
condiciones, por lo que resulta necesaria la realización de varios ajustes.
En la Tabla 2 se presenta una SAM que resume la construida para calibrar el Modelo General.
Todas las cifras que aparecen en la tabla están expresadas en millones de dólares de 1992.
Tabla 2: Matriz de Contabilidad Social
Firmas
Factores
Flias
Gobierno
Cuenta K
ROW
TOTAL
1
2
3
4
5
6
7
14,292
378,899
Firmas
1
145,880
Factores
2
219,247
Flias
3
Gobierno
4
Cuenta K
5
ROW
6
11,522
TOTAL
7
378,899
218,727
219,247
219,247
2,251
3,043
5,421
227,711
793
3,043
5,421
8,192
219,247
227,711
5,421
19,713
3,043
5,421
19,713
Fuente: Elaboración propia en base a datos del GTAP, MIP 1997, SCN, EPH y TRAINS.
Para interpretar una SAM se sigue el principio de que las columnas realizan pagos a las filas.
Por ejemplo, la celda (1,2)20 expresa que los sectores productivos pagaron 219,247 millones
de dólares como remuneración a los factores primarios de producción. Como muestra la celda
(3,2), este monto lo recibieron las familias que son dueñas de toda la dotación factorial de la
economía. La celda (1,3) expresa que las familias gastaron 218,727 millones de dólares en
bienes que producen los sectores productivos. La celda (4,3) expresa que las familias pagaron
793 millones de dólares al gobierno en concepto de aranceles a la importación. La celda (6,3)
expresa que las familias importaron bienes desde el resto del mundo por valor de 8,192
millones de dólares. La celda (7,3) expresa que el gasto total de las familias en 1992 fue
227,711 millones de dólares. Este valor es igual al de la celda (3,7) que expresa cual fue el
ingreso total de las familias en ese año.
Para determinar el valor de los parámetros de participación y de escala de las funciones del
modelo se emplea la información de la SAM combinada con valores (obtenidos de la
literatura) de las elasticidades de sustitución y transformación. El procedimiento empleado se
20
La celda (i,j) se refiere al valor correspondiente a la intersección de la fila i con la columna j.
-20-
denomina calibración y consiste en obtener valores para los parámetros del modelo de manera
tal que la solución inicial del modelo replique los valores de la SAM (Mansur y Whalley,
1984). Para esto, en lugar de resolver el modelo para obtener un equilibrio, se utiliza el
equilibrio observado (el del caso base) para calcular los valores de los parámetros del modelo
consistentes con esa observación. En la calibración se distingue entre “parámetros libres”
(elasticidades) que pueden ser obtenidos de fuentes externas y “parámetros calibrados”
(parámetros de distribución y escala) que son derivados de los anteriores combinados con la
SAM de manera tal de reproducir el caso base.
VI. EJERCICIOS DE SIMULACION
VI.1. COMERCIO Y DESIGUALDAD SALARIAL
Los modelos presentados más arriba pueden emplearse para calcular cuánto del cambio en el
diferencial salarial se debe al aumento del comercio internacional. Para esto, la apertura
comercial argentina se modela como disminuciones en las tasas arancelarias. Como se
mencionara más arriba, los datos para la Argentina indican que entre 1992 y 1998, el arancel
promedio cayó alrededor de 30%. Durante el mismo período, el cociente wH/wL pasó de 1,70
en 1992 a 1,88 en 1998, indicando un incremento de 10%.
RESULTADOS DEL MODELO SIMPLE
En esta sección se presentan los resultados de realizar las simulaciones empleando el Modelo
Simple. Este modelo considera que existe diferenciación de productos sólo del lado del
consumo. Cuando se utiliza el Modelo Simple, se consideran dos sectores productivos: uno
que es exportable neto y otro importable neto. Así, teniendo en cuenta que Argentina exporta
principalmente productos intensivos en trabajo no calificado y la disminución de la tasa del
arancel, se espera que el comercio tenga un efecto negativo sobre la desigualdad salarial.
En la Tabla 3 se presentan los resultados de simular la apertura comercial para distintos
valores de la elasticidad de sustitución en el agregado (Armington) del bien D y del bien M, ε.
En todos los ejercicios, la elasticidades de sustitución entre trabajo calificado y no calificado
en la producción de los bienes E y D, ΩE y ΩD, se mantienen iguales a 1,2521.
21
Este es el valor empleado por Abrego y Whalley (1999 y 2000).
-21-
Tabla 3: Resultados del Modelo Simple
0.2
1
ε
2
5
10
Porcentaje del cambio en
w H /w L debido a la
apertura comercial
0.1
-0.9
-2.1
-6.0
-13.3
Porcentaje del cambio en
w H /w L debido a otros
factores
99.9
100.9
102.1
106.0
113.3
La segunda columna de la Tabla 3 indica que -cuando la elasticidad de sustitución entre D y
M es 0,2- del aumento del diferencial salarial de 10%, la baja de aranceles sólo puede explicar
el 0,1% y el restante 99,9% es explicado por otros factores. Los resultados que se obtienen
indican que el comercio no puede explicar el aumento de la desigualdad salarial ocurrido en la
última década. De hecho, en este modelo, para valores plausibles de los parámetros la baja de
los aranceles hace disminuir la desigualdad salarial. Se observa, además, que cuando los
bienes D y M se hacen más sustituibles (aumenta el valor de ε) la porción del aumento en el
diferencial salarial que explica el comercio disminuye.
RESULTADOS MODELO GENERAL
En esta sección se presentan los resultados obtenidos cuando se emplea el modelo más
general para analizar el efecto de la apertura comercial sobre el diferencial salarial entre
trabajadores con distinta calificación. Una de las ventajas de utilizar este modelo es que
permite captar los cambios de las tasas arancelarias que enfrentan las importaciones de cada
bien. Durante el período analizado, la baja de aranceles fue mayor para los productos
manufactureros que para los productos agrícolas.
Los ejercicios de simulación se realizan utilizando distintos valores para los parámetros del
modelo. El ejercicio 1 es la especificación central y los ejercicios 2, 3 y 4 constituyen un
análisis de sensibilidad de ésta con respecto al valor de los parámetros más relevantes para el
problema bajo estudio. En el ejercicio 1 las elasticidades de sustitución (Armington) entre
bienes domésticos e importados son el doble de las reportadas en la Tabla B1 del Apéndice B
y obtenidas del GTAP, la elasticidad de la frontera de transformación entre ventas al mercado
doméstico y exportaciones (CET) es 8 para todos los sectores (Harrison et al., 1997)22, la
22
Varios autores utilizan infinito como valor para esta elasticidad de transformación (Hertel, 1997).
-22-
elasticidad de sustitución entre trabajo calificado y no calificado es 0,30 (Fallon y Layard,
1975). En todos los ejercicios las elasticidades de sustitución entre trabajo y capital son las
mismas y se obtienen del GTAP. Para una descripción de las elasticidades obtenidas del
GTAP véase el Apéndice B. La Tabla 4 muestra los resultados y la Tabla 5 los valores
asignados a las elasticidades en cada ejercicio de simulación.
Tabla 4: Resultados del Modelo General
EJ 1
EJ 2
EJ 3
EJ 4
EJ 5
Porcentaje del cambio en
w H /w L debido a la
apertura comercial
2.9
-0.1
5.9
3.1
0.9
Porcentaje del cambio en
w H /w L debido a otros
factores
97.1
100.1
94.1
96.9
99.1
La Tabla 4 muestra que cuando se utiliza la especificación central (ejercicio 1), el aumento
del comercio producto de la apertura comercial sólo explica el 2,9% del aumento total (igual a
10%) del diferencial salarial wH/wL. El 97,1% restante es explicado por otros factores.
Tabla 5: Valores asignados a las elasticidades
ELASTICIDAD
EJ 1
EJ 2
EJ 3
EJ 4
EJ 5
L vs. H (Ωi)
D vs. E (ψi)
DD vs. MD (εi)
DI vs. MI (χij)
0.3
8.0
GTAP*2
GTAP*2
0.3
8.0
GTAP
GTAP
0.3
0.3
1.1
8.0
3.0
8.0
GTAP*3 GTAP*2 GTAP*2
GTAP*3 GTAP*2 GTAP*2
Los resultados presentados muestran que la apertura comercial explica entre el 0 y el 6%,
aproximadamente, del aumento en el diferencial salarial ocurrido en Argentina entre 1992 y
1998. Adicionalmente, de la tabla se deduce que la porción del aumento en el diferencial
salarial que explica la disminución de los aranceles es mayor cuando se aumentan las
elasticidades de sustitución (Armington) entre bienes domésticos e importados. Lo mismo
ocurre cuando se disminuye la elasticidad de transformación (CET) entre ventas al mercado
doméstico y exportaciones al resto del mundo. Por el contrario, el efecto de la apertura
comercial sobre la desigualdad salarial es menor cuando se incrementa la elasticidad de
sustitución entre trabajo calificado y no calificado.
El precio doméstico de un bien (el precio de un agregado Armington) determinado es un
promedio ponderado de los precios de las variedades doméstica e importada de ese bien. En
-23-
consecuencia, mayores elasticidades Armington hacen que el sistema de precios doméstico
sea más sensible a cambios en las tasas arancelarias. Por lo tanto, mayores elasticidades
Armington hacen que la baja de aranceles explique más del aumento en el diferencial salarial.
La elasticidad de transformación (CET) determina la facilidad con la que cada sector
productivo puede cambiar entre vender al mercado doméstico o exportar al resto del mundo.
A mayor valor de esta elasticidad, la variedad que se vende al mercado doméstico y la
variedad que se exporta al resto del mundo son más similares por lo que el precio de la
variedad doméstica es más sensible a las variaciones en el precio (exógeno) de la variedad que
se exporta. En consecuencia, un aumento en el valor de la elasticidad de transformación hace
que el precio de la variedad doméstica responda con menor intensidad a cambios en el precio
de la variedad importada (a través del agregado Armington) ya que si parte de la producción
de la variedad doméstica no se vende, puede más fácilmente transformarse en exportaciones
al resto del mundo. Por lo tanto, una menor elasticidad de transformación hace que la baja de
aranceles explique una porción mayor del aumento en el diferencial salarial.
Adicionalmente, en el Apéndice C se presentan los resultados de simular la apertura
comercial argentina pero diferenciando por tipo de importación: bienes de capital, insumos
intermedios y bienes para consumo final.
VI.2. CALCULO DEL CAMBIO TECNOLOGICO
El objetivo de realizar este cálculo es únicamente metodológico ya que los cambios ocurridos
en la economía argentina durante los noventa hacen imposible considerar que el único factor,
además de la apertura comercial, que explica el aumento de la desigualdad salarial es el
cambio tecnológico sesgado contra los trabajadores no calificados. Esta metodología se basa
en la propuesta por Abrego y Whalley (1999 y 2000) y puede ser empleada para realizar
distintos ejercicios de descomposición con un modelo de CGE.
Debido a que el cambio tecnológico es el factor que aparece en la literatura como causa
principal del aumento de la desigualdad salarial, luego de calculado el efecto de la apertura
comercial sobre el aumento del diferencial salarial, se realiza un ejercicio en el que se
determina -de manera residual- cuál es el cambio tecnológico necesario para que el modelo de
como solución -cuando se introducen simultáneamente ambos cambios de manera exógenaun cambio en el cociente wH/wL igual al ocurrido en Argentina en el período 1992 a 1998.
-24-
El tipo de cambio tecnológico que se considera es específico del factor trabajo. En particular,
es sesgado contra el trabajo no calificado. El cambio tecnológico se modela como variaciones
en los parámetros de participación de las funciones de producción de bienes. Debido a que los
parámetros de participación en cada función de producción suman uno, un shock adverso al
trabajo no calificado disminuye el parámetro de participación de L en relación al de H para
cada sector productivo.
A los fines de descomponer el aumento observado en la desigualdad salarial en un
componente atribuible al comercio internacional y otro al cambio tecnológico, el modelo se
resuelve cinco veces. En la Tabla D1 del Apéndice D se indica cuáles son las variables
exógenas y endógenas en cada corrida del Modelo Simple. Para los ejercicios de
descomposición del cambio en wH/wL, en primer lugar se determina el cambio en el
diferencial salarial producto del cambio en los aranceles, en segundo lugar, se obtiene
(resolviendo un modelo donde el cambio tecnológico es una variable endógena y el
diferencial salarial está dado exógenamente) el cambio tecnológico necesario para que el
diferencial salarial sea igual al observado (en el caso argentino, 10% en el período 1992 a
1998). El resultado de cada uno de los ejercicios de descomposición que se realizan depende
de los valores que tomen los parámetros libres del modelo (elasticidades en la producción y en
el consumo).
VII. CONCLUSIONES Y EXTENSIONES
•
Del análisis realizado en este trabajo se desprende que la apertura comercial no es una
causa importante del aumento de la desigualdad salarial ocurrido durante la década del
noventa. Utilizando un modelo de CGE con una estructura estándar se obtuvo que, para
valores usuales de los parámetros del modelo, el comercio explica alrededor del 3% del
aumento en el diferencial salarial ocurrido en Argentina durante la década del noventa.
Este resultado es bajo cuando se los compara con las estimaciones presentes en la
literatura.
•
La comparación de los resultados obtenidos con el Modelo Simple y con el Modelo
General permiten apreciar la importancia que tienen la estructura y la dimensión del
modelo para obtener un resultado donde el comercio explica parte del aumento del
diferencial salarial.
-25-
•
Los modelos de CGE son ampliamente utilizados para el análisis cuantitativo de políticas.
Sin embargo, la metodología del CGE es frecuentemente criticada. Los aspectos más
criticados son la utilización de valores aparentemente arbitrarios para los parámetros de
comportamiento (elasticidades) y la falta de validación empírica de la estructura de los
modelos. Estas deficiencias son particularmente problemáticas si se tiene en cuenta que
los resultados del modelo son usualmente muy sensibles a estos supuestos. En el caso de
las elasticidades de sustitución Armington utilizadas en este trabajo, en un trabajo
reciente, Liu et al. (2001) demuestran, en el contexto del modelo estándar del GTAP23,
que los valores de las elasticidades Armington de la base de datos del GTAP utilizadas en
este trabajo no resultan marcadamente diferentes de las que estiman como correctas en un
ejercicio de predicción hacia atrás24.
•
Se presentó una metodología que puede ser empleada para realizar ejercicios de
descomposición con un modelo de CGE.
•
El modelo utilizado en este trabajo posee una estructura muy simple. Además se trata de
un modelo que sólo capta los efectos estáticos de la baja arancelaria. Por lo tanto, una
posible extensión del presente trabajo es la inclusión de aspectos no estándar en el modelo
de CGE como por ejemplo, la acumulación de capital (Francois y Reinert, 1997),
externalidades debidas al comercio (De Melo y Robinson, 1992), costos de transacción
(Bussolo, 2001), economías de escala y competencia imperfecta (Francois y Reinert,
1997), etc. Adicionalmente, también podría incorporarse al modelo el sector financiero de
la economía. En el caso argentino, esto es particularmente importante ya que, durante los
noventa, además de la apertura comercial se produjo una apertura financiera.
•
Otra posible extensión es la utilización de un modelo de CGE multiregional que permita
diferenciar el efecto sobre la desigualdad salarial de la apertura comercial unilateral y del
Mercosur. En este sentido, una posibilidad es realizar simulaciones de “predicción hacia
atrás” utilizando la versión 5 de la base de datos del GTAP (que contiene información
referida al año 1997) y un modelo multiregional similar al presentado por Rutherford y
Paltsev (2000).
23
El modelo estándar del GTAP es un modelo de CGE multisectorial y multiregional ampliamente utilizado para
el análisis de políticas comerciales desde una perspectiva global.
24
Sin embargo, rechazan la hipótesis de igualdad entre las elasticidades estándar del GTAP y las estimadas.
-26-
•
Teniendo en cuenta que en este trabajo se simuló la apertura comercial únicamente como
una baja de aranceles, es probable que los resultados obtenidos subestimen el efecto del
comercio sobre el diferencial salarial ya que la apertura comercial argentina se llevó a
cabo también a través de la eliminación de restricciones cuantitativas25.
25
Para ver la importancia de las medidas de protección no arancelarias puede consultarse Bouët et al. (2001).
-27-
BIBLIOGRAFIA
Abdelkhalek, Touhami and Dufour, Jean-Marie (1998). Statistical Inference for Computable
General Equilibrium Models, with Application to a Model of the Moroccan Economy. The
Review of Economics and Statistics 80 (4): 520-534.
Abdelkhalek, Touhami and Dufour, Jean-Marie (2000). Confidence Regions for Calibrated
Parameters in Computable General Equilibrium Models. Cirano Scientific Series 2000s-18.
Abrego, Lisandro and Whalley, John (1999). The Choice of Structural Model in Trade-Wages
Decompositions. NBER Working Paper 7312.
Abrego, Lisandro and Whalley, John (2000). Demand Side Considerations and the Trade and
Wages Debate. NBER Working Paper 7674.
Armington, Paul S. (1969). A Theory of Demand for Products Distinguished by Place of
Production. International Monetary Fund Staff Papers 16: 159-178.
Arrow, K. J. and Debreu, G. (1954). Existence of an Equilibrium for a Competitive Economy.
Econometrica 22: 265-290.
Arrow, Kenneth J. and Kehoe, Timothy J. (1994). Herbert Scarf's Contributions to
Economics. Journal of Economis Perspectives 8 (4): 161-181.
Autor, David H., Katz, Lawrence F. and Krueger, Alan B. (1998). Computing Inequality:
Have Computers Changed the Labor Market?. The Quarterly Journal of Economics 113 (4):
1169-1213.
Baldwin, Robet E. and Cain Glen G. (1997). Shifts in U.S. Relative Wages: The Role of
Trade, Technology and Factor Endowments. NBER Working Paper 5934.
Bebczuk, Ricardo and Gasparini, Leonardo (2001). Globalisation and Inequality: The Case of
Argentina. Departamento de Economía de la Universidad Nacional de La Plata Documento
de Trabajo 32.
Berlinski, Julio (1998). El Sistema de Incentivos en Argentina (De la Liberalización
Unilateral al Mercosur). Instituto Torcuato Di Tella Documento de Trabajo.
Berrettoni, Daniel y Cicowiez, Martín (2001). La Economía Bonaerense Frente al Proceso de
Integración Continental: Posibles Impactos de la Conformación del ALCA. Maestría en
Finanazas Públicas de la Universidad Nacional de La Plata.
Bhattarai, Keshab; Ghosh, Madanmohan and Whalley, John (1998). More on Trade Closure.
Bhattarai, Keshab; Ghosh, Madanmohan and Whalley, John (1999). On Some Properties of a
Trade Closure Widely Used in Numerical Modelling. Economic Letters 62: 13-21.
Bouët, Antoine; Fontagne, Lionel; Mimouni, Mondher and Pichot, Xavier (2001). Market
Access Maps: A Bilateral and Disaggregated Measure of Market Access. Conference on
Impacts of Trade Liberalization Agreements on Latin America and the Caribbean.
-28-
Bound, John and Johnson, George (1992). Changes in the Structure of Wages in the 1980's:
An Evaluation of Alternative Explanations. The American Economic Review 82 (3): 371-392.
Brooke, A.; Kendrick, D. and Meeraus, A. (1996). GAMS Release 2.25: A user’s guide.
GAMS Development Corporation.
Burtless, Gary (1995). International Trade and the Rise in Earnings Inequality. Journal of
Economic Literature 33: 800-816.
Bussolo, Maurizio (2001). How Many Forms Do I Have to Fill In to Export My Coffee? The
Role of Transaction Costs in Explaining Economic Performance in Latin America.
Conference on Impacts of Trade Liberalization Agreements on Latin America and the
Caribbean.
Card, David (1998). Falling Union Membership and Rising Wage Inequality: What’s the
Connection? NBER Working Paper 6520.
Chisari, Omar y Romero, Carlos (1996). Distribución del Ingreso, Asignación de Recursos y
Shocks Macroeconómicos: Un Modelo de Equilibrio General Computado para la Argentina
en 1993. CEPAL.
Cristini, Marcela (1999). Apertura Económica, Política Comercial y la Distribución del
Ingreso: ¿Qué Aporta el Caso Argentino al Debate?. En FIEL, La Distribución del Ingreso en
Argentina.
Melo de, Jaime (1988). Computable General Equilibrium Models for Trade Policy Analysis in
Developing Countries: A Survey. Jounal of Policy Modeling 10 (4): 469-503.
Melo de, Jaime and Robinson, Sherman (1989). Product Differentiation and The Treatment of
Foreign Trade in Computable General Equilibrium Models of Small Economies. Journal of
International Economics 27: 47-67.
Melo de, Jaime and Robinson, Sherman (1990). Productivity and Externalities: Models of
Export-Led Growth. The World Bank Working Papers.
Diao, Xinshen; Díaz-Bonilla Eugenio and Robinson, Sherman (2001). Scenarios for Trade
Integration in the Americas. Conference on Impacts of Trade Liberalization Agreements on
Latin America and the Caribbean.
Fallon, P. R. and Layard, P. R. G. (1975). Capital-Skill Complementarity, Income
Distribution, and Output Accounting. Journal of Political Economy 83 (2): 279-301.
Feenstra, Robert C. and Hanson, Gordon H. (1996). Globalization, Outsourcing, and Wage
Inequality. The American Economic Review 86 (2): 240-245.
Feenstra, Robert C. and Hanson, Gordon H. (1999). The Impact of Outsourcing and HighTechnology Capital on Wages: Estimates for the United States, 1979-1990. The Quarterly
Journal of Economics 114 (3): 907-940.
Francois, Joseph F. and Nelson, Doulas (1998). Trade, Technology, and Wages: General
Equilibrium Mechanics. The Economic Journal 108: 1483-1499
-29-
Francois, Joseph F. and Reinert, Kenneth A. (eds.) (1997). Applied Methods for Trade Policy
Analysis: A Handbook. Cambridge: Cambridge University Press.
Gasparini, Leonardo; Marchionni, Mariana y Sosa Escudero, Walter (2001). Distribución del
Ingreso en la Argentina. Fundación Arcor.
Gehlhar, Mark J. (1997). Historical Analysis of Growth and Trade Patterns in the Pacific
Rim: An Evaluation of the GTAP Framework. In Hertel, Thomas W. (ed.). Global Trade
Analysis: Modeling and Applications. Cambridge: Cambridge University Press.
Ginsburgh, Victor and Keyzer, Michiel (1997). The Structure of Applied General Equilibrium
Models. MIT Press.
Harberger, A. C. (1962). The Incidence of the Corporation Income Tax. Journal of Political
Economy 70: 215-240.
Harrison, Glenn W.; Rutherford, Thomas F. and Tarr, David G. (1997). Trade Policy Options
for Chile: A Quantitative Evaluation. The World Bank Working Papers 1783.
Haskel, Jonathan and Slaughter, Matthew J. (1999). Trade, Technology and U.K. Wage
Inequality. NBER Working Paper 6978.
Hertel, Thomas W. (ed.) (1997). Global Trade Analysis: Modeling and Applications.
Cambridge: Cambridge University Press.
Hillberry, Russell; Anderson, Michael; Balisteri, Edward and Fox, Alan (2001). The
Determinants of Armington Taste Parameters in CGE Models, or “Why You Love Canadian
Vegetable Oil”. Fourth Annual Conference on Global Economic Analysis.
Johnson, Harry G. (1966). Factor Market Distortions and the Shape of the Transformation
Curve. Econometrica 34 (3): 686-698
Katz, Lawrence F. and Murphy, Kevin M. (1992). Changes in Relative Wages, 1963-1987:
Supply and Demand Factors. The Quarterly Journal of Economics 107 (1): 35-78.
Kehoe, Patrick J. and Kehoe, Timothy J. (1994). A Primer on Static Applied General
Equilibrium Models. Federal Reserve Bank of Minneapolis Quarterly Review 18 (1).
Kehoe, Timothy J. (1996). Social Accounting Matrices and Applied General Equilibrium
Models. Federal Reserve Bank of Minneapolis Working Paper 563.
Krugman, Paul R. (2000). Technology, Trade and Factor Prices. Journal of International
Economics 50 (1): 51-71.
Liu, Jing; Arndt, Channing and Hertel, Thomas (2001). Parameter Estimation and Measures
of FIT in A Global General Equilibrium Model. Fourth Annual Conference on Global
Economic Analysis.
Malcolm, Gerard (1998). Adjusting Tax Rates in the GTAP Data Base. GTAP Technical
Paper 12.
-30-
Mansur, A. H. and Whalley, J. (1984). Numerical Specification of Applied General
Equilibrium Models: Estimation, Calibration and Data. In Scarf, H. E. and Shoven, J. B.
(eds.). Applied General equilibrium Analysis. Cambridge: Cambridge University Press.
Marquez, Jaime (1994). The Econometrics of Elasticities or the Elasticity of Econometrics:
An Empirical Analysis of the Behavior of U.S. Imports. The Review of Economics and
Statistics 76 (3): 471-481.
McDougall, R. A.; Elbehri, A. and Truong, T. P. (1998). Global Trade Assistance and
Protection: The GTAP 3 Data Base. Center for Global Trade Analysis, Purdue University.
Porto, Guido (2000). Comercio Internacional y Desigualdad Laboral. Departamento de
Economía de la Uiversidad Nacional de La Plata Documento de Trabajo.
Richardson, J. David (1995). Income Inequality and Trade: How to Think, What to Conclude.
Journal of Economic Perspectives 9 (3): 33-55.
Rutherford, Thomas F. (1999). Applied General Equilibrium Modeling with MPSGE as a
GAMS Subsystem: An Overview of the Modeling Framework and Syntax. Computational
Economics 14: 1-46.
Rutherford, Thomas F. and Paltsev, Segey V. (2000). GTAPinGAMS and GTAP-EG: Global
Datasets for Economic Research and Illustrative Models. Department of Economics
University of Colorado Working Paper.
Scarf, Herbert (1969). An Example of an Algorithm for Calculating General Equilibrium
Prices. American Economic Review 59: 669-677.
Shoven, John B. and Whalley John (1972). A General Equilibrium Calculation of the Effects
of Differential Taxation of Income from Capital in the U. S. Journal of Public Economics 1:
281-321.
Shoven, John B. and Whalley, John (1992). Applying general equilibrium. Cambridge:
Cambridge University Press.
Shoven, John B. and Whalley, John (1984). Applied General-Equilibrium Models of Taxation
and International Trade: An Introduction and Survey. Journal of Economic Literature 22:
1007-1051.
St-Hilaire, France and Whalley, John (1983). A Microconsistent Equilibrium Data Set for
Canada for Use in Tax Policy Analysis. Review of Income and Wealth 29: 175-204.
Whalley, John and Yeung, Bernard (1984). External Sector ‘Closing’ Rules in Applied
General Equilibrium Models. Journal of International Economics 16: 123-138.
Wood, Adrian (1995). How Trade Hurt Unskilled Workers. Journal of Economic Perspectives
9 (3): 57-80.
Wood, Adrian (1997). Openness and Wage Inequality in Developing Countries: The Latin
American Challenge to East Asian Conventional Wisdom. The World Bank Economic Review
11 (1): 33-57.
-31-
APENDICE A: ECUACIONES DEL MODELO GENERAL
En este apéndice se presenta, de manera detallada, la estructura del Modelo General utilizado
en los ejercicios de simulación. Las ecuaciones se expresan de manera análoga a como fueron
codificadas en GAMS. Se trata de un sistema de ecuaciones no lineales de 537x537. Los
subíndices i y j se refieren a los bienes considerados en el modelo. Es decir, i = j = {G_L,
OAF, FIN, TEX, NRM, MPC, TRN, C_O, M_M, SVC}.
A.1. PARAMETROS
ELASTICIDADES
ξi
Elasticidad de sustitución entre el agregado de trabajo y el capital
Ωi
Elasticidad de sustitución entre trabajo calificado y no calificado
σi
Elasticidad de sustitución en el consumo final (nivel superior)
ψi
Elasticidad de transformación (CET) entre ventas al mercado doméstico y
exportaciones
εi
Elasticidad de sustitución (Armington) entre bienes domésticos e importados
en el consumo final
χ ji
Elasticidad de sustitución (Armington) entre bienes domésticos e importados
en el consumo intermedio
PARAMETROS DE DISTRIBUCION Y ESCALA
ι Dji
Participación de bienes domésticos en el consumo intermedio (Armington)
ι Mji
Participación de bienes importados en el consumo intermedio (Armington)
ζ ji
Parámetro de escala en el consumo intermedio (Armington)
δi
Participación del trabajo no calificado en el agregado de trabajo
φi
Parámetro de escala en el agregado de trabajo
ν iN
Participación del agregado de trabajo en la producción de valor agregado
ν iK
Participación del capital en la producción de valor agregado
-32-
µi
Parámetro de escala en la producción de valor agregado
ηiD
Participación de ventas al mercado doméstico en ventas totales
ηiE
Participación de exportaciones en ventas totales
θi
Parámetro de escala en la función de transformación (CET)
αi
Participación de i en el consumo final
β iD
Participación de bienes domésticos en el consumo final (Armington)
β iM
Participación de bienes importados en el consumo final (Armington)
γi
Parámetro de escala en el consumo final (Armington)
OTROS
K
Dotación de capital
L
Dotación de trabajo no calificado
H
Dotación de trabajo calificado
IO ji
Requerimiento de insumo j por unidad de producto i
B
Déficit comercial en el equilibrio inicial
Pi M
Precio mundial de las importaciones de i
Pi E
Precio mundial de las exportaciones de i
τ Iji
Tasa del arancel al consumo intermedio de j en la producción de i
τ iD
Tasa del arancel al consumo final de i
PREMIO
Diferencial salarial
A.2. VARIABLES
AI ji
Consumo intermedio de j en la producción de i
DI ji
Consumo intermedio de j doméstico en la producción de i
MI ji
Consumo intermedio de j importado en la producción de i
-33-
PjiAI
Precio del agregado (Armington) j de bienes doméstico j e importado j para
consumo intermedio en la producción de i
ADi
Consumo final del bien i
MDi
Consumo final del bien importado i
DDi
Consumo final del bien doméstico i
Pi AD
Precio del agregado (Armington) i de bienes doméstico i e importado i para
consumo final
Pi D
Precio del bien doméstico
QS i
Oferta total
ES i
Oferta para exportaciones
DS i
Oferta para ventas al mercado doméstico
Li
Demanda de trabajo no calificado
Hi
Demanda de trabajo calificado
Ni
Demanda del agregado de trabajo
Ki
Demanda de capital
WL
Remuneración al trabajo no calificado
WH
Remuneración al trabajo calificado
Wi N
Remuneración al agregado de trabajo en el sector i
WK
Remuneración al capital
I
Ingreso del consumidor
R
Transferencia del gobierno
π
Cambio tecnológico sesgado contra el trabajo no calificado
A.3. ECUACIONES
Para facilitar la lectura, las ecuaciones del modelo fueron agrupadas en seis bloques. En las
secciones siguientes se presentan las ecuaciones pertenecientes a cada uno de ellos.
-34-
BLOQUE DE OFERTA DE BIENES
Las ecuaciones de este bloque surgen de la maximización de beneficios del productor. Cada
productor maximiza sus beneficios sujeto a una función de transformación tipo CET. Esta
función de transformación determina la cantidad que vende en el mercado doméstico y la
cantidad que exporta al resto del mundo. La ecuación (1) es la función de oferta de bienes al
mercado doméstico y la ecuación (2) es la función de oferta de exportaciones al resto del
mundo. La ecuación (3) es la condición de cero beneficios del productor.
(η ) (P ) QS
DS =
(
)
θ [(P )
(η ) + (P )( ) (η ) ]
ψi
(η ) (P ) QS
ES =
(
)
(η ) + (P )( ) (η ) ]
θ [(P )
ψi
D −ψ i
i
D ψi
i
i
i
1+ψ i
D
i
i
D −ψi
i
E
E ψi
i
i
i
i
1+ψ i
i
(1)
E −ψi 1+ψ i
i
i
E −ψ i
i
D
1+ψ i
D −ψi
i
E
1+ψ i
(2)
E −ψi 1+ψ i
i
i
Pi E ES i + Pi D DS i = Wi N N i + W K K i + ∑ PjiAI AI ji
(3)
j
BLOQUE DE DEMANDA DE FACTORES PRIMARIOS
Las ecuaciones de este bloque surgen de la minimización de costos de los productores. En
primer lugar, cada productor combina, en proporciones fijas, valor agregado e insumos
intermedios. Por el lado del valor agregado, la ecuación (4) es la función de demanda del
agregado de trabajo (N) y la ecuación (5) es la función de demanda de capital (K). En la
siguiente etapa, el productor determina la composición de trabajo no calificado (L), ecuación
(6), y trabajo calificado (H), ecuación (7), del trabajo total que demanda. Por último, la
ecuación (8) asegura que el gasto total en el factor trabajo se distribuya entre pagos a las dos
variedades de trabajo.
(ν ) QS
N =
( )
( )
]
µ (W ) [(ν ) (W )
+ ν (W )
(4)
(ν ) QS
K =
( )
( )
]
µ (W ) [(ν ) (W )
+ ν (W )
(5)
N ξi
i
i
N ξi
i
K ξi
i
K
1−ξ i
K ξi
i
i
K ξi
i
K ξi
i
K
i
1−ξ i
N ξi
i
N
1−ξ i
i
ξi
ξ i −1
i
N ξi
i
-35-
N
i
1−ξ i
ξi
ξ i −1
Li =
(δ iπ )Ω N
i
φi (W )
Hi =
L Ωi
[(δ π ) (W )
L (1− Ω i )
Ωi
i
+ (1 − δ iπ ) W
Ωi
(6)
]
Ωi
H (1− Ω i ) Ω i −1
[(1 − δ iπ )]Ω N
i
φi (W
) [(δ π ) (W )
H Ωi
Ωi
L (1− Ω i )
i
+ (1 − δ iπ ) W
Ωi
(7)
]
Ωi
H (1− Ω i ) Ω i −1
Wi N N = W L Li + W H H
(8)
BLOQUE DE DEMANDA DE INSUMOS INTERMEDIOS
Las ecuaciones (9), (10) y (11) definen el agregado Armington de insumos intermedios. La
ecuación (9) es la función de demanda intermedia de bienes domésticos y la ecuación (10) es
la función de demanda intermedia de bienes importados. La ecuación (11) es la condición de
cero beneficios en la producción de este agregado Armington. Por último, la ecuación (12)
determina la cantidad demandada de insumo intermedio j por unidad de bien i. El lado
derecho de esta ecuación es la función de producción de valor agregado que utiliza como
insumos el agregado de trabajo (N) y capital (K).
DI ji =
(ι ) AI
D χ ji
ji
ζ ji (Pi D )
χ ji
MI ji =
{(ι ) [P (1 + τ )]
M χ ji
ji
M
(1− χ ji )
I
ji
i
ji
(ι ) AI
M χ ji
ji
( ) {(ι ) [P (1 + τ )]
ζ ji Pi
M χ ji
(
M χ ji
ji
M
i
)
PjiAI AI ji = Pi M 1 + τ Iji MI ji + Pi D DI ji
}
i
( ) P
+ι
D χ ji
ji
i
(
D 1− χ ji
}
χ ji
) χ ji −1
(9)
(10)
(11)
ξi
ξ i −1
ξ i −1 ξ −1
⎡
⎤ i
= µ i ⎢ν iN N i ξ i + ν iK K i ξ i ⎥
IO ji
⎣
⎦
AI ji
χ ji
ji
(1− χ ji )
I
ji
( ) P
+ ι Dji
χ ji
D (1− χ ji ) χ ji −1
(12)
BLOQUE DE DEMANDA FINAL
Las ecuaciones de este bloque surgen de la maximización de la utilidad del consumidor
representativo. Esta maximización de utilidad se realiza en dos etapas. En la primera, el
consumidor determina cuánto consume de cada bien, ecuación (13). En la segunda, determina
cuánto de la variedad doméstica y cuánto de la variedad importada de cada bien consume,
-36-
ecuaciones (14) y (15), respectivamente. Por último, la ecuación (16) asegura que el gasto
total del consumidor se distribuya completamente entre bienes domésticos e importados.
ADi =
αi I
(13)
(P ) ∑α (P )( )
AD σ
i
1−σ
AD
j
j
j
(β ) AD
DD =
( )
( )
}
γ (P ) {(β ) P
+ (β ) [P (1 + τ )]
D εi
i
i
i
D εi
i
i
D εi
i
D 1−ε i
M εi
i
i
M
i
D
i
1−ε i
εi
ε i −1
(β ) AD
MD =
( )
( )
}
γ (P ) {(β ) P
+ (β ) [P (1 + τ )]
M εi
i
i
M εi
i
i
D εi
i
(
D 1−ε i
i
i
M εi
i
M
i
)
Pi AD ADi = Pi M 1 + τ iD MDi + Pi D DDi
D
i
1−ε i
εi
ε i −1
(14)
(15)
(16)
BLOQUE DE CONDICIONES DE EQUILIBRIO
Este bloque contiene las condiciones de equilibrio en los distintos mercados del modelo. La
ecuación (17) es la condición de equilibrio en el mercado del bien doméstico i. Las
ecuaciones (18), (19) y (20) son las condiciones de equilibrio en los mercados de L, H y K,
respectivamente. La ecuación (21) es la restricción presupuestaria del agente representativo
que expresa que el ingreso total del consumidor es igual a la remuneración a los factores
productivos más la transferencia que recibe del gobierno más la transferencia que recibe desde
el resto del mundo (exógena e igual al saldo de la balanza comercial). La ecuación (22) es la
restricción presupuestaria del gobierno que indica que la transferencia que realiza el gobierno
es igual al monto recaudado por el arancel. Finalmente, la ecuación (23) es la condición de
equilibrio del sector externo de la economía.
DS i = DDi + ∑ IDij
(17)
j
L = ∑ Li
(18)
i
H = ∑ Hi
(19)
i
K = ∑ Ki
(20)
i
I =W H H +W LL +W K K + R + B
(21)
-37-
⎛
⎞
∑ ⎜⎜ P τ MD + ∑ P τ MI ⎟⎟ = R
i
M
i
⎝
D
i
M
i
i
I
ij
ij
j
⎛
(22)
⎠
⎞
∑ P ES + B = ∑ ⎜⎜ P MD + ∑ P MI ⎟⎟
E
i
i
i
i
⎝
M
M
i
i
ij
j
⎠
(23)
BLOQUE PARA ESTIMAR EL CAMBIO TECNOLOGICO
La ecuación (24) forma parte de la estructura del modelo cuando se lo resuelve para obtener el
cambio necesario en la variable que representa el cambio tecnológico (π) para que el modelo
replique el cambio en el diferencial salarial observado en el período 1992 a 1998.
W H = (PREMIO )W L
(24)
El cambio tecnológico se modela como una variación en el valor del parámetro δi de las
funciones de producción de bienes. Cuando el cambio tecnológico es sesgado a favor de la
mano de obra calificada, el valor del parámetro δi disminuirá en una fracción común en todos
los sectores productivos calculada como residuo luego de introducido el cambio en las tasas
arancelarias.
En las ecuaciones referidas al lado de la producción del modelo, el parámetro δi aparece
multiplicado por una variable π. Para replicar la SAM, π se fija igual a uno. Luego, cuando se
introducen los cambios en las tasas arancelarias se agrega una ecuación que fija el diferencial
salarial en 10% ( wH = 1.10wL ) y el valor de la variable π se determina endógenamente
cuando se soluciona el modelo.
A.4. CALCULO DEL EQUILIBRIO
Para computar cada solución del modelo, se debe resolver el sistema de ecuaciones no lineales
presentado más arriba. Empleando GAMS/MINOS, esto se puede realizar maximizando una
función constante sujeta a restricciones que representan el modelo.
-38-
APENDICE B: MATRIZ DE CONTABILIDAD SOCIAL Y ELASTICIDADES
B.1. MATRIZ DE CONTABILIDAD SOCIAL
En este apéndice se describen las fuentes de información utilizadas para construir la SAM
empleada para calibrar el modelo de CGE. Además, se describen los ajustes realizados a la
información original.
La fuente de información principal para la confección de la SAM es la versión 3 de la base de
datos del Global Trade Analysis Project (GTAP) que contiene información referida al año
1992. Esta base de datos se encuentra extensamente documentada en Hertel (1997) y
McDougall et al. (1998). El GTAP es un consorcio integrado por organizaciones
gubernamentales y de investigación que funciona en la Universidad Purdue de Estados
Unidos26. Uno de los objetivos básicos del GTAP es facilitar la realización de análisis de CGE
sobre cuestiones relacionadas (principalmente) con el comercio internacional. La base de
datos del GTAP es ampliamente utilizada por académicos y agencias gubernamentales de
varios países del mundo para la realización de trabajos sobre comercio internacional que
utilizan modelos de CGE. Esta base de datos está formada por Matrices de Contabilidad
Social para los principales países del mundo y para varias regiones agregadas y por los flujos
de comercio entre estos países o regiones. Toda la información en esta base de datos está
referida a un año particular que se toma como base y todos los datos se encuentran expresados
en base a una nomenclatura común.
Del GTAP se extrajo información sobre estructura productiva y flujos de comercio para la
Argentina. La información obtenida del GTAP se complementó con información de la EPH,
la MIP argentina del año 1997 e información sobre tasas arancelarias obtenida de TRAINS27.
Una de las características más relevantes para este trabajo de la SAM utilizada es el
procedimiento que se empleó para determinar el uso de trabajo calificado y trabajo no
calificado en cada sector productivo. Al respecto, se siguió el trabajo “Disaggregating Labor
Payments by Skill Level in GTAP” de Jing Liu, Nico van Leeuwen, Tri Thanh Vo, Rod
26
27
El GTAP es dirigido por Thomas Hertel.
La información de TRAINS fue originalmente recopilada para utilizar en Berretoni y Cicowiez (2001).
-39-
Tyers, and Thomas W. Hertel (1998)28. El procedimiento que siguen estos autores para
estimar la participación de cada tipo de trabajo en la producción de cada sector consiste en
estimar econometricamente la siguiente ecuación:
MHP = F (GDPC, TER )
donde MHP es la participación del trabajo calificado en el pago total al factor trabajo, GDPC
es el PBI per cápita y TER es el promedio de años de educación terciaria de toda la fuerza de
trabajo de la economía.
Para la estimación utilizan información para 20 de las 30 regiones consideradas en la versión
3 de la base de datos del GTAP. Con el resultado de la estimación, se predice el valor de MHP
para las regiones no consideradas en la muestra. En particular, la información para Argentina
es estimada por lo que se la corrigió utilizando información obtenida de la EPH29.
Finalmente, para el cálculo del cambio en las tasas arancelarias sectoriales se utilizó
información sobre comercio exterior argentino obtenida de TRAINS.
B.2. ELASTICIDADES
Las elasticidades de sustitución εi, χij y ξi (DD versus MD, DI versus MI y N versus K,
respectivamente) se obtienen del GTAP. A su vez, estas elasticidades se originan en el
Proyecto SALTER. Este proyecto realizó una extensa revisión de la literatura y algunas
estimaciones propias para dar valor a las elasticidades sustitución de un modelo de CGE.
Aunque se realiza un análisis de sensibilidad, esta es la fuente principal de las elasticidades
empleadas en este trabajo. En la Tabla B1 se muestra el valor que asumen las elasticidades
mencionadas.
28
En ese trabajo, el objetivo final de los autores es utilizar el procedimiento para construir la versión 4 de la base
de datos del GTAP.
29
Debido a que la EPH es una encuesta urbana, el procedimiento descripto es particularmente importante para
determinar el empleo de los distintos tipos de trabajo de los sectores primarios.
-40-
Tabla B1: Elasticidades de sustitución
VA
Sector
Armington
Cereales y Ganadería
Otros Productos Agrícolas
ξi
0.50
0.50
εi
2.44
2.60
χij
2.44
2.60
Industrias Alimenticias
Textiles e Indumentaria
1.10
1.25
2.38
3.30
2.38
3.30
Manufacturas de Recursos Naturales
1.25
3.00
3.00
Minería, Petróleo y Carbón
Transporte
0.50
1.25
2.62
5.20
2.62
5.20
Industria Química y Otras Industrias
1.25
2.50
2.50
Maquinaria y Productos Metálicos
Servicios
1.25
1.35
2.80
2.05
2.80
2.05
Fuente: GTAP.
La primera columna de la Tabla B1 reporta las elasticidades de sustitución en el nivel superior
del valor agregado, ξi, para cada uno de los sectores productivos considerados. La elasticidad
de sustitución entre factores primarios determina la facilidad de la economía para alterar su
mix productivo como respuesta a cambios en el precio relativo de los bienes. Se observa que
los sectores primarios presentan una elasticidad de sustitución menor. Esto está relacionado
con la utilización de la tierra como factor primario en estos sectores lo que determina una
respuesta limitada de la oferta de estos sectores30. El mayor valor para esta elasticidad de
sustitución se observa en el sector Servicios.
La Tabla B1 también reporta las elasticidades de sustitución entre bienes domésticos e
importados en el consumo final e intermedio, εi y χij, respectivamente. Estas elasticidades son
utilizadas en la estructura de demanda tipo Armington del Modelo General. Estas
elasticidades determinan la facilidad con que los bienes domésticos pueden ser sustituidos por
importaciones.
Siguiendo a Harrison et al. (1997) y Hillberry et al. (2001), en la especificación central del
Modelo General, se emplea el doble de las elasticidades de sustitución Armington del GTAP.
Estos autores, entre otros, concluyen que las elasticidades de sustitución Armington del
GTAP son bajas, en especial para simulaciones que analizan extensos períodos de tiempo
30
En este trabajo, el factor tierra está incluido en el factor capital.
-41-
APENDICE C: SIMULACIONES ADICIONALES
En este apéndice se utiliza el Modelo General para analizar la apertura comercial argentina
pero diferenciando por tipo de importación.
Utilizando los parámetros de la especificación central, se realizan tres simulaciones
adicionales: En la primera, sólo se simula la baja de los aranceles a la importación de bienes
de capital31. En la segunda, sólo se simula la baja de los aranceles a la importación de insumos
intermedios32. Por último, en la tercera, sólo se simula la baja de aranceles a la importación de
bienes destinados al consumo final.
En la Tabla C1 aparecen los resultados. La primera columna reproduce el ejercicio 1 de la
Sección VI y se incluye para facilitar la comparación de los resultados.
Tabla C1: Resultados
EJ 1
Bienes de
Consumo
Capital Intermedio
Consumo
Final
Porcentaje del cambio
en w H /w L debido a la
apertura comercial
2.9
0.6
1.3
1.0
Porcentaje del cambio
en w H /w L debido a
otros factores
97.1
99.4
98.7
99.0
El resultado que se obtiene es que la mayor parte del aumento en el diferencial salarial se debe
a la baja de aranceles a la importación de insumos intermedios. La baja de aranceles al
consumo intermedio logra explicar 1,3% del aumento total en el diferencial salarial. Se
observa también que la baja de aranceles a la importación de bienes de capital explica 0,6%
del aumento total del diferencial salarial. Finalmente, la apertura comercial por el lado del
consumo final logra explicar 1% el aumento total del diferencial salarial.
31
En este ejercicio, se simula una baja de aranceles al consumo intermedio de importaciones de Maquinaria y
Productos Metálicos.
32
Se simula como una disminución de los aranceles al consumo intermedio de importaciones de todos los bienes
excepto Maquinaria y Productos Metálicos.
-42-
APENDICE D: CORRIDAS DEL MODELO
Para determinar el cambio tecnológico de manera residual para que el modelo replique el
incremento del diferencial salarial ocurrido entre 1992 y 1998, los modelos presentados en la
Sección IV son resueltos cinco veces. La Tabla D1 muestra cuáles son las variables
endógenas y cuáles las exógenas en cada una de las cinco corridas del modelo. Aunque la
tabla se refiere al Modelo Simple, con muy pocas modificaciones puede ser adaptada al
Modelo General.
Tabla D1: Descripción de cada corrida del modelo
Corrida
Descripción
Objetivo
V. Endógenas
V. Exógenas
1
Réplica del caso
base
Verificar la
correcta
codificación del
modelo
wH, wL, PD,
LD, HD, LE,
PE, PM, L, H,
τ, π,
s
s
d
HE, D , E , E ,
d
D,M
2
Solución sólo con
cambios en τ
Calcular el efecto
sobre los salarios
del cambio en el
arancel (τ')
Idem 1
PE, PM, L, H,
τ', π
3
Solución con
cambios en τ y se
determina el
cambio
tecnológico
Calcular el valor
del cambio
tecnológico (π∗)
consistente con el
cambio observado
en wH/wL
Idem 1 + π y
se obtiene π*
τ', wH/wL
4
Solución sólo con
cambio
tecnológico
Calcular el efecto
sobre los salarios
del cambio
tecnológico
Idem 1
τ, π*
5
Solución con
cambios en τ y
cambio
tecnológico
Comprobar que los
resultados son
correctos
Idem 1
τ', π*
Referencia: τ es el arancel en el equilibrio inicial y τ' es el arancel en el contrafactual.
-43-
|
|
https://openalex.org/W3203176244
|
https://www.frontiersin.org/articles/10.3389/fpain.2021.722820/pdf
|
English
| null |
Biased Opioid Ligands: Revolution or Evolution?
|
Frontiers in pain research
| 2,021
|
cc-by
| 4,556
|
Biased Opioid Ligands: Revolution or
Evolution? Université de Paris, CNRS ERL 3649 Pharmacologie et thérapies des addictions, Inserm UMR-S 1124 T3S Environmental
Toxicity, Therapeutic Targets Cellular Signaling and Biomarkers, Paris, France Opioid are the most powerful analgesics ever but their use is still limited by deleterious
side effects such as tolerance, dependence, and respiratory depression that could
eventually lead to a fatal overdose. The opioid crisis, mainly occurring in north America,
stimulates research on finding new opioid ligands with reduced side effects. Among them,
biased ligands are likely the most promising compounds. We will review some of the latest
discovered biased opioid ligands and see if they were able to fulfill these expectations. INTRODUCTION Opium consumption and its medicinal application dates back to the Neolithic, Bronze, and Iron
Age. Ancient Egyptian papyrus records reported the use of opium for pain relief, demonstrating
that opioids are used from thousands of years for the treatment of pain. Opium is a substance
extracted from Papaver somniferum, and opium poppies produce alkaloids such as morphine (1). In 1973, the notion of “morphine receptors” emerged (2), and since that time numerous studies
have been performed on these receptors. In the 1990s, opioid receptors were cloned. They are four
of them, MOR, DOR, KOR, and NOR, and are largely found within the central nervous system as
well as throughout the peripheral tissues. They are naturally stimulated by endogenous peptides
(endorphins, enkephalins, dynorphins, and nociceptin/orphanin FQ). All pharmacological studies
confirmed that opioid system plays a key role in the modulation of pain perception, but is also
involved in many physiological responses, such as respiration, gastrointestinal motility, endocrine,
and immune functions, which may lead in clinical practice to adverse effects when pain must be
managed with opioids. Edited by:
Mei-Chuan Ko,
Wake Forest School of Medicine,
United States Reviewed by:
Girolamo Calo,
University of Padua, Italy
Eamonn Kelly,
University of Bristol, United Kingdom Reviewed by:
Girolamo Calo,
University of Padua, Italy
Eamonn Kelly,
University of Bristol, United Kingdom
*Correspondence:
Nicolas Marie
nicolas.marie@parisdescartes.fr *Correspondence:
Nicolas Marie
nicolas.marie@parisdescartes.fr The study of responses of opioid receptors-deficient mice to opioid agonists clarifies the
biological activity of each receptor. The genetic approach unambiguously demonstrated that MOR
are essential for all the biological activities elicited by morphine, including for instance analgesia,
reward, respiratory depression, constipation, immunosuppression (3). Thus, a challenge over the
past decades has been to try to find MOR opioid ligands able to induce a potent analgesic response,
with fewer adverse effects. Specialty section:
This article was submitted to
Pharmacological Treatment of Pain,
a section of the journal
Frontiers in Pain Research MOR belong to the G protein-coupled receptors (GPCR), and it is now well-established that
once the receptor is activated, several intracellular signaling pathways may be activated. Among
these pathways, the focus has been made on two of them, G protein (and its subsequent effectors
such as adenylate cyclase and ion channels) and beta-arrestin, and it has been suggested that
analgesic effects of MOR ligands are mediated by the downstream G-protein-dependent pathway,
while beta-arrestin-dependent pathway mediates most of the side effects. Thus, it was speculated
that development of biased MOR ligands for G-protein-dependent pathway may have high
analgesic potency, but with fewer undesirable effects. The main goal of this review is to briefly
describe this strategy and to discuss its advantages and limits. Received: 09 June 2021
Accepted: 27 August 2021
Published: 24 September 2021 Keywords: opioids, biased ligands, analgesia, side effects, TRV130, PZM21 MINI REVIEW MINI REVIEW
published: 24 September 2021
doi: 10.3389/fpain.2021.722820 BIASED LIGANDS ARE PROMISING
COMPOUNDS This is well-
illustrated by the opioid crisis in US where postoperative opioid
prescription is a significant contributor to opioid epidemic, and
more than 350,000 people died from opioid overdose between
1999 and 2016 (https://www.cdc.gov/drugoverdose/epidemic/
index.html). All these side effects are a real impairment in the
opioid use, particularly in chronic pain. Among the different
strategies to find potent analgesics with limited side effects, the
one based on the particular properties of the opioid receptors
and their ligands, the biased signaling, has received great
attention since few years even though the concept (as known
as functional selectivity) is older (10). Indeed, the notion of
functional selectivity was probably first suggested in a review
on serotoninergic receptors where the ability of a single GPCR
to active one or more distinct signaling cascades was described
(11). And the term of biased agonist was first introduced by Jarpe
and co-workers when they observed that a peptide promoted
a biased activity on chemokine receptors (12). For opioid
receptors, the studies of Bohn and co-workers along with this
notion opened the way to find new opioid ligands. As rapidly
mentioned earlier, following ligand binding, MOR activation
could result in the activation of multiple downstream pathways
through either G protein dependent processes (e.g., adenylate
cyclase inhibition or regulation of ion channels) or G protein
independent processes (e.g., beta-arrestin signaling). Beta-
arrestins are proteins, existing in two isoforms (beta-arrestin
1 and 2), that bind the activated and phosphorylated receptor
and are responsible for its desensitization and internalization
(13). In beta-arrestin 2 knockout mice, Bohn and collaborators
found that morphine analgesia was enhanced, with abolition of
antinociceptive tolerance (14, 15) and reduction of respiratory
depression and acute constipation (16). These data suggested
that whereas G protein-dependent pathway mediated analgesia,
beta-arrestin-dependent
signaling
pathway
promoted
side
effects. Using different strategies [high-throughput screening, Thanks to the progress in GPCR crystal structure, Manglik
and co-workers used the MOR crystal structure to virtually dock
millions of compounds and they discovered PZM21 (27). PZM21
was found to be biased toward G protein pathway and active
in both spinal and supra-spinal analgesia in rodents (27, 28). Interestingly, this compound seemed to induce less respiratory
depression and constipation than morphine (27). Finally, the latest notable MOR biased compounds are a series
of a piperidine core structure-containing molecules (SR series)
generated from a synthesis–driven approach. BIASED LIGANDS ARE PROMISING
COMPOUNDS The most notable compound, TRV-130 (Oliceridine) was
discovered after a high-throughput screening by Trevena Inc. (18). It has a moderate biased toward cAMP pathway (about 3-
fold) and was unable to promote MOR endocytosis according
to its very weak ability to recruit beta-arrestin 2. Preclinical
studies showed that TRV130 had a higher potency than
morphine to induce antinociceptive responses with a reduced
respiratory depression and gastrointestinal effects, suggesting
a better therapeutic index as compared to morphine (19). Moreover, in the tail immersion test, no tolerance was measured
after a 3 days treatment (20). Clinical studies validated these
results. Indeed, in a phase 2 study comparing TRV130 with
morphine in patients after abdominoplasty, the biased agonist
provided not only a quicker analgesia, but was also associated
with fewer side effects including hypoventilation, nausea, and
vomiting (21). In a phase 3 study, TRV130 was shown to be
efficient in reducing pain intensity in two surgical procedures:
bunionectomy (APOLLO-1 trial) (22) and abdominoplasty
(APOLLO-2 trial) (23). Analysis of side effects in the pooled
cohorts of APOLLO trials showed that whereas TRV130 induced
a dose dependent respiratory depression, this effect is lower than
the one induced by morphine (24), and that TRV130 had a
higher probability of producing analgesia rather than respiratory
depression (25). These analyses also demonstrated a lower risk
of experiencing nausea and vomiting in patients treated with
TRV130 compared to morphine-treated patients (26). At present,
TRV130 is approved by the Food and Drug Administration
(FDA) since august 2020 to treat moderate to severe acute pain. Finally, TRV130 turned to be a good analgesic medication but
its advantages, especially regarding side effects, toward classical
opioids such as morphine is still matter of debate. Following a protracted exposure, but also after an acute
exposure
at
high
dose,
a
tolerance
to
opioid-induced
pharmacological
effects
appears. It
noteworthy
that
the
level of tolerance depends on the pharmacological effect
studied. For instance, there is evidence to suggest that the
tolerance to respiratory depression is weak as compared to
the antinociceptive tolerance (8) which might explained the
fatal overdose that could occur in opioid users (9). Finally, a
repeated use of opioids, even in the frame of a pain treatment,
could lead to development of addictive behaviors. Citation: Noble F and Marie N (2021) Biased
Opioid Ligands: Revolution or
Evolution? Front. Pain Res. 2:722820. doi: 10.3389/fpain.2021.722820 September 2021 | Volume 2 | Article 722820 Frontiers in Pain Research | www.frontiersin.org 1 Biased Opioid Ligands Noble and Marie SIDE EFFECTS OF OPIOIDS AND
INTEREST IN BIASED AGONISM structure-based virtual screening, or synthesis-driven approach
(17)], new biased MOR ligands were discovered. They are mostly
biased toward G proteins. With great therapeutic potential, usually comes great side effects. The opiates do not seem to deviate from this rule. Opioid
receptors and especially MOR are highly expressed in the brain
structures involved in control of breathing including the pre-
Bötzinger complex or the Kolliker-Fuse neurons (4). Activation
of MOR in the pre-Bötzinger complex with fentanyl promotes
a respiratory depression (5) and the knockout of MOR in this
complex reduced the effect of morphine on breathing (6). MOR
are also expressed in the enteric nervous system and their
activation will cause reduction of gastrointestinal motility and
thus constipation (7). Frontiers in Pain Research | www.frontiersin.org CONCLUDING REMARKS It took more than 30 years from the first observations of a
biased signaling and the release of Oliceridine, the first biased
opioid receptor compound on the market. In the last few years,
some studies have challenged this concept by suggesting that the
observed bias is rather the expression of the agonist low intrinsic
efficacies (42) or binding kinetics (46). Therefore, the promises of
having opioid ligands with virtually a lack of side effects will still
take time. Rather than a revolution, the biased compounds are a
hopeful evolution in the pharmacological research of analgesics. The pharmacology of GPCRs is very complex, and the simplistic
view of one receptor, one signaling pathway, one pharmacological
response is a far too simplistic concept, which does not
reflect the complexity of life sciences. So, should we abandon
opiate ligands to treat pain? Certainly not, for now, as they
remain the most effective antinociceptive agents. Nevertheless,
alternative research strategies should be explored further. The
development of non-selective opioid ligands (agonist or mixed
agonist/antagonist) could be an interesting approach. For
instance, cebranopadol, a mixed MOR/DOR/KOR/NOR agonist
was found to be efficient in both acute and chronic pain with
a delayed development of tolerance as compared to morphine
(47). This compound is actually in phase 3 trials. More recently,
Ding and co-workers described the AT-121, a MOR/NOR mixed
agonist with analgesic effects in non-human primates and a
lack of the most frequent opioid-associated side effects such
as physical dependence, abuse potential, respiratory depression,
and opioid-induced hyperalgesia (48). Allosteric ligands at the
MOR could be also interesting as they could be used to
enhance the effects of either the exogenous orthosteric agonists
when administrated together or the endogenous opioid peptides
released in stress or pain condition (49). Another strategy could
be the development of dual-target ligands directed to both
MOR and another receptor, including for instance dopamine
D3 receptor (50). Whether biased ligands, ligands with low
selectivity toward different opioid receptors, or bivalent ligands,
the development of an analgesic compound free of side effects
and with low abuse potential seems to be a way still paved with
some difficulties. g
These data highlight the importance of the model at two
level: the species and the experimental model used. Furthermore,
in the same species, the choice of the strain of animals used
can also have a very important impact on the results. BIASED LIGANDS ARE PROMISING
COMPOUNDS Some of these
compounds were found to be biased, at different levels, toward
G protein. They induced analgesia (measured in the hot plate
and tail flick tests), showed minor respiratory depression and are
brain penetrant (29). Interestingly, SR-17018 was demonstrated
to be more potent and efficacious than morphine or oxycodone
in a chemotherapeutic-induced neuropathy pain model and
displayed a weak tolerance after a repeated administration (30). Finally, when substituted to morphine after a chronic treatment,
it prevents the onset of morphine withdrawal (31). September 2021 | Volume 2 | Article 722820 2 Biased Opioid Ligands Noble and Marie CONCLUDING REMARKS Thus,
the first results obtained by Bohn and co-workers on beta-
arrestin 2 knockout animals were obtained on a mixed genetic
background (beta-arrestin 2 knockout 129/SvJ backcrossed with
C57BL6). Previous studies reported that the 129/SvJ mice have
a higher sensitivity to morphine-induced antinociception (36),
did not develop tolerance to morphine-induced analgesia (37)
and were less sensitive to respiratory depression (38). When
reassessing the pharmacological responses induced by opioids
in beta-arrestin 2 knockout using an homogenous C57BL6
background, Koblich and colleagues did not find any difference in
tolerance to analgesic effects of few opioids including morphine
(39). More recently, Kliewer and co-workers reported that the
knockout of beta-arrestin 2 in C57BL6 mice did not alter
the effect of morphine on both respiratory depression and
constipation compared to wild-type animals (40). Taken together,
these data suggested that the use of 129/SvJ strain might
have misled us on the role of beta-arrestin 2 in morphine
effects and as a consequence it questions the G protein biased
agonists as valuable strategy for safer analgesic medication. More importantly, an increase number of studies challenged
the existence of the biased signaling itself (41). Evaluating the
bias usually consist of measuring the ability of an agonist to
stimulate two signaling pathways. At end, one will compare an
amplified assay of G activation vs. an unamplified assay of beta-
arrestin recruitment. Amplified assay are relatively insensitive BUT THEY REMAIN MOR LIGANDS (WITH
THEIR SIDE EFFECTS) to agonist efficacy differences. Whereas, an agonist with a low
intrinsic efficacy will show a maximal effect in G protein assay,
it will have a lower maximal effect in beta-arrestin assay. Using
newly unamplified probes to measure signaling, several studies
demonstrated that the newly biased ligands are in fact agonists
with a low intrinsic efficacy relative to morphine (42–44). These
recent data show that while biased ligands may have benefits
over unbiased ligands, particularly in terms of the reduction of
side effects, these may not be due to the biased nature of the
compounds (45). Because
they
bind
and
activate
MOR,
all
these
biased
ligands could still promote main effects attributed to MOR
stimulation including reward system activation. Indeed, in rats,
TRV130 displayed same effects as morphine in intracranial
self-stimulation (20). In a drug-discrimination experiment
conducted in rats, two biased ligands TRV130 and SR-14968
generalized to fentanyl (32), suggesting that these ligands
may produce prototypic MOR agonist abuse-related effects. Using a model closer to the human behavior, intravenous
self-administration procedure in rats, Austin Zamarripa and
colleagues demonstrated that TRV130 was equi-potent to
oxycodone (33). More recently, whereas PZM21 demonstrated
a lack of effect in the conditioned place preference paradigm
in two independent studies in mice (27, 28), reinforcing
effects, here again comparable to those induced by oxycodone,
were demonstrated using a self-administration procedure in
monkeys (34), but not in rats (28). All these data from
animal studies could suggest that the MOR biased compounds
could have reinforcing effects in humans. Indeed, in a clinical
study assessing the analgesic effects of TRV130 in healthy
volunteers, Soergel and collaborators evaluated the abuse-related
subjective effects with a drug effects questionnaire. They found
that the dose of 3 mg, equianalgesic to 10 mg morphine,
induced the same subjective opioid effects such as “high” or
“liking” (35). Frontiers in Pain Research | www.frontiersin.org REFERENCES Mohammed
W,
Alhaddad
H,
Marie
N,
Tardy
F,
Lamballais
F,
Risede
P,
et
al. Comparison
of
tolerance
to
morphine-induced
respiratory
and
analgesic
effects
in
mice. Toxicol
Lett. (2013)
217:251–9. doi: 10.1016/j.toxlet.2012.12.021 26. Beard TL, Michalsky C, Candiotti KA, Rider P, Wase L, Habib AS, et al. Oliceridine is associated with reduced risk of vomiting and need for rescue
antiemetics compared to morphine: exploratory analysis from two phase 3
randomized placebo and active controlled trials. Pain Ther. (2021) 10:401–
13. doi: 10.1007/s40122-020-00216-x 9. White JM, Irvine RJ. Mechanisms of fatal opioid overdose. Addiction. (1999)
94:961–72. doi: 10.1046/j.1360-0443.1999.9479612.x 10. Kenakin T. Biased receptor signaling in drug discovery. Pharmacol Rev. (2019)
71:267–315. doi: 10.1124/pr.118.016790 27. Manglik A, Lin H, Aryal DK, McCorvy JD, Dengler D, Corder G, et al. Structure-based discovery of opioid analgesics with reduced side effects. Nature. (2016) 537:185–90. doi: 10.1038/nature19112 11. Roth BL, Chuang D-M. Multiple mechanisms of serotonergic signal
transduction. Life Sci. (1987) 41:1051–64. doi: 10.1016/0024-3205(87)90621-7 28. Kudla L, Bugno R, Skupio U, Wiktorowska L, Solecki W, Wojtas A, et al. Functional characterization of a novel opioid, PZM21, and its effects on
the behavioural responses to morphine. Br J Pharmacol. (2019) 176:4434–
45. doi: 10.1111/bph.14805 12. Jarpe MB, Knall C, Mitchell FM, Buhl AM, Duzic E, Johnson GL. [d-
Arg1,d-Phe5,d-Trp7,9,Leu11]substance P acts as a biased agonist toward
neuropeptide and chemokine receptors. J Biol Chem. (1998) 273:3097–
104. doi: 10.1074/jbc.273.5.3097 29. Schmid CL, Kennedy NM, Ross NC, Lovell KM, Yue Z, Morgenweck J,
et al. Bias Factor and therapeutic window correlate to predict safer opioid
analgesics. Cell. (2017) 171:1165–75. doi: 10.1016/j.cell.2017.10.035 13. Allouche
S,
Noble
F,
Marie
N. Opioid
receptor
desensitization:
mechanisms
and
its
link
to
tolerance. Front
Pharmacol. (2014)
5:280. doi: 10.3389/fphar.2014.00280 14. Bohn LM, Lefkowitz RJ, Gainetdinov RR, Peppel K, Caron MG, Lin FT. Enhanced morphine analgesia in mice lacking beta-arrestin 2. Science. (1999)
286:2495–498. doi: 10.1126/science.286.5449.2495 30. Pantouli
F,
Grim
TW,
Schmid
CL,
Acevedo-Canabal
A,
Kennedy
NM,
Cameron
MD,
et
al. Comparison
of
morphine,
oxycodone
and
the
biased
MOR
agonist
SR-17018
for
tolerance
and
efficacy
in
mouse
models
of
pain. Neuropharmacology. (2021)
185:108439. doi: 10.1016/j.neuropharm.2020.108439 15. Bohn LM, Gainetdinov RR, Lin FT, Lefkowitz RJ, Caron MG. µ-opioid
receptor desensitization by β-arrestin-2 determines morphine tolerance but
not dependence. Nature. (2000) 408:720–3. doi: 10.1038/35047086 31. Grim TW, Schmid CL, Stahl EL, Pantouli F, Ho J-H, et al. REFERENCES modulator, for the management of moderate to severe acute pain following
abdominoplasty. JPR. (2017) 10:2413–24. doi: 10.2147/JPR.S137952 modulator, for the management of moderate to severe acute pain following
abdominoplasty. JPR. (2017) 10:2413–24. doi: 10.2147/JPR.S137952 1. Trescot AM, Datta S, Lee M, Hansen H. Opioid pharmacology. Pain Phys. (2008) 11:S133–53. doi: 10.36076/ppj.2008/11/S133 22. 22. Viscusi ER, Skobieranda F, Soergel DG, Cook E, Burt DA, Singla N. APOLLO-
1: a randomized placebo and active-controlled phase III study investigating
oliceridine (TRV130), a G protein-biased ligand at the andmicro;-opioid
receptor, for management of moderate-to-severe acute pain following
bunionectomy. JPR. (2019) 12:927–43. doi: 10.2147/JPR.S171013 2. Pert CB, Snyder SH. Opiate receptor: demonstration in nervous tissue. Science. (1973) 179:1011–4. doi: 10.1126/science.179.4077.1011 3. Kieffer BL, Gavériaux-RuffC. Exploring the opioid system by gene knockout. Prog Neurobiol. (2002) 66:285–306. doi: 10.1016/S0301-0082(02)00008-4 3. Kieffer BL, Gavériaux-RuffC. Exploring the opioid system by gene knockout. Prog Neurobiol. (2002) 66:285–306. doi: 10.1016/S0301-0082(02)00008-4 23. Singla NK, Skobieranda F, Soergel DG, Salamea M, Burt DA, Demitrack
MA, et al. APOLLO-2: a randomized, placebo and active-controlled phase iii
study investigating oliceridine (TRV130), a G protein-biased ligand at the µ-
opioid receptor, for management of moderate to severe acute pain following
abdominoplasty. Pain Pract. (2019) 19:715–31. doi: 10.1111/papr.12801 4. Montandon
G,
Qin
W,
Liu
H,
Ren
J,
Greer
JJ,
Horner
RL. PreBötzinger
complex
neurokinin-1
receptor-expressing
neurons
mediate
opioid-induced
respiratory
depression. J
Neurosci. (2011)
31:1292–301. doi: 10.1523/JNEUROSCI.4611-10.2011 5. Montandon G, Horner RL. Role of the pre-Bötzinger Complex in opioid-
induced respiratory depression in adult rats in-vivo. FASEB J. (2009) 23:960–
5. doi: 10.1096/fasebj.23.1_supplement.960.5 24. Ayad S, Demitrack MA, Burt DA, Michalsky C, Wase L, Fossler MJ,
et al. Evaluating the incidence of opioid-induced respiratory depression
associated with oliceridine and morphine as measured by the frequency
and average cumulative duration of dosing interruption in patients
treated for acute postoperative pain. Clin Drug Investig. (2020) 40:755–
64. doi: 10.1007/s40261-020-00936-0 j
pp
6. Bachmutsky I, Wei XP, Kish E, Yackle K. Opioids depress breathing through
two small brainstem sites. Elife. (2020) 9:e52694. doi: 10.7554/eLife.52694 7. Wood
JD,
Galligan
JJ. Function
of
opioids
in
the
enteric
nervous
system. Neurogastroenterol
Motil. (2004)
16:17–
28. doi: 10.1111/j.1743-3150.2004.00554.x 25. Dahan
A, van
Dam CJ, Niesters
M, van
Velzen M, Fossler MJ,
Demitrack MA, et al. Benefit and risk evaluation of biased µ-receptor
agonist
oliceridine
versus
morphine. Anesthesiology. (2020) 133:559–
68. doi: 10.1097/ALN.0000000000003441 8. REFERENCES A G
protein signaling-biased agonist at the µ-opioid receptor reverses morphine
tolerance while preventing morphine withdrawal. Neuropsychopharmacol. (2019) 45:416–25. doi: 10.1038/s41386-019-0491-8 16. Raehal KM, Walker JKL, Bohn LM. Morphine side effects in beta-
arrestin 2 knockout mice. J Pharmacol Exp Ther. (2005) 314:1195–
201. doi: 10.1124/jpet.105.087254 17. Bermudez M, Nguyen TN, Omieczynski C, Wolber G. Strategies for the
discovery of biased GPCR ligands. Drug Discov Today. (2019) 24:1031–
7. doi: 10.1016/j.drudis.2019.02.010 32. Schwienteck KL, Faunce KE, Rice KC, Obeng S, Zhang Y, Blough
BE, et al. Effectiveness comparisons of G-protein biased and unbiased
mu opioid receptor ligands in warm water tail-withdrawal and drug
discrimination in male and female rats. Neuropharmacology. (2019) 150:200–
9. doi: 10.1016/j.neuropharm.2019.01.020 18. Chen X-T, Pitis P, Liu G, Yuan C, Gotchev D, et al. Structure–
activity relationships and discovery of a G protein biased µ opioid
receptor ligand, [(3-Methoxythiophen-2-yl)methyl]({2-[(9R)-9-(pyridin-2-
yl)-6-oxaspiro-[4.5]decan-9-yl]ethyl})amine (TRV130), for the treatment of
acute severe pain. J Med Chem. (2013) 56:8019–31. doi: 10.1021/jm4010829 33. Austin Zamarripa C, Edwards SR, Qureshi HN, Yi JN, Blough BE, Freeman
KB. The G-protein biased mu-opioid agonist, TRV130, produces reinforcing
and antinociceptive effects that are comparable to oxycodone in rats. Drug
Alcohol Depend. (2018) 192:158–62. doi: 10.1016/j.drugalcdep.2018.08.002 19. DeWire SM, Yamashita DS, Rominger DH, Liu G, Cowan CL, Graczyk
TM, et al. A G protein-biased ligand at the µ-opioid receptor is
potently analgesic with reduced gastrointestinal and respiratory dysfunction
compared
with
morphine. J
Pharmacol
Exp
Ther. (2013) 344:708–
17. doi: 10.1124/jpet.112.201616 34. Ding H, Kiguchi N, Perrey DA, Nguyen T, Czoty PW, Hsu F-C, et al. Antinociceptive, reinforcing, and pruritic effects of the G-protein signalling-
biased mu opioid receptor agonist PZM21 in non-human primates. Br J
Anaesth. (2020) 125:596–604. doi: 10.1016/j.bja.2020.06.057 35. Soergel DG, Subach RA, Burnham N, Lark MW, James IE, Sadler BM, et al. Biased agonism of the µ-opioid receptor by TRV130 increases analgesia and
reduces on-target adverse effects versus morphine: a randomized, double-
blind, placebo-controlled, crossover study in healthy volunteers. Pain. (2014)
155:1829–35. doi: 10.1016/j.pain.2014.06.011 20. AltarifiAA, David B, Muchhala KH, Blough BE, Akbarali H, Negus SS. Effects of acute and repeated treatment with the biased mu opioid receptor
agonist TRV130 (oliceridine) on measures of antinociception, gastrointestinal
function, and abuse liability in rodents. J Psychopharmacol. (2017) 31:730–
9. doi: 10.1177/0269881116689257 36. Mogil JS, Wilson SG. Nociceptive and morphine antinociceptive sensitivity of
129 and C57BL/6 inbred mouse strains: implications for transgenic knock-out
studies. Eur J Pain. AUTHOR CONTRIBUTIONS NM and FN wrote the manuscript. All authors take responsibility
for
final
content. All
authors
read
and
approved
the
final manuscript. Frontiers in Pain Research | www.frontiersin.org September 2021 | Volume 2 | Article 722820 3 Biased Opioid Ligands Noble and Marie REFERENCES (1997) 1:293–7. doi: 10.1016/S1090-3801(97)90038-0 21. Singla N, Minkowitz HS, Soergel DG, Burt DA, Subach RA, Salamea MY,
et al. A randomized, Phase IIb study investigating oliceridine (TRV130),
a novel andmicro;-receptor G-protein pathway selective (andmicro;-GPS) Frontiers in Pain Research | www.frontiersin.org September 2021 | Volume 2 | Article 722820 Noble and Marie Biased Opioid Ligands 37. Crain SM, Shen K-F. Enhanced analgesic potency and reduced tolerance of
morphine in 129/SvEv mice: evidence for a deficiency in GM1 ganglioside-
regulated excitatory opioid receptor functions. Brain Res. (2000) 856:227–
35. doi: 10.1016/S0006-8993(99)02446-4 agonism at GPCRs. Nat Commun. (2016) 7:1–14. doi: 10.1038/ncomms
10842 agonism at GPCRs. Nat Commun. (2016) 7:1–14. doi: 10.1038/ncomms
10842 47. Linz K, Christoph T, Tzschentke TM, Koch T, Schiene K, Gautrois M,
et al. Cebranopadol: a novel potent analgesic nociceptin/orphanin FQ
peptide and opioid receptor agonist. J Pharmacol Exp Ther. (2014) 349:535–
48. doi: 10.1124/jpet.114.213694 38. Bubier JA, He H, Philip VM, Roy T, Hernandez CM, Bernat R, et al. Genetic
variation regulates opioid-induced respiratory depression in mice. Sci Rep. (2020) 10:14970. doi: 10.1038/s41598-020-71804-2 48. Ding H, Kiguchi N, Yasuda D, Daga PR, Polgar WE, Lu JJ, et al. A bifunctional nociceptin and mu opioid receptor agonist is analgesic
without opioid side effects in nonhuman primates. Sci Transl Med. (2018)
10:aar3483. doi: 10.1126/scitranslmed.aar3483 39. Koblish M, Carr R, Siuda ER, Rominger DH, Gowen-MacDonald W,
Cowan CL, et al. TRV0109101, a G protein-biased agonist of the µ-
opioid receptor, does not promote opioid-induced mechanical allodynia
following chronic administration. J Pharmacol Exp Ther. (2017) 362:254–
62. doi: 10.1124/jpet.117.241117 49. Livingston
KE,
Traynor
JR. Allostery
at
opioid
receptors:
modulation
with
small
molecule
ligands. Br
J
Pharmacol. (2018)
175:2846–56. doi: 10.1111/bph.13823 40. Kliewer A, Gillis A, Hill R, Schmiedel F, Bailey C, Kelly E, et al. Morphine-
induced respiratory depression is independent of β-arrestin2 signalling. Br J
Pharmacol. (2020) 177:2923–31. doi: 10.1111/bph.15004 50. Bonifazi A, Battiti FO, Sanchez J, Zaidi SA, Bow E, Makarova M, et al. Novel
dual-target µ-opioid receptor dopamine D3 receptor ligands as potential
nonaddictive pharmacotherapeutics for pain management. J Med Chem. (2021) 64:7778–808. doi: 10.1021/acs.jmedchem.1c00611 p
41. Gillis A, Kliewer A, Kelly E, Henderson G, Christie MJ, Schulz S, et al. Critical
assessment of G protein-biased agonism at the µ-opioid receptor. Trends
Pharmacol Sci. (2020) 41:947–59. Frontiers in Pain Research | www.frontiersin.org September 2021 | Volume 2 | Article 722820 REFERENCES doi: 10.1016/j.tips.2020.09.009 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. 42. Gillis A, Gondin AB, Kliewer A, Sanchez J, Lim HD, Alamein C,
et al. Low intrinsic efficacy for G protein activation can explain the
improved side effect profiles of new opioid agonists. Sci Signal. (2020)
13:aaz3140. doi: 10.1126/scisignal.aaz3140 43. Stoeber M, Jullié D, Li J, Chakraborty S, Majumdar S, Lambert NA, et al. Agonist-selective recruitment of engineered protein probes and of GRK2 by
opioid receptors in living cells. Elife. (2020) 9:e54208. doi: 10.7554/eLife.54208 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. 44. Vasudevan L, Vandeputte M, Deventer M, Wouters E, Cannaert A,
Stove
CP. Assessment
of
structure-activity
relationships
and
biased
agonism
at
the
Mu
opioid
receptor
of
novel
synthetic
opioids
using a novel, stable bio-assay platform. Biochem Pharmacol. (2020)
177:113910. doi: 10.1016/j.bcp.2020.113910 Copyright © 2021 Noble and Marie. 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. j
45. Azevedo Neto J, Costanzini A, De Giorgio R, Lambert DG, Ruzza C, Calò
G. Biased versus partial agonism in the search for safer opioid analgesics. Molecules. (2020) 25:3870. doi: 10.3390/molecules25173870 46. Herenbrink CK, Sykes DA, Donthamsetti P, Canals M, Coudrat T,
Shonberg J, et al. The role of kinetic context in apparent biased 46. Herenbrink CK, Sykes DA, Donthamsetti P, Canals M, Coudrat T,
Shonberg J, et al. The role of kinetic context in apparent biased September 2021 | Volume 2 | Article 722820 Frontiers in Pain Research | www.frontiersin.org
|
https://openalex.org/W2080199104
|
https://escholarship.org/content/qt9226w0d7/qt9226w0d7.pdf?t=pm5brh
|
English
| null |
Pulsed photothermal profiling of hypervascular lesions: some recent advances
|
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
| 2,000
|
cc-by
| 7,502
|
UC Irvine 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/ UC Irvine
UC Irvine Previously Published Works
Title
Pulsed photothermal profiling of hypervascular lesions: some recent advances
Permalink
https://escholarship.org/uc/item/9226w0d7
Authors
Majaron, Boris
Verkruysse, Wim
Tanenbaum, BS
et al.
Publication Date
2000-05-17
DOI
10.1117/12.386236
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
Pulsed photothermal profiling of hypervascular lesions: some recent advances
Permalink
https://escholarship.org/uc/item/9226w0d7
Authors
Majaron, Boris
Verkruysse, Wim
Tanenbaum, BS
et al. Publication Date
2000-05-17
DOI
10.1117/12.386236
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
Pulsed photothermal profiling of hypervascular lesions: some recent advances
Permalink
https://escholarship.org/uc/item/9226w0d7
Authors
Majaron, Boris
Verkruysse, Wim
Tanenbaum, BS
et al. Publication Date
2000-05-17
DOI
10.1117/12.386236
Copyright Information
This work is made available under the terms of a Creative Commons Attribution
availalbe at https://creativecommons.org/licenses/by/4.0/
Peer reviewed ABSTRACT Pulsed photothermal radiometry (PPTR) can be used for non-invasive depth profiling of port wine stain (PWS) birthmarks,
aimed towards optimizing laser therapy on an individual patient basis. Reconstruction of laser-induced temperature profile
from the experimentally obtained radiometric signal involves the skin absorption coefficient in the infrared detection band. In
the commonly used 3—5 tm detection band (InSb), the absorption coefficient varies by two orders of magnitude, while
assumed to be constant in the reconstruction algorithms used thus far. We discuss the problem of choosing the effective
absorption coefficient value to be used under such conditions. Next, we show how to account explicitly for the strong spectral
variation of the infrared absorption coefficient in the image reconstruction algorithm. Performance of such improved
algorithm is compared to that of the unaugmented version in a numerical simulation of photothermal profiling. Finally, we
analyze implementation of a bandpass filter which limits the detection band to 4.5—5 im. This reduces the absorption
coefficient variation to a level that permits the use of unaugmented algorithm. An experimental test of the latter approach for
in vivo characterization of the depth of PWS lesion and epidermal thickness will be presented, including a novel technique
that uses two laser excitation wavelengths in order to separate the epidermal and vascular components of the radiometric
signal. Keywords: Pulsed photothermal radiometry (PPTR), heat diffusion, imaging, image reconstruction, infrared absorption, port
wine stain. Powered by the California Digital Library
University of California eScholarship.org In Lasers in Surgery: Advanced Characterization, Therapeutics, and Systems X, R. Rox Anderson,
et al., Editors, Proceedings of SPIE Vol. 3907 (2000) • 1605-7422/00/$1 5.00 *Coespondence: 1002 Health Sciences Rd. East, Irvine; e-mail: majaron@bli.uci.edu, boris.majaron@ijs.si; fax: + 1-949-824-6969 Pulsed photothermal profiling of hypervascular lesions:
Some recent advances Boris Majaron* a,b Wim Verkruysse", B. Samuel Tanenbaumc, Thomas E. Milner' 1. INTRODUCTION Note that in lesions with PWS in close proximity to the epidermal-dermal
junction, epidermal heating due to broad melanin absorption may prevent determination of PWS depth, owing to limited
spatial resolution of PPTR.6'9 In order to overcome this problem, we use an approximation technique, which utilizes two laser
excitation wavelengths to separate the epidermal and vascular components of the radiometric signal.1° In this way, the
epidermal thickness and PWS depth can be assessed with adequate accuracy and reliability. Alternatively, a bandpass filter can be implemented, which narrows the JR detection band to a level that permits the use of the
unaugmented algorithm. An experimental test of the latte:r approach using a 4.5—5 tm acquisition band for in vivo
characterization of PWS will be presented. Note that in lesions with PWS in close proximity to the epidermal-dermal
junction, epidermal heating due to broad melanin absorption may prevent determination of PWS depth, owing to limited
spatial resolution of PPTR.6'9 In order to overcome this problem, we use an approximation technique, which utilizes two laser
excitation wavelengths to separate the epidermal and vascular components of the radiometric signal.1° In this way, the
epidermal thickness and PWS depth can be assessed with adequate accuracy and reliability. 1. INTRODUCTION 1000
100
10
0.1
I
2
3
4
5
6
7
Wavelength (tim)
8
Figure 1 : Infrared absorption coefficient of
water, displaying a variation of two orders of
magnitude within the detection band of the lnSb
detector (? = 3—5 im).8 Alternatively, a bandpass filter can be implemented, which narrows the JR detection band to a level that permits the use of the
unaugmented algorithm. An experimental test of the latte:r approach using a 4.5—5 tm acquisition band for in vivo
characterization of PWS will be presented. Note that in lesions with PWS in close proximity to the epidermal-dermal
junction, epidermal heating due to broad melanin absorption may prevent determination of PWS depth, owing to limited
spatial resolution of PPTR.6'9 In order to overcome this problem, we use an approximation technique, which utilizes two laser
excitation wavelengths to separate the epidermal and vascular components of the radiometric signal.1° In this way, the
epidermal thickness and PWS depth can be assessed with adequate accuracy and reliability. 1000
100
10
0.1
I
2
3
4
5
6
7
Wavelength (tim)
8
Figure 1 : Infrared absorption coefficient of
water, displaying a variation of two orders of
magnitude within the detection band of the lnSb
detector (? = 3—5 im).8 1000
100
10
0.1
I
2
3
4
5
6
7
Wavelength (tim)
8 Figure 1 : Infrared absorption coefficient of
water, displaying a variation of two orders of
magnitude within the detection band of the lnSb
detector (? = 3—5 im).8 Figure 1 : Infrared absorption coefficient of
water, displaying a variation of two orders of
magnitude within the detection band of the lnSb
detector (? = 3—5 im).8 Figure 1 : Infrared absorption coefficient of
water, displaying a variation of two orders of
magnitude within the detection band of the lnSb
detector (? = 3—5 im).8 Alternatively, a bandpass filter can be implemented, which narrows the JR detection band to a level that permits the use of the
unaugmented algorithm. An experimental test of the latte:r approach using a 4.5—5 tm acquisition band for in vivo
characterization of PWS will be presented. 1. INTRODUCTION Port-wine stain birthmarks (PWS) are hypervascular lesions in human skin, which consist of an excess of ectatic blood
vessels. These are usually fully contained within the most superficial millimeter of the skin. The exact depth varies from
patient to patient, but on average, the highest fractional blood content is found 200—400 tm below the epidermal-dermal
un' PWS are currently treated by selective photocoagulation ofthe ectatic vasculature using a pulsed green (KTP/YAG,
532 nm) or yellow/orange laser (flashlamp-pumped dye, 577nm, 585-600 nm). In order to optimize therapy on an individual
patient basis, determination ofboth PWS depth and epidermal thickness is required, especially when cryogen spray cooling is
applied.2'3'4 Pulsed photothennal radiometry (PPTR), which is based on time-resolved acquisition of infrared (IR) radiant
emission following pulsed laser exposure, was recently introduced for assessment of laser-induced temperature profiles in
PWS.5'6 The ability ofPPTR to determine the depth of sub-surface chromophores has been demonstrated by profiling layered
tissue phantoms, and by comparison with histological assessment ofPWS depth.7 Reconstruction of laser-induced temperature profiles from experimental radiometric signals involves the value of the tissue
absorption coefficient at the infrared detection wavelength. While assumed to be constant in the reconstruction algorithms
developed thus far, the absorption coefficient of water, which is the primary absorber in the commonly used 3—5.tm detection *Coespondence: 1002 Health Sciences Rd. East, Irvine; e-mail: majaron@bli.uci.edu, boris.majaron@ijs.si; fax: + 1-949-824-6969 114 band (InSb), varies by two orders of magnitude (Fig. 1).8 We discuss below, how to obtain the effective value of the JR
absorption coefficient under such conditions. Next, we show how to account explicitly for such strong spectral variation of the
absorption coefficient in the image reconstruction algorithm. Performance of such an improved algorithm is compared to that
ofthe unaugmented version in a numerical simulation ofphotothermal profiling of PWS. band (InSb), varies by two orders of magnitude (Fig. 1).8 We discuss below, how to obtain the effective value of the JR
absorption coefficient under such conditions. Next, we show how to account explicitly for such strong spectral variation of the
absorption coefficient in the image reconstruction algorithm. Performance of such an improved algorithm is compared to that
ofthe unaugmented version in a numerical simulation ofphotothermal profiling of PWS. 2.1. Theory The basic theory of PPTR profiling will be reviewed first.5'6 The temperature field evolution following a pulsed laser
exposure of skin can be treated by one-dimensional heat-diffusion equation (using thermal diffusivity value D = 1.l• 10
7 m2/s). Such an approach is reasonable, since the laser irradiated spot is typically much larger (>5mm) than the dermal
depths considered in this study (<1 mm). Using the Green's function approach, the time evolution of temperature increase
AT(z,t) can be calculated from the initial laser-induced temperature profile AT(z ',O) as: T(z,t)
JAT(z',O) KT(z',z,t) dz', (1) where KT(z',z,t) represents the thermal point spread function of the problem. where KT(z',z,t) represents the thermal point spread function of the problem. where KT(z',z,t) represents the thermal point spread function of the problem Note that, owing to the finite penetration depth of the emitted infrared radiation, JR detectors do not measure the surface
temperature. The radiometric signal obtained from a non-uniformly heated body is in general a sum of contributions from
different depths z (measured from the sample surface inward): 115 S(t) = C IRJB(T(Zt)) e_1RZ dz . (2) Here, constant C accounts for skin emissivity, geometry and transmission of the collection optics, sensitivity of the detector,
and similar factors, .tIR is the tissue absorption coefficient at the detection wavelength, and B(T) is given by Planck's law of
radiation. For relatively small temperature increases encountered in our experiments, Planck's law can be linearized around
the initial skin temperature I'0, resulting in S(t) = CB(T0) + C Bx(To) lRJAT(Zt) e_1RZ dz . (3) S(t) = CB(T0) + C Bx(To) lRJAT(Zt) e_1RZ dz (3) For the discussed case of pulsed laser heating, the dynamic component of the radiometric signal AS(t) can now be written by
inserting the temperature increase z\T(z,t) (1) into (4), and reordering: S(t) = C Bx(To) IRfAT(Z'O) :LKT(ZZt) e1RZ dz dz' . (4) (4) After the point spread function of the problem K1(z',z,t) is established, integration over z can be performed, and it becomes
clear that the PPTR signal (minus the background) AS(t) is linear in the initial temperature profile AT(z ',O): AS(t) = JK(z',t) AT(z' ,O) dz' . AS(t) = JK(z',t) AT(z' ,O) dz' . (5) (5) Defmition of the kernel function K(z',t) is evident from (4). 2.1. Theory In the examples below, we use a mixed (Robin) boundary
condition to represent convective and radiative heat transfer at the skin surface (reduced heat transfer coefficient
h = 0.02 m'). The kernel function then has a form:6 K(z' ,t) = ! c Bx (T0 ) IR e 4Th {erfcx(u ) + erfcx(u ) —
2h
erfcx(u1 )}} ,
(6)
2
(hta)
where erfcx(u) exp(u2)(l - erf(u)), u IR[i z'/(2,.j5) , and u1 h /i5 z'I(2,jñ). (6) S = KT; K K(z'1,tj). 2.2. Experimental setup and methods A PWS lesion on a volunteer patient is irradiated with a 1.5 ms long pulse from a flashlamp-pumped dye laser (ScleroPLUS,
Candela, Wayland, MA), which allows a choice of four wavelengths (585 to 600 nm in increments of 5 nm). Energy density at
the center of a 6 mm diameter laser spot is 5—6 J/cm2. The transient increase in infrared radiant emission from the central
1 .9x 1 .9 rmn2 area is recorded with an JR camera sensitive to a wavelength band of 3—5 tm (Gallileo, Raytheon, Dallas, TX),
at a rate of 500 frames per second. PPTR signals AS(t) are obtained by calibrating the response of the camera's 64x64 array
detector elements with a computer-controlled blackbody (BB7O1, Omega Engineering, Stamford, CT), averaging over the JR
camera array, and subtracting the radiant emission level prior to the pulsed laser exposure (background). Reconstruction of the initial temperature profile T(z ',O) from the experimental PPTR signals AS(t) is a severely ill-posed
inverse problem. We solve it using a dedicated iterative algorithm based on a nonnegative-constrained conjugate-gradient
method.6 Since the PPTR signals, as well as the numerical solution in terms of the estimated initial temperature profile, are
inevitably discretized, the linear mapping (5) of the initial temperature profile vector T (T =iT(z,O)) onto the signal vector S
(S, = AS(t)) can be represented by a kernel matrix j: (7) S = KT; K K(z'1,tj). 116 The computational load is somewhat reduced by the fact that the kernel matrix elements K have to be calculated only once
for each image reconstruction example. Nevertheless, a characteristic inversion run involving a 400-element signal vector and
a 64-element temperature profile vector requires a few minutes CPU time on a Sun Sparc II workstation. The computation is
regularized by early termination.6 Rather than dwelling on the issue of determining the optimal number of iteration steps, we
show in the discussed example several iterative solutions, which cover the whole range from smooth, blurred temperature
profiles in under-iterated solutions, near optimal and often also over-iterated solutions. As discussed previously by Mimer et
al.,6 the latter display characteristic oscillations, as the algorithm attempts to fit experimental noise and other mismatches
between the experimental and theoretically predicted signals. 3.1. Response function R(z) In order to analyze the influence of the strong spectral variation of the JR absorption coefficient IR(X), radiometric signals
must be calculated by adding radiative contributions (2) within the detection band (?i to ?.h): Xh
z=
AS(t) = C' J D(?) J Bx(To) IRO) zT(z,t) e1R( dz d? ,
(8)
xl
z=O Xh
z=
AS(t) = C' J D(?) J Bx(To) IRO) zT(z,t) e1R( dz d? ,
xl
z=O (8) where we have also taken into account the spectral response ofthe detector D(?.). Equation (8) can be rewritten as: where we have also taken into account the spectral response ofthe detector D(?.). Equation (8) can be rewritten as: Z=3
Xh
z=c13
AS(t) = C $ z\T(z,t) JD(X)B(To) IRO) erR(
dz =
$iT(Z,t) R(z) dz . (9)
z=O
?L/
z=O (9) The response function R(z), which is obtained by integrating over the detection wavelengths, represents the radiometric signal
resulting from a unity temperature increase in a delta-layer at a depth z. In general, its functional dependence deviates from
the previously assumed exponential decrease with depth (3). Figure 2 presents an example of such a response function 30
,
b
20
10
. C.)
c
'—I
c
110
1
o.ooo
0.050
OAOO
0.150
z (mm)
z (mm)
Figure 2: (a) Response function R(z) calculated by taking into account the spectral variation of the IR absorption coefficient of skin
(70% water content) and spectral response of the InSb detector (. = 3—5 tm; solid curve). Response functions for various values of
the spectrally constant absorption coefficient are presented for comparison (dashed and dotted curves; see the legend). (b) Same
four response functions presented on a logarithmic scale, demonstrating straight lines for examples with constant lIR
LIR =IR
t,=25mm'
tt=22mm'
= 19mm'
1tIR
•.••• t25mm1
p=22mm'
l9mm' 30
20
. C.)c
110
z (mm)
LIR =IR
t,=25mm'
tt=22mm'
= 19mm' ,
b
10
c
'—I
1
o.ooo
0.050
OAOO
0.150
z (mm)
1tIR
•.••• t25mm1
p=22mm'
l9mm' Figure 2: (a) Response function R(z) calculated by taking into account the spectral variation of the IR absorption coefficient of skin
(70% water content) and spectral response of the InSb detector (. = 3—5 tm; solid curve). Response functions for various values of
the spectrally constant absorption coefficient are presented for comparison (dashed and dotted curves; see the legend). 3.1. Response function R(z) (b) Same
four response functions presented on a logarithmic scale, demonstrating straight lines for examples with constant lIR 117 R(z),calculated for tu9) variation of skin(70%water content), detector (InSb) spectral response proportional to wavelength,
3—5 tm detection band, and initial temperature of T0 =36 °C (solid line). Three response functions obtained with various
constant absorption coefficient values are also presented for comparison, displaying the exponential decay with depth (dashed
and dotted lines; see the legend for values). 3.2. Effective absorption coefficient In the next step, we attempt to determine which effective value of the JR absorption coefficient in should be used in PPTR
image reconstruction algorithms that ignore its spectral dependence within the detection band. By introducing a spectrally
constant effective value
integration over 2. in (8) yields a constant, which can be taken out ofthe integral over depth z: Xh
z=cc
S(t) = C' teff JD(?) Bx(To) d . JLT(z,t)
dz . (10)
x1
z=O (10) By equating the response functions R(z) in (9) and (10), the effective absorption coefficient value tfl is given by the implicit
equation: SD()Bx(To) IRO) eM1R(
effe'°
Xh
. (11)
SD(2) Bx(To)
Figure 3: The effective absorption coefficient
value l1eff(Z),
as calculated from (13) for the
detection band of 3—5 tm (solid line). The
solution varies strongly with depth z and is
double-valued for all depths. The dashed line
presents the same function calculated for the
detection band reduced to 4.5—5.0 tm. 0.10
The numerical solution of (1 1) for the 3—5 .tm detection band and spectral response of the InSb detector is presented in
Figure 3 (solid curves). Note that the effective absorption coefficient value
varies strongly with depth (z), and is double-
valued. While the latter effect is intuitively quite surprising, it does not present a computational problem, as any of the two
branches can evidently be used to calculate the signal from (10) (or (4)). The strong depth dependence, however, indicates
that there is no constant value of
that would yield a correct time dependence of the PPTR signal under the discussed
experimental conditions. Consequently, the reconstruction algorithm has to be augmented by taking into account the spectral
dependence
according to (9) or, alternatively, the detection bandwidth should be decreased to a level that permits the
use of the unaugmented algorithm. Both approaches are discussed in sections 4 and 5, respectively. (mm) SD()Bx(To) IRO) eM1R(
effe'°
Xh
. SD(2) Bx(To)
0.10
(mm) (11) Figure 3: The effective absorption coefficient
value l1eff(Z),
as calculated from (13) for the
detection band of 3—5 tm (solid line). The
solution varies strongly with depth z and is
double-valued for all depths. The dashed line
presents the same function calculated for the
detection band reduced to 4.5—5.0 tm. Figure 3: The effective absorption coefficient
value l1eff(Z),
as calculated from (13) for the
detection band of 3—5 tm (solid line). 4. IMPROVED KERNEL MATRIX In the following, we compare the performance of an image reconstruction algorithm that explicitly accounts for the spectral
variation ofthe JR absorption coefficient jt1R(A) with the unaugmentedversion (using a constant value J-teff). This comparison is
performed in a numerical simulation of photothermal profiling. First, an initial temperature distribution AT(z ',O) ("object") is
chosen, and the corresponding PPTR signal AS(t) calculated using the kernel function K(z',t), which involves the "correct"
response function R(z) (9). Then, this signal, with some noise superimposed onto it, is used as an input to the iterative image
reconstruction algorithm. The reconstruction is performed first with the kernel matrix elements K (7) calculated using the
simplified response function (10) with teff
22 1111Ti, Ifld then using the correct response function R(z) (9) (see Fig. 2). Results from one such comparison are presented in Fig. 4. As the "object", we use a hyperGaussian temperature profile
AT(z ',O) = M'0 exp(—2(x---xo)4/w4) with AT0 = 1 °C, xo 300 pm, w = 100 tm (dashed curves in Fig. 4), which vaguely
resembles a laser-heated PWS layer. The corresponding signal AS(t), which includes also a small amount of normal noise
(SNR = 1000) is calculated at 250 equidistant time points (At =2 ms), and the solution (depth) space which represents the
most superficial millimeter of the skin is divided into 64 intervals. As a matter of convenience, the simulation was performed
on a PC (Pentium 11-350), using a slightly adapted reconstruction method (details to be presented elsewhere). 1.5
1.0
0.5
II
'n=;O
1.0
,,1'T\
n100
::
,
\. I
I
1.0
i\
n200
:;
0.6 •
Depth (mm)
Figure 4: Convergence of the calculated temperature profile AT(z ',O), reconstructed using the algorithm based on a constant
absorption coefficient kR 22 mm1 (a), and the correct spectral dependence pIR(X) (b). Solid curves represent the solution
approximations obtained after 20, 50, 1 00 and 200 iteration steps of the image reconstruction algorithm. The hyperGaussian initial
temperature profile used to calculate the input radiometric signal is plotted for comparison (dashed curves). a
n =20
U
I,. I
4
j—
I-
U
0.8
1.0
0.4
0.6
Depth (mm) 1.5
1.0
0.5
II
'n=;O
1.0
,,1'T\
n100
::
,
\. I
I
1.0
i\
n200
:;
0.6 •
Depth (mm)
a
n =20
U
I,. 3.2. Effective absorption coefficient The
solution varies strongly with depth z and is
double-valued for all depths. The dashed line
presents the same function calculated for the
detection band reduced to 4.5—5.0 tm. Figure 3: The effective absorption coefficient
value l1eff(Z),
as calculated from (13) for the
detection band of 3—5 tm (solid line). The
solution varies strongly with depth z and is
double-valued for all depths. The dashed line
presents the same function calculated for the
detection band reduced to 4.5—5.0 tm. The numerical solution of (1 1) for the 3—5 .tm detection band and spectral response of the InSb detector is presented in
Figure 3 (solid curves). Note that the effective absorption coefficient value
varies strongly with depth (z), and is double-
valued. While the latter effect is intuitively quite surprising, it does not present a computational problem, as any of the two
branches can evidently be used to calculate the signal from (10) (or (4)). The strong depth dependence, however, indicates
that there is no constant value of
that would yield a correct time dependence of the PPTR signal under the discussed
experimental conditions. Consequently, the reconstruction algorithm has to be augmented by taking into account the spectral
dependence
according to (9) or, alternatively, the detection bandwidth should be decreased to a level that permits the
use of the unaugmented algorithm. Both approaches are discussed in sections 4 and 5, respectively. 118 4. IMPROVED KERNEL MATRIX I
4
j—
I-
0.8
1.0 U
0.4
0.6
Depth (mm) Figure 4: Convergence of the calculated temperature profile AT(z ',O), reconstructed using the algorithm based on a constant
absorption coefficient kR 22 mm1 (a), and the correct spectral dependence pIR(X) (b). Solid curves represent the solution
approximations obtained after 20, 50, 1 00 and 200 iteration steps of the image reconstruction algorithm. The hyperGaussian initial
temperature profile used to calculate the input radiometric signal is plotted for comparison (dashed curves). The under-iterated solution obtained after 20 iteration steps (n = 20) is a blurred and deformed image of the actual
temperature profile, and is very similar for both approaches. When using the simplified kernel function (Fig. 4a), increasing
the number of iteration steps (n) seems to temporarily improve the result, but then very rapidly produces an oscillatory The under-iterated solution obtained after 20 iteration steps (n = 20) is a blurred and deformed image of the actual
temperature profile, and is very similar for both approaches. When using the simplified kernel function (Fig. 4a), increasing
the number of iteration steps (n) seems to temporarily improve the result, but then very rapidly produces an oscillatory The under-iterated solution obtained after 20 iteration steps (n = 20) is a blurred and deformed image of the actual
temperature profile, and is very similar for both approaches. When using the simplified kernel function (Fig. 4a), increasing
the number of iteration steps (n) seems to temporarily improve the result, but then very rapidly produces an oscillatory 119 solution, which indicates the presence of an additional PWS layer starting at 120 im — clearly a computational artifact. In
contrast, the solution obtained using the corrected kernel matrix converges rapidly toward a significantly more representative
image of the actual temperature profile (Fig. 4b). The position of the shallower edge of the profile, which is the most
important parameter in the targeted application, is reproduced with remarkable accuracy. The peak temperature value is
overestimated by only 8 %, compared to 43 % when using the simplified kernel function. The convergence of the
reconstruction is also improved remarkably; when using the corrected matrix, the residual norm (which is minimized in the
iteration) reaches a value of 9.6 i09 after 50 iteration steps, and changes only minimally (< 1%) by iteration step 200. 4. IMPROVED KERNEL MATRIX 4a) well above the noise level. 4. IMPROVED KERNEL MATRIX In
contrast, with the simplified kernel function, the residue norm after 200 iteration steps is still 2.7 106 (!) a 3 % decrease
fromstep 100. The difference between these two results is illustrated further in Fig. 5, where the radiometric signal calculated by each
method from its last solution (n =200) is compared to the signal used as the input to the reconstruction algorithm. Using the
simplified kernel function (Fig. 5a), the mismatch between the input ("object") and predicted signal ("image") is particularly
large in the first 40 ms, where the error exceeds 30 % of the signal value at that point, and 3 % of the maximalsignal value
overall. In contrast, with the corrected kernel function, the two signals are undistinguishable (Fig. 5b), and even the 100-times
expanded residue can be hardly observed (see the inset). 0.0 0.10.2 0.3 0.4 0.5
0.3
0.4
0.5
Figure 5: Radiometric signal S(t), calculated from the image reconstruction solutions iT(z ',O) obtained using IR 22 mm' (a),
and the correct spectral dependence tIRQ) (b). Dashed curves represent the signal calculated from the actual initial temperature
profile ("object"), which was used as the input to the reconstruction algorithm for both examples. The insets shows the residue
(expanded 100 x). Residue ( x 100)
0.0 0.1 0.2 0.3 0.4
Time (s)
Time (s) 0.0 0.10.2 0.3 0.4 0.5
0.3
0.4
0.5
Residue ( x 100)
Time (s) 0.0 0.1 0.2 0.3 0.4
Time (s) Figure 5: Radiometric signal S(t), calculated from the image reconstruction solutions iT(z ',O) obtained using IR 22 mm' (a),
and the correct spectral dependence tIRQ) (b). Dashed curves represent the signal calculated from the actual initial temperature
profile ("object"), which was used as the input to the reconstruction algorithm for both examples. The insets shows the residue
(expanded 100 x). Our general experience from other similar simulations is that higher levels of noise in the PPTR signal prevent successfu
convergence ofboth methods. The benefit ofthe corrected kernel function may thus not show up as clearly as in the presented
example. This is particularly true for more complex initial temperature profiles. Nevertheless, we are confident that the
performance of PPTR profiling should benefit from the suggested correction of the kernel matrix in many realistic
experimental situations. In our PPTR profiling experiments, we have regularly observed a structure of the residue (similar to
the one presented in the inset ofFig. 5. BANDPASS FILTERING When using the
reduced detection band, the camera integration time was increased from 0.5to 0.7 s, in order to compensate for the
anticipated reduction of the radiometric signal. These two signals were used as input to the image reconstruction algorithm
based on the simplified approach with a constant jtIR (4). In accordance with results presented in Figs. 2a, 3, the value of
1eff
22 mm was used to analyze the signal "a", and
= 26 mm' for signal "b". 8
6
4
2
0
Time (s) 8
6
4
2
0
Time (s) Figure 6: Comparison of PPTR signals obtained from a
pws lesion in vivo using: a — full detection bandwidth of
the detector, and b —a detection bandwidth reduced to 4.5 —
5.0 pm. (Excitation wavelength 585 nm) Figure 6 presents two PPTR signals obtained from the same PWS lesion on the forearm of a volunteer patient using the
excitation wavelength of 585 nm, and a detection bandwidth of 3.0 —5.0 im (curve a), and 4.5 — 5.0 im (b). When using the
reduced detection band, the camera integration time was increased from 0.5to 0.7 s, in order to compensate for the
anticipated reduction of the radiometric signal. These two signals were used as input to the image reconstruction algorithm
based on the simplified approach with a constant jtIR (4). In accordance with results presented in Figs. 2a, 3, the value of
1eff
22 mm was used to analyze the signal "a", and
= 26 mm' for signal "b". Figure 6 presents two PPTR signals obtained from the same PWS lesion on the forearm of a volunteer patient using the
excitation wavelength of 585 nm, and a detection bandwidth of 3.0 —5.0 im (curve a), and 4.5 — 5.0 im (b). When using the
reduced detection band, the camera integration time was increased from 0.5to 0.7 s, in order to compensate for the
anticipated reduction of the radiometric signal. These two signals were used as input to the image reconstruction algorithm
based on the simplified approach with a constant jtIR (4). In accordance with results presented in Figs. 2a, 3, the value of
1eff
22 mm was used to analyze the signal "a", and
= 26 mm' for signal "b". Figure 7: Longitudinal temperature profiles immediately after pulsed laser exposure of a PWS in vivo, as calculated iteratively from
PPTR signals in Fig. 6. 5. BANDPASS FILTERING As discussed above, an alternative approach to using the more accurate (and complex) formula in calculation of the kernel
matrix elements could be a reduction of the detection bandwidth to a level that permits the use of the unaugmented algorithm. Using the equation (1 1), we have calculated t(z) for watery tissue for several detection bands. Based on the results of such
an analysis, and wavelength dependence of Planck's factor B(T), we decided to reduce the detection bandwidth of our system
to 4.5 — 5.0 pin. A custom long-pass IR filter (cut-on at 4.50 jim, Barr Associates, Westford MA) was fitted to the collection 120 optics of the InSb-array camera. As indicated by Fig. 3 (dashed curve), radiometric signals obtained with such a modified
detector can be accurately described by the simplified formula (10) and effective absorption coefficient equal to
teff 26.5 mm' . We have estimated that by using the additional filter, the amplitudes of the acquired signals AS(t) would
decrease roughly by a factor of two. Provided that performance of the image reconstruction was limited primarily by error due
to spectral variation of t(A), rather than the level of experimental noise, such modification should improve the overall
performance ofPPTR profiling. optics of the InSb-array camera. As indicated by Fig. 3 (dashed curve), radiometric signals obtained with such a modified
detector can be accurately described by the simplified formula (10) and effective absorption coefficient equal to
teff 26.5 mm' . We have estimated that by using the additional filter, the amplitudes of the acquired signals AS(t) would
decrease roughly by a factor of two. Provided that performance of the image reconstruction was limited primarily by error due
to spectral variation of t(A), rather than the level of experimental noise, such modification should improve the overall
performance ofPPTR profiling. Figure 6: Comparison of PPTR signals obtained from a
pws lesion in vivo using: a — full detection bandwidth of
the detector, and b —a detection bandwidth reduced to 4.5 —
5.0 pm. (Excitation wavelength 585 nm)
Figure 6 presents two PPTR signals obtained from the same PWS lesion on the forearm of a volunteer patient using the
excitation wavelength of 585 nm, and a detection bandwidth of 3.0 —5.0 im (curve a), and 4.5 — 5.0 im (b). 5. BANDPASS FILTERING The excitation wavelength was 585 nm, and the detection bandwidths were 3.0—5.0 .tm(a), and 4.5—5.0 tm
(b). 25
a
25
c-)
< 10
Iteration steps:
n=10
n=20
00.0
0.2
0.4
0.6
0.8
1.0
Depth (mm)
Depth (mm) 25
a
c-)
< 10
Iteration steps:
n=10
n=20
00.0
0.2
0.4
0.6
0.8
1.0
Depth (mm) 25
Depth (mm) Figure 7: Longitudinal temperature profiles immediately after pulsed laser exposure of a PWS in vivo, as calculated iteratively from
PPTR signals in Fig. 6. The excitation wavelength was 585 nm, and the detection bandwidths were 3.0—5.0 .tm(a), and 4.5—5.0 tm
(b). 121 The two families of iterative solutions (Figs. 7a, b) run from smooth, blurred temperature profiles in under-iterated solutions
(see n = 2 in Fig. 7b), to over-iterated solutions. The latter display characteristic oscillatory artifacts, resulting from the ill-
posedness of the inverse problem, combined with the experimental noise and other mismatches between the experimental and
theoretically predicted signals. This is particularly pronounced in example "b", which corresponds well to the approximately
two times lower SNR in the PPTR signal (Fig. 6). In both examples, the most reliable solution seems to be found after
approximately five iteration steps (solid curves). It is evident, however, that with either approach, the temperature profile in this specific PWS lesion cannot be resolved from
the epidermal temperature rise, resulting from melanin absorption. This may happen when the two layers lie in close
proximity to each other, and determination of PWS depth and epidermal thickness, which are required to optimize laser
treatment, is thus prevented due to the limited spatial resolution of PPTR profiling. To overcome this problem, we have
developed an approximation technique, which achieves improved selectivity by utilizing two excitation 5.1. Two-wavelength excitation technique This approximation technique allows us to differentiate between the PWS and epidermal contribution to the PPTR signal by
exploring different spectral properties of the two chromophores (hemoglobin, melanin) at two excitation wavelengths. This
enables detennination of PWS depth and epidermal thickness even when the two layers are in close proximity to each other. Moreover, it breaks down the relatively complex initial temperature profile into two simpler "objects", which are easier to
reconstruct. The method is based on the linearity between the PPTR signal AS(t) and the initial temperature distribution AT(z,O) (5). An
experimental signal obtained, for example, following pulsed irradiation at 585 nm, can thus be expressed as a sum of two
components, originating from the heated PWS layer [x(t)], and epidermis [v(t)]: AS585 (t) = x(t) + y(t) . (12) (12) AS585 (t) = x(t) + y(t) . At 600 nm, the absorption and scattering properties of the epidermis and dermis are essentially equivalent to those at
585 nm' As a result, the temperature profile in the epidermis and, consequently, the corresponding signal component, is
practically the same with both excitation wavelengths. In contrast, light absorption by blood at 600 nm is significantly weaker
than at 585 12 This results in a lower PWS contribution to the PPTR signal obtained after 600 nm irradiation, which can
therefore be approximated to the first order by AS600(t) =ax(t) +3y(t) . (13) (13) AS600(t) =ax(t) +3y(t) . AS600(t) =ax(t) +3y(t) . Figure 8: Non-normalized temperature profile in the PWS, as reconstructed from signals f3 AS585(t) -iS600(t) obtained using both
experimental approaches (see Fig. 7 for details). Depth (mm)
Depth (mm) Depth (mm) Depth (mm) Figure 8: Non-normalized temperature profile in the PWS, as reconstructed from signals f3 AS585(t) -iS600(t) obtained using both
experimental approaches (see Fig. 7 for details). 122 Based on the above discussed spectral properties, we can expect a < 1 and 3 1. Based on the above discussed spectral properties, we can expect a < 1 and 3 1. From (12) and (13), the PWS component ofASs8s(t) can be derived as x(t) =
J3 AS585 (t)— AS600(t)
•
(3—a) (14) By using x(t) as input to the image reconstruction algorithm, the temperature profile resulting exclusively from blood
absorption could be obtained, but values of a and f3 need to be determined first. We rely on the fact that the radiometnc signal
immediately following pulsed irradiation results predominantly from temperature increase in the superficial layer of tissue -a
few penetration depths of the detected JR radiation (40-50 trn). Since the blood vessels are located deeper in the skin, we can
estimate f3 by requiring that the PWS signal component starts from x(O) =0. A signal 3 s585(t) -s600(t), proportional to x(t)
(14), can then be calculated. The initial temperature profile calculated from such signal is proportional to the temperature
profile in PWS, and shows its top boundary very clearly (Fig. 8). Comparison of the two examples in Fig. 8 shows that with the reduced detection band (and thus more constant
the
iteration can be run longer before the non-physical oscillations appear in the solution (n = 20 in Fig. 8b vs. n = 10 in Fig. 8a). Furthermore, the residual norm reaches a lower value (12.3 at steps 10 and 20, vs. 13 .8 in example "a"), despite the
significantly higher noise level and absolute signal level in the corresponding input PPTR signal ("b" in Fig. 6). This indicates
a closer match between the theoretically predicted signal shapes and the experimentally obtained PPTR signals when using
the appropriately reduced detection band. Note that, whereas the PWS depth (most superficial boundary) is the same in both
examples (within the estimated accuracy of the solution), the depths of the temperature peak are significantly different
(220 im in Fig. 8b vs. 190 tm in Fig. 8a). Similarly as above, the epidermal contribution to 1S585(t) can he derived as Similarly as above, the epidermal contribution to 1S585(t) can he derived as
y(t) = AS600(t) — aAS585 (t)
(15)
(f3 —a) t) — aAS585 (t)
(15)
(f3 —a) y(t) = AS600(t) — aAS585 (t)
(f3 —a) (15) To determine the value of a, we use the knowledge that the pure epidermal (melanin) temperature profile must be zero at
depths deeper than 150-200 tm into the skin. Based on the above discussed spectral properties, we can expect a < 1 and 3 1. We therefore calculate signals y(t) (15) with increasing values of a, starting To determine the value of a, we use the knowledge that the pure epidermal (melanin) temperature profile must be zero at
depths deeper than 150-200 tm into the skin. We therefore calculate signals y(t) (15) with increasing values of a, starting Figure 9: Initial temperature profiles in the PWS (solid line), and in the epidermis (dashed), as determined using the two-
wavelength excitation technique in vivo and detection bandwidths of 3.0—5.0 tm (a), and 4.5—5.0 im (b). All solutions are
representative only at depths up to -M.25 mm. 20
15
10
5
C)
H—Pws
- - - - epidermis
0.4
0.6
C-)
Depth (mm)
I .0
Depth (mm)
1.0 20
15
10
5
C)
H—Pws
- - - - epidermis
0.4
0.6
Depth (mm)
I .0 C-)
Depth (mm)
1.0 Figure 9: Initial temperature profiles in the PWS (solid line), and in the epidermis (dashed), as determined using the two-
wavelength excitation technique in vivo and detection bandwidths of 3.0—5.0 tm (a), and 4.5—5.0 im (b). All solutions are
representative only at depths up to -M.25 mm. 123 from 0, and observe the resulting temperature profiles. These usually differ little in the superficial layer, while temperatures
deeper in the skin decrease monotonically with increasing a, and fmally disappear. At this value of a, the solution in general
oscillates less, and the residue norm reaches a lower value, than at lower (and sometimes also higher) values. Thus obtained
estimate of a can then be used to renormalize the previously calculated PWS profiles. from 0, and observe the resulting temperature profiles. These usually differ little in the superficial layer, while temperatures
deeper in the skin decrease monotonically with increasing a, and fmally disappear. At this value of a, the solution in general
oscillates less, and the residue norm reaches a lower value, than at lower (and sometimes also higher) values. Thus obtained
estimate of a can then be used to renormalize the previously calculated PWS profiles. The final result, displaying both PWS and epidermal temperature profiles, is plotted in Figure 9. The depth of the PWS most
superficial boundary, which is clearly distinguished from the epidermis, is determined with reasonable accuracy. 7. ACKNOWLEDGEMENT This work was supported by a research grant from the Institute of Arthritis and Musculoskeletal and Skin Diseases
(AR43419) at the National Institutes of Health, and by the Slovenian Ministry of Science and Technology (BM). Institutional
support from the Office of Naval Research, Department of Energy, National Institutes of Health, and the Beckman Laser
Institute and Medical Clinic Endowment is also acknowledged. 6. CONCLUSIONS PPTR can be used for non-invasive depth profiling of PWS, with a potential for on-line guidance of laser therapy on an
individual patient basis. In reconstruction of the laser-induced temperature profiles from the experimentally obtained
radiometric signals, variation of the tissue absorption coefficient within the commonly used 3—S tm IR detection band (InSb)
has to be taken into account when calculating the kernel function of the problem. Alternatively, a bandpass filter can be
implemented to reduce the absorption coefficient variation in the detection band and allow the use of the simplified kernel
function. The epidermal and PWS contributions to the PPTR signals can be separated using two laser excitation wavelengths,
which enables determination of the epidermal thickness and PWS depth in vivo, even when the two layers are in close
physical proximity to each other. Based on the above discussed spectral properties, we can expect a < 1 and 3 1. The overlap
of the two profiles at lOO tm most likely results from the uneven boundary between the epidermis and dermis, but could in
part result also from broadening of one or both profiles by the reconstruction algorithm. The epidermis profile deeper than 0.25 mm is an artifact of the method and should be disregarded. We attribute it to
differences between the temperature profiles induced in PWS with 585vs. 600 nm irradiation. Since the latter penetrates
deeper into the PWS lesion, the validity of proportionality between the two PWS temperature profiles, assumed in (13),
deteriorates with depth. However, such a first order approximation definitely holds in the thin top layer of the PWS, where
both temperature profiles (using 585 and 600 mu excitation) can be linearized. The solutions presented in Fig. 9 are thus
representative up to a depth of '.O.25 mm. At greater depths, the PWS profile solution may differ from the actual temperature
profile induced by the 585 nm excitation, as some contribution from deeper blood vessels is contained in signal y(t). More
experimental examples and a thorough discussion of the strengths and limitations of this approach will be presented
elsewhere. 7. REFERENCES 1 . S. H. Barsky, S. Rosen, D. E. Geer, and J. M. Noe, "The nature and evolution of port wine stains: a computer-assisted
study,"J. Invest. Dermatol. 74, pp. 154-157, 1980. 2. B. Anvari, T. E. Mimer, B. S. Tanenbaum, S. Kimel, L. 0. Svaasand, and J. S. Nelson, "Selective cooling of biological
tissues for thermally mediated therapeutic procedures," Phvs. Med. Biol. 40, pp. 241-252, 1995. 3. B. Anvari, B. S. Tanenbaum, T. E. Milner, S. Kimel, L. 0. Svaasand, and J. S. Nelson, "A theoretical study of the
thermal response of skin to cryogen spray cooling and pulsed laser irradiation: implications for the treatment of port
wine stain birthmarks," Phys. Med. Biol. 40,pp. 1451-1465, 1995. 4. W. Verkruysse, B. Majaron, B. S. Tanenbaum, J. S. Nelson, "Optimal cryogen spray cooling parameters for pulsed laser
treatment of port wine stains," submitted to Lasers Surg. Med. 124 5. S. L. Jacques, J. S. Nelson, W. H. Wright, and T. E. Mimer, "Pulsed photothermal radiometry of port-wine-stain
lesions," Appi. Opt. 32, pp. 2439-2446, 1993. 6. T. E. Mimer, D. M. Goodman, B. S. Tanenbaum, and J. S. Nelson, "Depth profiling of laser-heated chromophores in
biological tissues by pulsed photothermal radiometry," I Opt. Soc. Am. A 12, pp. 1479-1488, 1995. 7. T. E. Milner, D. J. Smithies, D. M. Goodman, A. Lau, and J. S. Nelson, "Depth determination of chromophores in
human skin by pulsed photothermal radiometry," App!. Opt. 35, pp. 3379-3385, 1996. 8. E. D.Palik ed., Handbook ofOptical Constants in Solids II, Academic Press, 1991. 8. E. D.Palik ed., Handbook ofOptical Constants in Solids II, Academic Press, 1991. 9. D. J. Smithies, T. E. Milner, B. S. Tanenbaum, D. M. Goodman, and J. S. Nelson, "Accuracy of subsurface distributions
computed from pulsed photothermal radiometry," Phys. Med. Biol. 43, pp. 2453-2463, 1998. 10. B. Majaron, W. Verkruysse, B. S. Tanenbaum, T. E. Mimer, s. A. Telenkov, D. M. Goodman, and J. S. Nelson,
"Combining two excitation wavelengths for pulsed photothermal profiling of hypervascular lesions in human skin,"
submitted to Phys. Med. Rio!. 11. S. Wan, R. R. Anderson, and J. A. Parrish, "Analytical modeling for the optical properties of the skin with in vitro and in
vivo applications," Photochem. Photobiol. 34, pp. 493-499, 1981. 12. E. J. van Kampen and W. G. Zijlstra, "Determination of hemoglobin and its derivatives", in Advances in Clinical
Chemistiy, H. Sobotka and C. P. 7. REFERENCES Stewart, eds., (Academic Press, New York, 1965), p. 158. 125
|
https://openalex.org/W1974920983
|
https://europepmc.org/articles/pmc3673477?pdf=render
|
English
| null |
The impact of insecticide resistance on <i>Culex pipiens</i> immunity
|
Evolutionary Applications
| 2,012
|
cc-by
| 11,492
|
Correspondence J. Vezilier, Centre de Recherche IRD, MIVEGEC
(CNRS UMR 5290), 911 Avenue Agropolis,
34394 Montpellier, France. Tel.: +33 467 41 63 73;
fax: +33 467 41 62 99;
e-mail: julien.vezilier@ird.fr Received: 2 June 2012
In Revised form: 30 October 2012; Accepted:
5 November 2012
doi:10.1111/eva.12037 Received: 2 June 2012
In Revised form: 30 October 2012; Accepted:
5 November 2012 doi:10.1111/eva.12037 doi:10.1111/eva.12037 a very specific environment in which the parasites differen-
tiate, proliferate, and migrate to the correct tissues to
ensure transmission to the next host. A modification in any
of the factors that make up this complex physiological
environment can drastically alter the vectorial competence
of mosquitoes (Dong et al. 2006; Garver et al. 2009). Argu-
ably, the mosquito immune system is one of the most
important of these factors. © 2012 The Authors. Published by Blackwell Publishing 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. Evolutionary Applications ISSN 1752-4571
Evolutionary Applications Evolutionary Applications ISSN 1752-4571
Evolutionary Applications Keywords y
acetylcholinesterase, anopheles, antimicrobial
peptide, carboxylesterases, nitric oxide,
transferrin. y
acetylcholinesterase, anopheles, antimicrobial
peptide, carboxylesterases, nitric oxide,
transferrin. Because of their role as vectors of diseases, the evolution of insecticide resistance
in mosquitoes has been intensively investigated. Insecticide resistance is associ-
ated to a wide range of pleiotropic effects on several key life-history traits of mos-
quitoes such as longevity and behavior. However, despite its potential
implications in pathogen transmission, the effects of insecticide resistance on
mosquito immunity have received little, if any, attention. Here, we investigate the
impact of insecticide resistance in Culex pipiens, an epidemiologically important
vector of a wide array of pathogens. Using both isogenic laboratory strains and
field-caught mosquitoes, we investigate the impact of two main insecticide resis-
tance mechanisms (metabolic detoxification and target site modification) on the
relative transcription of several genes involved in the immune response to patho-
gens, at both their constitutive and inducible levels. Our results show a discrep-
ancy between the isogenic laboratory lines and field-collected mosquitoes: While
in the isogenic strains, insecticide-resistant mosquitoes show a drastic increase in
immune gene expression, no such effect appears in the field. We speculate on the
different mechanisms that may underlie this discrepancy and discuss the risks of
making inferences on the pleiotropic effects of insecticide-resistant genes by using
laboratory-selected insecticide-resistant lines. Evolutionary Applications Evolutionary Applications Evolutionary Applications ISSN 1752-4571 Introduction Many of the most dangerous infectious diseases such as
malaria, filariasis, or dengue fever, are transmitted to
humans by mosquitoes. Since their introduction in the sec-
ond half of World War II, insecticides have played a central
role in reducing disease transmission. Their efficiency is,
however, threatened by the evolution and spread of insecti-
cide resistance. Today, insecticide resistance has been
reported in all main mosquito vector species and geograph-
ical regions with high parasite-related mortality and mor-
bidity (Roberts and Andre 1994; Ranson et al. 2011). One
obvious way in which insecticide resistance impacts on the
transmission of diseases is by increasing the number of
mosquitoes in the population. However, it has been
recently suggested that insecticide resistance may also have
an impact on the quality of these mosquitoes (McCarroll
et al. 2000; Rivero et al. 2010). Mosquitoes indeed provide Mosquitoes rely on a suite of immune responses to com-
bat infection. These responses can be classified into two
types: constitutive (which are always present and ready to
act) and induced (which are expressed only after the host
has been exposed to an infection, Hamilton et al. 2008). Endogenous innate immune molecules of mosquitoes have
been shown to hinder the development of malarial (Luck-
hart et al. 1998), filarial (Shiao et al. 2001), and viral para-
sites (Sanchez-Vargas et al. 2009). In a recent microarray
study comparing insecticide resistant and susceptible 497 Insecticide resistance and mosquito immunity Vezilier et al. Anopheles mosquitoes, Vontas et al. found a differential
expression of some of these immune effectors genes (Von-
tas et al. 2005, 2007) suggesting a potential link between
insecticide resistance and the insect immune system. 2007; Michalski et al. 2010), and protozoa (Votypka et al. 2002; Kimura et al. 2010). It has also a well-deserved repu-
tation for being one of the mosquito species where the
molecular and genetic bases of insecticide resistance to
organophosphate insecticides are best understood (see
Fig. 1, Labbe et al. 2007; Raymond et al. 2001). Two main mechanisms of insecticide resistance have
evolved in mosquitoes: (i) the overproduction of detoxify-
ing enzymes that sequester and/or degrade the insecticide
before it reaches the nervous system (metabolic resistance)
and (ii) mutations in the insecticide neural targets that ren-
der them less sensitive to the insecticide’s active ingredient
(target site resistance, Fig. 1). Introduction These insecticide resistance
mechanisms could interfere with mosquito immunity in at
least two ways (Rivero et al. 2010). First, insecticide resis-
tance genes or genes linked to them as a result of hitchhik-
ing could have a pleiotropic effect on one of the genes
involved in the complex immune cascades, from the recog-
nition of the parasite as foreign to the transduction of the
signal and the deployment of the killing mechanism. Sec-
ond, insecticide resistance may interfere with immunity
through resource-based trade-offs (Rivero et al. 2010). Indeed, both insecticide resistance (Rivero et al. 2011) and
immunity (Moret and Schmid-Hempel 2000) have been
shown to be energetically costly. The predictions arising
from each of these two processes are not necessarily the
same: While resource-based trade-offs will, by definition,
curtail mosquito immunity, the direct pleiotropic effects of
insecticide resistance genes could have either a positive or a
negative effect on immunity depending on, among other
things, the nature of the immune genes concerned. Comparative studies of insecticide-resistant and suscep-
tible mosquitoes are faced with several experimental chal-
lenges. The first one is that in order to obtain meaningful
conclusions, the insecticide-resistant and susceptible mos-
quitoes must be sympatric. Allopatric comparisons (Vontas
et al. 2004 Vontas et al. 2005, 2007; Okoye et al. 2007) can-
not disentangle the effects of insecticide resistance genes
from other differences that inevitably arise during divergent
evolutionary history. However, in areas with a long and
complex history of insecticide use, fully susceptible mos-
quitoes are very hard to find, so comparative studies of
sympatric insecticide-resistant and susceptible mosquitoes
are few and far behind (but see McCarroll et al. 2000). Many studies thus have resorted to using laboratory-
selected lines (McCarroll and Hemingway 2002), but this
raises a second experimental difficulty: The conclusions
from laboratory-selected insecticide-resistant strains may
not be directly applicable to the conditions in the field (due
to unnaturally high insecticide selection pressures, or inad-
vertent selection for other mosquito traits, McCarroll and
Hemingway 2002; Curtis 2001). Here, to disentangle the
effect of insecticide resistance on mosquito immunity, we
use both approaches. In the Montpellier region, repeated
treatments of Cx. pipiens larval sites with organophosphate
insecticides (initiated 40 years ago) have resulted in the
evolution of two types of insecticide resistance (carboxyles-
terase overproduction and acetylcholinesterase modifica-
tion). Introduction In this region, there is an insecticide-treated area (a
20-km band close to the sea), a nontreated area (further Here, we investigate the effect of insecticide resistance on
immunity in the mosquito Cx. pipiens. Cx. pipiens is a geo-
graphically widespread and abundant species that is an epi-
demiologically important vector of a wide array of
pathogens including several arboviruses (Hamer et al. 2008; Kilpatrick et al. 2010), filarial worms (Morchon et al. (A)
(B)
Figure 1 Insecticide resistance in Cx. pipiens. (A) Metabolic resistance. It consists in the overproduction of a large amount of detoxifying carboxyles-
terases (Raymond et al. 2001), which is achieved by the tandem amplification of two paralogous esterase loci esterase-3 (encoding for the esterase
A) and esterase-2 (esterase B). These two genes are in strong linkage disequilibrium and are commonly referred to as an Ester superlocus (Berticat
et al. 2001). (B) Target site resistance. The modification of the acetylcholinesterase enzyme in Cx. pipiens is controlled by the locus ace-1. The most
prevalent alleles for this locus are the wild-type susceptible ace-1S and the insecticide resistant ace-1R, which contains a single point mutation that
renders the acetylcholinesterase enzyme insensitive to the insecticide. This point mutation is identical to the one found in acetylcholinesterase resis-
tant Anopheles gambiae and A. albimanus mosquitoes (Weill et al. 2003; Weill et al. 2004). (A) (B) (B) (B) (A) Figure 1 Insecticide resistance in Cx. pipiens. (A) Metabolic resistance. It consists in the overproduction of a large amount of detoxifying carboxyles-
terases (Raymond et al. 2001), which is achieved by the tandem amplification of two paralogous esterase loci esterase-3 (encoding for the esterase
A) and esterase-2 (esterase B). These two genes are in strong linkage disequilibrium and are commonly referred to as an Ester superlocus (Berticat
et al. 2001). (B) Target site resistance. The modification of the acetylcholinesterase enzyme in Cx. pipiens is controlled by the locus ace-1. The most
prevalent alleles for this locus are the wild-type susceptible ace-1S and the insecticide resistant ace-1R, which contains a single point mutation that
renders the acetylcholinesterase enzyme insensitive to the insecticide. This point mutation is identical to the one found in acetylcholinesterase resis-
tant Anopheles gambiae and A. albimanus mosquitoes (Weill et al. 2003; Weill et al. 2004). Figure 1 Insecticide resistance in Cx. pipiens. (A) Metabolic resistance. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Introduction It consists in the overproduction of a large amount of detoxifying carboxyles-
terases (Raymond et al. 2001), which is achieved by the tandem amplification of two paralogous esterase loci esterase-3 (encoding for the esterase
A) and esterase-2 (esterase B). These two genes are in strong linkage disequilibrium and are commonly referred to as an Ester superlocus (Berticat
et al. 2001). (B) Target site resistance. The modification of the acetylcholinesterase enzyme in Cx. pipiens is controlled by the locus ace-1. The most
prevalent alleles for this locus are the wild-type susceptible ace-1S and the insecticide resistant ace-1R, which contains a single point mutation that
renders the acetylcholinesterase enzyme insensitive to the insecticide. This point mutation is identical to the one found in acetylcholinesterase resis-
tant Anopheles gambiae and A. albimanus mosquitoes (Weill et al. 2003; Weill et al. 2004). Figure 1 Insecticide resistance in Cx. pipiens. (A) Metabolic resistance. It consists in the overproduction of a large amount of detoxifying carboxyles-
terases (Raymond et al. 2001), which is achieved by the tandem amplification of two paralogous esterase loci esterase-3 (encoding for the esterase
A) and esterase-2 (esterase B). These two genes are in strong linkage disequilibrium and are commonly referred to as an Ester superlocus (Berticat
et al. 2001). (B) Target site resistance. The modification of the acetylcholinesterase enzyme in Cx. pipiens is controlled by the locus ace-1. The most
prevalent alleles for this locus are the wild-type susceptible ace-1S and the insecticide resistant ace-1R, which contains a single point mutation that
renders the acetylcholinesterase enzyme insensitive to the insecticide. This point mutation is identical to the one found in acetylcholinesterase resis-
tant Anopheles gambiae and A. albimanus mosquitoes (Weill et al. 2003; Weill et al. 2004). 498 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Vezilier et al. Insecticide resistance and mosquito immunity north), and an intermediate area where metabolic and tar-
get-site-resistant mosquitoes coexist with susceptible ones
(Lenormand et al. 1999). In addition, through a series of
back-crossings carried out at the Institute des Sciences de
l’Evolution de Montpellier, the different insecticide resis-
tance alleles found in the region have been separately intro-
gressed into a common (insecticide-susceptible) genetic
background to produce different isogenic insecticide-resis-
tant mosquito lines (Berticat et al. 2002). Mosquito rearing and collections Isogenic mosquito lines Isogenic mosquito lines
Three different isogenic strains of Cx. pipiens mosquitoes
sharing the same SLAB genetic background but differing by
the alleles at the insecticide resistance loci were used in the
experiments. Details of these strains are given in Table 1. Eggs of each of the different mosquito strains were
obtained from the Institute des Sciences de l’Evolution de
Montpellier and set up to hatch under our standard insec-
tary conditions (25 1°C, 70 5% RH and 12L:12D
photoperiod). On the hatching day, larvae were haphaz-
ardly seeded into plastic trays (four trays per genotype,
dimensions: 25 cm 9 35 cm 9 7 cm) containing 1 L of
mineral water (Eau de Source Carrefour, France) at a con-
stant density of 300 individuals per tray. Larvae were pro-
vided with a half-tablet of concentrated yeast on the day of
the hatching, 200 mg of TetraMin® fish flakes (Tetra
GmbH, Melle, Germany) the following day, and from then
on 400 mg TetraMin every 2 days until pupation. Tray We investigate immunity by measuring the constitutive
and inducible expression of several immune-related genes
using a quantitative PCR approach. This technique is
increasingly used in the field of invertebrate ecological
immunity (Wigby et al. 2008; Fellous and Lazzaro 2010)
and relies on the fundamental assumption that the levels of
immune gene transcripts measured are directly propor-
tional to the amount of immune proteins that are trans-
lated (Greenbaum et al. 2003; Guo et al. 2008; but see
Bartholomay et al. 2004). y
We chose six candidate genes, all of which have been
shown to be important components of the mosquito’s
immune system: four antimicrobial peptides (defensin, cecr-
opin A, cecropin B, and gambicin), the nitric oxide synthase
(NOS), and transferrin. Antimicrobial peptides (AMPs) are
an essential component of the defense machinery of mos-
quitoes against bacteria (Bartholomay et al. 2003), fungi
(Dimopoulos et al. 2001), malarial (Lowenberger 2001),
and filarial parasites (Lowenberger et al. 1996; but see Bar-
tholomay et al. 2003). Nitric oxide (synthesized by the
NOS) is an ubiquitous and powerful pathogen-killing
mechanism (Rivero 2006) which, in mosquitoes, has been
shown to be effective against Plasmodium (Lim et al. 2005),
bacteria (Hillyer and Estevez- Lao 2010), and viruses (Ra-
mos-Castaneda et al. 2008). Transferrin is a key regulator
of the iron metabolism that seems to play a key role in
innate immunity (Yoshiga et al. Introduction Combined, these
two approaches provide a powerful test of the role of insec-
ticide resistance on immunity within the mosquito as well
as of the validity of using laboratory-selected strains to
make inferences about mosquito immunity (Rivero et al. 2010). immune-related genes? (ii) Does this effect depend on the
insecticide resistance mechanism involved (esterase over-
production versus acetylcholinesterase modification)? (iii)
Is this effect consistent at both their constitutive and induc-
ible expression levels? and (iv) Do laboratory-reared and
field-collected mosquitoes give similar answers to these
questions? We discuss the potential implications of our
results for disease transmission. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Mosquito rearing and collections 1997; Yun et al. 2009). Transferrin upregulation following infection is believed to
result in the sequestration of iron away from pathogens,
thus limiting their growth (Law 2002). Transferrin has also
been shown to have a direct antimicrobial activity against a
variety of pathogens (Yun et al. 2009). In addition, to com-
pare the level of insecticide resistance in isogenic and field-
caught mosquitoes, we also quantified the relative expres-
sion of the esterase-2 gene (which encodes for one of the
amplified carboxylesterase enzyme conferring metabolic
resistance to Cx. pipiens, see Fig. 1). Table 1. Insecticide-resistant and susceptible strains used in the iso-
genic strain experiment. The overproduction of esterases is controlled
by the Ester superlocus. Alleles for this locus are the wild-type suscepti-
ble Ester0 and the insecticide-resistant Ester4 allele (most common allele
in the Montpellier region which overproduces the esterase A4 and B4
isozymes). The modification of the acetylcholinesterase is controlled by
the locus ace-1. Alleles for this locus are the wild-type susceptible ace-
1S and the insecticide resistant ace-1R. For more details on these strains,
see Berticat et al. (2002). Since their creation, the SLAB, SA4B4, and SR
mosquito strains have been kept in culture in the laboratory. To avoid
genetic drift and due to the occasional contamination of the lines, they
have been regularly backcrossed over the years (to obtain newly crossed
SA4B4 and SR lines). The lines used in this study had been last crossed
<1 year before the beginning of the experiment. Table 1. Insecticide-resistant and susceptible strains used in the iso-
genic strain experiment. The overproduction of esterases is controlled
by the Ester superlocus. Alleles for this locus are the wild-type suscepti-
ble Ester0 and the insecticide-resistant Ester4 allele (most common allele
in the Montpellier region which overproduces the esterase A4 and B4
isozymes). The modification of the acetylcholinesterase is controlled by
the locus ace-1. Alleles for this locus are the wild-type susceptible ace-
1S and the insecticide resistant ace-1R. For more details on these strains,
see Berticat et al. (2002). Since their creation, the SLAB, SA4B4, and SR
mosquito strains have been kept in culture in the laboratory. To avoid
genetic drift and due to the occasional contamination of the lines, they
have been regularly backcrossed over the years (to obtain newly crossed
SA4B4 and SR lines). Field-caught mosquitoes g
q
More than 50 Cx. pipiens egg rafts were collected in Octo-
ber 2010 from a population where insecticide susceptible
(Ester0, ace-1s), esterase-resistant (Ester4, ace-1s), and ace-
tylcholinesterase-resistant mosquitoes (Ester0, ace-1R) coex-
ist in sympatry (Vezilier et al. 2010 for details). Eggs were
brought to our insectary for hatching and the resulting lar-
vae reared following the same protocol as for the isogenic
strain experiment. Eggs were collected instead of larvae
because larval condition has been shown to have a key
effect on mosquito immunity and vectorial capacity (Ok-
ech et al. 2007; Fellous and Lazzaro 2010). One week after
emergence, 360 adult females were haphazardly assigned to
one of the three injection treatments (120 females per treat-
ment). Quantitative PCR analysis
We set out to investigate the relative expression of six
immune-related genes (cecropin A, cecropin B, gambicin,
defensin, transferrin, and NOS) and the esterase-2 gene by
quantitative PCR (qPCR). Briefly, total RNA was extracted
from whole mosquitoes (n = 270 isogenic and 153 field-
caught mosquitoes) using Trizol Reagent following the
manufacturer’s protocol (Invitrogen). RNA integrity was
electrophoretically verified by ethidium bromide staining
before quantification using a NanoDrop spectrophotometer
(NanoDrop Thermo Fisher Scientific). Oligo-dT primed
cDNAs were produced from 1 lg of total RNA using
M-MLV reverse transcriptase according to manufacturer’s
protocols and reagents (Invitrogen). The qPCR assays were
performed with LightCycler480 (Roche) in 384-well qPCR
plates. The qPCR reaction consisted in a 1 9 Light-Cycler
480 master mix, 0.5 lM of each primer, and 1 lL of cDNA
(1/8 dilution) to obtain a final volume of 5 lL. The primer
sequences used for the qPCR reactions are given in Table 2. Primers were designed on available Cx. pipiens sequences
(partial or complete cDNAs, see GenBank references in
Table 2) in conserved gene regions after alignment with
several other sequences from closely related species. The
qPCR program used was the following: 10 min at 95°C, fol-
lowed by 40 cycles of 10 s at 95°C, 20 s at 57°C, and 25 s at
72°C. A final melting curve was systematically produced to
control for amplification specificity. Relative expression of
each immune-related gene was calculated using 2DDCT
method (Pfaffl2001) using the G6pdh (glucose 6-phosphate
dehydrogenase) gene as a reference. This method relies on
the assumption that the amplification efficiencies of the tar- Mosquito rearing and collections The lines used in this study had been last crossed
<1 year before the beginning of the experiment. Strain
IR mechanism
Alleles
Genetic
background
SLAB
None
Ester0, ace-1S
SLAB
SA4B4
Overproduction of
esterases A4 and B4
Ester4, ace-1S
SLAB
SR
Insensitive
acetylcholinesterase
Ester0, ace-1R
SLAB We address the following four questions: (i) Does insec-
ticide resistance alter the level of expression of these 499 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Vezilier et al. Insecticide resistance and mosquito immunity water was changed on feeding days to avoid bacterial
growth on the water surface. On pupation, trays were
placed inside an emergence cage (27 9 40 9 35 cm) and
provided with an ad libitum source of 10% sugar solution
for the emerged adults. One week after emergence, 90
females from each insecticide-resistant strain were haphaz-
ardly chosen from the different emergence cages and ran-
domly assigned to one of three experimental treatments
(uninjected, Ringer, and LPS injected, 30 females per treat-
ment). separately frozen to identify their insecticide resistance sta-
tus (see Molecular methods, below). Injection of LPS was
preferred to the injection of live bacteria as an immune
challenge because it allows controlling for the eventual dif-
ferences that could exist in bacterial growth between the
strains. Molecular methods Insecticide resistance status of field-caught mosquitoes Insecticide resistance status of field-caught mosquitoes
Genotyping at the Ester and ace-1 loci was performed on
mosquito head homogenates using an RFLP analysis as
described in Vezilier et al. (2010). As the number of target-
site-resistant females (Ester0, ace-1R) present in our initial
pool of 360 wild mosquitoes was too low to achieve a satis-
fying number of replicates for the three injection treat-
ments,
only
fully
susceptible
(Ester0,
ace-1S,
n = 21
uninjected, 25 Ringer injected, and 21 LPS injected) and
metabolic resistant (Ester4, ace-1S, n = 29 uninjected, 27
Ringer injected, and 30 LPS injected) females were retained
in for the qPCR analysis. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Constitutive versus induced gene expression Co st tut ve ve sus
duced ge e e p ess o
In the isogenic mosquito lines, the relative expression of all
but one of the genes was found to be significantly induced
in response to the injection treatment (main treatment
effect, cecB: v2
2 = 24.32, P < 0.001; gamb: v2
2 = 25.41,
P < 0.001; def: v2
2 = 13.13, P = 0.001; transf: v2
2 = 113.76,
P < 0.001; see Fig. 2A–D). For cecropin B, gambicin, and
transferrin,
a
posteriori
contrasts
confirmed
that
the
enhanced gene expression resulted from the exposure to
the LPS rather than from the physical stress induced by (or
the opportunistic infections that come with) mosquito
injection
(significant
Ringer-LPS
contrast,
cecB:
v1
2 = 19.97,
P < 0.001;
gamb:
v1
2 = 18.50,
P < 0.001;
transf: v3
2 = 63.62, P < 0.001). Defensin expression, how-
ever, was stimulated by the injection itself and not by the
LPS immune elicitor (nonsignificant Ringer-LPS contrast,
v1
2 = 0.82, P = 0.366). The results for the NOS also
showed a significant treatment effect on gene expression
(v2
2 = 17.91, P < 0.001), although this seemed to stem
from a reduction in NOS expression in Ringer-injected
females
(nonsignificant
uninjected-LPS
contrast,
v1
2 = 0.41, P = 0.524, see Fig. 2E). Mosquito experimental injections from the model. A posteriori contrasts were carried out by
aggregating factor levels together and by testing the fit of
the simplified model using an LRT (Crawley 2007). The
validity of the G6pdh gene as an endogenous control was
analyzed by fitting the mean G6pdh CT values obtained for
each individual on the different plates as a response vari-
able (glm model), using mosquito treatment, mosquito
genotype, and their interaction as fixed explanatory vari-
ables (see Fig. S2). get genes and the reference genes are approximately equal
(Livak and Schmittgen 2001). To assess the validity of this
assumption, we compared the DCT values (CT-targetCT-g6pdh)
under different dilutions of the template (1/1 to 1/32). For
most target genes, DCT values were not significantly
affected by dilutions, which indicate that the amplification
efficiencies are indeed similar. After testing four different
couples of primers, the cecropin A gene failed to meet these
efficiency criteria and was thus discarded from the study
(see Fig. S1 for details). To ensure that mean gene expres-
sion, mosquito treatment, and mosquito insecticide resis-
tance status would not be confounded with the microplate
effect, we designed the qPCR plates according to two crite-
ria: (i) the same individuals were simultaneously assayed
for the expression of several genes on the same plate and
(ii) qPCR plates included all combinations of insecticide-
resistant categories and treatments for each gene. Mosquito experimental injections The injection protocol was identical for the isogenic lines
and field-caught mosquitoes. Adult females were briefly
anesthetized using a CO2 pad. Mosquitoes were either: (i)
uninjected, to measure constitutive gene expression levels
in the absence of any immune stimulation, (ii) injected
with the LPS immune elicitor (Sigma Aldrich E. coli 055:B5
LPS, lot L5418 phenol-extracted and gel filtration purified,
0.5 mg/mL Ringer), to measure inducible gene expression
levels, or (iii) injected with physiological saline (Drosophila
Ringer) as a trauma control. Injections of 69 nL of liquid
per mosquito were performed intrathoracically by using a
Nanoinjector (Drummond) equipped with a sterile, finely
drawn glass capillary needle. Mosquitoes were then individ-
ualized into numbered dry 30-ml drosophila plastic tubes
covered with a mesh and kept under our standard insectary
conditions. Food was provided in the form of a cotton pad
soaked in a 10% glucose solution placed on top of each
tube. To match the induction peak of most of the immune
genes investigated (Bartholomay et al. 2003), females Cx. pipiens were killed 24 h after injection using a CO2 pad. Mosquitoes were placed into an eppendorf containing
1 mL of Trizol reagent (Invitrogen Corp.) and immediately
frozen at 80°C. Wild caught females were first decapi-
tated before freezing in Trizol and mosquito heads were 500 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Insecticide resistance and mosquito immunity Vezilier et al. Table 2. Quantitative PCR primers. Table 2. Quantitative PCR primers. Gene
Primer
Sequence (5′–3′)
Amplicon size (bp)
Reference
Cecropin B
Forward
TGGCAGCCCTGTTGCTGCTG
133
Genbank AY189810 (Bartholomay et al. 2003)
Reverse
GCCTGCACTCCTGCTGCAAC
Defensin
Forward
AGTGGATTCGGCGTCAACGA
102
Genbank AY191319 (Bartholomay et al. 2003)
Reverse
GTTTCGGCACACGCAAACCT
Gambicin
Forward
CTGTGACGACTGCAGGAGAC
100
Genbank XM_001866164
Reverse
AATCCTCGCTGAGCTCTCGT
Transferrin
Forward
AAGTACTCTCCGAACGACGA
109
Genbank XM_001865823
Reverse
CCGAGTACTTGTCCGGGTAG
NO Synthase
Forward
CGAGAAGGCCCACATCTACG
126
Genbank XM_001841984
Reverse
CGACAGCATGTACTTCTCCA
Esterase-2
Forward
CCGACGAGCTGTCCTATCTG
216
Weill et al. (2000)
Reverse
CGTCGTTGGCAATGTTCAG
G6pdh
Forward
CGCGCACGAGGAAAAGTACG
131
Genbank CPU09034
Reverse
GGTTTGCGGTCTTCCCAACC from the model. A posteriori contrasts were carried out by
aggregating factor levels together and by testing the fit of
the simplified model using an LRT (Crawley 2007). The
validity of the G6pdh gene as an endogenous control was
analyzed by fitting the mean G6pdh CT values obtained for
each individual on the different plates as a response vari-
able (glm model), using mosquito treatment, mosquito
genotype, and their interaction as fixed explanatory vari-
ables (see Fig. S2). © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Statistical methods Analyses were conducted using the R statistical package (v. 2.12.0, http://cran.r-project.org). Target gene expression
(expressed as 2DDCT) was analyzed using mixed effect lin-
ear models (lme, nlme package) fitting plate identity as a
random explanatory variable, and mosquito strain (iso-
genic mosquitoes) or genotype (field-collected mosqui-
toes), experimental treatment, and their interaction as fixed
explanatory variables. Maximal models were simplified by
sequentially eliminating nonsignificant terms and interac-
tions to establish a minimal model (Crawley 2007). The
significance of explanatory variables in mixed effect models
was established using a likelihood ratio test (LRT), which is
approximately distributed as a chi-square distribution
(Bolker 2008). The significant v2 values given in the text
are for the minimal model, while nonsignificant values cor-
respond to those obtained before deletion of the variable The injection treatment also had a significant effect on
the relative expression of the defensin and transferrin genes 501 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Insecticide resistance and mosquito immunity Vezilier et al. Isogenic
Cecropin B
Gambicin
Defensin
NO Synthase
Field-caught
Transferrin
NI
RINGER
LPS
0
1
2
3
NI
RINGER
LPS
0
5
10
15
20
NI
RINGER
LPS
0
5
10
15
20
NI
RINGER
LPS
0
4
8
12
16
NI
RINGER
LPS
0
4
8
12
16
NI
RINGER
LPS
0
1
2
3
NI
RINGER
LPS
0
1
2
3
NI
RINGER
LPS
0
4
8
12
16
NI
RINGER
LPS
0
4
8
12
16
NI
RINGER
LPS
0
1
2
3
Fold change in expression
Fold change in expression
Fold change in expression
Fold change in expression
Fold change in expression
(A)
(F)
(B)
(G)
(C)
(H)
(D)
(I)
(E)
(J)
e effect of insecticide resistance on immune-related gene expression. The cecropin B, gambicin, defensin, transferrin
sion were measured at their constitutive level (noninjected: NI), or after injection with Ringer or LPS in both isogenic
quitoes (F–J). Symbols represent the mean SE change in gene expression compared with the reference, that is, the
usceptible mosquitoes from the noninjected treatment group. White circles and full lines: insecticide susceptible mosqu
ine: metabolic-resistant mosquitoes; dark triangles and dotted lines: target-site-resistant mosquitoes. Statistical methods Isogenic
B
Field-caught
NI
RINGER
LPS
0
1
2
3
NI
RINGER
LPS
0
1
2
3
Fold change in expression
(A)
(F) Field-caught Isogenic Cecropin B NI
RINGER
LPS
0
4
8
12
16
NI
RINGER
LPS
0
4
8
12
16
Fold change in expression
(B)
(G) Gambicin NI
RINGER
LPS
0
5
10
15
20
NI
RINGER
LPS
0
5
10
15
20
Fold change in expression
(C)
(H) Defensin NI
RINGER
LPS
0
4
8
12
16
NI
RINGER
LPS
0
4
8
12
16
Fold change in expression
(D)
(I) NI
RINGER
LPS
0
4
8
12
16
Fold change in expression
(D) NI
RINGER
LPS
0
4
8
12
16
(I) Fold change in expression Transferrin NO Synthase
NI
RINGER
LPS
0
1
2
3
Fold change in expression
(E) NI
RINGER
LPS
0
1
2
3
(J) NI
RINGER
LPS
0
1
2
3
Fold change in expression
(E) Figure 2 The effect of insecticide resistance on immune-related gene expression. The cecropin B, gambicin, defensin, transferrin, and NO synthase
gene expression were measured at their constitutive level (noninjected: NI), or after injection with Ringer or LPS in both isogenic line (A–E) and wild
caught mosquitoes (F–J). Symbols represent the mean SE change in gene expression compared with the reference, that is, the expression level of
insecticide susceptible mosquitoes from the noninjected treatment group. White circles and full lines: insecticide susceptible mosquitoes; gray squares
and dashed line: metabolic-resistant mosquitoes; dark triangles and dotted lines: target-site-resistant mosquitoes. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 502 Vezilier et al. Insecticide resistance and mosquito immunity in field-caught mosquitoes (def: v2
2 = 49.89, P < 0.001;
transf: v2
2 = 35.57, P < 0.001, Fig. 2H, I). The gambicin
gene also responded to the treatment but only in Ester4
metabolic-resistant
females
(genotype 9 treatment,
v2
2 = 8.41, P = 0.015, Fig. 2G). While for defensin, this
effect was independent of the LPS immune challenge
(Ringer-LPS contrast, def: v1
2 = 3.23, P = 0.072), transfer-
rin and gambicin transcriptional activation appeared to be
specific to the injection of LPS (Ringer-LPS contrast, transf:
v1
2 = 4.56, P = 0.033; gamb: v2
2 = 7.86, P = 0.020). Mos-
quito injection had, however, no discernible effect on the
cecropin B (v2
2 = 1.61, P = 0.445, see Fig. Statistical methods 2F) or NOS
(v2
2 = 0.18, P = 0.912; see Fig. 2J) expression. In sharp contrast to what happens in the isogenic labora-
tory lines, in field-caught mosquitoes insecticide resistance
had no effect on the relative expression of most of the
immune-related genes investigated: cecropin B (v1
2 = 0.19,
P = 0.664), defensin (v1
2 = 0.86, P = 0.35), transferrin
(v1
2 = 0.09, P = 0.768), and NOS (v1
2 = 2.08, P = 0.150). The only exception was the gambicin, where Ester4 meta-
bolic-resistant females had significantly higher expression
levels after the LPS induction than insecticide susceptible
mosquitoes (significant genotype 9 treatment interaction,
see above). As expected, in both the laboratory and the field-caught
mosquitoes, the relative expression of the esterase-2 gene
was higher in mosquitoes carrying the metabolic insecti-
cide-resistant (Ester4) allele than in mosquitoes carrying the
wild-type
susceptible
(Ester0)
one
(laboratory:
v2
2 = 265.99, P < 0.001; field: v1
2 = 132.01, P < 0.001),
independently
of the
experimental
treatment
applied
(strain 9 treatment
interaction,
laboratory:
v4
2 = 6.17,
P = 0.187;
genotype 9 treatment
interaction,
field:
v2
2 = 1.91, P = 0.384, see Fig. 3). However, while in the
field the level of esterase expression in insecticide-resistant
mosquitoes is fivefold that of susceptible ones (Fig. 3B), in
the isogenic laboratory strains, the difference between resis-
tant and susceptible strains is as high as tenfold (isogenic –
field-caught resistant contrast, F1,130 = 44.79, P < 0.001,
Fig. 3). Insecticide resistance effect on immune-related gene
expression In the laboratory isogenic mosquito lines, insecticide resis-
tance was found to have a very significant effect on the rela-
tive expression
of gambicin (v2
2 = 45.05, P < 0.001),
defensin (v2
2 = 23.39, P < 0.001), transferrin (v2
2 = 43.70,
P < 0.001), and NOS (v2
2 = 11.15, P = 0.004) but not of
cecropin B (v2
2 = 3.43, P = 0.180, Fig. 2A–E). Indeed,
unexpectedly, for four of the five genes investigated, meta-
bolic-resistant (SA4B4) females had expression levels which
were up to four times higher than those of susceptible
(SLAB)
mosquitoes
(SLAB-SA4B4
contrasts,
gamb:
v1
2 = 44.09, P < 0.001; def: v1
2 = 23.35, P < 0.001; transf:
v1
2 = 42.12,
P < 0.001;
NOS:
v1
2 = 10.56,
P = 0.001,
Fig. 2B–E). There was also a higher relative transferrin
expression in SR females compared with SLAB ones
(SLAB-SR contrast, transf: v1
2 = 15.61, P < 0.001, see
Fig. 2D). These strain effects were constant across treat-
ments for all genes (strain 9 treatment interaction, cecB:
v4
2 = 3.94, P = 0.413; gamb: v4
2 = 6.42, P = 0.170; def:
v4
2 = 2.54, P = 0.637; NOS: v4
2 = 3.33, P = 0.504), except
for transferrin (v4
2 = 12.27, P = 0.016). Discussion Insecticide resistance in Cx. pipiens has been previously
shown to be associated to a plethora of pleiotropic effects
on the fitness of both field-caught and laboratory-reared
mosquitoes. These pleiotropic effects have invariably taken
the shape of life history costs and include decreases in pre-
imaginal survival (Berticat et al. 2008), adult longevity
(Agnew et al. 2004), fecundity (Duron et al. 2006), and Isogenic
NI
RINGER
LPS
0
2
4
6
8
10
12
14
Fold change in expression
(A) Isogenic
Field-caught
NI
RINGER
LPS
0
2
4
6
8
10
12
14
NI
RINGER
LPS
0
2
4
6
8
10
12
14
Fold change in expression
(A)
(B)
Figure 3 The effect of insecticide resistance on the esterase-2 gene expression. Gene expression was measured both at its constitutive level (Nonin-
jected: NI) or after injection of Ringer or LPS in both isogenic line (A) and field-caught mosquitoes (B). Symbols represent the mean SE change in
gene expression compared with the reference (as above). White circles and full lines: insecticide susceptible mosquitoes; gray squares and dashed
line: metabolic-resistant mosquitoes; dark triangles and dotted lines: target-site-resistant mosquitoes. Field-caught
NI
RINGER
LPS
0
2
4
6
8
10
12
14
(B) Isogenic Figure 3 The effect of insecticide resistance on the esterase-2 gene expression. Gene expression was measured both at its constitutive level (Nonin-
jected: NI) or after injection of Ringer or LPS in both isogenic line (A) and field-caught mosquitoes (B). Symbols represent the mean SE change in
gene expression compared with the reference (as above). White circles and full lines: insecticide susceptible mosquitoes; gray squares and dashed
line: metabolic-resistant mosquitoes; dark triangles and dotted lines: target-site-resistant mosquitoes. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 503 Vezilier et al. Insecticide resistance and mosquito immunity predator escape (Berticat et al. 2004). However, despite the
potential key implications for disease transmission, the
effects of insecticide resistance on mosquito immunity has
received little attention (but see Vontas et al. 2005, 2007). We quantified immune-related gene expression in both iso-
genic laboratory strains and field-collected Cx. pipiens
female mosquitoes. The results from our isogenic strain
mosquitoes were unexpected in that they showed that mos-
quitoes resistant to insecticides through the overproduction
of esterases had significantly higher constitutive and induc-
ible transcription levels of virtually all the immune-related
genes investigated compared to their insecticide susceptible
counterparts. Discussion Their constitutive immunity was overall quite
low so it is uncertain how costly it is to maintain, or
whether it can explain why metabolic resistance brings
about lower energetic resources (Rivero et al. 2011) and
reduced adult longevity in the absence of infection (Vezilier
et al. 2012). Field-collected insecticide-resistant and sus-
ceptible mosquitoes, however, showed no significant differ-
ences in immune expression. melanisation cascade (phenoloxidase and prophenoloxi-
dase) are significantly higher in esterase-resistant (SA4B4)
females than in susceptible (SLAB) ones. In addition, using
microarray analyses, Vontas et al. found the defensin and
cecropin genes to be constitutively expressed at a higher
level in laboratory-maintained insecticide-resistant strains
of Anopheles gambiae compared with their insecticide sus-
ceptible counterparts (Vontas et al. 2005), and the NOS
gene to be constitutively overexpressed in insecticide-
resistant Anopheles stephensi (Vontas et al. 2007). These
Anopheles laboratory strains seem to be resistant to insecti-
cides through a complex combination of insecticide-
resistance mechanisms, which have been only partially
elucidated. In contrast, in Cx. pipiens, the molecular and
genetic basis for resistance in both the isogenic lines and in
field-collected mosquitoes are well established (Raymond
et al. 1998; Labbe et al. 2007; see also Fig. 1), which
renders the task of explaining the discrepancy in the results
obtained
more
tractable. We
suggest
three
different
scenarios that could explain these results. The results from the isogenic lines are in agreement with
two other studies comparing the immunity of insecticide-
resistant and susceptible laboratory mosquito populations. S. Cornet et al. (unpublished manuscript) have shown that
the activities of two key enzymes involved in the Cx. pipiens The first scenario involves the existence of an immuno-
regulatory factor at the amplicon level (see Fig. 4). Indeed,
the high level of the esterase-2 transcripts in the isogenic
lines (Fig. 3) strongly suggests that, under the strong insec-
ticide selective pressures exerted in the laboratory and the Figure 4 Esterase overproduction in Cx pipiens mosquitoes and the SA4B4 isogenic strain. The overproduction of detoxifying carboxylesterases in Cx
pipiens is achieved through the tandem amplification of two paralogous esterase loci esterase-3 (encoding for the esterase A) and esterase-2 (ester-
ase B). These two genes are in strong linkage disequilibrium and are commonly referred to as an Ester superlocus (Berticat et al. 2001). Discussion The amplicon
on which this superlocus occurs is however much larger (30–60 kb) than the esterase containing region ( 10 kb, Hemingway et al. 2002;
Guillemaud et al. 1997). The ensemble of the esterase-containing amplicons that are repeated plus their flanking region in the mosquito constitutes
an Ester-resistant allele. To construct the SA4B4 strain, a homozygous strain for the Ester4 allele (Poirie et al. 1992) was introgressed into a suscepti-
ble reference line (SLAB) by a repeated backcross procedure (Berticat et al. 2002). Several scenarios may explain the higher immune phenotype
observed in the SA4B4 strain. A first scenario (option 1) involves the existence of an immunoregulatory gene within the amplicon, which would result
in it being amplified to a higher extent in SA4B4 mosquitoes than in field-caught mosquitoes. Other genes have already been shown to be hitchhiked
and co-amplified by this tandem repetition (Guillemaud et al. 1997; Hemingway et al. 2002). A second scenario (option 2) involves the existence of a
strong immunoregulatory allelic variant in linkage disequilibrium with the Ester4 allele. Such strong immunoregulatory variant may have been present
in the original (VIM) strain. A third scenario (option 3) is that the immune phenotype is the result of epistatic interactions between one of these immu-
noregulatory factors (option 1 or option 2) and the SLAB genetic background. Dashed lines represent the SLAB genetic background in which the
Ester4 allele is expressed. Figure 4 Esterase overproduction in Cx pipiens mosquitoes and the SA4B4 isogenic strain. The overproduction of detoxifying carboxylesterases in Cx
pipiens is achieved through the tandem amplification of two paralogous esterase loci esterase-3 (encoding for the esterase A) and esterase-2 (ester-
ase B). These two genes are in strong linkage disequilibrium and are commonly referred to as an Ester superlocus (Berticat et al. 2001). The amplicon
on which this superlocus occurs is however much larger (30–60 kb) than the esterase containing region ( 10 kb, Hemingway et al. 2002;
Guillemaud et al. 1997). The ensemble of the esterase-containing amplicons that are repeated plus their flanking region in the mosquito constitutes
an Ester-resistant allele. To construct the SA4B4 strain, a homozygous strain for the Ester4 allele (Poirie et al. 1992) was introgressed into a suscepti-
ble reference line (SLAB) by a repeated backcross procedure (Berticat et al. 2002). Several scenarios may explain the higher immune phenotype
observed in the SA4B4 strain. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Discussion This is
consistent with the predominant role of defensin against
gram-positive bacteria (Dimopoulos et al. 2001). The gam-
bicin gene was found to be specifically activated on the LPS
challenge in the isogenic line experiment, supporting previ-
ous reports that its encoded peptide is involved in the
humoral response against gram-negative bacteria (Fig. 2B)
(Vizioli et al. 2001; Bartholomay et al. 2003). This finding
was, however, not fully supported by the field-caught mos-
quito experiment where Ringer injection had a similar
effect on gambicin expression (Fig. 2G), although this weak
response might have stemmed from an overall lower
immunogenic capacity of the LPS in field-caught versus
isogenic line mosquitoes, as also suggested by the transfer-
rin gene expression profiles (Fig. 2D, I). Transferrin tran-
scription was significantly induced by the LPS challenge in
both experiments, supporting previous reports showing the
direct involvement of this gene product in the mosquito
innate immune response (Yoshiga et al. 1997; Fig. 2D, I). In contrast, although NOS expression has already been
shown to be induced following LPS injection (Choi et al. 1995), no such effect was apparent in both our experiments
where uninjected and LPS-injected mosquitoes had similar
NOS expression levels (Fig. 2E, J). Note, however, that as
the immune response was quantified at a single time point
(24 h after immune challenge), some of the differences
pointed out here may reflect differences in the expression
kinetics between the genes (Lemaitre et al. 1997; Magalhaes
et al. 2008). Although gene expression studies are one of the most A second, and perhaps more parsimonious scenario, is
that the immunoregulation takes place at the allelic, rather
than the amplicon, level (option 2 in Fig. 4). The Ester4
allele was indeed originally kept in the laboratory at the
homozygous state within the VIM strain (Poirie et al. 1992) and later introgressed into a susceptible reference
line (SLAB) by a repeated backcross procedure to create the
SA4B4 strain (Berticat et al. 2002). One cannot exclude the
possibility that this original Ester4-resistant allele was in
linkage disequilibrium with a strong immunoregulatory
allelic variant, and that the backcross procedure used to
introgress this strain within the SLAB genetic background
was not sufficient to break this linkage. Discussion A first scenario (option 1) involves the existence of an immunoregulatory gene within the amplicon, which would result
in it being amplified to a higher extent in SA4B4 mosquitoes than in field-caught mosquitoes. Other genes have already been shown to be hitchhiked
and co-amplified by this tandem repetition (Guillemaud et al. 1997; Hemingway et al. 2002). A second scenario (option 2) involves the existence of a
strong immunoregulatory allelic variant in linkage disequilibrium with the Ester4 allele. Such strong immunoregulatory variant may have been present
in the original (VIM) strain. A third scenario (option 3) is that the immune phenotype is the result of epistatic interactions between one of these immu-
noregulatory factors (option 1 or option 2) and the SLAB genetic background. Dashed lines represent the SLAB genetic background in which the
Ester4 allele is expressed. 504 Insecticide resistance and mosquito immunity Vezilier et al. low associated costs, these lines have maintained a higher
number of Ester4 amplicons than their wild counterparts
(amplicons number within a given metabolic-resistant
allele is known to vary in the field allowing mosquitoes to
rapidly adjust their insecticide resistance levels, Callaghan
et al. 1998; Guillemaud 1997). The amplicon-level immu-
noregulation could happen through the existence of a gene
within the amplicon encoding a regulator common to the
different immune-related genes investigated (for instance, a
transcription factor from the NFjB family, Antonova et al. 2009; Yun et al. 2009) (option 1 in Fig. 4). This amplicon-
level scenario is, however, unlikely as in this case field-col-
lected mosquitoes should have also overexpressed the
immune-related genes, albeit to a lesser extent. immune effectors genes 24 h after an immune insult. As
expected, most genes were up-regulated in response to an
LPS injection. Among the three AMPs investigated, the
cecropin B gene was the one showing the lowest induction
levels in both isogenic and field-caught mosquito experi-
ments,
confirming
previous
findings
that
this
gene
responds poorly to an immune insult (Bartholomay et al. 2003; Fig. 2A, F). Both experiments were also congruent in
showing that the defensin gene expression levels were simi-
lar between the Ringer and LPS treatments, suggesting that
cuticle piercing per se, or the opportunistic infections that
come with it, are sufficient to activate this gene’s transcrip-
tion, and that the gene does not specifically respond to the
(Escherichia coli – derived) LPS insult (Fig. 2C, H). © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Discussion Finally, the strong immune phenotype observed in the
isogenic SA4B4 strain could be the result of epistatic
interactions between these immunoregulatory factors (an
immune regulator at the amplicon or allelic level) and the
SLAB genetic background (option 3 in Fig. 4). The find-
ing, however, that selection for high resistance levels in
laboratory strains from two other mosquito species also
results in an upregulation of the immune system (Vontas
et al. 2005, 2007) suggests that our results are not specific
to a particular genetic background and that the effect may
be a common artifact of laboratory strains. Indeed, our
results also showed a higher transferrin expression in tar-
get-site-resistant (SR) mosquitoes. We do not have a clear
mechanistic explanation for how a single point mutation
in the acetylcholinesterase gene could bring about this
change. Target site resistance mutates key components of
the vector’s neural network and is thus mostly expected to
have an effect on mosquito behavior (Rivero et al. 2010). While there is some evidence that these behavioral modifi-
cations indeed take place (Berticat et al. 2002, 2004),
other pleiotropic effects of this mutation such as reduc-
tions in fecundity (Duron et al. 2006) and longevity (Ag-
new et al. 2004) have proven more difficult to explain
mechanistically. Although gene expression studies are one of the most
common tools available for estimating immunocompe-
tence, it is not always clear how well they reflect the actual
ability of individuals to defend themselves against parasites
(Fedorka et al. 2007). This is indeed a key question for its
potential consequences for the vectorial capacity of mos-
quitoes. In a recent paper, we have shown that both field-
collected and isogenic insecticide resistant and susceptible
Cx. pipiens mosquitoes are equally susceptible to P. relictum
(one of the etiological agents of avian malaria, Vezilier
et al. 2010). McCarroll et al. (2000), McCarroll and Hem- Insecticide resistance effects aside, our results provide
new insights into the response of different mosquito 505 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Vezilier et al. Insecticide resistance and mosquito immunity ingway (2002), however, showed that the development of
the filaria Wuchereria bancrofti larvae was arrested in insec-
ticide-resistant Cx. quinquefasciatus mosquitoes, although
the role of the immune system in this result has not been
established. Data archiving statement Data for this study are available at Dryad - doi:10.5061/
dryad.1pp2c In conclusion, this study is, to our knowledge, the first
one to investigate the impact of insecticide resistance on the
mosquito immune system comparing both isogenic strain
mosquitoes (the approach most frequently used to investi-
gate the pleiotropic effects of insecticide resistance) and sym-
patric field-caught-mosquitoes from a population where
insecticide-resistant and susceptible mosquitoes coexist. Our
results lead us to make two distinct conclusions. The first
one is that, under the specific conditions used in our experi-
ments, insecticide resistance does not have any immune
expression costs in field-caught mosquitoes. This result con-
trasts with previous studies that have shown that insecticide
resistance in Culex pipiens trade-offs with virtually all other
life-history traits investigated (Berticat et al. 2002, 2004; Ag-
new et al. 2004; Bourguet et al. 2004; Duron et al. 2006;
Hardstone et al. 2009), and which explain the sharp decline
in insecticide resistance allele frequencies in insecticide-free
areas. It is possible, however, that immune gene transcrip-
tion per se has no costs (but see Libert et al. 2006; Garver
et al. 2009) and that the trade-offs take place post-transcrip-
tionally. The second conclusion is more practical by nature. The discrepancy between the results obtained using field-
caught and isogenic mosquitoes (where we measured
increased immune expression levels in insecticide-resistant
mosquitoes) adds experimental weight to the risks of making
inferences on the pleiotropic effects of insecticide resistance
from laboratory-selected lines recently highlighted in the lit-
erature (McCarroll et al. 2000; Curtis 2001; McCarroll and
Hemingway 2002; Rivero et al. 2010). For many mosquito
populations, however, the difficulty in obtaining sympatric
resistant and susceptible mosquitoes from the field renders
the use of isogenic insecticide-resistant and susceptible
strains unavoidable. Thus, whenever possible, efforts should
be made to use several laboratory-selected isogenic mosquito
strains with different insecticide-resistant alleles expressed in
different genetic backgrounds. Admittedly, this approach
might be cumbersome to implement, but the logistic diffi- Discussion Although immune expression may or may not
reflect protection to pathogens, immune expression studies
are interesting in their own right as they represent an
investment in a trait that is likely to trade-off with other
life-history traits, some of which may be relevant for trans-
mission (such as longevity, see, e.g., Libert et al. 2006). Many pathogens can be transmitted by Culex mosquitoes
(such as several arboviruses including the West Nile agent,
Hamer et al. 2008; Kilpatrick et al. 2010), strengthening
the need for further work to be carried out on the impact
insecticide resistance on the quality of mosquitoes as vec-
tors of diseases. culties do not mean the problems associated to laboratory
lines can be ignored. Acknowledgements We thank the high throughput qPCR platform at the Uni-
versity of Montpellier 2 and, in particular, to Philippe Clair
for his help with treatment of the samples. We also thank
Mylene Weill’s lab for giving us access to their isogenic lab-
oratory lines. JV is funded through an FCT grant attributed
by the GABBA program, SG by an ANR Jeune Chercheur
and an ERC Starting Grant, and AR by an ANR SEST (IR-
MAL) grant. Literature cited American Journal of Tropical Medicine and Hygiene 83:607–613. Choi, S.K., H. K. Choi, K. Kadonookuda, K. Taniai, Y. Kato, M. Yamam-
oto, S. Chowdhury et al. 1995. Occurence of novel types of nitric
oxide synthase in the silkworm, Bombyx mori. Biochemical and Bio-
physical Research Communications 207:452–459. Kimura, M., J. M. Darbro, and L. C. Harrington. 2010. Avian Malaria
parasites share congeneric mosquito vectors. Journal of Parasitology
96:144–151. Crawley, M. J. 2007. The R Book. Chichester, UK: John Wiley & Sons
Ltd., Chichester, UK. Labbe, P., C. Berticat, A. Berthomieu, S. Unal, C. Bernard, M. Weill,
and T. Lenormand. 2007. Forty years of erratic insecticide resis-
tance evolution in the Mosquito Culex pipiens. PLoS Genetics
3:2190–2199. Curtis, C. F. 2001. Insecticide resistance and mosquito-borne disease. Lancet 357:656–656. Dimopoulos, G., H. M. Muller, E. A. Levashina, and F. C. Kafatos. 2001. Innate immune defense against malaria infection in the mosquito. Dimopoulos, G., H. M. Muller, E. A. Levashina, and F. C. Kafatos. 2001. Innate immune defense against malaria infection in the mosquito. Current Opinion in Immunology 13:79–88. Law, J. H. 2002. Insects, oxygen, and iron. Biochemical and Biophysical
Research Communications 292:1191–1195. Current Opinion in Immunology 13:79–88. Lemaitre, B., J. M. Reichhart, and J. A. Hoffmann. 1997. Drosophila host
defense: differential induction of antimicrobial peptide genes after
infection by various classes of microorganisms. Proceedings of the
National Academy of Sciences of the USA 94:14614–14619. Dong, Y. M., R. Aguilar, Z. Y. Xi, E. Warr, E. Mongin, and G. Dimopou-
los. 2006. Anopheles gambiae immune responses to human and rodent
Plasmodium parasite species. PLoS Pathogens 2:513–525. National Academy of Sciences of the USA 94:14614–14619. Duron, O., P. Labbe, C. Berticat, F. Rousset, S. Guillot, M. Raymond,
and M. Weill. 2006. High Wolbachia density correlates with cost of
infection for insecticide resistant Culex pipiens mosquitoes. Evolution
60:303–314. Lenormand, T., D. Bourguet, T. Guillemaud, and M. Raymond. 1999. Tracking the evolution of insecticide resistance in the mosquito Culex
pipiens. Nature 400:861–864. Fedorka, K. M., J. E. Linder, W. Winterhalter, and D. Promislow. 2007. Post-mating disparity between potential and realized immune
response in Drosophila melanogaster. Proceedings of the Royal Society
B-Biological Sciences 274:1211–1217. Libert, S., Y. Chao, X. Chu, and S. D. Pletcher. 2006. Trade-offs between
longevity and pathogen resistance in Drosophila melanogaster are med-
iated by NF kappa B signaling. Aging Cell 5:533–543. Lim, J. H., D. C. Gowda, G. Krishnegowda, and S. Luckhart. 2005. Literature cited Induction of nitric oxide synthase in Anopheles stephensi by Plasmo-
dium falciparum: mechanism of signaling and the role of parasite
glycosylphosphatidylinositols. Infection and Immunity 73:2778–
2789. Fellous, S., and B. P. Lazzaro. 2010. Larval food quality affects adult (but
not larval) immune gene expression independent of effects on general
condition. Molecular Ecology 19:1462–1468. Garver, L. S., Y. M. Dong, and G. Dimopoulos. 2009. Caspar Controls
Resistance to Plasmodium falciparum in Diverse Anopheline Species. PLoS Pathogens 5:3:e1000335. Livak, K. J., and T. D. Schmittgen. 2001. Analysis of relative gene expres-
sion data using real-time quantitative PCR and the 2-(Delta Delta CT)
method. Methods 25:402–408. Greenbaum, D., C. Colangelo, K. Williams, and M. Gerstein. 2003. Com-
paring protein abundance and mRNA expression levels on a genomic
scale. Genome Biology 4:9:117. Lowenberger, C. 2001. Innate immune response of Aedes aegypti. Insect
Biochemistry and Molecular Biology 31:219–229. Guillemaud, T.(1997) Etude des phenomenes selectifs chez Culex pipiens,
PhD thesis, University of Montpellier 2. Lowenberger, C. A., M. T. Ferdig, P. Bulet, S. Khalili, J. A. Hoffmann,
and B. M. Christensen. 1996. Aedes aegypti: Induced antibacterial pro-
teins reduce the establishment and development of Brugia malayi. Experimental Parasitology 83:191–201. Guillemaud, T., N. Makate, M. Raymond, B. Hirst, and A. Callaghan. 1997. Esterase gene amplification in Culex pipiens. Insect Molecular
Biology 6:319–327. Luckhart, S., Y. Vodovotz, L. W. Cui, and R. Rosenberg. 1998. The mos-
quito Anopheles stephensi limits malaria parasite development with
inducible synthesis of nitric oxide. Proceedings of the National Acad-
emy of Sciences, USA 95:5700–5705. Guo, Y. F., P. Xiao, S. F. Lei, F. Y. Deng, G. G. Xiao, Y. Z. Liu, X. D. Chen et al. 2008. How is mRNA expression predictive for protein
expression? A correlation study on human circulating monocytes. Acta Biochimica Et Biophysica Sinica 40:426–436. Magalhaes, T., I. F. Oliveira, M. A. V. Melo- Santos, C. M. F. Oliveira, C. A. Lima, and C. F. J. Ayres. 2008. Expression of defensin, cecropin,
and transferrin in Aedes aegypti (Diptera: Culicidae) infected with
Wuchereria bancrofti (Spirurida: Onchocercidae), and the abnormal
development of nematodes in the mosquito. Experimental Parasitol-
ogy 120:364–371. Hamer, G. L., U. D. Kitron, J. D. Brawn, S. R. Loss, M. O. Ruiz, T. L. Goldberg, and E. D. Walker. 2008. Culex pipiens (Diptera : Culicidae):
a bridge vector of West Nile virus to humans. Journal of Medical
Entomology 45:125–128. Hamilton, R., M. Siva-Jothy, and M. Boots. 2008. Literature cited Agnew, P., C. Berticat, S. Bedhomme, C. Sidobre, and Y. Michalakis. 2004. Parasitism increases and decreases the costs of insecticide resis-
tance in mosquitoes. Evolution 5:579–586. Antonova, Y, K. S. Alvarez, Y. J. Kim, V. Kokoza, and A. S. Raikhel. 2009. The role of NF-kappa B factor REL2 in the Aedes aegypti
immune response. Insect Biochemistry and Molecular Biology 39:303
–314. Bartholomay, L. C., H. A. Farid, R. M. Ramzy, and B. M. Christensen. 2003. Culex pipiens pipiens: characterization of immune peptides and
the influence of immune activation on development of Wuchereria
bancrofti. Molecular and Biochemical Parasitology 130:43–50. bancrofti. Molecular and Biochemical Parasitology 130:43–50. Bartholomay, L. C., J. F. Fuchs, L. L. Cheng, E. T. Beck, J. Vizioli, C. Lowenberger, and B. M. Christensen. 2004. Reassessing the role of de-
fensin in the innate immune response of the mosquito, Aedes aegypti. Insect Molecular Biology 13:125–132. Berticat, C., M. Marquine, M. Raymond, and C. Chevillon. 2001. Recombination between two amplified esterase alleles in Culex pipiens. Journal of Heredity 92:349–351. Berticat, C., G. Boquien, M. Raymond, and C. Chevillon. 2002. Insecti-
cide resistance genes induce a mating competition cost in Culex pipi-
ens mosquitoes. Genetical Research 79:41–47. Berticat, C., O. Duron, D. Heyse, and M. Raymond. 2004. Insecticide
resistance genes confer a predation cost on mosquitoes, Culex pipiens. Genetical Research 83:189–196. Berticat, C., J. Bonnet, S. Duchon, P. Agnew, M. Weill, and V. Corbel. 2008. Costs and benefits of multiple resistance to insecticides for Culex
quinquefasciatus mosquitoes. BMC Evolutionary Biology 8:104. Berticat, C., J. Bonnet, S. Duchon, P. Agnew, M. Weill, and V. Corbel. 2008. Costs and benefits of multiple resistance to insecticides for Culex Bolker, B. M. 2008. Ecological Models and Data in R. Princeton Univer-
sity Press, New Jersey. Bourguet, D., T. Guillemaud, C. Chevillon, and M. Raymond. 2004. Fit-
ness costs of insecticide resistance in natural breeding sites of the mos-
quito Culex pipiens. Evolution 58:128–135. Callaghan, A., T. Guillemaud, N. Makate, and M. Raymond. 1998. Poly-
morphisms and fluctuations in copy number of amplified esterase
genes in Culex pipiens mosquitoes. Insect Molecular Biology 7:295–
300. 506 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Vezilier et al. Insecticide resistance and mosquito immunity tence of Culex pipiens and Cx. restuans Mosquitoes for West Nile Virus. American Journal of Tropical Medicine and Hygiene 83:607–613. tence of Culex pipiens and Cx. restuans Mosquitoes for West Nile Virus. Literature cited C. Koutsos, J. P. David, F. C. Kafatos, C. Louis, J. Hemingway et al. 2005. Gene expression in insecticide resistant and
susceptible Anopheles gambiae strains constitutively or after insecticide
exposure. Insect Molecular Biology 14:509–521. Okoye, P. N., B. D. Brooke, R. H. Hunt, and M. Coetzee. 2007. Relative
developmental and reproductive fitness associated with pyrethroid
resistance in the major southern African malaria vector, Anopheles fu-
nestus. Bulletin of Entomological Research 97:599–605. Vontas, J., J. P. David, D. Nikou, J. Hemingway, G. K. Christophides, C. Louis, and H. Ranson. 2007. Transcriptional analysis of insecticide
resistance in Anopheles stephensi using cross-species microarray
hybridization. Insect Molecular Biology 16:315–324. nestus. Bulletin of Entomological Research 97:599–605. Pfaffl, M. W.. 2001. A new mathematical model for relative quantifica-
tion in real-time RT-PCR. Nucleic Acids Research 29:e45. Poirie, M., M. Raymond, and N. Pasteur. 1992. Identification of 2 dis-
tinct amplifications of the esterase-B locus in Culex pipiens (L) mos-
quitos from mediterranean countries. Biochemical Genetics 30:13–26. Votypka, J., M. Obornik, P. Volf, M. Svobodova, and J. Lukes. 2002. Try-
panosoma avium of raptors (Falconiformes): phylogeny and identifica-
tion of vectors. Parasitology 125:253–263. Ramos-Castaneda, J., C. Gonzalez, M. A. Jimenez, J. Duran, S. Hernan-
dez-Martinez, M. H. Rodriguez, and H. Lanz-Mendoza. 2008. Effect
of nitric oxide on Dengue Virus replication in Aedes aegypti and
Anopheles albimanus. Intervirology 51:335–341. Weill, M., C. Berticat, N. Raymond, and C. Chevillon. 2000. Quantitative
polymerase chain reaction to estimate the number of amplified ester-
ase genes in insecticide-resistant mosquitoes. Analytical Biochemistry
285:267–270. Ranson, H., R. N’Guessan, J. Lines, N. Moiroux, Z. Nkuni, and V. Cor-
bel. 2011. Pyrethroid resistance in African anopheline mosquitoes:
what are the implications for malaria control? Trends in Parasitology
27:91–98. Weill, M., G. Lutfalla, K. Mogensen, F. Chandre, A. Berthomieu, C. Ber-
ticat, N. Pasteur et al. 2003. Insecticide resistance in mosquito vectors
(vol 423, pg 136, 2003). Nature 429:136–137. Weill, M., C. Malcolm, F. Chandre, K. Mogensen, A. Berthomieu, M. Marquine, and M. Raymond. 2004. The unique mutation in ace-1 giv-
ing high insecticide resistance is easily detectable in mosquito vectors. Insect Molecular Biology 13:1–7. Raymond, M., C. Chevillon, T. Guillemaud, T. Lenormand, and N. Pas-
teur. 1998. An overview of the evolution of overproduced esterases in
the mosquito Culex pipiens. Philosophical Transactions of the Royal
Society of London Series B-Biological Sciences 353:1707–1711. Wigby, S., E. V. Domanitskaya, Y. Choffat, E. Kubli, and T. Chapman. 2008. Literature cited Two arms are better
than one: parasite variation leads to combined inducible and constitu-
tive innate immune responses. Proceedings of the Royal Society B-
Biological Sciences 275:937–945. McCarroll, L., and J. Hemingway. 2002. Can insecticide resistance status
affect parasite transmission in mosquitoes? Insect Biochemistry and
Molecular Biology 32:1345–1351. McCarroll, L., M. G. Paton, S. Karunaratne, H. T. R. Jayasuryia, K. S. P. Kalpage, and J. Hemingway. 2000. Insecticides and mosquito-borne
disease. Nature 407:961–962. Hardstone, M. C., B. P. Lazzaro, and J. G. Scott. 2009. The effect of three
environmental conditions on the fitness of cytochrome P450 monoox-
ygenase-mediated permethrin resistance in Culex pipiens quinquefasci-
atus. BMC Evolutionary Biology 9:42. Michalski, M. L., S. M. Erickson, L. C. Bartholomay, and B. M. Christen-
sen. 2010. Midgut barrier imparts selective resistance to filarial worm
infection in Culex pipiens pipiens. PLoS Neglected Tropical Diseases
4:11:e875. Hemingway, J., L. Field, and J. Vontas. 2002. An overview of insecticide
resistance. Science 298:96–97. Hillyer, J. F., and T. Y. Estevez- Lao. 2010. Nitric oxide is an essential
component of the hemocyte-mediated mosquito immune response
against bacteria. Developmental and Comparative Immunology
34:141–149. Morchon, R., M. D. Bargues, J. M. Latorre, R. Melero-Alcibar, C. Pou-
Barreto, S. Mas-Coma, and F. Simon. 2007. Haplotype H1 of Culex pi-
piens implicated as natural vector of Dirofilaria immitis in an endemic
area of Western Spain. Vector-Borne and Zoonotic Diseases 7:653–
658. Kilpatrick, A. M., D. M. Fonseca, G. D. Ebel, M. R. Reddy, and L. D. Kramer. 2010. Spatial and temporal variation in vector compe- 507 507 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 Insecticide resistance and mosquito immunity Vezilier et al. bial peptide from the malaria vector Anopheles gambiae. Proceedings
of the National Academy of Sciences of the USA 98:12630–12635. bial peptide from the malaria vector Anopheles gambiae. Proceedings
of the National Academy of Sciences of the USA 98:12630–12635. Moret, Y., and P. Schmid-Hempel. 2000. Survival for immunity: the
price of immune system activation for bumblebee workers. Science
290:1166–1168. Vontas, J. G., L. McCarroll, S. Karunaratne, C. Louis, H. Hurd, and J. Hemingway. 2004. Does environmental stress affect insect-vectored
parasite transmission? Physiological Entomology 29:210–213. Okech, B. A., L. C. Gouagna, G. Yan, J. I. Githure, and J. C. Beier. 2007. Larval habitats of Anopheles gambiae s.s. (Diptera : Culicidae) influ-
ences vector competence to Plasmodium falciparum parasites. Malaria
Journal 6:1:50. Vontas, J., C. Blass, A. Literature cited The effect of mating on immunity can be masked by experimen-
tal piercing in female Drosophila melanogaster. Journal of Insect Physi-
ology 54:414–420. Raymond, M., C. Berticat, M. Weill, N. Pasteur, and C. Chevillon. 2001. Insecticide resistance in the mosquito Culex pipiens: what have we
learned about adaptation? Genetica 112:287–296. learned about adaptation? Genetica 112:287–296. Rivero, A. 2006. Nitric oxide: an antiparasitic molecule of invertebrates. Trends in Parasitology 22:219–225. Yoshiga, T., V. P. Hernandez, A. M. Fallon, and J. H. Law. 1997. Mos-
quito transferrin, an acute-phase protein that is up-regulated upon
infection. Proceedings of the National Academy of Sciences of the
USA 94:12337–12342. Rivero, A., J. Vezilier, M. Weill, A. F. Read, and S. Gandon. 2010. Insecti-
cide control of vector-borne diseases: when is insecticide resistance a
problem? PLoS Pathogens 6:e1001000. Yun, E. Y., J. K. Lee, O. Y. Kwon, J. S. Hwang, I. Kim, S. W. Kang, W. J. Lee et al. 2009. Bombyx mori transferrin: genomic structure, expres-
sion and antimicrobial activity of recombinant protein. Developmen-
tal and Comparative Immunology 33:1064–1069. Rivero, A., A. Magaud, A. Nicot, and J. Vezilier. 2011. Energetic cost of
insecticide resistance in Culex pipiens mosquitoes. Journal of Medical
Entomology 48:694–700. Roberts, D. R., and R. G. Andre. 1994. Insecticide resistance issues in
vector-borne disease control. American Journal of Tropical Medicine
and Hygiene 50:21–34. © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 effect in injected mosquitoes resulted in a conservative estimation of tar-
get gene transcript-fold increase in expression (using the 2DDCT for-
mula). (C–D) Mosquito insecticide-resistant status had no effect on the
g6pdh expression in either the isogenic strain (main strain effect:
F2,204 = 0.7048,
P = 0.4954;
strain 9 treatment:
F4,200 = 1.1029,
P = 0.3563) or the field-caught mosquito experiments (main genotype
effect:
F1,149 = 0.087,
P = 0.7685;
genotype 9 treatment:
F2,147 = 1.3908, P = 0.2521). Supporting Information Sanchez-Vargas, I., J. C. Scott, B. K. Poole- Smith, A. W. E. Franz, V. Barbosa-Solomieu, J. Wilusz, K. E. Olson et al. 2009. Dengue Virus
type 2 infections of Aedes aegypti are modulated by the Mosquito’s
RNA interference pathway. PLoS Pathogens 5:2:e1000299. Additional Supporting Information may be found in the online version
of this article: Additional Supporting Information may be found in the online version
of this article: Figure S1. Amplification and melting curves for several cecropin A
primers tested that failed to meet either qPCR efficiency or specificity
criteria. (A) Amplification curves of serially diluted Cx. pipiens cDNA
(1:1 to 1:32). Four couples of primers were tested, from top to bottom:
first primer pair: cecA-1F (5′GTCCTGCTGGCAGCACTGGC 3′) and
cecA-1R (5′ TCCAGTTACGACTGGCAGTGC 3′); second pair: cecA-1F
and cecA-2R (5′ CATTGGTGGCCAAGTCCTAC 3′); third pair cecA-2F
(5′ TCATCGTCCTGCTGGCAG 3′) and cecA-1R; fourth pair cecA-2F
and cecA-2R. First, second and fourth primer pairs clearly show erratic
curve behavior with serial dilution. (B) Corresponding cecA qPCR melt-
ing curves: first and second primer pairs show a lack of specificity with a
secondary amplification product. RNA interference pathway. PLoS Pathogens 5:2:e1000299. Shiao, S. H., S. Higgs, Z. Adelman, B. M. Christensen, S. H. Liu Shiao, S. H., S. Higgs, Z. Adelman, B. M. Christensen, S. H. Liu, and C. C. Chen. 2001. Effect of prophenoloxidase expression knockout on
the melanization of microfilariae in the mosquito Armigeres subalba-
tus. Insect Molecular Biology 10:315–321. Vezilier, J., A. Nicot, S. Gandon, and A. Rivero. 2012. Plasmodium infec-
tion decreases fecundity and increases survival of mosquitoes. Pro-
ceedings of the Royal Society of London, Series B: Biological Sciences
279:4033–4041. Vezilier, J., A. Nicot, S. Gandon, and A. Rivero. 2010. Insecticide resis-
tance and malaria transmission: infection rate and oocyst burden in
Culex pipiens mosquitoes infected with Plasmodium relictum. Malaria
Journal 9:1:379. Figure S2. Injection treatment and mosquito insecticide resistance
status effects on the control (g6pdh) gene expression. Box and whisker
plot of the median CT values (horizontal black bars) at which the control
g6pdh gene was found to reach its optimal fluorescence threshold after Vizioli, J., P. Bulet, J. A. Hoffmann, F. C. Kafatos, H. M. Muller, and G. Dimopoulos. 2001. Gambicin: a novel immune responsive antimicro- 508 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 © 2012 The Authors. Published by Blackwell Publishing Ltd 6 (2013) 497–509 no injection (NI), injection of physiological saline (Ringer), or injection
of lipopolysacharide (LPS). Boxes below and above the median indicate
the first and third quartiles, respectively. Dashed lines delimit 1.5 times
the interquartile range on both side of the box, above which individual
counts are considered outliers and marked as dots. (A–B) Mosquito
injection was found to slightly increase g6pdh expression by 0.41 0.15
cycles on average (F2,206 = 3.9521, P = 0.02 069) in the isogenic mos-
quito experiment only (F2,149 = 1.8983, P = 0.1534 for the field-caught
mosquito experiment). This marginal (albeit statistically significant) Insecticide resistance and mosquito immunity Insecticide resistance and mosquito immunity Vezilier et al. no injection (NI), injection of physiological saline (Ringer), or injection
of lipopolysacharide (LPS). Boxes below and above the median indicate
the first and third quartiles, respectively. Dashed lines delimit 1.5 times
the interquartile range on both side of the box, above which individual
counts are considered outliers and marked as dots. (A–B) Mosquito
injection was found to slightly increase g6pdh expression by 0.41 0.15
cycles on average (F2,206 = 3.9521, P = 0.02 069) in the isogenic mos-
quito experiment only (F2,149 = 1.8983, P = 0.1534 for the field-caught
mosquito experiment). This marginal (albeit statistically significant) 509
|
W4288278871.txt
|
https://zenodo.org/records/3762533/files/source.pdf
|
de
|
Neue und alte Stenus-Arten der abdominalis-Gruppe (Coleoptera, Staphylinidae) 363. Beitrag zur Kenntnis der Steninen
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,019
|
cc-by
| 5,223
|
/LQ]HUELRO%HLWU
1HXHXQGDOWHStenus$UWHQGHUabdominalis*UXSSH
&ROHRSWHUD6WDSK\OLQLGDH
%HLWUDJ]XU.HQQWQLVGHU6WHQLQHQ
9RONHU387+=
$ E V W U D F W 1HZDQGROGVSHFLHVRIWKHStenus abdominalis JURXS &ROHRSWHUD
6WDSK\OLQLGDH QHZ VSHFLHV DUH GHVFULEHG Stenus abactor QRYVS *XL]KRX
*XDQJ[L 6LFKXDQ <XQQDQ 9LHWQDP S. abarcens QRYVS 9LHWQDP S. abbreviator
QRYVS <XQQDQ S. abditivus QRYVS <XQQDQ S. abditus QRYVS 6LFKXDQ S.
abductus QRYVS 0\DQPDU 7KDLODQG S. abjugans QRYVS <XQQDQ S. abnormis
QRYVS <XQQDQ S. absconsor QRYVS 6LFKXDQ S. absimilisQRYVS <XQQDQ
. H \ Z R U G V &ROHRSWHUD 6WDSK\OLQLGDH 6WHQLQDH Stenus QHZ VSHFLHV &KLQD
9LHWQDP0\DQPDU
(LQOHLWXQJ
,Q GLHVHU $UEHLW EHKDQGOH LFK Stenus$UWHQ GHU abdominalis*UXSSH GLH PLU LQ GHQ
OHW]WHQ GUHLLJ -DKUHQ DXV YHUVFKLHGHQHQ 6DPPOXQJHQ DXV &KLQD XQG XPOLHJHQGHQ
/lQGHUQ YRUJHOHJW ZXUGHQ DEHU QRFK QLFKW SXEOL]LHUW ZRUGHQ VLQG (V KDW VLFK GDEHL
JH]HLJWGDVVGLH$XV]HLFKQXQJHQGHV0HWDVWHUQXPVGHU0lQQFKHQMHZHLOVEHVFKULHEHQ
ZHUGHQPVVHQZHLOKLHUVSH]LILVFKH8QWHUVFKLHGHlXHUOLFKVRQVWVHKUlKQOLFKHU$UWHQ
VLFKWEDUZHUGHQ$XFKLVWIUKHUGLH*HVWDOWGHU$XVVWOSKDNHQGHV$HGRHDJXV]XZHQLJ
EHDFKWHWZRUGHQ
'LH KLHU EHKDQGHOWHQ $UWHQ VLQG VLFK ]XP 7HLO lXHUOLFK XQG DXFK JHQLWDOLWHU DXHU
RUGHQWOLFK lKQOLFK ZLH GLH DEJHELOGHWHQ 'HWDLOV ]HLJHQ 0DQ PXVV GHVKDOE MHZHLOV DOOH
'HWDLOV]XVDPPHQEHUFNVLFKWLJHQXQGYHUJOHLFKHQ=XP9HUJOHLFKELOGHLFKKLHUDXFK
'HWDLOVGHUZHLWYHUEUHLWHWHQQDPHQJHEHQGHQ*UXSSHQDUWS. abdominalis)$89(/ $EE
XQGDQGHUHUlKQOLFKHU$UWHQGHU*UXSSHDE
8PGLH=XJHK|ULJNHLW]XUabdominalis*UXSSH]XVLJQDOLVLHUHQZlKOHLFKIUDOOHQHXHQ
$UWHQODWHLQLVFKH1DPHQGLHPLWGHP3UlIL[DEEHJLQQHQ
%HL GHQ %HVFKUHLEXQJHQ LVW ]X EHDFKWHQ GDVV GLH %UHLWH GHU 3DUDWHUJLWH MHZHLOV YRP
+RORW\SXVDQJHJHEHQZLUGDOVREHLGHQ0lQQFKHQJHULQJHUDOVEHLGHQ:HLEFKHQLVW
,Q =XVDPPHQKDQJ PLW GHU abdominalis*UXSSH P|FKWH LFK QRFK DXI ]ZHL 3XQNWH
KLQZHLVHQ D GDVV VLFK XQWHU Stenus bicolon 6+$53 P|JOLFKHUZHLVH ELVKHU QLFKW HU
NDQQWH$UWHQYHUEHUJHQ YJO$EE XQG E GDVVPLUDXV+DLQDQHLQHQRFKXQEH
VFKULHEHQH$UWEHNDQQWLVWYRQGHULFKQXUHLQLPPDWXUHV0lQQFKHQNHQQH $EE
0DWHULDOXQG0HWKRGHQ
'LH 8QWHUVXFKXQJ GHU .lIHU HUIROJWH PLWKLOIH HLQHV /HLW]%LQRNXODUV PLW 2NXODUPLNUR
PHWHUXQG PLW HLQHP &DUO=HLVV=HLFKHQPLNURVNRS)UGLHLQGHQ%HVFKUHLEXQJHQDQ
JHJHEHQHQ0HVVHLQKHLWHQJLOW( PP'LH9RUGHUN|USHUPDHJHEHQGLH/lQJH
YRP 9RUGHUUDQG GHU $XJHQ ELV ]XP +LQWHUUDQG GHU (O\WUHQ ZLHGHU 'LH *HQLWDOLHQ
ZXUGHQ LQ (XSDUDO HLQJHEHWWHW XQG LP 'XUFKOLFKW XQWHUVXFKW (LQH 'LJLWDO.DPHUD
1LNRQ&RROSL[ ZXUGHIUGLH)RWRVEHQXW]W
$01+$PHULFDQ0XVHXPRI1DWXUDO+LVWRU\1HZ<RUN
F.LVKLPRWR7RN\R8QLYHUVLW\RI$JULFXOWXUH 78$
&1&&DQDGLDQ1DWLRQDO&ROOHFWLRQ2WWDZD
F3FROO3XWK] LP6016
F3W]FROO3W] (LVHQKWWHQVWDGW
F6FKONHFROO6FKONH %HUOLQ
FROO6PHWDQD1DWLRQDO0XVHXPRI1DWXUHDQG6FLHQFH7RN\R
F:DWDQDEH7RN\R8QLYHUVLW\RI$JULFXOWXUH 78$
0+1*0XVpXPG¶+LVWRULH1DWXUHOOH*HQI
101671DWLRQDO0XVHXPRI1DWXUHDQG6FLHQFH7RN\R
6+186KDQJKDL1RUPDO8QLYHUVLW\
60166WDDWOLFKHV0XVHXPIU7LHUNXQGH6WXWWJDUW
78$7RN\R8QLYHUVLW\RI$JULFXOWXUH
=03=RRORJLVFKHV0XVHXP3UDJ
)ROJHQGH$ENU]XQJHQZHUGHQEHQXW]W'( DYHUDJHGLVWDQFHEHWZHHQH\HVPLWWOHUHU$XJHQDE
VWDQG (/ JUHDWHVW OHQJWK RI HO\WUD JU|WH (O\WUHQOlQJH (: JUHDWHVW ZLGWK RI HO\WUD JU|WH
(O\WUHQEUHLWH+7 KRORW\SH+RORW\SXV+: KHDGZLGWK.RSIEUHLWH/0 /lQJHGHU(O\WUHQ
PDNHOOHQJWKRIHO\WUDOVSRWLE LELGHP DWWKDWYHU\SODFH 3/ SURQRWDOOHQJWK3URQRWXPOlQJH
30 SURSRUWLRQDO PHDVXUHPHQWV XQLW PP 3URSRUWLRQVPDH 377 SDUDW\SHV
3DUDW\SXVHQ3: SURQRWDOZLGWK3URQRWXPEUHLWH6/ VXWXUDOOHQJWKRIHO\WUD1DKWOlQJHGHU
(O\WUHQ
Stenus absconsorQRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV Ƃ &+,1$ 6LFKXDQ -LXGLQJ 6KDQ &KDSLQJ
6KDQ *DQORQJ&KLP,;61RPXUDLQFROO:DWDQDEH 78$
% H V F K U H L E X Q J %UDFK\SWHU PlLJ JOlQ]HQG PLW 0HVVLQJVFKLPPHU .RSI
VFKZDU] UHVWOLFKHU .|USHU GXQNHO NDVWDQLHQEUDXQ (O\WUHQ PLW HLQHU JURHQ RUDQJHQHQ
0DNHOLQGHUKLQWHUHQ$XHQKlOIWHGLHVLFKYHUVFKPlOHUQG]XU6FKXOWHULQIRUWVHW]WXQG
YHUZDVFKHQ DXFK GHQ +LQWHUUDQG HUUHLFKW $EE 3XQNWLHUXQJ JURE ELV VHKU JURE
VHKUGLFKWDP 3URQRWXPXQGXPGLH(O\WUHQPDNHOQKHUXP DXFKUXJRV$EGRPHQYRUQ
]LHPOLFK JURE XQG ]LHPOLFK GLFKW KLQWHQ IHLQ XQG PlLJ GLFKW SXQNWLHUW %HERUVWXQJ
NXU] DQOLHJHQG 3DUDJORVVHQ NRQLVFK .LHIHUWDVWHU JHOE )KOHUEDVLV KHOOEUDXQ .HXOH
JHEUlXQW %HLQH KHOO U|WOLFKEUDXQ &O\SHXV VFKZDU] 2EHUOLSSH GXQNHOEUDXQ KHOOHU
JHVlXPWPlLJGLFKWEHERUVWHW$EGRPHQVHLWOLFKEUHLWJHUDQGHW7DUVHQJOLHGJHODSSW
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 8QEHNDQQW
: H L E F K H Q 6WHUQLWDP+LQWHUUDQGDEJHUXQGHWLQGHU0LWWHNDXPPHUNOLFKYRUJH]R
JHQ9DOYLIHUD $EE 7HUJLWDP+LQWHUUDQGDEJHUXQGHW6SHUPDWKHND $EE
,QIXQGLEXOXPEUHLWHWZDGUHLPDOVRODQJZLHEUHLWPLWWOHUHU6SHUPDWKHNHQJDQJ]ZHLPDO
JHZXQGHQEUHLWPLWVDFNI|UPLJHU$QVFKZHOOXQJYRUGHPHEHQIDOOVEUHLWHQ(QGVFKODXFK
.RSI VFKPlOHU DOV GLH (O\WUHQ 6WLUQ EUHLW PLW ]ZHL WLHIHQ /lQJVIXUFKHQ 0LWWHOWHLO VR
EUHLW ZLH MHGHV GHU 6HLWHQWHLOH NUlIWLJ HUKREHQ IDVW GLH +|KH GHU $XJHQLQQHQUlQGHU
HUUHLFKHQG 3XQNWLHUXQJ JURE XQG VHLWOLFK lXHUVW GLFKW DXI GHP 0LWWHOWHLO ZHQLJHU
JHGUlQJWPLWWOHUHU3XQNWGXUFKPHVVHUVRJURZLHGHUJU|WH4XHUVFKQLWWGHV)KOHU
JOLHGHV $EE )KOHU YHUJOHLFKVZHLVH NXU] ]XUFNJHOHJW QXU GHQ +LQWHUUDQG GHV
3URQRWXPVHUUHLFKHQGYRUOHW]WH*OLHGHUJXW HLQHLQKDOEPDOVRODQJZLHEUHLW3URQRWXP
ZHQLJ OlQJHU DOV EUHLW LQ GHU 0LWWH DP EUHLWHVWHQ YRQ GRUW VHLWOLFK QDFK YRUQ NRQLVFK
QDFKKLQWHQIODFKNRQNDYYHUHQJWGLH2EHUVHLWHLVWVHKUXQHEHQGHUPLWWOHUH/lQJVHLQ
GUXFNGLHLKQVHLWOLFKYRUQXQGKLQWHQEHJOHLWHQGHQ(LQGUFNHVRZLHHLQ6FKUlJHLQGUXFN
LQ PLWWOHUHU +|KH VLQG WLHI 3XQNWLHUXQJ6NXOSWXU JU|EHU DOV DXI GHU 6WLUQ YHUZRUUHQ
]XVDPPHQIOLHHQGPLWWOHUHU3XQNWGXUFKPHVVHUDEHUQXUPDQFKPDOGLH*U|HGHVDSLND
OHQ4XHUVFKQLWWVGHV)KOHUJOLHGHVHUUHLFKHQG $EE (O\WUHQWUDSH]RLGEUHLWHUDOV
ODQJ6FKXOWHUQVFKUlJ6HLWHQIODFKNRQYH[PlLJHUZHLWHUW+LQWHUUDQGWLHIDXVJHUDQGHW
1DKWHLQGUXFNODQJ6FKXOWHUHLQGUXFN]XU1DKWKLQXPELHJHQG/lQJVHLQGUXFNLPKLQWH
UHQ $XHQYLHUWHO ZHQLJ DXIIlOOLJ 3XQNWLHUXQJ VHKU JURE VHKU GLFKW PHLVW JHWUHQQW
PLWWOHUHU3XQNWGXUFKPHVVHUHWZDVRJURZLHGHUDSLNDOH4XHUVFKQLWWGHV)KOHUJOLH
GHV 3XQNW]ZLVFKHQUlXPH NOHLQHU DOV GLH 3XQNWUDGLHQ $EGRPHQ PLW EUHLWHQ LQ GHU
6DJLWWDOHQOLHJHQGHQ3DUDWHUJLWHQGLHMHQLJHQGHV7HUJLWVVREUHLWZLHGLH+LQWHUVFKLH
QHQLQLKUHPDSLNDOHQ'ULWWHO Ƃ GLFKWDXFKQHEHQHLQDQGHUSXQNWLHUWEDVDOH4XHUIXU
FKHQGHUYRUGHUHQ7HUJLWHZHQLJWLHI7HUJLWPLWVFKPDOHPDSLNDOHP+DXWVDXPYRUQ
LVWGLH3XQNWLHUXQJ]LHPOLFKJUREDEHUGHXWOLFKIHLQHUDOVDXIGHU6WLUQDXIGHP7HUJLW
VLQGGLH3XQNWHNOHLQHUDOVGHUEDVDOH4XHUVFKQLWWGHV)KOHUJOLHGHVLKUH$EVWlQGHJXW
VR JUR ZLH GLH 3XQNWH $EE %HLQH EHLP HLQ]LJHQ 6WFN XQYROOVWlQGLJ
7DUVHQJOLHGWLHIJHODSSW1XUGDV$EGRPHQLVWIODFKJHQHW]W
' L I I H U H Q ] L D O G L D J Q R V H 'LHVH QHXH $UW GHU abdominalis*UXSSH IlOOW
GXUFK LKUH ODQJHQ (O\WUHQPDNHO DXI 6LH XQWHUVFKHLGHW VLFK YRQ GHQ LKU GDULQ HWZD
lKQOLFKHQ $UWHQ GHU abdominalis*UXSSH H[NOXVLYH tuberifrons-.RPSOH[ VR YRQ S.
jenisi +520È'.$ 1HSDO GXUFK UREXVWHUH *HVWDOW XQG JDQ] DQGHUH 6H[XDOFKDUDNWHUH
YRQ S. luteotaeniatus 387+= ,QGLHQ GXUFK VFKPlOHUH (O\WUHQPDNHO XQG YLHO GLFKWHU
SXQNWLHUWHV $EGRPHQ YRQ S. longetaeniatus 0$,1'$ ,QGLHQ GXUFK VHLQH DQGHUV
JHIRUPWH(O\WUHQPDNHOYRQS. kleebergianus387+= 1HSDO GXUFKGLFKWHUUXJRVVNXOS
WLHUWHV3URQRWXPYRQS. ahi387+= 1HSDO GXUFKUREXVWHUH*HVWDOWXQGDQGHUVJHIRUPWH
(O\WUHQPDNHO YRQ S. agneya 387+= 1HSDO XQG S. amshumat 387+= 1HSDO GXUFK
JHULQJHUH*U|HXQGEUHLWHUHQ.RSIYRQDOOHQVRZHLWEHNDQQWGXUFKVHLQH6SHUPDWKH
ND
( W \ P R O R J L H 'HU 1DPH GLHVHU QHXHQ ELVKHU YHUERUJHQHQ $UW JHKW DXI GDV
ODWHLQLVFKH:RUWabsconsor GHU9HUEHUJHU]XUFN
Stenus abarcens QRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ XQG ƃ ƂƂ3DUDW\SHQ 9,(71$0 /DR
&DL SURY 3DVV NP 1: 6D 3D P Rµµµ1 Rµµµ( VHFRQGDU\ IRUHVW
9,,, 9 $VVLQJ F 3DUDW\SHQ Ƃ ZLH +7 9,,, LGHP ƂZLH
+7 LGHP E Ƃ LELGHP Rµµµ1 Rµµµ( P 9,,, LGHP
ƃ6D3DP;06DW{ƃƃ:1:6D3D7UDP7RQ3DVV)D6L3DQ
WUDLO FD P Rµµµ1 Rµµµ( 9, 9LHWQDP ([SHGLWLRQ
6FKLOOKDPPHU HW DO +7 XQG 377 LQ FROO $VVLQJ +DQQRYHU 377 DXFK LQ GHU (KLPH
8QLYHUVLW\LP1+0:XQGLQF3
% H V F K U H L E X Q J %UDFK\SWHU PlLJ JOlQ]HQG .RSI VFKZDU] UHVWOLFKHU .|USHU
VFKZDU] PLW OHLFKW EUlXQOLFKHP $QIOXJ MHGH (O\WUH PLW HLQHU RYDOHQ OHLFKW VFKUlJ
JHVWHOOWHQRUDQJHQHQ0DNHOLPKLQWHUHQ$XHQYLHUWHO $EE(//0
9RUGHUN|USHU JURE XQG GLFKW DEHU NDXP UXJRV SXQNWLHUWVNXOSWLHUW $EGRPHQ YRUQ
PlLJ JURE XQG ]LHPOLFK GLFKW KLQWHQ IHLQ XQG GLFKW SXQNWLHUW %HERUVWXQJ NXU]
DQOLHJHQG 3DUDJORVVHQ NRQLVFK XQG *OLHG GHU .LHIHUWDVWHU XQG )KOHUEDVLV
JHOEOLFK.LHIHUWDVWHUJOLHGXQG)KOHUNHXOHJHEUlXQW%HLQHKHOOEUDXQELVU|WOLFKEUDXQ
6FKHQNHOVSLW]HQ NDXP GXQNOHU &O\SHXV VFKZDU] 2EHUOLSSH GXQNHOEUDXQ KHOOHU
JHVlXPW]LHPOLFKGLFKWEHERUVWHW$EGRPHQDXIIlOOLJJHZ|OEWYROOVWlQGLJPLWVFKPDOHQ
3DUDWHUJLWHQYHUVHKHQ7DUVHQJOLHGJHODSSW
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q %HLQHHLQIDFK0HWDVWHUQXPZHQLJHLQJHGUFNWVHKUGLFKW]XU0LWWHOOLQLH
KLQ GLFKWHU ZHUGHQG PlLJ JURE ELV PlLJ IHLQ DXI JODWWHP *UXQG SXQNWLHUW XQG
EHERUVWHW $EE 9RUGHUVWHUQLWH HLQIDFK 6WHUQLW PLW ODQJHP IODFKHP 0LWWHOHLQ
GUXFNGDULQIHLQXQGVHKUGLFKWSXQNWLHUWXQGEHERUVWHW+LQWHUUDQGVHKUIODFKDXVJHUDQ
GHW 6WHUQLW PLW UXQGHU $XVUDQGXQJ HWZD LP KLQWHUHQ $FKWHO GHV 6WHUQLWV 6WHUQLW
DSLNRODWHUDOPLWODQJHP=DKQDSLNRPHGLDQPLWGHXWOLFKYRUJH]RJHQHQ=lKQFKHQ $EE
7HUJLWDP+LQWHUUDQGDEJHUXQGHW$SLNDOSDUWLHGHV0HGLDQOREXV $EE VHLW
OLFK QDFK IODFKNRQNDYHP %RJHQ LQ HLQH VHKU EUHLW DEJHUXQGHWH 6SLW]H YHUHQJW YHQWUDO
PLW PHKUHUHQ 6LQQHVERUVWHQ LP ,QQHUQ ZHUGHQ HLQH NUlIWLJH $XVVWOSVSDQJH VRZLH HLQ
GQQWXELJHU ,QQHQVDFN GHXWOLFK 3DUDPHUHQ YLHO OlQJHU DOV GHU 0HGLDQOREXV LQ LKUHU
6SLW]HQKlOIWHODQJO|IIHOI|UPLJHUZHLWHUWXQGGDVHOEVWPLWHWZD%RUVWHQ
: H L E F K H Q 6WHUQLW]XU+LQWHUUDQGPLWWHIODFKVWXPSIZLQNOLJYHUHQJW9DOYLIHU $EE
7HUJLWZLHEHLP0lQQFKHQ6SHUPDWKHND $EE ,QIXQGLEXOXPVFKODQNHWZD
VHFKVPDOVRODQJZLHEUHLWPLWWOHUHU6SHUPDWKHNHQJDQJ]ZHLPDOJHZXQGHQXQGVDFNI|U
PLJHUZHLWHUW(QGVFKODXFKNXU]EUHLWDEJHVHW]W
.RSIZHQLJEUHLWHUDOVGLH(O\WUHQ6WLUQPlLJEUHLWPLW]ZHLGHXWOLFKHQ/lQJVIXUFKHQ
0LWWHOWHLOHWZDVREUHLWZLHMHGHVGHU6HLWHQWHLOHUXQGOLFKHUKREHQDEHUQLFKWGLH+|KH
GHU $XJHQLQQHQUlQGHU HUUHLFKHQG 3XQNWLHUXQJ JURE XQG VHKU GLFKW PLWWOHUHU 3XQNW
GXUFKPHVVHU VR JUR ZLH GHU JU|WH 4XHUVFKQLWW GHV )KOHUJOLHGHV 3XQNW
]ZLVFKHQUlXPHDXFKDP0LWWHOWHLONOHLQHUDOVGLH3XQNWUDGLHQ $EE )KOHUVFKODQN
]XUFNJHOHJW PLW PLQGHVWHQV LKUHQ OHW]WHQ EHLGHQ *OLHGHUQ GHQ +LQWHUUDQG GHV 3URQR
WXPV EHUUDJHQG YRUOHW]WH *OLHGHU JXW GRSSHOW VR ODQJ ZLH EUHLW 3URQRWXP GHXWOLFK
OlQJHU DOV EUHLW NXU] KLQWHU GHU 0LWWH DP EUHLWHVWHQ YRQ GRUW VHLWOLFK QDFK YRUQ ]XHUVW
NRQLVFKYRUQGDQQOHLFKWNRQNDY ZHJHQ4XHUHLQGUXFNV YHUHQJWKLQWHQNUlIWLJNRQNDY
HLQJH]RJHQ GLH 2EHUVHLWH LVW VHKU XQHEHQ QHEHQ HLQHP WLHIHQ YRUQ XQG KLQWHQ ZHLW
aDEJHNU]WHQ0LWWHOHLQGUXFNZHUGHQYRUQXQGKLQWHQMHGHUVHLWVYRQLKPZHLWHUHNXU]H
(LQGUFNH GHXWOLFK GHU VHLWOLFKH 4XHUHLQGUXFN LQ PLWWOHUHU +|KH LVW WLHI 3XQNWLH
UXQJ6NXOSWXUJXWVRJUREZLHDXIGHU6WLUQDEHUXQRUGHQWOLFKHUVHKUGLFKWQHEHQGHU
0LWWHOIXUFKH OlQJV ]XVDPPHQIOLHHQG $EE (O\WUHQ VFKZDFK WUDSH]RLG HWZDV
OlQJHUDOVEUHLW6FKXOWHUQPlLJVFKUlJ6HLWHQODQJJHUDGHVFKZDFKHUZHLWHUW+LQWHU
UDQG VHKU WLHI DXVJHUDQGHW 1DKWHLQGUXFN ODQJ 6FKXOWHUHLQGUXFN QDFK LQQHQ PLW GHP
1DKWHLQGUXFN ]XVDPPHQIOLHHQG HLQ ODQJHU VFKPDOHU /lQJVHLQGUXFN LP KLQWHUHQ
$XHQYLHUWHO GHXWOLFK 3XQNWLHUXQJ JU|EHU DOV DP 3URQRWXP GLFKW ELV VHKU GLFKW DEHU
NDXP ]XVDPPHQIOLHHQG PLWWOHUHU 3XQNWGXUFKPHVVHU HWZD VR JUR ZLH GHU DSLNDOH
4XHUVFKQLWWGHV)KOHUJOLHGHV3XQNW]ZLVFKHQUlXPHPHLVWNOHLQHUDOVGLH3XQNWUDGLHQ
$EE $EGRPHQVWDUNJHZ|OEW3DUDWHUJLWHYHQWUDGJHULFKWHWVFKPDOGLHMHQLJHQGHV
7HUJLWV VR EUHLW ZLH GDV )KOHUJOLHG ORFNHU ELV GLFKW HLQUHLKLJ SXQNWLHUW EDVDOH
4XHUIXUFKHQ GHU YRUGHUHQ 7HUJLWH PlLJ WLHI 7HUJLW PLW GHXWOLFKHP DSLNDOHP +DXW
VDXPYRUQLVWGLH3XQNWLHUXQJZHQLJJUREGHXWOLFKZHQLJHUJUREDOVQHEHQGHQ$XJHQ
DXI GHP 7HUJLW VLQG GLH 3XQNWH VR JUR ZLH GHU EDVDOH 4XHUVFKQLWW GHV )KOHU
JOLHGHV LKUH $EVWlQGH NOHLQHU DOV GLH 3XQNWH GDV 7HUJLW LVW IHLQ XQG GLFKW SXQNWLHUW
$EE $QGHQVFKODQNHQ%HLQHQVLQGGLH+LQWHUWDUVHQ]ZHL'ULWWHOVFKLHQHQODQJLKU
*OLHG LVW GHXWOLFK OlQJHU DO GLH EHLGHQ IROJHQGHQ *OLHGHU ]XVDPPHQJHQRPPHQ YLHO
OlQJHU DOV GDV .ODXHQJOLHG GDV *OLHG LVW WLHI JHODSSW 'DV $EGRPHQ LVW GHXWOLFK
JHQHW]W1HW]XQJVVSXUHQVLQGDXFKDXIGHQ(O\WUHQXQGDXIGHU6WLUQ]XVHKHQ
' L I I H U H Q ] L D O G L D J Q R V H 'LHVHQHXH$UWJHK|UWLQGLHabdominalis*UXSSH
,Q LKU IlOOW VLH GXUFK LKU VWDUN JHZ|OEWHV VFKPDO JHUDQGHWHV $EGRPHQ XQG GXUFK LKUH
6H[XDOFKDUDNWHUHDXI
( W \ P R O R J L H 'HU 1DPH GLHVHU QHXHQ $UW JHKW DXI GDV ODWHLQLVFKH :RUW
abarcens DEJHVRQGHUW]XUFN
Stenus abditivus QRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ XQG ƃ3DUDW\SXV &+,1$ <XQQDQ
%DRVKDQ ;LDQ *DROLJRQJ 0WV %DLKXD /LQJ P ; 6 8pQR 3DUDW\SHQ ƃ
ƂƂLELGHPP;61RPXUDƃƃƂƂ7HQJFKRQJ;LDQ*DROLJRQJ0WV
'DEHLP;68pQRƂ:SDVVNP6(7HQJFKRQJPRµµµ1
Rµµµ( GHYDVWHG SULPDU\ GHFLGXRXV IRUHVW IURP YHJHWDWLRQ 9,,, 0 6FKONH
&+E +7XQG377LQFROO:DWDQDEH 78$ 377DXFKLQFROO6FKONHXQGLQF3
% H V F K U H L E X Q J %UDFK\SWHU VFKZDFK JOlQ]HQG PLW 0HVVLQJVFKLPPHU .RSI
VFKZDU]UHVWOLFKHU.|USHUPLW%UDXQDQIOXJ(O\WUHQPLWHLQHUJURHQRYDOHQVFKUlJJH
VWHOOWHQ2UDQJHPDNHOLPKLQWHUHQ$XHQYLHUWHO $EE(//0
9RUGHUN|USHU JURE XQG VHKU GLFKW VHOWHQ OHLFKW ]XVDPPHQIOLHHQG SXQNWLHUWVNXOSWLHUW
$EGRPHQYRUQHWZDVZHQLJHUJUREDOVDXIGHU6WLUQXQGGHXWOLFKZHQLJHUGLFKWDOVGRUW
SXQNWLHUW KLQWHQ IHLQ XQG GLFKW SXQNWLHUW %HERUVWXQJ NXU] DQOLHJHQG 3DUDJORVVHQ
NRQLVFK.LHIHUWDVWHUXQG)KOHUEDVLVJHOEOLFK)KOHUNHXOHJHEUlXQW%HLQHKHOOU|WOLFK
EUDXQ &O\SHXV VFKZDU] 2EHUOLSSH GXQNHOEUDXQ KHOOHU JHVlXPW ]LHPOLFK GLFKW EH
ERUVWHW$EGRPHQVHLWOLFK]LHPOLFKEUHLWJHUDQGHW7DUVHQJOLHGJHODSSW
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 0LWWHOVFKLHQHQ PLW NOHLQHP $SLNDO]DKQ +LQWHUVFKLHQHQ PLW GHXWOLFKHP
3UlDSLNDO]DKQ GLHVHU HWZD XP GLH /lQJH GHV +LQWHUWDUVHQJOLHGHV YRQ GHU 6FKLHQHQ
VSLW]HHQWIHUQW0HWDVWHUQXPWLHIHLQJHGUFNWPLWVFKDUIHPVLFKEHUGLHJHVDPWH/lQJH
HUVWUHFNHQGHQ 0LWWHONLHO3XQNWLHUXQJXQG%HERUVWXQJ PlLJJUREXQG PlLJGLFKWDXI
VFKZDFK JHQHW]WHP JOlQ]HQGHP *UXQG $EE 9RUGHUVWHUQLWH HLQIDFK 6WHUQLW LQ
GHUKLQWHUHQ0LWWHEUHLWDEJHIODFKW6WHUQLWLQGHUKLQWHUHQ0LWWHPLWNRQLVFKYHUHQJ
WHPGHXWOLFKHQ(LQGUXFNGHVVHQ6HLWHQVFKDUIJHNLHOWXQGVSLW]EHUGHQ6WHUQLWKLQWHU
UDQGYRUVSULQJHQ $EE (LQGUXFNSXQNWLHUXQJVHKUIHLQXQGPlLJGLFKW+LQWHUUDQG
PLW]LHPOLFKWLHIHUUXQGHU$XVUDQGXQJ6WHUQLWPLWEUHLWHUUXQGHU$XVUDQGXQJHWZDLP
KLQWHUHQ 6LHEWHO GHV 6WHUQLWV 6WHUQLW DSLNRODWHUDO PLW ODQJHP =DKQ DSLNRPHGLDQ
JOHLFKPlLJ JHVlJW $EE 7HUJLW DP +LQWHUUDQG DEJHUXQGHW $SLNDOSDUWLH GHV
0HGLDQOREXV $EE QDFKVHLWOLFKNRQNDYHP%RJHQLQHLQHEUHLWDEJHUXQGHWH6SLW]H
YHUHQJW YHQWUDO PLW ]DKOUHLFKHQ 6LQQHVERUVWHQ LP ,QQHUQ ZHUGHQ HLQH JURH ODQJH
$XVVWOSVSDQJH VRZLH HLQ EUHLWWXELJHU ,QQHQVDFN GHXWOLFK 3DUDPHUHQ OlQJHU DOV GHU
0HGLDQOREXV EUHLW LQ GHU 9RUGHUKlOIWH ODQJ O|IIHOI|UPLJ HUZHLWHUW PLW ]DKOUHLFKHQ
%RUVWHQ
: H L E F K H Q 6WHUQLW ]XU +LQWHUUDQGPLWWH VWXPSIZLQNOLJ YHUHQJW 9DOYLIHU $EE
7HUJLWZLHEHLP0lQQFKHQ6SHUPDWKHND $EE ,QIXQGLEXOXPEUHLWHWZDGUHL
PDO VR ODQJ ZLH EUHLW PLWWOHUHU 6SHUPDWKHNHQJDQJ ]ZHLPDO JHZXQGHQ ]XP 7HLO VWDUN
HUZHLWHUWYRUGHPDEJHVHW]WHQEUHLWHQ(QGVWFNUXQGOLFKDEJHVHW]W
.RSIHWZDVVFKPlOHUDOVGLH(O\WUHQ6WLUQEUHLWPLW]ZHLEUHLWHQ/lQJVIXUFKHQ0LWWHLO
WHLO GR EUHLW ZLH MHGHV GHU 6HLWHQWHLOH IODFKUXQG HUKREHQ XQWHUKDOE GHV 1LYHDXV GHU
$XJHQLQQHQUlQGHUOLHJHQG3XQNWLHUXQJJURE XQG VHKUGLFKWQXUDP 0LWWHOWHLOZHQLJHU
JHGUlQJWPLWWOHUHU3XQNWGXUFKPHVVHUVRJURZLHGLHDSLNDOH4XHUVFKQLWWGHV)KOHU
JOLHGHV3XQNW]ZLVFKHQUlXPHYLHONOHLQHUDOVGLH3XQNWUDGLHQ $EE )KOHUVFKODQN
]XUFNJHOHJWPLWLKUHQ]ZHLOHW]WHQ*OLHGHUQGHQ+LQWHUUDQGGHV3URQRWXPVEHUUDJHQG
YRUOHW]WH*OLHGHUJXWGRSSHOWVRODQJZLHEUHLW3URQRWXPGHXWOLFKOlQJHUDOVEUHLWNQDSS
KLQWHU GHU 0LWWH DP EUHLWHVWHQ YRQ GRUW QDFK YRUQ IODFKNRQYH[ IDVW NRQLVFK YHUHQJW
QDFK KLQWHQ PlLJ NRQNDY HLQJHVFKQUW GLH (LQGUFNH GHU 2EHUVHLWH VLQG YHUJOHLFKV
ZHLVH IODFK GLH 3XQNWLHUXQJ LVW JU|EHU DOV DXI GHU 6WLUQ VHKU GLFKW PLWWOHUHU 3XQNW
GXUFKPHVVHU HWZD VR JUR ZLH GHU DSLNDOH 4XHUVFKQLWW GHV )KOHUJOLHGHV 3XQNW
]ZLVFKHQUlXPHNOHLQHUDOVGLH3XQNWUDGLHQ $EE (O\WUHQODQJWUDSH]RLG6FKXOWHUQ
VFKUlJ 6HLWHQ ODQJJHUDGH HUZHLWHUW +LQWHUUDQG EUHLW DXVJHUDQGHW (LQGUFNH IODFK
3XQNWLHUXQJQLFKWJU|EHUDOVGLHMHQLJHDP3URQRWXPHEHQIDOOVVHKUGLFKW $EE
$EGRPHQPLW]LHPOLFKEUHLWHQLQGHU6DJLWWDOHQOLHJHQGHQ3DUDWHUJLWHQGLHMHQLJHQGHV
7HUJLWV VR EUHLW ZLH GLH +LQWHUVFKLHQHQ LQ LKUHP EDVDOHQ 'ULWWHO JURE XQG VHKU GLFKW
HLQUHLKLJ SXQNWLHUW EDVDOH 4XHUIXUFKHQ GHU HUVWHQ 7HUJLWH PlLJ WLHI 7HUJLW PLW
VFKPDOHP DSLNDOHP +DXWVDXP 3XQNWLHUXQJ YRUQ JURE XQG GLFKW GLH 3XQNWH GHV
7HUJLWVVLQGJXWVRJURZLHGHUPLWWOHUH4XHUVFKQLWWGHV)KOHUJOLHGHVLKUH$EVWlQGH
ZHQLJ NOHLQHU DOV GLH 3XQNWUDGLHQ QDFK KLQWHQ ZLUG GLH 3XQNWLHUXQJ HWZDV IHLQHU DXI
GHP7HUJLWVLQGGLH3XQNWHNOHLQHUDOVGHUEDVDOH4XHUVFKQLWWGHV)KOHUJOLHGHVGLH
3XQNW]ZLVFKHQUlXPH IDVW VR JUR ZLH GLH 3XQNWH $EE %HLQH GQQ +LQWHUWDUVHQ
HWZDVLHEHQ=HKQWHOVFKLHQHQODQJLKU*OLHGGHXWOLFKOlQJHUDOVGLHEHLGHQIROJHQGHQ
*OLHGHU]XVDPPHQJHQRPPHQYLHOOlQJHUDOVGDV.ODXHQJOLHG*OLHGWLHIJHODSSW'DV
$EGRPHQLVWVHKUIODFKJHQHW]WGHU9RUGHUN|USHU]HLJWDOOHQIDOOV1HW]XQJVVSXUHQ
' L I I H U H Q ] L D O G L D J Q R V H 'LHVH QHXH $UW GHU abdominalis*UXSSH IlOOW
GXUFKLKUHYHUJOHLFKVZHLVHODQJHQ(O\WUHQPLWJURHU0DNHOYRUDOOHPDEHUGXUFKLKUH
6H[XDOFKDUDNWHUHDXI
( W \ P R O R J L H 'HU 1DPH GLHVHU QHXHQ $UW JHKW DXI GDV ODWHLQLVFKH :RUW
abditivus HQWIHUQW]XUFN
Stenus abductusQRYVS $EE
Stenus biplagiatus528*(0217387+=
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ 0<$10$5 7DXQJJL ,9 * GH
5RXJHPRQW 3DUDW\SHQ ƃƃ ƂƂ LELGHP ,,, 9 9
, , ,,, ,,, ,,,LGHP ƃ 6KDQ 6WDWH FD NP 1 $XQJEDQ
R 1 R ( aP 99, 0%6 ' 7+$,/$1' ƃƃ ƂƂ
&KLDQJ0DL3URY'RL3XL,,,,,,LGHP+7XQG377LQFROOGH5RXJHPRQW
2[IRUG 377LQ1+0:XQGLQF3
% H V F K U H L E X Q J 0DNURSWHU VFKZDFK VFKLPPHUQG VFKZDU] (O\WUHQ PLW HLQHU
RYDOHQRUDQJHQHQ0DNHOLQGHUKLQWHUHQ$XHQKlOIWH $EE(//0a 9RUGHU
N|USHU JURE ELV VHKU JURE VHKU GLFKW DP 3URQRWXP DXFK VHOWHQ NXU]UXJRV SXQN
WLHUWVNXOSWLHUW $EE $EGRPHQYRQYRUQELVKLQWHQVHKUGLFKWYRUQJUREKLQWHQ
QRFK]LHPOLFKJURESXQNWLHUW 7HUJLW$EE %HERUVWXQJNXU]DQOLHJHQG3DUDJORV
VHQNRQLVFKXQG*OLHGGHU.LHIHUWDVWHUXQG)KOHUEDVLVU|WOLFKJHOE.LHIHUWDVWHU
JOLHGXQG)KOHUNHXOHJHEUlXQW%HLQHU|WOLFKJHOE6FKHQNHO]XU6SLW]HOHLFKWYHUGXQNHOW
&O\SHXV VFKZDU] 2EHUOLSSH EUDXQVFKZDU] GQQ EHERUVWHW $EGRPHQ VHLWOLFK EUHLW
JHUDQGHW7DUVHQJOLHGWLHIJHODSSW
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 0LWWHOVFKLHQHQ PLW NOHLQHP $SLNDOGRUQ +LQWHUVFKLHQHQ PLW NUlIWLJHP
3UlDSLNDOGRUQ0HWDVWHUQXPEUHLWXQGWLHIHLQJHGUFNWPHGLDQIHLQXQGlXHUVWGLFKW]X
GHQ 6HLWHQ JU|EHU XQG ZHQLJHU GLFKW SXQNWLHUW XQG EHERUVWHW $EE 9RUGHUVWHUQLWH
HLQIDFK 6WHUQLW LQ GHU +LQWHUKlOIWH PLW WLHIHP 0LWWHOHLQGUXFN GLHVHU VHLWOLFK NLHOI|U
PLJJHUDQGHWGLH.LHOHGHXWOLFKEHUGHQ+LQWHUUDQGGHV6WHUQLWVYRUVSULQJHQG+LQWHU
UDQGUXQGDXVJHUDQGHW(LQGUXFNSXQNWLHUXQJIHLQXQG]LHPOLFKGLFKW $EE 6WHUQLW
PLW UXQGHU $XVUDQGXQJ HWZD LP KLQWHUHQ $FKWHO GHV 6WHUQLWV 6WHUQLW PLW ODQJHP
$SLNRODWHUDO]DKQ DSLNRPHGLDQ IHLQ JHVlJW 7HUJLW DP +LQWHUUDQG DEJHUXQGHW
$SLNDOSDUWLH GHV 0HGLDQOREXV $EE VSLW]ZLQNOLJ YHUHQJW $XVVWOSKDNHQ GQQ
XQGHXWOLFK YHUEXQGHQ 3DUDPHUHQ EUHLW GHQ 0HGLDQOREXV GHXWOLFK EHUUDJHQG LQ LKUHU
9RUGHUKlOIWHO|IIHOI|UPLJHUZHLWHUWPLW]DKOUHLFKHQ%RUVWHQ
: H L E F K H Q 6WHUQLW ]XU +LQWHUUDQGPLWWH UXQGOLFK YRUJH]RJHQ 9DOYLIHU DSLNRODWHUDO
VSLW]7HUJLWZLHEHLP0lQQFKHQ6SHUPDWKHND $EE ,QIXQGLEXOXPHWZDIQI
PDOVRODQJZLHEUHLWPLWWOHUHU6SHUPDWKHNHQJDQJ]ZHLPDOJHZXQGHQ(QGVFKODXFKNU
]HUDOVGHUPLWWOHUH6SHUPDWKHNHQJDQJ
' L I I H U H Q ] L D O G L D J Q R V H 'LHVHQHXH$UWGHUabdominalis-*UXSSHLVWELVKHU
PLW S. biplagiatus 387+= YHUZHFKVHOW ZRUGHQ VLH OlVVW VLFK YRQ LKP EHL 'RUVDODQVLFKW
NDXP XQWHUVFKHLGHQ QXU GDV 7HUJLW LVW HWZDV ZHQLJHU JURE XQG HWZDV ZHQLJHU GLFKW
SXQNWLHUW'LH6H[XDOFKDUDNWHUHGHU0lQQFKHQHUODXEHQMHGRFKHLQHNODUH7UHQQXQJEHL
S. biplagiatus VLQG GLH 0LWWHOVFKLHQHQ HLQIDFK QXU GLH +LQWHUVFKLHQHQ WUDJHQ HLQHQ
3UlDSLNDOGRUQ GDV 0HWDVWHUQXP LVW DEJHIODFKW XQG YRU GHQ +LQWHUKIWHQ HWZDV QLHGHU
JGUFNW ZHQLJ JURE lXHUVW GLFKW SXQNWLHUW XQG EHERUVWHW LQ GHU KLQWHUHQ 0LWWH PLW
HLQHP GLFKW EHERUVWHWHQ HUKREHQHQ 0LWWHONLHO YHUVHKHQ $EE GDULQ GHP S.
languor/%(1,&.lKQOLFK 'HU0HGLDQOREXVLVWYRUQVFKODQNHUVSLW]HUXQGEHVLW]WHLQH
YRUQ8I|UPLJDXVJHUDQGHWH$XVVWOSVSDQJH $EE 'LH6SHUPDWKHNHQEHLGHU$UWHQ
]HLJHQNHLQHVLJQLILNDQWHQ8QWHUVFKLHGH±9RQS. languor/%(1,&.XQWHUVFKHLGHWVLFK
GLHQHXH$UWXQWHUDQGHUHPGXUFKJU|HUH(O\WUHQPDNHOXQGZHQLJHUGHXWOLFKEHGRUQWH
0LWWHOVFKLHQHQ GLHVH WUDJHQ EHL S. languor HLQHQ VWDUNHQ 3UlDSLNDO]DKQ VRZLH GXUFK
GHQ$HGRHDJXV YJO$EE
8PGLH$UWEHUHFKWLJXQJGLHVHUQHXHQ$UWIHVW]XVWHOOHQPXVVWHLFKGHQ+RORW\SXVGHVS.
biplagiatusQRFKHLQPDOXQWHUVXFKHQYRUDOOHPGHVZHJHQZHLOLFKEHLPHLQHU%HVFKUHL
EXQJYRUIDVW-DKUHQGDV0HWDVWHUQXPQLFKWEHUFNVLFKWLJWKDWWH9RQS. biplagiatus
NHQQH LFK DXHU GHP +7 ELVKHU QXU QRFK IROJHQGH 6WFNH ƃƃ ƂƂ 0<$10$5
0DQGDOD\ 5HJLRQ 0RJRN 7RZQVKLS 6 3DXOLQ YLOO 0W 7DXQJ 0DH FD P FD
R¶¶¶1R¶¶¶(96FKLOOKDPPHUHWDO 0%6
'LHIROJHQGHQ:HLEFKHQNDQQLFKNHLQHUGHUEHLGHQKLHUEHKDQGHOWHQ$UWHQVLFKHU]XRUG
QHQ9,(71$0Ƃ7DP'DR3HUURW 0XVHXP3DULV /$26Ƃ&KDPSDVDNSURY
%RODYHQ3ODWHDX0XDQJ3D[RQJ%DQ7KRQJYD\PR¶1¶(
GLVWXUEHG SULPDU\ UDLQIRUHVW 9, 6RORGRYQLNRY 3HGHUVHQ 0XVHXP
.RSHQKDJHQ 0$/$<6,$ Ƃ .DODQWDQ NP 1( 7DQDK 5DWD 7DQDK .HUDMDHQ
P,9&HFKRYVN\ FROO6QlOO &+,1$Ƃ:6LFKXDQ<D¶DQ3UHI
7LDQTDQ &R -LDMLQ 6KDQ 7DO REHUKDOE /DEDKH 1 5 6W NP : <D¶DQ R¶1
R¶(P9,,06FKONH FROO6FKONH%HUOLQ
( W \ P R O R J L H 'HU 1DPH GLHVHU QHXHQ $UW EH]LHKW VLFK DXI GDV ODWHLQLVFKH :RUW
abductus DEJHVRQGHUW
Stenus abbreviatorQRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV Ƃ &+,1$ <XQQDQ /LQFDQJ 3UHI /DRELH
6KDQ:HL%R6KDQSDVVR¶¶¶1R¶¶¶(PFUHHNYDOOH\GHYDVWHGVHFRQGDU\
GHFLGXRXVIRUHVWOLWWHU PRVV,;06FKONH &+ LQFROO6FKONH %HUOLQ
% H V F K U H L E X Q J %UDFK\SWHU VFKZDFK JOlQ]HQG VFKZDU] MHGH (O\WUH PLW HLQHU
JURHQRYDOHQJHOEOLFKHQ0DNHOLQGHUKLQWHUHQ$XHQKlOIWH $EE(//0|
9RUGHUN|USHU JURE ELV VHKU JURE VHKU GLFKW DP 3URQRWXP XQG XP GLH (O\WUHQPDNHOQ
KHUXP DXFK OHLFKW ]XVDPPHQIOLHHQG SXQNWLHUWVNXOSWLHUW $EE $EGRPHQ YRUQ
JUREXQGGLFKWKLQWHQPlLJIHLQXQGGLFKWSXQNWLHUW 7HUJLW$EE 3DUDJORVVHQ
NRQLVFK .LHIHUWDVWHU )KOHUEDVLV XQG %HLQH JHOEOLFK ELV KHOOEUDXQ )KOHUNHXOH XQG
6FKHQNHOVSLW]HQGXQNOHU&O\SHXVVFKZDU]2EHUOLSSHGXQNHOEUDXQKHOOHUJHVlXPWGQQ
EHERUVWHW $EGRPHQ VHLWOLFK EUHLW JHUDQGHW 3DUDWHUJLWH LQ GHU 6DJLWWDOHQ OLHJHQG JURE
XQG GLFKW HLQUHLKLJ SXQNWLHUW 7DUVHQJOLHG WLHI JHODSSW 1XU GDV $EGRPHQ LVW IODFK
JHQHW]W
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 8QEHNDQQW
: H L E F K H Q 6WHUQLW ]XU +LQWHUUDQGPLWWH VWXPSIZLQNOLJ YHUHQJW 9DOYLIHU $EE
7HUJLWDP+LQWHUUDQGDEJHUXQGHW6SHUPDWKHND $EE ,QIXQGLEXOXPJXWYLHUPDO
VR ODQJ ZLH EUHLW PLWWOHUHU 6SHUPDWKHNHQJDQJ ]ZHLPDO JHZXQGHQ DXIJHEOlKW lKQOLFK
ZLHEHLS. abductusQRYVS
' L I I H U H Q ] L D O G L D J Q R V H 'LHVH QHXH $UW GHU abdominalis*UXSSH IlOOW
GXUFKLKUHYHUJOHLFKVZHLVHNXU]HQ(O\WUHQDXI9RQS. absconsorQRYVS PLWHEHQIDOOV
NXU]HQ(O\WUHQ XQWHUVFKHLGHWVLHVLFKOHLFKWGXUFKLKUHGHXWOLFKDEJHVHW]WH(O\WUHQPDNHO
IHKOHQGHQ 0HVVLQJVFKLPPHU XQG GLFKWHU SXQNWLHUWHV $EGRPHQ YRQ S. abactor QRYVS
GXUFKWUDSH]RLGH(O\WUHQXQGJU|EHUSXQNWLHUWHV7HUJLW
( W \ P R O R J L H 'HU 1DPH GLHVHU QHXHQ $UW EH]LHKW VLFK DXI LKUH NXU]HQ (O\WUHQ
XQGGHQODWHLQLVFKHQ%HJULIIabbreviator GHU$ENU]HU
Stenus abditus QRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ XQG Ƃ3DUDW\SXV &+,1$ 6LFKXDQ
4XLQJFKHQJ 6KDQ 1: &KHQJGX R¶1 R¶( P 9 ' :UDVH
3DUDW\SHQ ƃƃ Ƃ 4LQJFKHQJ 6KDQ :HQMLDQJ 'LVWU 'XMLDQJ\XDQ &R NP 1:
&KHQJGX P %DFKUHVW :DOGXIHU 9, 0 6FKONH $ 3W] ƃ 4XLQJFKHQJ
6KDQ *XDQ[LDQ &R NP 1: &KHQJGX R1 R¶( P 9, $ 3W]
ƃ ƂƂ (PHL 6KDQ :DQQLDQ P ,,, : 6FKDZDOOHU ƃ (PHL 6KDQ
4LQJTLQ7HPSOHPR¶1R¶(EDPERRJURRYHEHKLQGKRWHOUXGHUDOKDELWDWV
9,-+iMHN -5ĤåLþND+7XQG377LQFROO6FKONH %HUOLQ 377DXFKLQFROO
3W] (LVHQKWWHQVWDGW LP6016LP=03XQGLQF3
% H V F K U H L E X Q J 0DNURSWHUVFKZDFKJOlQ]HQGVFKZDU]MHGH(O\WUHPLWHLQHP
RYDOHQRUDQJHQHQ)OHFNLQGHUKLQWHUHQ$XHQKlOIWH $EE(//0
9RUGHUN|USHUJUREELVVHKUJUREVHKUGLFKWDP3URQRWXPDXFK]XVDPPHQIOLHHQGSXQN
WLHUWVNXOSWLHUW $EE $EGRPHQYRQYRUQELVKLQWHQVHKUGLFKWYRUQ]LHPOLFKJURE
KLQWHQZHQLJIHLQSXQNWLHUW 7HUJLW$EE %HERUVWXQJNXU]DQOLHJHQG3DUDJORVVHQ
NRQLVFKXQG*OLHGGHU.LHIHUWDVWHUVRZLHGLH)KOHUEDVLVJHOEOLFKELVKHOOEUDXQ
*OLHG GHU .LHIHUWDVWHU XQG )KOHUNHXOH JHEUlXQW %HLQH KHOOEUDXQ DSLNDOHV 6FKHQNHO
GULWWHO JHEUlXQW &O\SHXV VFKZDU] 2EHUOLSSH EUDXQVFKZDU] GQQ EHERUVWHW $EGRPHQ
VHLWOLFK]LHPOLFKEUHLWJHUDQGHW3DUDWHUJLWHLQGHU6DJLWWDOHQOLHJHQG7DUVHQJOLHGWLHI
JHODSSW$EGRPHQGHXWOLFKJHQHW]W9RUGHUN|USHUQXUPLW1HW]XQJVVSXUHQ
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 0LWWHOVFKLHQHQ HLQIDFK +LQWHUVFKLHQHQ PLW ZLQ]LJHP 3UlDSLNDOGRUQ GHU
DXFKIHKOHQNDQQ 0HWDVWHUQXPEUHLWZHQLJWLHIHLQJHGUFNW]XUJXWSXQNWEUHLWJHJOlW
WHWHQ0LWWHOOLQLH]LHPOLFKJUREVHKUGLFKW]XU0LWWHKLQGLFKWHUZHUGHQGDXIVHKUIODFK
JHQHW]WHP*UXQGSXQNWLHUWXQGEHERUVWHW $EE 9RUGHUVWHUQLWHHLQIDFK6WHUQLWPLW
ODQJHPIODFKHP0LWWHOHLQGUXFNGDULQPlLJIHLQXQGPlLJGLFKWSXQNWLHUWXQGEHERU
VWHW +LQWHUUDQG lXHUVW IODFK DXVJHUDQGHW 6WHUQLW PLW UXQGHU $XVUDQGXQJ HWZD LP
KLQWHUHQ=HKQWHOGHV6WHUQLWV6WHUQLWDSLNRODWHUDOPLWODQJHP=DKQDSLNRPHGLDQPLW
]ZHL PHKU RGHU ZHQLJHU JHVlJWHQ YRUVSULQJHQGHQ =lKQFKHQ $EE 7HUJLW DP
+LQWHUUDQG DEJHUXQGHW $SLNDOSDUWLH GHV 0HGLDQOREXV $EE VSLW]ZLQNOLJ LQ HLQH
EUHLW DEJHUXQGHWH 6SLW]H YHUHQJW YHQWUDO PLW HLQLJHQ VHKU NXU]HQ 6LQQHVERUVWHQ LP
,QQHUQ ZHUGHQ HLQH ODQJH $XVVWOSVSDQJH VRZLH HLQ EUHLWWXELJHU ,QQHQVDFN GHXWOLFK
3DUDPHUHQ OlQJHU DOV GHU 0HGLDQOREXV LP 6SLW]HQGULWWHO O|IIHOI|UPLJ HUZHLWHUW PLW
]DKOUHLFKHQ%RUVWHQ
: H L E F K H Q 6WHUQLW ]XU EUHLW DEJHUXQGHWHQ +LQWHUUDQGPLWWH UXQGOLFK ELV VWXPSI
ZLQNOLJ YHUHQJW 9DOYLIHU PLW ODQJHP $SLNRODWHUDO]DKQ LQQHQ PLW YRUVSULQJHQGHP
NU]HUHP =DKQ $EE 7HUJLW ZLH EHLP 0lQQFKHQ 6SHUPDWKHND $EE
,QIXQGLEXOXPNXU]XQGEUHLWPLWWOHUHU6SHUPDWKHNHQJDQJ]ZHLPDOJHZXQGHQYRUGHP
DEJHVHW]WHQ(QGVFKODXFKNXU]HUZHLWHUW
' L I I H U H Q ] L D O G L D J Q R V H 'LHVH QHXH $UW GHU abdominalis-*UXSSH IlOOW
GXUFKLKUHYHUJOHLFKVZHLVHJUREHXQGELVKLQWHQVHKUGLFKWH$EGRPLQDOSXQNWLHUXQJDXI
6LHLVWYRQS. abactorQRYVSlXHUOLFKQXUGXUFKGLH*HVWDOWLKUHV6WHUQXPVVLFKHU]X
WUHQQHQ $HGRHDJXV XQG 6SHUPDWKHND VLQG QLFKW VLFKHU ]X XQWHUVFKHLGHQ 'LH QHXH $UW
LVWDXFKGHPS. languor/%HQLFNVHKUlKQOLFKLKUH(O\WUHQPDNHOLVWMHGRFKJU|HUGDV
0lQQFKHQ EHVLW]W NHLQHQ VWDUNHQ 3UlDSLNDO]DKQ DQ GHQ 0LWWHOVFKLHQHQ XQG VHLQ 0HWD
VWHUQXPLVWLQGHUKLQWHUHQ0LWWHQLHGHUJHGUFNW ]HLJWGRUWDOVRNHLQHQGLFKWEHERUVWHWHQ
+|FNHU
( W \ P R O R J L H 'HU 1DPH GLHVHU QHXHQ $UW EH]LHKW VLFK DXI GDV ODWHLQLVFKH :RUW
abditus JHWUHQQW
Stenus abactorQRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ XQGƃƃƂ3DUDW\SHQ&+,1$*XL]KRX
/LER ;LDQ <DVKDQJ ;LDQJ *XLEHLVKDQ P ,; 7XOOJUHQ 7 .LVKLPRWR
3DUDW\SHQ Ƃ 6LFKXDQ :HQFKXDQ ;LDQ :RORQ P ,; 6 1RPXUD Ƃ
6LFKXDQ QU -LXORQJJRX QHDU 'D\L NP : &KHQJGX 9, 9,, =G -LQGUD ƃ
Ƃ <XQQDQ %DRVKDQ 3UHI NP 6( 7HQJFKRQJ P R¶µµ1 Rµµµ(
GHYDVWHG SULPDU\ GHFLGXRXV IRUHVW 9, ' :UDVH $ 3W] ƃ : *XDQJ[L
'LGLQJP-5)HOORZHV9,(71$0ƃ+DWLQK3URY5D{$QNP:+XDQJ6RQ
URXWHNP61XzF6{WYLOODJHPR¶1R¶(OLWWHUQHDUVWUHDP,9
/ +HUPDQ ƃ 4XDQJ %LQK 3URY 6: RI &KDOR QHDU /DRV ERUGHU P R¶1
R¶1,9LGHP+7XQG377LQFROO.LVKLPRWR 78$ 377DXFKLQFROO
:DWDQDEH 78$ LQFROO6FKONH %HUOLQ FROO3W] (LVHQKWWHQVWDGW FROOGH5RXJHPRQW
2[IRUG FROO6PHWDQD 10167 LP$01+XQGLQF3
% H V F K U H L E X Q J .XU]GLDJQRVHZLHEHLS. abditusQRYVS9JOD$EE
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q :LH EHL S. abditus GDV 6WHUQLW DEHU PLW NU]HUHQ $SLNRODWHUDO]lKQHQ
XQGDSLNRPHGLDQHLQIDFKJHVlJW $EE $SLNDOSDUWLHGHV0HGLDQOREXVHWZDVVSLW]HU
$EE
: H L E F K H Q :LH EHL S. abditus GLH *HVWDOW GHV 9DOYLIHUV DEHU YHUVFKLHGHQ DSLNRPH
GLDQHLQIDFKJHVlJW
9 D U L D E L O L W l W 'LH $SLNDOSDUWLH GHV 0HGLDQOREXV GHV 3DUDW\SXV YRQ 'LGLQJ LVW ZHQLJ
VWlUNHUDEJHUXQGHWDOVGLHGHV+7lKQHOWGDULQHKHUGHUGHVS. abditus0HWDVWHUQXPXQG
6WHUQXP $EE ODVVHQ VLFK DEHU GHXWOLFK YRQ GHQHQ GHU JHQDQQWHQ $UW
XQWHUVFKHLGHQZHVKDOELFKGLHVHV6WFN]XS. abactorVWHOOH
' L I I H U H Q ] L D O G L D J Q R V H 'LHVHQHXH$UWGHUabdominalis*UXSSHOlVVWVLFK
YRQS. abditusQRYVSQXUGXUFKGLH*HVWDOWLKUHV6WHUQXPVVLFKHUWUHQQHQ
( W \ P R O R J L H 'HU 1DPH EH]LHKW VLFK DXI GDV ODWHLQLVFKH :RUW abactor GHU
:HJWUHLEHU
Stenus abjugansQRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ XQGƃƃ3DUDW\SHQ&+,1$<XQQDQHQY
6KDQ]KL-L]X6KDQP9,DORQJWKHSDWKWRWKHVXPPLWR¶1
R¶( VLIWHG GHWULWXV DQG OHDYHV LQ GHQVH PL[HG IRUHVW ZLWK GRPLQDQW Quercus
Pinus DQG Rhododendron QHDU VWUHDP - +iMHN - 5ĤåLþND 3DUDW\SHQ ƃƃ <XQQDQ
%DRVKDQ 3URY *DROLJDQJ 6KDQ ( SDVV NP 6( 7HQJFKRQJ P
R¶¶¶1R¶¶¶( SDVWXUH LQ SULPDU\ GHFLGXRXV IRUHVW 9,,, ' : :UDVH
ƃƃ ƂƂ -L]X 6KDQ SDWK WR FDEOH FDU NP 1( 'DOL P R¶1 R¶(
PL[HGIRUHVW,;06FKONH'::UDVH Ƃ-X]X6KDQ9,-HQLã+7
XQG377LQFROO6FKONH %HUOLQ 377LP1+0:LQGHU6+18XQGLQF3
% H V F K U H L E X Q J %UDFK\SWHU PlLJ JOlQ]HQG VFKZDU] MHGH (O\WUH PLW HLQHU
RYDOHQ RUDQJHQHQ 0DNHO LQ GHU KLQWHUHQ $XHQKlOIWH $EE (/ /0
9RUGHUN|USHUJUREELVVHKUJURESXQNWLHUWDP3URQRWXPDXFKOHLFKW]XVDPPHQ
IOLHHQG $EE $EGRPHQ VHKU GLFKW DEHU QLFKW VR JHGUlQJW ZLH EHL S. abactor
YRUQ JURE KLQWHQ ]LHPOLFK IHLQ SXQNWLHUW 7HUJLW $EE %HERUVWXQJ NXU] DQOLH
JHQG3DUDJORVVHQNRQLVFKXQG*OLHGGHU.LHIHUWDVWHUXQG)KOHUEDVLVJHOEOLFK
.LHIHUWDVWHUJOLHGXQG)KOHUNHXOHJHEUlXQW%HLQHKHOOEUDXQELVU|WOLFKJHOE6FKHQNHOLP
6SLW]HQGULWWHOHWZDVGXQNOHU&O\SHXVVFKZDU]2EHUOLSSHEUDXQVFKZDU]KHOOHUJHVlXPW
PlLJ GLFKW EHERUVWHW $EGRPHQ VHLWOLFK EUHLW JHUDQGHW 3DUDWHUJLWH LQ GHU 6DJLWWDOHQ
OLHJHQG GLHMHQLJHQ GHV 7HUJLWV HWZD VR EUHLW ZLH GLH +LQWHUVFKLHQHQ LQ LKUHU 0LWWH
JURE VHKU GLFKW DXFK GRSSHOW SXQNWLHUW 7DUVHQJOLHG WLHI JHODSSW 'DV $EGRPHQ LVW
VHKUIODFKJHQHW]WGHU9RUGHUN|USHULVWQHW]XQJVIUHL
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q :LHEHLS. abditusQRYVS0HWDVWHUQXPPHGLDQQXUOHLFKWDEJHIODFKWYRQ
DXHQQDFKLQQHQJUREELVPlLJIHLQGLFKWHUZHUGHQGSXQNWLHUWXQGEHERUVWHW0LWWHO
OLQLHVHKUGQQQLFKWJHJOlWWHW $EE 9RUGHUVWHUQLWHHLQIDFKPLWVFKPDOHP VFKPl
OHUDOVEHLS. abditus ZHQLJWLHIHP0LWWHOHLQGUXFNLQGHQKLQWHUHQ]ZHL'ULWWHOQ+LQWHU
UDQGVHKUIODFKDXVJHUDQGHW6WHUQLWPLWUXQGHU$XVUDQGXQJHWZDLPKLQWHUHQ=Z|OIWHO
GHV6WHUQLWV6WHUQLWPLWODQJHP$SLNRODWHUDO]DKQDSLNRPHGLDQIHLQJHVlJW $EE
7HUJLW DP +LQWHUUDQG DEJHUXQGHW $SLNDOSDUWLH GHV 0HGLDQOREXV $EE VSLW]
ZLQNOLJLQHLQHPlLJEUHLWDEJHUXQGHWH6SLW]HYHUHQJWYHQWUDOPLW]DKOUHLFKHQ6LQQHV
ERUVWHQLP,QQHUQZHUGHQHLQHNUlIWLJH$XVVWOSVSDQJHVRZLHHLQEUHLWWXELJHU,QQHQVDFN
GHXWOLFK 3DUDPHUHQ EUHLW ODSSLJ YLHO OlQJHU DOV GHU 0HGLDQOREXV PLW ]DKOUHLFKHQ
%RUVWHQ
: H L E F K H Q 6WHUQLWDP+LQWHUUDQGDEJHUXQGHWLQGHU0LWWHNDXPPHUNOLFKYRUJH]R
JHQ9DOYLIHUDSLNRODWHUDOPLWODQJHP=DKQ7HUJLWZLHEHLP0lQQFKHQ6SHUPDWKH
ND $EE ,QIXQGLEXOXP HWZD IQIPDO VR ODQJ ZLH EUHLW PLWWOHUHU 6SHUPDWKHNHQ
JDQJ]ZHLPDOJHZXQGHQYRUGHP(QGVFKODXFKHWZDVDQJHVFKZROOHQ
' L I I H U H Q ] L D O G L D J Q R V H 'LHVH QHXH $UW GHU abdominalis-*UXSSH IlOOW
GXUFK LKUH WUDSH]RLGHQ VFKPDOHQ (O\WUHQ XQG GXUFK LKUH JUREH VHKU GLFKWH DEHU QLFKW
JHGUlQJWH$EGRPLQDOSXQNWLHUXQJVRZLHGXUFKLKUH6H[XDOFKDUDNWHUHDXIGLH3DUDPHUHQ
VLQGVFKRQLQLKUHU%DVDOKlOIWHYHUEUHLWHUW
( W \ P R O R J L H 'HU1DPHLVWYRQGHPODWHLQLVFKHQ:RUWabjugans HQWIHUQHQG
JHQRPPHQ
Stenus absimilisQRYVS $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV ƃ XQGƃƃƂ3DUDW\SHQ&+,1$<XQQDQ
11( 3LQJELDQ P Rµµµ1 Rµµµ( VXEWURSLFDO EURDGOHDYHG IRUHVW
9,,, 0 6FKONH &+ 9 $VVLQJ 3DUDW\SHQ ƃƃ ƂƂ LELGHP P
R¶¶¶1 R¶¶¶( SULPDU\ VXEWURSLFDO EURDGOHDYHG IRUHVW 9,,, 0
6FKONH &+ $VVLQJ ƃƃ ƂƂ LELGHP 9,,, 6FKONH &$ $VVLQJ
+7XQG377LQF6FKONH %HUOLQ 377DXFKLQF$VVLQJXQGLQF3
% H V F K U H L E X Q J %UDFK\SWHU VFKZDFK VFKLPPHUQG VFKZDU] MHGH (O\WUH PLW
HLQHURYDOHQRUDQJHQHQ0DNHOLQGHUKLQWHUHQ$XHQKlOIWH $EE(//0
9RUGHUN|USHU JURE ELV VHKU JURE DEHU NDXP UXJRV SXQNWLHUW $EE
$EGRPHQ YRQ YRUQ ELV KLQWHQ VHKU GLFKW JURE YRUQ $EE ELV PlLJ IHLQ KLQWHQ
SXQNWLHUW 7HUJLW$EE %HERUVWXQJNXU]DQOLHJHQG3DUDJORVVHQNRQLVFKXQG
*OLHG GHU .LHIHUWDVWHU JHOEOLFK ELV KHOOEUDXQ .LHIHUWDVWHUJOLHG XQG )KOHUNHXOH
JHEUlXQW %HLQH KHOOEUDXQ 6FKHQNHO ]XU 6SLW]H NDXP GXQNOHU &O\SHXV VFKZDU] 2EHU
OLSSH VFKZDU]EUDXQ KHOOHU JHVlXPW PlLJ GLFKW EHERUVWHW $EGRPHQ VHLWOLFK ]LHPOLFK
EUHLW JHUDQGHW 3DUDWHUJLWH LQ GHU 6DJLWWDOHQ OLHJHQG JURE XQG GLFKW SXQNWLHUW
7DUVHQJOLHGWLHIJHODSSW'DV$EGRPHQXQGGLH(O\WUHQVLQGVHKUIODFKJHQHW]W
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 0LWWHOVFKLHQHQ HLQIDFK +LQWHUVFKLHQHQ PLW VHKU NOHLQHP 3UlDSLNDOGRUQ
0HWDVWHUQXPEUHLWDEJHIODFKWJUREXQGGLFKWDXIJHQHW]WHP*UXQGSXQNWLHUWXQGEHERUV
WHW0LWWHOOLQLHVFKPDOSXQNWIUHLJDQ]KLQWHQNLHOI|UPLJHUKREHQ $EE 9RUGHUVWHU
QLWH HLQIDFK 6WHUQLW LQ GHU KLQWHUHQ 0LWWH VFKPDO DEJHIODFKW EH]LHKXQJVZHLVH VHKU
IODFK HLQJHGUFNW XQG GDVHOEVW NDXP GLFKWHU DOV DQ GHQ 6HLWHQ SXQNWLHUW XQG EHERUVWHW
+LQWHUUDQGNDXPHUNHQQEDUDXVJHUDQGHW6WHUQLWPLWUXQGHU$XVUDQGXQJHWZDLPKLQ
WHUHQ (OIWHO GHV 6WHUQLWV 6WHUQLW DSLNRODWHUDO PLW ODQJHP =DKQ DSLNRPHGLDQ JHVlJW
$EE 7HUJLW DP +LQWHUUDQG DEJHUXQGHW $SLNDOSDUWLH GHV 0HGLDQOREXV
ODQ]HWWI|UPLJYHQWUDOPLW]DKOUHLKHQ6LQQHVERUVWHQLP,QQHUQZHUGHQHLQHVHKUVFKPDOH
$XVVWOSVSDQJHVRZLHHLQEUHLWWXELJHU,QQHQVDFNVHLWOLFK3DUDPHUHQIDVWVRODQJZLHGHU
0HGLDQOREXVEUHLWPLWHWZDNXU]HQ%RUVWHQ
: H L E F K H Q 6WHUQLW]XUOHLFKWYRUJH]RJHQHQ+LQWHUUDQGPLWWHVWXPSIZLQNOLJYHUHQJW
9DOYLIHU 7HUJLW ZLH EHLP 0lQQFKHQ 6SHUPDWKHND $EE ,QIXQGLEXOXP HWZD
YLHUPDOVRODQJZLHEUHLWPLWWOHUHU6SHUPDWKHNHQJDQJ]ZHLPDOJHZXQGHQXQGYRUGHP
(QGVFKODXFKNXU]VDFNI|UPLJHUZHLWHUW
' L I I H U H Q ] L D O G L D J Q R V H 'LHVHQHXH$UWGHUabdominalis-*UXSSHOlVVWVLFK
DPEHVWHQDQKDQGLKUHU6H[XDOFKDUDNWHUHHUNHQQHQ'LH*HVWDOWGHU$XVVWOSVSDQJHGHV
0HGLDQOREXVHULQQHUWDQGLHMHQLJHGHVS. peraffinis)$89(/ $EE bXHUOLFKlKQHOW
VLHPHKUHUHQ$UWHQPLWHWZDUHFKWHFNLJHQ(O\WUHQXQGPLWVHKUGLFKWSXQNWLHUWHP$EGR
PHQVRDXFKGHPS. lopchuensis&$0(521 GHUMHGRFKHLQHQJDQ]DQGHUHQ$HGRHDJXV
EHVLW]W$EE
( W \ P R O R J L H 'HU 1DPH LVW YRQ GHP ODWHLQLVFKHQ :RUW absimilis XQlKQOLFK
JHQRPPHQ
Stenus abnormis 387+= $EE
0 D W H U L D O X Q W H U V X F K W +RORW\SXV Ƃ &+,1$ <XQQDQ /LQFDQJ 3UHI /DRELH
6KDQ:HL%R6KDQSDVVPR¶¶¶1R¶¶¶(FUHHOYDOOH\GHYDVWHGVHFRQGDU\
GHFLGXRXVIRUHVW,;06FKONH &+ LQFROO6FKONH %HUOLQ
% H V F K U H L E X Q J %UDFK\SWHUPlLJJOlQ]HQGVFKZDU](O\WUHQPLWHLQHUJURHQ
RYDOHQRUDQJHQHQ0DNHOLQGHUKLQWHUHQ$XHQKlOIWH $EE(//0 9RUGHU
N|USHU JURE ELV VHKU JURE DP 3URQRWXP LQ GHU 8PJHEXQJ GHU (O\WUHQPDNHOQ DXFK
]XVDPPHQIOLHHQGSXQNWLHUWVNXOSWLHUW $EE $EGRPHQYRUQJUREXQGGLFKWDEHU
QLFKW JHGUlQJW KLQWHQ PlLJ IHLQ XQG GLFKW SXQNWLHUW 7HUJLW $EE %HERUVWXQJ
NXU]DQOLHJHQG3DUDJORVVHQNRQLVFKXQG*OLHGGHU.LHIHUWDVWHUVRZLHGLH)KOHU
EDVLVJHOEOLFK.LHIHUWDVWHUJOLHGXQG)KOHUNHXOHJHEUlXQW%HLQHKHOOEUDXQ6FKHQNHO
]XU6SLW]HHWZDVGXQNOHU&O\SHXVVFKZDU]2EHUOLSSHGXQNHOEUDXQKHOOHUJHVlXPWGQQ
EHERUVWHW $EGRPHQ VHLWOLFK EUHLW JHUDQGHW 3DUDWHUJLWH LQ GHU 6DJLWWDOHQ OLHJHQG VHKU
GLFKWDXFKQHEHQHLQDQGHUSXQNWLHUW7DUVHQJOLHGWLHIJHODSSW$EGRPHQIODFKJHQHW]W
9RUGHUN|USHUQHW]XQJVIUHL
/lQJHPP 9RUGHUN|USHUOlQJHPP
30GHV+7+:'(3:3/(:(/6/
0 l Q Q F K H Q 8QEHNDQQW
: H L E F K H Q 6WHUQLWDP+LQWHUUDQGDEJHUXQGHWLQGHU0LWWHNDXPYRUJH]RJHQ9DOYL
IHU $EE 7HUJLWDP+LQWHUUDQGDEJHUXQGHW6SHUPDWKHND $EE ,QIXQGLEXOXP
NXU]GRSSHOWVRODQJZLHEUHLWPLWWOHUHU6SHUPDWKHNHQJDQJVDFNI|UPLJDQJHVFKZROOHQ
(QGVFKODXFKNXU]DEJHVHW]W
' L I I H U H Q ] L D O G L D J Q R V H 'LHVH QHXH $UW GHU abdominalis*UXSSH IlOOW
GXUFK LKUH YHUJOHLFKVZHLVH VFKPDOHQ WUDSH]RLGHQ (O\WUHQ XQG LKUH 6SHUPDWKHND DXI
GHUHQ%DXYRQGHQ6SHUPDWKHNHQGHUPHLVWHQ$UWHQLKUHU*UXSSHDEZHLFKW6HKUlKQOLFK
LVW VLH lXHUOLFK GHP S. cham 387+= DXV 9LHWQDP LKU 7HUJLW LVW MHGRFK JU|EHU XQG
GLFKWHUSXQNWLHUWGLH6SHUPDWKHNDJDQ]DQGHUV YJO$EE
( W \ P R O R J L H 'HU 1DPH EH]LHKW VLFK DXI LKUH YRP *URV LKUHU 1DKYHUZDQGWHQ
DEZHLFKHQGJHEDXWH6SHUPDWKHND /DWabnormis DEZHLFKHQG
Stenus bicolon6+$53XQGS. bicolon posticus)$89(/ $EE
Stenus bicolon6+$53387+=
Stenus posticus)$89(/
Stenus bicolon posticus387+=
% H PH U N X Q J 'LHVH ZHLW YHUEUHLWHWH $UW ]HLJW YHUVFKLHGHQH 8PULVVH GHV YRUGHUHQ
0HGLDQOREXVXQGDXFKGLH$XVVWOSVSDQJHYRQ6WFNHQDXV7DLZDQVFKHLQWVLFKYRQGHU
GHU)HVWODQGVWFNH]XXQWHUVFKHLGHQ YJOGLH$EE 'LH6XEVSH]LHVS. abdominalis
posticusLVWDEHUOHLFKWDQGHUYRUGHUHQ$XVUDQGXQJGHV0HGLDQOREXV]XHUNHQQHQ $EE
=XVDPPHQIDVVXQJ
,Q GLHVHU $UEHLW ZHUGHQ QHXH Stenus$UWHQ GHU abdominalis*UXSSH DXV &KLQD EHVFKULHEHQ
Stenus abactor QRYVS *XL]KRX *XDQJ[L 6LFKXDQ <XQQDQ 9LHWQDP S. abarcens QRYVS
9LHWQDP S. abbreviator QRYVS <XQQDQ S. abditivus QRYVS <XQQDQ S. abditus QRYVS
6LFKXDQ S. abductus QRYVS 0\DQPDU 7KDLODQG S. abjugans QRYVS <XQQDQ S. abnormis
QRYVS <XQQDQ S. absconsor QRYVS 6LFKXDQ S. absimilisQRYVS <XQQDQ
'DQNVDJXQJ
$OOHQ.ROOHJHQXQG,QVWLWXWLRQHQGLHPLWLKUHP0DWHULDO]XGLHVHU$UEHLWEHLJHWUDJHQKDEHQP|FK
WHLFKKHU]OLFKIULKU9HUWUDXHQGDQNHQHUZlKQHQP|FKWHLFKGLHVPDODXFKGLH.ROOHJHQ:DWDQDEH
XQG.LVKLPRWR0HLQEHVRQGHUHU'DQNJLOWZLHGHUDXFKPHLQHP)UHXQG/LDQJ7DQJ 6KDQJKDL IU
%HUDWXQJXQGZHUWYROOH+LQZHLVH
/LWHUDWXU
0$,1'$ 7 9LHU QHXH RULHQWDOLVFKH $UWHQ YRQ Stenus /$75(,//( &ROHRSWHUD
6WDSK\OLQLGDH ²(QWRPRORJLVFKH=HLWVFKULIW6FKZDQIHOG
387+= 9 2Q 6RPH (DVW 3DOHDUFWLF 6WHQL 3DUWLFXODUO\ IURP -DSDQ &ROHRSWHUD
6WDSK\OLQLGDH &RQWULEXWLRQWRWKH.QRZOHGJHRI6WHQLQDH²(QWRPRORJLFDO5HYLHZ
RI-DSDQ
387+= 9 5HYLVLRQGHU)$89(/VFKHQStenus$UWHQH[NOXVLYHPDGDJDVVLVFKH$UWHQ
%HLWUDJ ]XU .HQQWQLV GHU 6WHQLQHQ ² %XOOHWLQ GH O¶,QVWLWXW UR\DO GHV 6FLHQFHV
QDWXUHOOHVGH%HOJLTXH SS
387+= 9 :HLWHUHRULHQWDOLVFKHStenus$UWHQDXVGHP1DWXUKLVWRULVFKHQ0XVHXP]X
%DVHO&ROHRSWHUD6WDSK\OLQLGDH %HLWUDJ]XU.HQQWQLVGHU6WHQLQHQ ² (QWRPROR
JLFD%DVLOLHQVLD
387+= 9 7ZR1HZStenus6SHFLHV &ROHRSWHUD6WDSK\OLQLGDH IURP<XQQDQ VW
&RQWULEXWLRQWRWKH.QRZOHGJHRI6WHQLQDH ²6SHFLDO%XOOHWLQRIWKH-DSDQHVH6RFLHW\RI
&ROHRSWHURORJ\7RN\R
387+=9 hEHUVLFKWEHUGLHRULHQWDOLVFKHQ$UWHQGHU*DWWXQJStenus/$75(,//(
&ROHRSWHUD6WDSK\OLQLGDH ²/LQ]HUELRORJLVFKH%HLWUlJH
387+= 9 1HXH $UWHQ GHU *DWWXQJ Stenus /$75(,//( DXV 1HSDO 'HU
.RPSOH[ GHV Stenus luteolunatus 387+= LP +LPDOD\D ,QVHFWD &ROHRSWHUD
6WDSK\OLQLGDH %HLWUDJ ]XU .HQQWQLV GHU 6WHQLQHQ ² ,Q +$570$11 0 %$5&/$<
0 -:(,3(57%LRGLYHUVLWlWXQG1DWXUDXVVWDWWXQJLP+LPDOD\D9,
387+= 9 hEHUQHXHXQGDOWHDVLDWLVFKHStenus$UWHQ &ROHRSWHUD6WDSK\OLQLGDH ²
0LWWHLOXQJHQGHVLQWHUQDWLRQDOHQHQWRPRORJLVFKHQ9HUHLQV)UDQNIXUWDP0DLQ
528*(0217 *0 '( 1HZ DQG OLWWOH NQRZQ 6WHQLQDH IURP %XUPD &ROHRSWHUD
6WDSK\OLQLGDH ²$QQDOLGHO0XVHR&LYLFRGL6WRULD1DWXUDOHGL*HQRYD
528*(0217 *0 '( 0RUH 6WHQLQH %HHWOHV IURP 7KDLODQG &ROHRSWHUD
6WDSK\OLQLGDH ²1DWXUDO+LVWRU\%XOOHWLQRIWKH6LDP6RFLHW\
$QVFKULIWGHV9HUIDVVHUV
'U9RONHU387+=
%XUJPXVHXP6FKOLW]1DWXUZLVVHQVFKDIWOLFKH$EWHLOXQJ
9RUGHUEXUJ
'6FKOLW]'HXWVFKODQG
(0DLO6WHQXV3XWK]#WRQOLQHGH
$EE .|SIH XQG 3URQRWHQ YRQ Stenus abactor QRYVS 37 'LGLQJ S. abarcens
QRYVS +7 S. abbreviator QRYVS +7 S. abditivus QRYVS +7 S. abditus
QRYVS +7 S. abductusQRYVS +7 S. abjugansQRYVS +7 S. abnormisQRYVS
+7 S. absconsorQRYVS +7 S. absimilisQRYVS +7
$EE3URQRWHQ 7HUJLW XQG6WHUQLW YRQStenus
abductus QRYVS +7 S. abjugans QRYVS +7 S. abnormis QRYVS +7
S. absconsor QRYVS +7 S. absimilis QRYVS +7 S. abactor QRYVS 37 S.
abarcens QRYVS +7 S. abbreviator QRYVS +7 S. abditivus QRYVS +7 S.
abditus QRYVS +7 S. abdominalis )$89(/ 3KRQJVDO\
$EE OLQNH (O\WUH YRQ S. abactor QRYVS 377 'LGLQJ 9LHWQDP S. abarcens
QRYVS +7 S. abbreviator QRYVS +7 S. spec. +DLQDQ S. abditivus QRYVS 37
+7 abditus QRYVS +7 S. abdominalis )$89(/ 3DUDOHNWRW\SXV S. biplagiatus
387+= +7 S. abjugans QRYVS 37 S. abnormisQRYVS +7 S. absconsorQRYVS
+7 S. absimilisQRYVS +7 S. abductus +7
$EE7HUJLW 6WHUQLW 0HWDVWHUQXP VFKUlJJHNLSSW 7HUJLWH
XQG YRQStenus abnormis QRYVS +7 S. cham 387+= 37 S. absconsor QRYVS
+7 S. absimilis QRYVS +7 S. abductus +7 S. abactorQRYVS 37
S. abarcens QRYVS +7 S. abditivus QRYVS 37 S. abditus QRYVS 37 S.
abdominalis )$89(/ 3KRQJVDO\ S. biplagiatus 387+= +7 S. abjugansQRYVS 37
$EE +LQWHUH 3DUWLH GHV 6WHUQLWV E]Z GHV 9DOYLIHUVGHU 9DOYLIHUD $SLNDOSDUWLH
GHV0HGLDQOREXV YRQStenus abactor QRYVS 377 S. abbreviator QRYVS +7
S. abditus QRYVS 37 +7 S. abarcens QRYVS 37 S. abditivus
QRYVS +7 37 S. abjugans QRYVS 37 S. abnormis QRYVS +7 S.
absconsor QRYVS +7 S. absimilisQRYVS +7 0DVWDE PP
$EE $SLNDOSDUWLH GHV 0HGLDQOREXV YRQ Stenus abdominalis )$89(/ 3KRQJVDO\ S.
biplagiatus 387+= +7 S. lopchuensis&$0(521 5XE\0LQHV S. abjugans QRYVS +7
S. peraffinis )$89(/ 0\DQPDU S. absimilis QRYVS +7 S. languor / %(1,&.
.DVKPLU S. abductus QRYVS +7 S. bicolon bicolon 6+$53 3/7 7DLZDQ
7KDLODQG <XQQDQ S. bicolon posticus %(51+$8(5 /DRV -DYD /RPERN
0DVWDE PP
$EE 6SHUPDWKHNHQ YRQ Stenus abarcens QRYVS 37 S. abbreviator QRYVS
+7 S. abditivus QRYVS 37 6( 7HQJFKRQJ S. abditus QRYVS 37 (PHL 6KDQ
S. abdominalis )$89(/ 3KRQJVDO\ S. biplagiatus 387+= 0RJRN S. abductus
QRYVS 37 S. abjugans QRYVS 37 S. cham 387+= 37 S. abnormis QRYVS
+7 S.absconsorQRYVS +7 S. absimilisQRYVS 37
|
|
https://openalex.org/W4292536540
|
https://zenodo.org/records/7013561/files/ICHA_38.pdf
|
English
| null |
Assessing the accuracy of Visible Infrared Imaging Radiometer (VIIRS) and MultiUltrahigh Resolution (MUR) Sea-Surface Temperature products for inclusion of a model to forecast blooms of Alexandrium catenella in south-central Alaska
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,022
|
cc-by
| 1,614
|
Assessing the accuracy of Visible Infrared
Imaging Radiometer (VIIRS) and MultiUltra-
high Resolution (MUR) Sea-Surface Temperature
products for inclusion of a model to forecast
blooms of Alexandrium catenella in south-central
Alaska Timothy T. Wynne1, Steven R. Kibler2, Alexandria Sabo2,3, Kaytee Pokrzywinski 1 National Ocean and Atmosphere Administration, National Centers for Coastal Ocean Sciences,
HAB Forecasting Branch, 1305 East-West Highway, Silver Spring, MD 20910, U.S.A; 2 National
Ocean and Atmosphere Administration, National Centers for Coastal Ocean Sciences, HAB
Forecasting Branch, 101 Pivers Island Rd., Beaufort, NC, U.S.A.; 3 CSS, Inc., 101 Pivers Island
Rd., Beaufort, NC, U.S.A. 1 National Ocean and Atmosphere Administration, National Centers for Coastal Ocean Sciences,
HAB Forecasting Branch, 1305 East-West Highway, Silver Spring, MD 20910, U.S.A; 2 National
Ocean and Atmosphere Administration, National Centers for Coastal Ocean Sciences, HAB
Forecasting Branch, 101 Pivers Island Rd., Beaufort, NC, U.S.A.; 3 CSS, Inc., 101 Pivers Island
Rd., Beaufort, NC, U.S.A. * corresponding author’s email: timothy.wynne@noaa.gov * corresponding author’s email: timothy.wynne@noaa.gov Keywords: water temperature, sea surface temperature, Alaska, Alexandrium catenella,
forecasting Abstract The toxic harmful algal bloom species Alexandrium catenella has been observed to bloom
in Alaskan coastal waters when sea surface temperatures (SST) exceed approximately 8oC. Consequently, acquiring, fine scale SST data for Alaskan coastal waters represents a critical
first step in developing ecological models capable of predicting the occurrence of toxic
Alexandrium blooms in this region. Remotely sensed satellite SST records represent the most
comprehensive SST data set, but before those data can be used, the satellite data require
validation which was the goal of this study. Specifically, we compare a remotely sensed monthly
sea surface climatological data set produced by NASA’s Jet Propulsion Laboratory with seven
meteorological buoys provided by the National Ocean and Atmosphere Administration (NOAA)
National Data Buoy Center (NDBC). The comparisons were done on a point-to-pixel basis as
well as an aerial estimation method. The selected study area, the Kodiak Archipelago in Alaska
(U.S.A.), is characterized as possessing a varied coastline, filled with a number of coves and
embayments. Three of the NDBC buoys are located in embayments and an additional one is in
the ~40 km wide Shelikof Strait, with the remaining three offshore. The remotely sensed and in
situ measurements were highly correlated providing the basis for the extraction fine scale SST
data for the Alaska region over the past 10+ years which can be subsequently incorporated into
bloom prediction models. ater temperature, sea surface temperature, Alaska, Alexandrium catenella, ywords: water temperature, sea surface temperature, Alaska, Alexandrium c Keywords: water temperature, sea surface temperature, Alaska, Alexandrium catenella,
forecasting 238 Sea Surface Temperature Data Sea Surface Temperature Data
Monthly SST data were acquired from
NOAA PolarWatch (2021), from NASA Jet
Propulsion Laboratory (JPL) Multi-scale
Ultra-high Resolution (MUR) SST product. This is a global product combining an array
of data, including microwave data, and
mapped to a 0.01o spatial resolution (JPL,
2021). It should be noted that part of the data
stream into the MUR modelled SST product
was from the NDBC buoys (Chin et al.,
2017). Daily Sea Surface Temperature (SST)
was acquired from the NOAA Coastwatch
program from the Visible Infrared Imaging
Radiometer (VIIRS) at a spatial resolution of
750 m (Coastwatch, 2021). Fig. 1. Locations of the NDBC buoys used in this
manuscript. The polygon shown is what was used
to extract the data from the MUR imagery for the
comparison shown in figure 3. Material and Methods Sea-Surface Temperature (SST) is one of
the most easily quantifiable environmental
parameters in the marine environment, and
one of the most used in biophysical modeling
exercises. Many biological properties are
influenced by SST, including phytoplankton
growth rates and nutrient uptake kinetics
(Lomas and Glibert, 1999). Work by
Vandersea et al. (2017) found temperature
was the factor best predicting when toxic
Alexandrium catenella blooms occur in
Alaskan coastal waters. If accurate models
predicting the likelihood of Alexandrium
blooms are to be developed, it is imperative
to have reliable and detailed estimates of
SST for this region. Synoptic remote sensing
represents the most robust way to quantify
this parameter. Consequently, an intensive
validation for satellite sensed Alaskan sea
surface temperatures was undertaken as the
first key step in developing predictive models
for A. catenella bloom occurrence. Water Temperature Data
The water temperature (WTMP) data were
acquired from the National Data Buoy Center
(NDBC, 2021). These data are collected as
frequently as every quarter of an hour. Daily
and monthly means were calculated with
missing data values discarded. Seven stations
were considered that are in the vicinity of the
Kodiak Archipelago (Fig. 1). Comparison Methods The MUR monthly data were compared to the
NDBC water temperatures in two ways. The
first was a traditional point-to-pixel matchup. A 3 x 3 box of pixels was extracted from each
monthly image and the median of this 3 x 3
box was calculated and compared directly
with the monthly median water temperature
from the NDBC data. Fig. 1. Locations of the NDBC buoys used in this
manuscript. The polygon shown is what was used
to extract the data from the MUR imagery for the
comparison shown in figure 3. The second method was adopted by Wynne et
al. (2021) where a polygon was drawn around
the seven buoys in figure 1 and then all of the 239 Fig. 3. Relationship between the monthly NDBC
water temperature and the monthly MUR SST from
the integrated technique (orange line). Each month is
reduced to a single point. included data were extracted and averaged. This polygon is shown in figure 1. In this
manner, each month had a single point. This
average was compared to the mean of the
seven different NDBC stations. This process
was termed the integrated method by Wynne
et al. (2021). The mean daily water temperature was
calculated from the NDBC data. A 3 x 3 box
around the point of interest was extracted
from the daily VIIRS SST. The median was
calculated from the extracted points. A daily
matchup was achieved if a single point from
the 3 x 3 matchup was available. Fig. 3. Relationship between the monthly NDBC
water temperature and the monthly MUR SST from
the integrated technique (orange line). Each month is
reduced to a single point. Results and Discussion A least squares regression from the point-to-
pixel match-ups was used to assess differences
in monthly MUR data (Fig. 2). The regression
line fit well, indicating relatively low error
and bias. Using this method, the monthly mean NDBC
water temperature data and the monthly MUR
SST data were also compared using a least-
squares regression analysis for the integrated
technique (Fig. 3). Fig. 2. Regression between the monthly NDBC water
temperatures and the combined monthly MUR SST
for the stations in figure 1 based on a point-to-pixel
matchup technique and the monthly MUR data water
temperatures. The daily water temperature and from the
NDBC and the daily VIIRS regression is
shown in figure 4. The slopes from the monthly point-to-pixel
matchup (Fig. 2) and the monthly integrated
matchup (Fig. 3) vary by less than 2%. This
indicates that the integrated method produces
a reliable representation of water temperatures
around the Kodiak Archipelago. This could
have important ramifications for subsequent
HAB forecasting work in that datasets with a
course spatial resolution may be sufficient for
forecasting across southern Alaska. Fig. 2. Regression between the monthly NDBC water
temperatures and the combined monthly MUR SST
for the stations in figure 1 based on a point-to-pixel
matchup technique and the monthly MUR data water
temperatures. Fig. 2. Regression between the monthly NDBC water
temperatures and the combined monthly MUR SST
for the stations in figure 1 based on a point-to-pixel
matchup technique and the monthly MUR data water
temperatures. 240 Fig. 4. Correlation between the daily NDBC water
temperature and the daily VIIRS SST for the stations in
figure 1 based on a point-to-pixel matchup technique. Acknowledgements. Bryan Eder provided
support to create figure 1. Jennifer Sveadijian
from Coastwatch helped obtain and process
the MUR and VIIRS datasets. References Chin, T.M., Vazquez-Cuervo, J., Armstrong,
E.M. (2017). Remote Sens. of Environ. 200,
154-169. Coastwatch
(2021). //coastwatch.noaa. gov/cw/satellite-data-products/sea-surface-
temperature/noaa-coastwatch-cogridded. html. Accessed November 11th, 2021. Fig. 4. Correlation between the daily NDBC water
temperature and the daily VIIRS SST for the stations in
figure 1 based on a point-to-pixel matchup technique. Fig. 4. Correlation between the daily NDBC water
temperature and the daily VIIRS SST for the stations in
figure 1 based on a point-to-pixel matchup technique. Lomas, M.W. and Gilbert, P.M. (1999). Limnol. Oceanogr. 44, 556-572. NDBC, National Data Buoy Center (2021). //www.ndbc.noaa.gov. Accessed September
9th, 2021. The slopes between the regression lines of the
VIIRS daily imagery and the MUR monthly
imagery using the point-to-pixel matchup are
also within good agreement varying by ~3%. Vandersea, M.W., Kibler, S.R., Van Sant,
S.B., Tester, P.A., et al., (2017). Phycol. 58,
303-320. It appears that the two different SST products
both underestimate the water temperatures by
approximately 10%. This bias can be corrected
relatively easily, by dividing the SST by
the slope of the regression line. The results
here indicate that the VIIRS daily product,
with high spatial resolution (750 m pixel vs
1 km for MUR) shows good agreement with
field water temperatures around the Kodiak
Archipelago. Similarly, the MUR monthly
SST product shows good agreement with
NDBC water temperature, and with the high
spatial resolution VIIRS data. The results of
this analysis indicate ability to provide gap
filled coverage would be a good choice for
a monthly SST product in the Gulf of Alaska
for any potential biophysical model to predict
the occurrence of Alexandrium blooms. Wynne, T.T., Mishra, S., Meredith, A.,
Litaker, R.W., Stumpf, R.P. (2021). Remote
Sens. 13, 2305. 241
|
https://openalex.org/W2052954307
|
https://ccsenet.org/journal/index.php/elt/article/download/20357/13430
|
English
| null |
A Comparison of the Effects of Reflective Learning Portfolios and Dialogue Journal Writing on Iranian EFL Learners’ Accuracy in Writing Performance
|
English language teaching
| 2,012
|
cc-by
| 9,055
|
English Language Teaching; Vol. 5, No. 11; 2012
ISSN 1916-4742 E-ISSN 1916-4750
Published by Canadian Center of Science and Education English Language Teaching; Vol. 5, No. 11; 2012
ISSN 1916-4742 E-ISSN 1916-4750
Published by Canadian Center of Science and Education A Comparison of the Effects of Reflective Learning Portfolios and
Dialogue Journal Writing on Iranian EFL Learners’ Accuracy in
Writing Performance Fatemeh Hemmati1 & Fatemeh Soltanpour1
1 Department of English Language, Tehran Payam-e-Noor University, Tehran, Iran
Correspondence: Fatemeh Hemmati, Department of English Language, Tehran Payam-e-Noor University, Tehran,
19395-3697, Iran. Tel: 98-912-378-9248. E-mail: fatemehhemmati2002@yahoo.co.uk Fatemeh Hemmati1 & Fatemeh Soltanpour1
1 Department of English Language, Tehran Payam-e-Noor University, Tehran, Iran
Correspondence: Fatemeh Hemmati, Department of English Language, Tehran Payam-e-Noor University, Tehran,
19395-3697, Iran. Tel: 98-912-378-9248. E-mail: fatemehhemmati2002@yahoo.co.uk Received: July 22, 2012 Accepted: August 28, 2012 Online Published: September 6, 2012
doi:10.5539/elt.v5n11p16 URL: http://dx.doi.org/10.5539/elt.v5n11p16 Abstract This study aimed at comparing the effects of reflective learning portfolio (RLP) and dialogue journal writing
(DJW) on the Iranian EFL learners’ grammatical accuracy in writing as well as their overall writing performance. 60 Iranian EFL learners between the ages of 17 to 30 who were studying at general English courses were
selected based on their performance on the Nelson English Language Test. They were assigned randomly into
two experimental groups: DJW and RLP. Each group received 14-sessions of treatment. Two samples of Task 2
of General Module of IELTS were used for the pretests and posttests. Each essay was scored independently by
three raters. The final score consisted of the average score of the three raters.The findings revealed that the gains
in the RLP group’s grammatical accuracy and overall writing performance were significantly better than that of
the DJW group. This could have been due to the influence of reflection with support of a mentor or collaborator
as well as the efficacy of intentional learning over incidental one and explicit learning over implicit one. The
results have some main implications for syllabus designers, material developers, and language teachers. Keywords: grammatical accuracy, writing performance, dialogue journal, learning portfolio, reflection
1. Introduction Keywords: grammatical accuracy, writing performance, dialogue journal, learning portfolio, reflection 1. Introduction L2 writers usually encounter significant challenges in developing their writing skills (Evans, Hartshorn,
McCollum, & Wolfersberger, 2010). As most writing instructors frequently observe and Leki, (1992, as cited in
Howrey & Tanner, 2008) stated, the main challenge writing teachers encounter is to see that learners learn from
their previous mistakes, and acquire writing fluency as well as accuracy. In spite of the given instructions,
learners often show slight or no improvement in their writing. As Howrey & Tanner (2008) argued, learners often
do not learn that they need to take serious responsibility for improving their own writing, and often neglect
teacher feedback. The accuracy of L2 writing, according to Evans et al. (2010) may be influenced by a number of variables such as
the learning environment, learner differences, and instructional methodologies. Among all the mentioned
variables, they pointed to the weaknesses in instructional methodologies which may play a significant role in
preventing EFL/ESL learners from maximizing their ability to write accurately. As Voit (2009) assured, the dialogue journal could provide a social opportunity for great linguistic achievements. On the other hand, according to Zubizarreta (2009), learning portfolio that requires reflection with support and
under the guidance of a collaborator and mentor can be helpful for learner’s acquisition of language. .2 The Base of Dialogue Journal Writing and Reflective Learning Portfolios Halliday and Hasan (1989) emphasized on learning as a social process and believed that there is a strong
connection between language and its social context. Halliday’s “social-semiotic perspective” (Lingley, 2005) is
relevant to various kinds of studies of interaction including the interaction in the DJW [and probably RLP]. Moreover, the above-mentioned techniques are consistent with Lev Vygotsky’s “sociocultural theory” which
assumes that language develops as a result of social interaction. Vygotsky believed in the Zone of Proximal
Development (ZPD). He assured that learning takes place through the learner’s participation in completing tasks
with a more experienced partner (Kumpulainen & Wray, 2002; Lightbown & Spada, 2006; O’Donoghue &
Clarke, 2010). Furthermore, the RLP has roots in “Constructivism” which, based on Razak and Asmawi (2004) and
O’Donoghue & Clarke (2010), has great focus on the context and learning process. Constructivists believe that
learning always involves both analyzing and transforming new information (O’Donoghue & Clarke, 2010). Students learn in problem-solving environments that challenge their knowledge and encourage them to reflect on
what they know and whether or not their knowledge is accurate and profound enough based on the content of the
course (Nelson, 2002). Learners are in charge and control of what, when, and how they learn (Driscoll, 2000 and
Hannafin, 1992, both cited in Callele, 2008). As a result, they need to be aware of their own thinking and
learning processes (Driscoll, 1994, as cited in Razak & Asmawi, 2004). When learners are in charge and control
of their learning (Gilbert, 1989, as cited in Callele, 2008), they take responsibility for the quality of it as well
(Driscoll, 2000, as cited in Callele, 2008). In addition, the DJW and RLP are in line with Merrill Swain’s comprehensible output hypothesis. Swain (2000,
as cited in Lightbown & Spada, 2006) stated that successful second language acquisition depends on learners
producing oral or written language. She believed that through collaborative dialogue, which is a cognitive and a
social activity, language use mediates language learning. The concept of reflective practice dates back to John Dewey’s notion of reflection (Akbari, 2007; Kocoglu,
Akyel, & Ercetin, 2008). Reflection is both an educational outcome and a means to life-long learning. The
unique values of reflection need to be realized through educational practices in the learning context (Richards et
al., 2008). .2 The Base of Dialogue Journal Writing and Reflective Learning Portfolios Portfolio-based learning, as Elango, Jutti, and Lee (2005) stated, is “an approach firmly rooted in the principles
of experiential learning, which is a cyclical process of recording, reviewing/reflecting, and learning from events”
(p. 511). 1.3 Dialogue Journal Writing 1.1 The Significance of the Present Study The majority of the Iranian EFL learners are unable to produce a piece of writing that is accurate. This is a
challenge for not only the students enrolled in English programs, but for many university students as well. As it
was argued by Evans et al. (2010), the weaknesses in instructional methodologies can be an important reason for
this problem. As it will be argued below, two techniques of keeping the learning portfolio and DJW are among the techniques
that claim to be effective in helping the learners acquire the language skills, and among all the skills and
components of the language, they have special focus on improving writing skills. Both techniques try to develop 16 English Language Teaching Vol. 5, No. 11; 2012 www.ccsenet.org/elt the reflective practice through social interactions. The primary concern for the researcher in this study was to see
how such an opportunity to write reflectively via writing dialogue journals as well as the opportunity for critical
reflection and self-assessment of learning under the guidance and with support of a collaborator and mentor via
technique of using learning portfolio is effective in helping the learners improve their writing accuracy as well as
their grammatical accuracy in writing. It should be noted that due to the fact that the learning portfolio puts strong emphasis on the reflection and
because of the researcher’s interest and attention on this point, the term reflective learning portfolio has been
used for the technique of the learning portfolio in this study. 1.2 The Base of Dialogue Journal Writing and Reflective Learning Portfolios 1.2 The Base of Dialogue Journal Writing and Reflective Learning Portfolios 1.4 Reflective Learning Portfolio Moreover, it should be noted that the student assessment portfolios focus on the product, the finished document;
however, learning portfolios focus on both process and the product (Zubizarreta, 2008). 1.5 Research Questions and Hypotheses Based on the above-mentioned literature, this study addressed the following research questions: 1. Is there any significant difference between the RLP and DJW in improving Iranian EFL learners’
grammatical accuracy in writing? 2. Is there any significant difference between the RLP and DJW in improving Iranian EFL learners’ overall
writing performance? Based on the above questions, the following research hypotheses were formulated: 1. There is no significant difference between the RLP and DJW in improving Iranian EFL learners’
grammatical accuracy in writing. 2. There is no significant difference between the RLP and DJW in improving Iranian EFL learners’ overall
writing performance. 2. There is no significant difference between the RLP and DJW in improving Iranian EFL learners’ overall
writing performance. 2. Methods writing performance. 2. Methods g p
2. Methods 1.4 Reflective Learning Portfolio The learning portfolio is a flexible tool that involves learners in a process of continuous reflection and
collaboration which has focus on selective evidence of learning. It provides an opportunity for both improvement
and assessment of students’ learning (Zubizarreta, 2008). Zubizarreta (2009) pointed out that, “deep reflection –
not a learning log – is at the very heart of the learning portfolio” (p. xxv). Learners’ reflection on their cognition
process is proved as a vital component of education (McCombs 1987; Wolf and Reardon 1996, both cited in
Nunes, 2004). Zubizarreta (2009) stated through reflective portfolios, students become involved in
self-evaluation and begin to monitor their own progress over time. The learning portfolio can come in different
forms such as written text, electronic display, or other creative project (Zubizarreta, 2008). Based on Zubizarreta
(2008, 2009), during the process of developing the learning portfolio, there is an interplay among three essential
elements of reflection, evidence, and collaboration or mentoring. The mentor attempts to train or develop the learners’ thinking skills and support them in aspects of the
ecision making and learning (Malderez, 2009). Documentation and evidence of learning in the model require the students to write reflective narrative. In
selecting information to be included in the appendix as the concrete evidence of learning, the students and
collaborators establish some criteria in the beginning of the work and apply them during the practice of learning
portfolio development (Zubizarreta, 2009). One of the big differences between student assessment portfolios and learning portfolios, based on Zubizarreta
(2009), is the learning portfolios’ intentional focus on the students’ learning – what is “left out of the formula in
student [assessment] portfolios” (p. 5). Such learning includes not only learning the content of the lesson but also
as Zubizarreta (2009) claimed, through developing the learning portfolio, the learners will gain insights into their
own learning styles, and also the strategies they can adopt to promote their learning. On the other hand, as
Cameron et al. (1998, as cited in Davies & Le Mahieu, 2003) claimed, students’ self-assessment is one essential
component in the process of learning portfolio development which is served to promote learning. In learning
portfolio, assessment is not the goal, but one means to achieve the real goal which is effective learning. 1.3 Dialogue Journal Writing A dialogue journal, often used as a supplementary activity (Yoshihara, 2008), is a written conversation between a
student and teacher who write regularly to each other over a course of study. Students initiate writing. They make
decisions about topics, length, style, and format (Peyton, 1993). Thus, the interaction becomes student-generated. The goal is to communicate through writing, not on form (Jones, 1991). Peyton (1993) stated the teacher does not
overtly correct errors. Thus, students can write freely, without focusing on form. The teacher’s response in the
journal is used as a model of correct English usage. Effective dialogue journal use is a system with three equally important components: “(a) the written
communication itself, (b) the dialogic conversation, and (c) the responsive relationship” between a learner and a
more competent person in the foreign language (Staton, 1991, p. xvii). Hiemstra (2002) stated that journal writing is a learning method that can help solve problems about the learner’s
writing ability. As Jones (1991) believed, improvement of the written forms of language and syntax can be made
in at least two ways: First, the willingness to express the thoughts and ideas while taking part in real dialogue
may encourage and lead the students to search for the correct use of a grammatical structure, spelling, or
meaning of the word. Second, according to Burling (1982) and Krashen (1982) (both cited in Jones, 1991), by 17 Vol. 5, No. 11; 2012 English Language Teaching www.ccsenet.org/elt taking part in a communicative act through writing, students may acquire the written linguistic structures
unconsciously. taking part in a communicative act through writing, students may acquire the written linguistic structures
unconsciously. Kreeft (1984) argued that writing dialogue journal provides students with a large number of comprehensible
texts to read. As a result, it can help students build fluency in writing. Previous studies on the DJW have proved its efficacy in improving the writing skill for reluctant writers (Kreeft,
1984; Reid, 1997), limited English proficiency students (Peyton, Staton, Richardson, & Wolfram, 1990),
development of writing fluency (McGrail, 1991) and (Holmes and Moulton, 1997), writing quality, reading
comprehension, and writing apprehension (Minjong, 1997), developing language functions (Nassaji and
Cumming, 2000 as well as Shuy, 1993, as cited in Yoshihara, 2008), decreasing the grammatical errors (Crumley
1998 as well as Peyton 1986, as cited in Mirhosseini, 2009). 2. Methods 2.1 Participants 2.3 Instrumentation The test 200 B from Book 2 (Intermediate) of “Nelson English Language Tests” was used for homogenizing the
students’ general English. No item of the test was excluded; the students answered all 50 items. Based on the
authors’ recommendation, the test takers needed to answer at least 30 questions correctly to get the pass mark
(Fowler & Coe, 1976). In order to consider the important factors of content validity, face validity, and test comparability that is one of
the important factors of internal validity, two samples of the Task 2 of the General Writing Module of IELTS
were used for both pretest and posttest of writing. The exam topics required the participants to present and justify
their opinions (See Appendix A). It should be noted that the participants in this study had already experienced
writing in argumentative format, so they were familiar with the format of the test. Moreover, due to the fact that
the criterion-related validity of the test was important, the researcher has tried to use a test that is comparable to a
well-established test of writing. To evaluate the learners’ essays, a modified version of Cohen’s (1994) and Jacobs et al.’s (1981) scale was used
(as cited in Ghafarian, 2011) (See Appendix B). This scale was used in the study because based on Bacha (2001)
and Weigle (2002), analytic scales separate scores which provide the researcher with more useful diagnostic
information and a more accurate picture of the individuals’ writing ability, and the researcher can identify
writers’ strengths and weaknesses. As a result, as Becker (2010/2011) assured, the reliability of scoring is
improved when analytic rubrics are used. 2.1 Participants p
The participants were 60 Iranian EFL learners between the ages of 17 to 30 who were selected among a total of The participants were 60 Iranian EFL learners between the ages of 17 to 30 who were selected among a total of The participants were 60 Iranian EFL learners between the ages of 17 to 30 who were selected among a total of 18 Vol. 5, No. 11; 2012 English Language Teaching www.ccsenet.org/elt 121 learners. They were studying at general English courses at Jahad e Daneshgahi of Khaarazmi University in
Karaj, Iran. There were 24 women and seven men in the RLP, and 25 women and five men in the DJW group;
thus, among 60 participants, there were 48 women and 12 men. They all had already passed eight semesters and
were studying at the intermediate level. 2.3 Procedure The participants in both treatment groups named the RLP and DJW had two classes each week. Each class
session lasted one hour & 45 minutes. During the study, the students studied the book Top Notch 3 written by
Saslow and Ascher (2006). At the beginning of the study, all the participants filled out a questionnaire
concerning their personal information (See Appendix C). However, they were assured that their anonymity
would be preserved. The participants took the pretest in the second session and the posttest in session 19. Two
points should be noted: (1) No student took the tests twice, and (2) The topics of essays were different in pretests
and posttests. However, the topics were the same for both experimental groups. The sampling method used in
this study was convenience sampling. However, random assignment to groups was used by the researcher. As
Mackey and Gass (2005) argued, to assess the feasibility and usefulness of the data collection methods and make
the necessary revisions, the whole study was piloted before the beginning of the main study. In order to prevent the possibility of the researcher’s bias and considering the rater reliability, two other raters
scored the students’ essays. Each essay was scored independently by the three raters. The final score consisted of
the average score of the three raters. 2.2 Sampling Procedures The study was a pretest-posttest as well as a comparison-group one. It was quasi-experimental because the
convenience sampling was used based on the participants’ performance on the Nelson English Language Test. However, they were randomly assigned into two experimental groups called the RLP and DJW. Thus, there were
two independent variables named the RLP and DJW as well as two dependent variables named grammatical
accuracy in writing and overall writing performance. Each of the RLP and DJW groups consisted of 30 participants totaled 60. Both groups were taught by the
researcher herself. 3.2 The Nelson Test A Mann-Whitney U test was run to compare the RLP and DJW groups on the Nelson Test in order to prove that
both groups enjoyed the same level of general language proficiency prior to the administration of the treatments. Based on the results, it could be concluded that the RLP group (Mdn= 16) did not differ significantly from the
DJW group (Mdn= 16.00) on the Nelson Test, (U = 447, z = −.052, ns, r = −.006). Based on these results, it
could be concluded that the two groups enjoyed the same level of general language proficiency prior to the main
study. 3.1 The Normality Tests In the RLP group, the following tests did not enjoy normal distribution: pretest of grammatical accuracy in
writing, posttest of grammatical accuracy in writing, pretest of overall writing performance, and the Nelson Test. Their outcomes were not within the ranges of +/- 1.96. As a result, the data did not enjoy normal distribution
(Field, 2009). Pretest of overall writing performance was the only non-normal data in the DJW group. That is
why the tests that enjoyed normal distribution were analyzed through the parametric independent t-test, while the
other tests which did not meet the assumption of normality were analyzed through the non-parametric test of
Mann-Whitney U test. 2.3.1 Reflective Learning Portfolio Every session during the term, the RLP group had a break of about 20 minutes at the end of the session. The
participants were required to think about that session: what they studied; what they learned; how they learned;
how they felt, what surprised them; what concerned them, etc. and filled out reflection questionnaires related to
their learning processes (See Appendix D).The questionnaire also included reflections on mistakes produced in
written essays and compositions, or in exercises from books and worksheets. The students cooperated with the
teacher or their fellow students and tried to solve their problems. To help the students be familiar with writing 19 English Language Teaching Vol. 5, No. 11; 2012 www.ccsenet.org/elt reflections, thinking aloud method was used in the beginning of the term. The students were asked to save all
their work – worksheets done in class, notes kept after reflection on teacher’s feedback to their essays, drafts of
their essays, homework and their learning portfolio forms. The treatment in this group also lasted for 14 sessions. What was done (except for the number of treatment sessions) had been suggested by Zubizarreta (2008, 2009) as
well as Nunes (2004). 2.3.2 Dialogue Journal Group Every session the DJW group had a break of about 20 minutes at the end of the class. The participants were
required to write to their teacher in their notebooks. The learners decided about topic, length, style, and format
(Staton, 1991). After the class, the teacher read what the learner had written and wrote back in their journals. According to Mirhosseini’s (2009) suggestion, learners were told not to worry about grammar or spelling, and to
focus on expressing their thoughts and feelings freely. On the other hand, Mirhosseini and Peyton (1991) stated
that teachers can at times correct written forms in the journals or comment on the communicative aspects of
dialogues without inhibiting the dialogue. According to Peyton’s (1991) suggestion, the teacher tried to model
the correct usage of the error in her responses. In addition, she occasionally addressed the problem areas
common to many students separately in class. The treatment lasted for 14 sessions. 3.3 Pretest of Grammatical Accuracy A Mann-Whitney U test was run to compare the RLP and DJW groups on the pretest of grammatical accuracy in
writing in order to prove that both groups enjoyed the same level of grammatical accuracy prior to the
administration of the treatments. Based on the results, it could be concluded that the RLP group (Mdn= 11.67)
did not differ significantly from the DJW group (Mdn= 11.67) on the pretest of grammatical accuracy, (U =
440.50, z = −.150, ns, r = −.019). Based on these results, it could be concluded that the two groups enjoyed the
same level of grammatical accuracy in writing prior to the main study. 3.4 Pretest of Overall Writing Performance 3.4 Pretest of Overall Writing Performance A Mann-Whitney U test was run to compare the RLP and DJW groups on the pretest of overall writing
performance in order to prove that both groups enjoyed the same level of overall writing performance prior to
the administration of the treatments. Based on the results, it could be concluded that the RLP group (Mdn= 11.53)
did not differ significantly from the DJW group (Mdn= 11.61) on the pretest of overall writing performance, (U
= 431.50, z = −.276, ns, r = −.035). Based on these results, it could be concluded that the two groups enjoyed the
same level of overall writing performance prior to the main study. The Cronbach alpha indices were calculated as inter-rater reliability coefficients. The Cronbach alpha indices were calculated as inter-rater reliability coefficients. 20 Vol. 5, No. 11; 2012 English Language Teaching www.ccsenet.org/elt Table 1. Inter-rater reliability indices
Tests
Indices
Pretest of Grammatical Accuracy in Writing
Posttest of Grammatical Accuracy in Writing
Pretest of Overall Writing Performance
Posttest of Overall Writing Performance
.86
.91
.87
.91
As shown in Table 1, the indices ranged from a high of .91 for both the posttest of posttest of grammatical
accuracy in writing and overall writing performance to a low of .86 for the pretest of grammatical accuracy. Table 1. Inter-rater reliability indices
Tests
Indices
Pretest of Grammatical Accuracy in Writing
Posttest of Grammatical Accuracy in Writing
Pretest of Overall Writing Performance
Posttest of Overall Writing Performance
.86
.91
.87
.91
As shown in Table 1, the indices ranged from a high of .91 for both the posttest of posttest of grammatical
accuracy in writing and overall writing performance to a low of .86 for the pretest of grammatical accuracy. 3.6 The first Research Question
Because the posttest of grammatical accuracy in writing did not meet the assumption of normality, it was
analyzed through the non-parametric test of Mann-Whitney U test. The test was run to compare the RLP and
DJW groups on the posttest of grammatical accuracy in writing in order to probe the effect of the two types of
writing techniques on the improvement of the grammatical accuracy of the students after the administration of
the treatments. Because the posttest of grammatical accuracy in writing did not meet the assumption of normality, it was
analyzed through the non-parametric test of Mann-Whitney U test. 3.4 Pretest of Overall Writing Performance The test was run to compare the RLP and
DJW groups on the posttest of grammatical accuracy in writing in order to probe the effect of the two types of
writing techniques on the improvement of the grammatical accuracy of the students after the administration of
the treatments. Table 2. Mann-Whitney U posttest of grammatical accuracy in writing
Mann-Whitney U
154.000
Wilcoxon W
619.000
Z
-4.695
Asymp. Sig. (2-tailed)
.000 Table 2. Mann-Whitney U posttest of grammatical accuracy in writing Based on the results displayed in Table 2, it could be concluded that RLP group (Mdn= 15) outperformed the
DJW group (Mdn= 11.67) on the posttest of grammatical accuracy, (U = 154, z = −4.69, s, r = −.60). The p value
associated with this z is .000. Based on these results, it could be concluded that the first null-hypothesis as there
is not any significant difference between the RLP and DJW in improving the Iranian EFL learners’ grammatical
accuracy in writing was rejected. 4. Discussion and Conclusion The research questions in this study were concerned with the significance of differences in the grammatical
accuracy as well as overall writing performance between the RLP and DJW groups. The analyses indicated that
the RLP group of the EFL Iranian learners outperformed the DJW group in posttests, i.e., the gains in the RLP
group’s grammatical accuracy in writing as well as their overall writing performance were significantly better
than that of the DJW group. The findings of this study support the scholars’ claim that developing learning portfolios promote reflective
thinking. This was supported in previous studies such as (Cardona, 2005; Davies & Willis, 2001; Tillema&
Smith, 2000; Wade & Yarbrough, 1996; Winsor & Ellefson, 1995; Zubizaretta, 2004; all cited in Kocoglu et al.,
2008) as well as Orland-Barak (2005). On the other hand, the efficacy of the RLP technique in this study are in
line with Zubizarreta’s (2009) claim about the importance of using the power of collaboration and mentoring, as
well as the findings of some of the previous studies on the effect of collaboration and collaborative learning on
writing such as Liang (2002), Ekawat (2010), and Jafari & Nejad Ansari, (2012) as well as the effect of
mentoring (Motallebzadeh, 2011). Consequently, the result of this study regarding the RLP supports the positive
effects of reflection with support of a mentor or collaborator. That is, reflection with support of a collaborator
could have affected the learners’ improvement positively. On the other hand, as it was already explained, the
goal of writing dialogue journals is to communicate through writing (Jones, 1991) and as Peyton (1993) stated,
the teacher does not overtly correct the student’s writing. Consequently, students can write freely, without
focusing on form. That is, the teacher’s response in the journal can be used as a model of correct English usage. According to some researchers such as Burling (1982) and Krashan (1982) (both cited in Jones, 1991), the act of
communicating in writing can help learners acquire the written grammatical structures unconsciously. The
researchers of the present study tried to provide the learners with the correct model of the errors committed by
the subjects in the responses without referring explicitly to the errors. Thus, the technique of DJW included the
concepts of incidental learning (Schmidt 1994a, as cited in Hulstijn, 2003) and implicit learning (Deykeyser,
2003) and (Schmidt, 2001). 3.7 The Second Research Question Thus, the null-hypothesis as there is not any significant difference between the RLP and DJW in
improving the Iranian EFL learners’ overall writing performance was rejected. p
g
g p
j
It should be noted that, the assumption of homogeneity of variances was met (Levene’s F = .46, P = .49 > .05). That is why the first row of Table 4, “Equal variances assumed” is reported. It should be noted that, the assumption of homogeneity of variances was met (Levene’s F = .46, P = .49 > .05). That is why the first row of Table 4, “Equal variances assumed” is reported. Figure 1. Posttest of overall writing performance
4 Di
i
d C
l
i Figure 1. Posttest of overall writing performance 3.7 The Second Research Question An independent t-test was run to compare the mean scores of the RLP and DJW groups on the posttest of overall
writing performance in order to probe the effect of the two types ofwriting techniques on the improvement of the
overall writing performance of the students after the administration of the treatments. Table 3. Descriptive statistics posttest of overall writing performance by groups
Group
N
Mean
SD
SEM
Reflective Learning Portfolio
Dialogue Journal Writing
30
30
13.8923
12.9407
.78910
.73591
.14407
.13436
Based on the results displayed in Table 3, it could be concluded that on average, the RLP group (M = 13.89)
outperformed the DJW group (M = 12.94). able 3. Descriptive statistics posttest of overall writing performance by groups Table 4. Independent t-test posttest of overall writing performance by groups Table 4. Independent t-test posttest of overall writing performance by groups
Levene's Test
for
equality
of variances
t-test for equality of means
F
Sig. t
df
Sig. (2-tailed)
Mean
difference
Std. error
difference
95% Confidence
interval
Lower Upper
Equal
variances
assumed
.46
.49
4.83
58
.000
.95
.19
.55
1.34
Equal
variances not
assumed
4.83
57.72
.000
.95
.19
.55
1.34 Table 4. Independent t-test posttest of overall writing performance by groups
Levene's Test
for
equality
of variances
t-test for equality of means
F
Sig. t
df
Sig. (2-tailed)
Mean
difference
Std. error
difference
95% Confidence
interval
Lower Upper
Equal
variances
assumed
.46
.49
4.83
58
.000
.95
.19
.55
1.34
Equal
variances not
assumed
4.83
57.72
.000
.95
.19
.55
1.34 21 English Language Teaching Vol. 5, No. 11; 2012 www.ccsenet.org/elt As shown in Table 4, the difference between the mean scores of the RLP and DJW groups was significant (t (58)
= 4.83, p< .05); the p-value for this t was .000 (Sig (2-tailed) = .000 < .05); it represented a large-sized effect (r
= .53). Thus, the null-hypothesis as there is not any significant difference between the RLP and DJW in
improving the Iranian EFL learners’ overall writing performance was rejected. As shown in Table 4, the difference between the mean scores of the RLP and DJW groups was significant (t (58)
= 4.83, p< .05); the p-value for this t was .000 (Sig (2-tailed) = .000 < .05); it represented a large-sized effect (r
= .53). 4. Discussion and Conclusion On the other hand, literature has supported the importance of attention on learning
morphology and syntax (Schmidt, 2001). Van Patten (1994, as cited in Schmidt, 2001) argued that attention is
not only necessary but also sufficient for learning L2 structure. Carr and Curran (1994, as cited in Schmidt, 2001,
p. 8) assured that “focused attention is required for some types of structural learning”, when the goal of learning 22 English Language Teaching Vol. 5, No. 11; 2012 www.ccsenet.org/elt is learning complicated or ambiguous structures. The technique of RLP in this study had special focus on
attention and reflection. The RLP created awareness of the quality of learning among students; as a result, their
attention was focused on their errors and problems, and because of the existence of a collaborator or mentor,
they had the opportunity to find the answers to their problems. The findings of this study is in line with several
previous studies such as Norris and Ortegra (2000) and (Doughty and Williams, 1998; Long and Robinson, 1998;
Spada, 1997, all cited in Deykeyser, 2003) which have already proved the efficacy of some kind of attention to
form; such attention can be through explicit teaching of grammar and explicit error correction, or through input
enhancement which were available for the participants in the RLP group. Moreover, considering the context of
Iran, some previous studies such as Dabaghi (2008) and Khatib and Ghannadi (2011) supported the efficacy of
intentional learning over incidental one, and the efficacy of explicit learning over implicit one. Thus, the greater
efficacy of RLP in this study could have been due to the greater efficacy of intentional learning over incidental
one as well as higher efficiency of explicit learning over implicit one. Another important factor regarding the DJW should be noticed here. Although the factor of individual
differences was not investigated in this study, based on the literature, it can be stated that individual differences
could be a factor which affects the effectiveness of the DJW on improving the students’ language skills. Some of
the previous studies such as, Peyton (1990) and Casanave (1994), (both cited in Farrell, 2005) as well as Farrell’s
(2005) study revealed that some of the students, but not all improved their sentence accuracy. 4. Discussion and Conclusion It is argued in the
literature that individual differences cause the learners to be different, for instance, in their noticing abilities; i.e.,
some learners may notice some qualities of input more than others (Sawyer & Rants, 2001, as cited in Dörnyei &
Skehan, 2003). Considering this point, it can be said that some of the participants in this study might have failed
to notice the use of the correct forms in their teachers’ response to their letters. On the other hand, studies such as
(MacIntyre & Noels, 1996; Oxford & Nyikos, 1989; Schmidt, Jacues, Kassabgy & Boraie, 1997) (all cited in
Schmidt, 2001) proved the existence of strong links between motivation and learning strategies, especially
cognitive and metacognitive strategies which focus attention on the aspects of the L2. The aptitude factor is also
related to attention. Skehan (1998a, as cited in Schmidt, 2001) stated that “the ability to notice what is in input is
one of three factors in foreign language aptitude” (p. 10). Moreover, short-term or working memory capacity is
related to attention. The ‘central executive’ component of working memory in the model of Baddley (1986, as
cited in Schmidt, 2001) is “explicitly related to attention and responsible for controlling the flow of information
into working memory” (p. 10). As a result, the results of this study regarding the using of the DJW might have
been due to the individual differences, i.e., only learners with certain type of characteristics may benefit from the
DJW and improve their writing fluency and grammatical complexity of their writing. The third factor which should be noted regarding the using of the DJW is the context of Iran which is a context
of EFL. The point is that although vast body of literature on the use of journals in ESL settings has concluded
that the DJW improves linguistic and writing ability, some of the studies in Japan, such as Casanave’s (1994, as
cited in Yoshihara, 2008) and Duppenthaler (2004) revealed that most of the students did not demonstrate
considerable improvements in linguistic and writing ability. As the Iranian English learners study in an EFL
context, the result of this study concerning the using of the DJW could suggest the existence of differences in the
efficacy of the DJW on improving the students’ linguistic and writing ability between the EFL and ESL contexts. 4. Discussion and Conclusion This difference might be due to the lack of sufficient exposure to L2 in the context of the EFL. Therefore, the
findings of this study regarding the grammatical accuracy are in line with Yoshihara’s (2008) suggestion which
pointed that more research into the DJW needs to be carried out to “deepen our understanding of its effects and
whether or not it is equally effective in ESL and EFL contexts” (p. 4). Based on the above-mentioned discussion, it can be concluded that the greater efficacy of intentional learning
over incidental one as well as higher efficiency of explicit learning over implicit one could have caused the RLP
technique to be more effective than the DJW in improving the participants’ grammatical accuracy in writing as
well as their overall writing performance. On the other hand, the factor of individual differences might have
caused the DJW to be less effective than the RLP. Finally, learners in the ESL contexts may indicate different
results regarding the using of the DJW than the students in the EFL contexts, and such a difference might be due
to the lack of exposure to L2 out of the context of classrooms. 5. Implications Syllabus designers and material developers can gain insights from the results of this study. Learning portfolio
can be included in syllabus and materials, to enable students to acquire the habit of self-reflection, self-direction,
and self-evaluation which are embedded in the portfolio process. Including learning portfolio in the textbooks
can help learners enhance their writing skill and probably other skills. University students can benefit from the
practice of learning portfolio and develop their writing as well as their ability to think critically through the 23 English Language Teaching www.ccsenet.org/elt Vol. 5, No. 11; 2012 power of reflection, collaborative learning, self-assessment, noticing their multiple intelligences, critical thinking,
accepting the challenges, noticing the power of writing for promoting learning, and gaining responsibility in the
process of their learning. power of reflection, collaborative learning, self-assessment, noticing their multiple intelligences, critical thinking,
accepting the challenges, noticing the power of writing for promoting learning, and gaining responsibility in the
process of their learning. Second, this study gives L2 teachers the insight that incorporating the learning portfolio into language learning
activities can provide them with a better understanding of the learners’ preferred learning styles, needs, and
difficulties; thus, the teachers can adjust instruction to the students’ individual goals, needs, and learning
dispositions. Therefore, learning portfolios can provide the teachers with an opportunity to design future
instructional strategies, materials and activities that are more meaningful and valuable to the learners, as well as
make curricular decisions and choices, which will improve learners’ motivation and involvement in class. Third, the findings of this study might be applicable to the teaching and learning of the other language skills and
language components. However, many investigations need to be done to support these implications. Halliday, M. A. K., & Hasan, R. (1989). Language, context and text:Aspects of language in a social semiotic
perspective. Oxford, UK: Oxford University Press. References 11; 2012 English Language Teaching www.ccsenet.org/elt Hiemstra,
R. (2002). Uses
and
benefits
of
journal
writing. Retrieved
from
http://www.wou.edu/~ulvelad/courses/.../Assets/UsesBenefitsJournal.pdf Holmes, V. L., & Moulton, M. R. (1997). Dialogue journals as an ESL learning strategy. Journal of Adolescent &
Adult Literacy, 40, 616-626. Retrieved from http://www.jstor.org/discover/10.2307/40013472 Howrey, J. D., & Tanner, P. (2008). Writing portfolios: Empowering students, teachers, and the curriculum. JALT2008
Conference
Proceedings
(1157-1167). Retrieved
from
http://jalt-publications.org/recentpdf/proceedings/2008/E087.pdf Hulstijn, J. H. (2003). Incidental and intentional learning. In C. J. Doughty, & M. H. Long (Eds.), The handbook
of second language acquisition (pp. 349-381). Malden, MA: Blackwell Publishing. Jafari, N., & Nejad Ansari, D. (2012). The effect of collaboration on Iranian EFL learners’ writing accuracy. International Education Studies, 5(2). http://dx.doi.org/10.5539/ies.v5n2p125 Jones, P. (1991). What are dialogue journals? In J. K. Peyton, & J. Staton (Eds.), Writing our lives: Reflection on
dialogue journal writing with adults learning English (pp. 3-10). New Jersey: Center for Applied
Linguistics (CAL). National Clearing House on Literacy Education (ED333763). Jones, P. (1991). The various benefits of dialogue journals. In J. K. Peyton, & J. Staton (Eds.), Writing our lives:
Reflection on dialogue journal writing with adults learning English (pp. 102-129). New Jersey: Center for
Applied Linguistics (CAL). National Clearing House on Literacy Education (ED333763). Khatib, M., & Ghannadi, M. (2011). Interventionist (explicit and implicit) versus non-interventionist (incidental)
learning of phrasal verbs by Iranian EFL learners. Journal of Language Teaching and Research, 2(3),
537-546. http://dx.doi.org/10.4304/jltr.2.3.537-546 Kocoglu, Z., Akyel, A., & Ercetin, G. (2008). Pen/paper and electronic portfolios: An effective tool for
developing reflective thinking of Turkish EFL student teachers? Mediterranean Journal of Educational
Studies,
13(1),
1-24. Retrieved
from
http://www.um.edu.mt/__data/assets/pdf_file/.../Kocoglu_et_al_13_1_2008.pdf Kreeft, J. (1984). Dialogue journal writing: Bridge from talk to essay writing. Abstract retrieved from
http://www.gallaudet.edu/documents/clerc/Dialogue-Journal-General-abstracts.pdf Kumpulainen, K., & Wray, D. (Eds.). (2002). Classroom interaction and social learning: From theory to
practice. London, England: RoutledgeFalmer. Liang, T. (2002). Implementing cooperative learning in EFL teaching: Process and effects (Master’s thesis). Retrieved from http://www.asian-efl-journal.com/Thesis_Liang_Tsailing.pdf Lightbown, P. M., & Spada, N. (2006). How languages are learned (3rded.). Oxford, UK: Oxford University
Press. Lingley, D. (2005). Spoken features of dialogue journal writing. Asian EFL Journal, 7(2), 48-67. Retrieved from
http://www.asian-efl-journal.com/June_2005_EBook_editions.pdf Mackey, A., & Gass, S. M. (2005). Second language research: Methodology and design. Mahwah, New Jersey:
Lawrence Erlbaum Associates. Malderez, A. (2009). Mentoring. In A. Burns, & J. C. Richards (Eds.).The Cambridge guide to second language
teacher education (pp. 259-268). Cambridge, UK: Cambridge University Press. References Akbari, R. (2007). Reflections on reflection: A critical appraisal of reflective practices in L2 teacher education. System, 35, 192–207. http://dx.doi.org/10.1016/j.system.2006.12.008 Bacha, N. (2001). Writing evaluation: What can analytic versus holistic essay scoring tell us? System, 29,
371–383. http://dx.doi.org/10.1016/S0346-251X(01)00025-2 Becker, A. (2010/2011). Examining rubrics used to measure writing performance in U.S. intensive English
programs. The
CATESOL
Journal,
22(1),
113-130. Retrieved
from
http://www.catesol.org/Becker%20113-130.pdf Callele, M. F. (2008). An investigation of formative and summative portfolio assessment methods (Master’s
thesis). Retrieved from http://library2.usask.ca/theses/available/etd-04252008.../ETD_PDF_080430.pdf Dabaghi, A. (2008). A comparison of the effects of implicit and explicit corrective feedback on learners’
performance in tailor-made tests. Journal of Applied Sciences, 8(1), 1-13. Retrieved from
http://198.170.104.138/jas/2008/1-13.pdf Davies, A., & Le Mahieu, P. (2003). Assessment for learning: Reconsidering portfolios and research evidence. Retrieved from http://electronicportfolios.org/afl/Davies&LeMahieu.pdf Deykeyser, R. (2003). Implicit and explicit learning. In C. J. Doughty, & M. H. Long (Eds.), The handbook of
second language acquisition (pp. 313-348). Malden, MA: Blackwell Publishing. Dörnyei, Z., & Skehan, P. (2003). Individual differences in second language learning. In C. J. Doughty, & M. H. Long (Eds.), The handbook of second language acquisition (pp. 589-630). Malden, MA: Blackwell
Publishing. Duppenthaler, P. M. (2004). Journal writing and the question of transfer of skills to other types of writing. JALT
Journal, 26(2). Retrieved from http://jaltpublications.org/archive/jj/2004b/art3.pdf - Japan Ekawat, W. S. (2010). Effects of cooperative learning on EFL university student summary writing (Master’s
thesis). Retrieved from http://thesis.swu.ac.th/swuthesis/Tea_Eng_For_Lan(M.../Wichitra_S.pdf Elango, S., Jutti, R. C., & Lee, L. K. (2005). Portfolio as a Learning tool: Students’ perspectives. Original Article,
September, 34(8). Retrieved from http://www.annals.edu.sg/pdf/34VolNo8200509/V34N8p511.pdf Evans, N. W., Hartshorn, K. J., McCollum, R. M., & Wolfersberger, M. (2010). Contextualizing corrective
feedback in second language writing pedagogy. Language Teaching Research, 14(4), 445-463. http://dx.doi.org/10.1177/1362168810375367 Farrell, P. J. (2005). Measuring progress in journal writing. JALT2005 Shizuoka – Sharing Our Stories
(1079-1085). Retrieved from http://jalt-publications.org/archive/proceedings/2005/E069.pdf - Japan Field, A. (2009). Discovering statistics using SPSS (3rded.). SAGE: London. Fowler, W. S., & Coe, N. (1976). Nelson English Language Tests. Sunbury-on-Thames, England: Thomas
Nelson and Sons Limited. Ghafarian, F. (2011). The effect of two types of planning, Individual, and collaboration on L2 writing of Iranian
EFL Learners with regard to two types of writing, descriptive & persuasive (Unpublished master’s thesis). Payam e Noor University. Tehran, Iran. Halliday, M. A. K., & Hasan, R. (1989). Language, context and text:Aspects of language in a social semiotic
perspective. Oxford, UK: Oxford University Press. 24 Vol. 5, No. References McGrail, L. (1991). Full cycle: From journal writing to codes to writing. In J. K.Peyton, & J. Staton (Eds.),
Writing our lives: Reflection on dialogue journal writing with adults learning English (pp. 60-64). New
Jersey: Center for Applied Linguistics (CAL). National Clearing House on Literacy Education (ED333763). Minjong, S. (1997). The effect of dialogue journal writing on writing quality, reading comprehension, and
writing
apprehension
of
EFL
college
students. Retrieved
from
http://eric.ed.gov/ERICWebPortal/search/detailmini.jsp... (ED410766) Mirhoseini, S. A. (2009). For our learn of English: Dialogue journal writing in EFL education. TarbiatModares
University,
Tehran,
Iran,
24(1),
40-48. Retrieved
from
http://www.ameprc.mq.edu.au/docs/...journal/.../SeyyedAbdolhamid.pdf Motallebzadeh, K. (2011, April). Mentoring: Key factor for teacher development in Iranian EFL setting. 45th
Annual
International
IATEFL
Conference
and
Exhibition,
Brighton,
UK. Retrieved
from
http://iatefl.britishcouncil.org/.../iatefl/.../mentoring_iatefl_2011_khalil __motallebzadeh.ppt 25 English Language Teaching Vol. 5, No. 11; 2012 www.ccsenet.org/elt Nelson, C. P. Jr. (2002, May). Contradictions in learning to write in a second language classroom: Insights from
radical constructivism, activity theory, and complexity theory (Doctoral dissertation, University of Texas at
Austin). Retrieved from http://repositories2.lib.utexas.edu/handle/2152/812 Norris, J. M., & Oretgra, L. (2000). Effectiveness of L2 instruction: A research synthesis and quantitative
meta-analysis. Language Learning, 50, 417-528. http://dx.doi.org/10.1111/0023-8333.00136 Nunes, A. (2004). Portfolios in the EFL classroom: disclosing an informed practice. ELT Journal, 58(4), 327-335. http://dx.doi.org/10.1093/elt/58.4.327 O’Donoghue, T., & Clarke, S. (2010). Leading Learning: Process, themes and issues in international contexts. Abingdon, Oxon: Routledge. Orland-Barak, L. (2005). Portfolios as evidence of reflective practice: what remains untold? Abstract retrieved
from http:// 112.137.138.6/jspui/bitstream/.../726/1/TeacherEducation197.pdf Peyton, J. K. (1993). Dialogue journals: Interactive writing to develop language and literacy. National
Clearinghouse on Literacy Education. Retrieved from http://www.cal.org/resources/digest/peyton01.html Peyton, J. K., Staton, J., Richardson, G., & Wolfram, W. (1990). The influence of writing task on ESL students’
written
production. Abstract
retrieved
from Peyton, J. K., Staton, J., Richardson, G., & Wolfram, W. (1990). The influence of writing task on ESL students’
written
production. Abstract
retrieved
from
http://www.gallaudet.edu/documents/.../Dialogue-Journal-and-Writing-Abstracts.pdf Razak, R. A., & Asmawi, A. (2004). The use of dialogue journal through e-mail technology in developing
writing interest and skills. Malaysian Online Journal of Instructional Technology (MOJIT), 1(2), 14-23. Retrieved
from
http://pppjj.usm.my/mojit/articles/pdf/1204/TheUseofDialogueJournalThroughEmailTechnology.pdf pppjj.usm.my/mojit/articles/pdf/1204/TheUseofDialogueJournalThroughEmailTechnology.pdf Reid, L. (1997). Exploring the ways that dialogue journaling affects how and why students write: An action
research
project. Abstract
retrieved
from
http://www.gallaudet.edu/documents/.../Dialogue-Journal-and-Writing-Abstracts.pdf Reid, L. (1997). Exploring the ways that dialogue journaling affects how and why students write: An action
research
project. References Write at least 250 words. You should spend about 40 minutes on this task. Write about the following topic:
Using a computer every day can have more negative than positive effects on the children. Do you agree or disagree? Give reasons for your answer and include any relevant examples from your own knowledge or experience. Write at least 250 words. Appendix A: Pretest Topic You should spend about 40 minutes on this task. Write about the following topic:
Using a computer every day can have more negative than positive effects on the children. Do you agree or disagree? Give reasons for your answer and include any relevant examples from your own knowledge or experience. Write at least 250 words. Posttest Topic You should spend about 40 minutes on this task. Write about the following topic:
In Britain, when someone gets old they often go to live in a home with other old people where there are
nurses to look after them. Sometimes the government has to pay for this care. What’s your idea about
this custom? Who do you think should pay for this care, the government or the family? Give reasons for your answer and include any relevant examples from your own knowledge or experience. Write at least 250 words. Taken from http://www.ielts.org/pdf/115030_General_Training_Writing_sample_task_-_Task_2.pdf Taken from http://www.ielts.org/pdf/115030_General_Training_Writing_sample_task_-_Task_2.pdf Appendix B: A Modified Version of Cohen’s (1994) and Jacobs, Zinkgraf, Wormuth, Hartfiel, and
Hughey’s (1981)
Analytic Scoring Scale
Level
Criteria
5
Advanced-High
4
Advanced-Low
3
Intermediate-High
2
Intermediate-Low
1
Novice
Content
*
Logical
Development
of
ideas
*
Main
ideas,
supporting ideas,
and examples
Effectively
addresses
the
topic and task,
using
clearly
appropriate
explanations,
examples,
and
details
Addresses
the
topic
and
task
with
using
appropriate
explanations,
examples,
and
details
Addresses the topic
and
task
using
somewhat
developed
explanations
and
details
Limited
development
in
response
to
the
topic
and
task
using inappropriate
explanations,
examples
and
details
Questionable
responsiveness
to the topic and
task with using
no
detail
or
irrelevant
explanations
Organization
* The sequence of
introduction, body,
and conclusion
*Use of cohesive
devices
Well
organized
and
cohesive
devices
effectively used
Fairly
well
organized
and
cohesive devices
adequately used
Loosely organized
and
incomplete
sequencing;
cohesive
devices
may be absent or
misused. References Abstract
retrieved
from
h
//
ll
d
d /d
/ / i l
l
d
i i
Ab
df Rickards, W. H., Diez, M. E., Ehley, L., Guilbault, L. F., Loacker, G., Hart, J. R., & Smith, P. C. (2008). Learning,
reflection, and electronic portfolios: Stepping toward an assessment practice. JGE: the journal of general
education,
57(1). Retrieved
from
http://www its uiowa edu/support/portfolio/pdf/ /learning reflection and eportfolios pdf www.its.uiowa.edu/support/portfolio/pdf/.../learning_reflection_and_eportfolios.pdf Saslow, J., & Ascher, A. (2006). Top Notch 3 B. English for today’s world. NY: Pearson Education. Schmidt, R. (2001). Attention. In P. Robinson (Ed.), Cognition and second language instruction (pp. 3-32). Cambridge, UK: Cambridge University Press. Staton, J. (1987). Dialogue Journals. ERIC Digest. ERIC Educational Reports.ERIC Clearinghouse on Reading
and Communication Skills Urbana IL. Retrieved from http:// www.ericdigests.org/pre-926/journals.htm Staton, J. (1991). Creating an attitude of dialogue in adult literacy instruction. In J. K. Peyton, & J. Staton (Eds),
Writing our lives: Reflection on dialogue journal writing with adults learning English (pp. xiii-xxvi). New
Jersey: Center for Applied Linguistics (CAL). National Clearing House on Literacy Education (ED333763). Voit, M. H. (2009). Do dialogue journals with recasts improve the writing skills for adult learners with limited
literacy skills? Retrieved from http:// www.hamline.edu/education/pdf/ESLcapstone_mvoit.pdf Weigle, S. C. (2002). Assessing writing. Cambridge, UK: Cambridge University Press. Yoshihara, R. (2008). The bridge between students and teachers: The effect of dialogue journal writing. Language Teacher, 32(11), 3-7. Retrieved from http://jalt-publications.org/files/pdf-article/32.11art1.pdf Zubizarreta, J. (2008). The learning portfolio: A powerful idea for significant learning. The IDEA Center (Paper
No. 44). Retrieved from http://dcccd.edu/Employees/Departments/EA/CoreResources/Documents/CompLit/
File3_ePortfolio_Zubizarreta.pdf Zubizarreta, J. (2009). The learning portfolio: Reflective practice for improving student learning (2nded.). San
Francisco, CA: Jossey-Bass A Wiley Imprint. 26 Vol. 5, No. 11; 2012 English Language Teaching www.ccsenet.org/elt Appendix A: Pretest Topic
Taken from http://www.ielts-exam.net/IELTS-WritingSamples/IELTS_Sample_Writing_General_Task_2_1.pdf
Posttest Topic
Taken from http://www.ielts.org/pdf/115030_General_Training_Writing_sample_task_-_Task_2.pdf
Appendix B: A Modified Version of Cohen’s (1994) and Jacobs, Zinkgraf, Wormuth, Hartfiel, and
Hughey’s (1981)
You should spend about 40 minutes on this task. Write about the following topic:
In Britain, when someone gets old they often go to live in a home with other old people where there are
nurses to look after them. Sometimes the government has to pay for this care. What’s your idea about
this custom? Who do you think should pay for this care, the government or the family? Give reasons for your answer and include any relevant examples from your own knowledge or experience. Posttest Topic Ideas
are
disconnected
and
lack
of
logical
sequencing;
inadequate order of
ideas
No organization
and no use of
cohesive
devices
Language in use
*
choice
of
vocabulary
*Register
Appropriate
choice of words
and use of idioms
Relatively
appropriate
choice of words
and use of idioms
Adequate choice of
words
but
some
misuse
of
vocabulary
or
idioms
Limited range of
vocabulary,
confused use of
words and idioms
Very
limited
vocabulary,
very
poor
knowledge
of
idioms
Grammar
*Sentence-level
structure
No errors, full
control
of
syntactic variety
Almost no errors,
good control of
syntactic variety
Some errors, fair
control of syntactic
variety
Many errors, poor
control of syntactic
variety
Severe
and
persistent errors,
no
control
of
syntactic variety
Mechanics
*Punctuation
*Spelling
*Capitalization
*Indentation
Mastery
of
spelling
and
punctuation
Few
errors
in
spelling
and
punctuation
Fair
number
of
spelling
and
punctuation errors
Frequent errors in
spelling
and
punctuation
No control over
spelling
and
punctuation Appendix B: A Modified Version of Cohen’s (1994) and Jacobs, Zinkgraf, Wormuth,
Hughey’s (1981) Appendix B: A Modified Version of Cohen’s (1994) and Jacobs, Zinkgraf, Wormuth,
Hughey’s (1981) B: A Modified Version of Cohen’s (1994) and Jacobs, Zinkgraf, Wormuth, Hartfiel, and 27 Vol. 5, No. 11; 2012 English Language Teaching www.ccsenet.org/elt Appendix C: Biodata Information
Please complete the following information sheet. The information will be used only as background
information for the present research study and will be kept strictly confidential. 1. Name …………………………………
2. Age ……………………………………
3. Grade …………………………………
4. Where and how long have you studied English? (Check the following.)
Elementary School
…………………… years
Junior High school
…………………… years
High school
…………………… years
University
…………………… years
Institutions
…………………… years
5. Have you ever traveled to or lived in an English-speaking country? a) Where? (Please specify) ………………………………………………………………
……………………………………………………………………………………………
b) For how long? (Please specify) ………………………………………………………
……………………………………………………………………………………………
Thank you for your cooperation Appendix C: Biodata Information Appendix D: RLP Questionnaire
Name:
Date:
Session:
► Don’t worry if your answers to these questions overlap or if you feel one question has already been
answered in your response to an earlier question. Do try and write something, however brief, in response to
each question. Even noting that nothing surprised you or that there were no high or low emotional moments in
your learning tells you something about yourself as a learner and the conditions under which you learn. 1. What have I learned? Posttest Topic (Grammar, Vocabulary, Discourse strategies, etc.) What can I do now? 2. How did I feel in the class? 3. What have I learned about myself as a learner? 4. What activities did I like best, and what activities did I like least? 5. What learning tasks did I respond to most easily? 6. What learning tasks gave me the greatest difficulties? 7. What problems do I still have regarding the learning activities or the skills? Why do these problems exist? What should I do to solve them? 8. What questions do I need to ask my teacher or my classmates? 9. Do I feel satisfied with myself regarding my learning? Why / Why not? Appendix D: RLP Questionnaire
Name:
Date:
Session:
► Don’t worry if your answers to these questions overlap or if you feel one question has already been
answered in your response to an earlier question. Do try and write something, however brief, in response to
each question. Even noting that nothing surprised you or that there were no high or low emotional moments in
your learning tells you something about yourself as a learner and the conditions under which you learn. 1. What have I learned? (Grammar, Vocabulary, Discourse strategies, etc.) What can I do now? 2. How did I feel in the class? 3. What have I learned about myself as a learner? 4. What activities did I like best, and what activities did I like least? 5. What learning tasks did I respond to most easily? 6. What learning tasks gave me the greatest difficulties? 7. What problems do I still have regarding the learning activities or the skills? Why do these problems exist? What should I do to solve them? 8. What questions do I need to ask my teacher or my classmates? 9. Do I feel satisfied with myself regarding my learning? Why / Why not? 28
|
https://openalex.org/W3030226019
|
https://research-repository.st-andrews.ac.uk/bitstream/10023/20025/1/Gillespie_2020_PLoSONE_Passiveacoustic_CC.pdf
|
English
| null |
Passive acoustic methods for tracking the 3D movements of small cetaceans around marine structures
|
PloS one
| 2,020
|
cc-by
| 9,188
|
Passive acoustic methods for tracking the 3D
movements of small cetaceans around
marine structures Douglas GillespieID1*, Laura Palmer1, Jamie Macaulay1, Carol Sparling2, Gordon Hastie1
1 Sea Mammal Research Unit, Scottish Oceans Institute, University of St Andrews, St Andrews, Scotland,
2 SMRU Consulting, Scottish Oceans Institute, University of St Andrews, St Andrews, Scotland Douglas GillespieID1*, Laura Palmer1, Jamie Macaulay1, Carol Sparling2, Gordon Hastie1
1 Sea Mammal Research Unit, Scottish Oceans Institute, University of St Andrews, St Andrews, Scotland,
2 SMRU Consulting, Scottish Oceans Institute, University of St Andrews, St Andrews, Scotland * dg50@st-andrews.ac.uk a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: Gillespie D, Palmer L, Macaulay J,
Sparling C, Hastie G (2020) Passive acoustic
methods for tracking the 3D movements of small
cetaceans around marine structures. PLoS ONE 15
(5): e0229058. https://doi.org/10.1371/journal. pone.0229058 Editor: William David Halliday, Wildlife
Conservation Society Canada, CANADA
Received: January 28, 2020
Accepted: May 2, 2020
Published: May 29, 2020 Editor: William David Halliday, Wildlife
Conservation Society Canada, CANADA Received: January 28, 2020
Accepted: May 2, 2020
Published: May 29, 2020 Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0229058 Copyright: © 2020 Gillespie 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 A wide range of anthropogenic structures exist in the marine environment with the extent of
these set to increase as the global offshore renewable energy industry grows. Many of
these pose acute risks to marine wildlife; for example, tidal energy generators have the
potential to injure or kill seals and small cetaceans through collisions with moving turbine
parts. Information on fine scale behaviour of animals close to operational turbines is required
to understand the likely impact of these new technologies. There are inherent challenges
associated with measuring the underwater movements of marine animals which have, so
far, limited data collection. Here, we describe the development and application of a system
for monitoring the three-dimensional movements of cetaceans in the immediate vicinity of a
subsea structure. The system comprises twelve hydrophones and software for the detection
and localisation of vocal marine mammals. We present data demonstrating the systems
practical performance during a deployment on an operational tidal turbine between October
2017 and October 2019. Three-dimensional locations of cetaceans were derived from the
passive acoustic data using time of arrival differences on each hydrophone. Localisation
accuracy was assessed with an artificial sound source at known locations and a refined
method of error estimation is presented. Calibration trials show that the system can accu-
rately localise sounds to 2m accuracy within 20m of the turbine but that localisations
become highly inaccurate at distances greater than 35m. The system is currently being
used to provide data on rates of encounters between cetaceans and the turbine and to pro-
vide high resolution tracking data for animals close to the turbine. These data can be used to
inform stakeholders and regulators on the likely impact of tidal turbines on cetaceans. PLOS ONE PLOS ONE RESEARCH ARTICLE a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 17630/de341ca6-6754-43ed-b1ac-a55aae6ccfaa.
Other data have been included in the manuscript. result of vessel collisions [3] and fisheries bycatch [4]. Many countries are now also looking to
generate low carbon electricity through the installation of underwater turbines in areas of high
tidal flow. A common design, horizontal-axis turbines, broadly resemble small wind turbines
mounted on the sea floor. Just as the prevalence of wind farms has raised concerns about the
risk to birdlife, tidal turbines have the potential to injure or kill animals through collisions
with moving rotors [5]. Several taxa are considered to be vulnerable to these risks, including
diving birds, fish, and marine mammals [6]. Funding: This research was funded through a
research grant from the Scottish Government as
part of the Marine Mammal Scientific Support
Program MMSS/002/15. Representatives of the
Scottish government and Marine Scotland sat on
the project steering committee, overseeing
experiment design, and also provided feedback on
early drafts of this paper. To understand interactions between animals and structures, information on under-water
movements of animals around them is required. A number of technologies including video,
infra-red based detection, and radar have been used to detect and track birds and bats around
windfarms to inform estimates of collision risk [7]. However, there are inherent challenges
associated with measuring the underwater movements of marine animals, particularly in
highly energetic and turbid environments. Movement tags have been used to study the under-
water behaviour of marine mammals, particularly in response to underwater sound [8,9]. However, difficulties in deploying and recovering tags, limited deployment periods (days or
weeks), and the fact that a tagged animal may never visit a structure of interest, mean that for
many species tagging programs are unlikely to yield fine scale data at very specific locations. Competing interests: The authors have declared
that no competing interests exist. Small cetaceans are highly vocal, using echolocation clicks to actively sense their environ-
ment [10]. Harbour porpoises (Phocoena phocoena) produce narrow-band high-frequency
clicks with a centre frequency of ~130kHz and a duration of ~77μs [11,12]. Most delphinid
species produce broader band echolocation clicks with energies mostly between ~30 and over
100kHz [10]. Unlike harbour porpoise, dolphins also produce whistles which can be highly
variable but are mostly between around 5 and 20kHz with durations of less than a second
[13,14]. Materials and methods To collect data on the 3D movements of harbour porpoises and other small odontocetes
around anthropogenic structures, we designed and built a hydrophone array, and acoustic
acquisition and processing system. We then deployed the system and collected data over a
two-year period between October 2017 and October 2019. The system was semi-automatic,
with real time detectors reducing amounts of stored data by several orders of magnitude, but
operator screening of remaining sounds required to select and confirm detections from the
stored data. All procedures and data collection were approved by the University of St Andrews School
of Biology Ethics Committee (Reference number SEC18014). 17630/de341ca6-6754-43ed-b1ac-a55aae6ccfaa.
Other data have been included in the manuscript. Arrays of hydrophones can be used to detect and locate cetaceans underwater [15,16]
and it is possible to track the movements of cetaceans in the vicinity of anthropogenic struc-
tures [17]. Here we describe a hydrophone system to detect, classify and localise individual cetaceans
with a high degree of spatial and temporal accuracy. We describe both the hardware and soft-
ware and discuss the key principles and limitations when using hydrophone arrays to localise
cetaceans in three dimensions (3D). We then report on the practical performance of the sys-
tem through a study where it was deployed on an operational commercial-scale tidal turbine. Introduction Anthropogenic structures have increased in number in the marine environment over the past
several decades with increases in oil and gas exploration and extraction, marine aquaculture,
and renewable energy [1]. Many of these activities may pose acute risks to marine wildlife; for
example, seabirds can be killed by wind turbines [2] and cetaceans can be injured or killed as a Data Availability Statement: Click detection data
and the vessels location from the reported Data Availability Statement: Click detection data
and the vessels location from the reported
calibration trial are available at https://doi.org/10. 1 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures 17630/de341ca6-6754-43ed-b1ac-a55aae6ccfaa. Other data have been included in the manuscript. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Hydrophone array In principle, four widely spaced hydrophones can provide 3D locations based on time of
arrival differences of signals at the four receivers [15]. However small errors in timing estima-
tion can introduce ambiguities and large errors, particularly outside the immediate vicinity of
the array. Detecting highly directional sounds on widely spaced hydrophones can also be 2 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures problematic since if an animal is orientated towards one hydrophone, it will generally not be
orientated towards the others. Further, echolocation clicks are often produced with short
inter-click-intervals (ICI) which makes matching corresponding clicks between hydrophones
challenging with widely spaced hydrophones. Small clusters of hydrophones, where the maxi-
mum sound travel time between the hydrophones is small compared to typical inter-click
intervals, arranged in a tetrahedral pattern, do not suffer from matching ambiguities but can
only measure horizontal and elevation angles to a sound source, not range. For 3D localisation,
a practical compromise is to deploy multiple small tetrahedral clusters of four hydrophones. Each cluster can measure angles to sound sources and, when a sound is detected on two or
more clusters, the sound can be localised in 3D. Twelve hydrophones (in three clusters), each consisting of a 10mm ceramic sphere with
0.8mm wall thickness (S10 hollow sphere from Yujie Technology Ltd, Qunxing-Square, Hua-
qiang North Road, Futian district, Shenzhen, Guangdong, China 518028) were potted in ALH
Systems NP1480 water clear polyurethane, shaped to mount in the ends of 10 mm diameter
steel tubes epoxied into an acetyl base to provide a 15cm spacing between each hydrophone
(Fig 1 inset). Hydrophone sensitivity was calibrated against a Reson TC4013 reference
hydrophone and was measured to be -210±1 dBre1V/μPa. Short (<20cm) cables from each
hydrophone carried signals inside the mounting tubes to a box containing custom built pre-
amplifiers with a gain of 30dB. For robustness, the preamplifiers and twisted pair signal and
power cable were solid potted into this box using epoxy. The hydrophone supports were bolted
to 1cm x 80cm x 80cm high density polyethylene sheets, which could in turn be bolted to other
structures. Fig 1. Photograph of three hydrophone clusters installed on a turbine support structure during installation showing the locations of the three
hydrophone clusters (circled) and acquisition junction box (in diamond). Hydrophone array Inset are photographs of a hydrophone cowling and a tetrahedral cluster
showing the four hydrophones on their supports and the box containing potted preamplifiers (photo SIMEC Atlantis Energy). Fig 1. Photograph of three hydrophone clusters installed on a turbine support structure during installation showing the locations of the three
hydrophone clusters (circled) and acquisition junction box (in diamond). Inset are photographs of a hydrophone cowling and a tetrahedral cluster
showing the four hydrophones on their supports and the box containing potted preamplifiers (photo SIMEC Atlantis Energy). https://doi.org/10.1371/journal.pone.0229058.g001 3 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures To protect the hydrophones from physical damage, each cluster was covered with a 50cm
diameter and 50cm high 10mm thick polyethylene cowling. High density polyethylene was
chosen as it has an acoustic impedance of 2.33 x105gm/cm2.sec (https://www.ndt.net/links/
proper.htm), similar to sea water (impedance 1.5x105gm/cm2.sec). This means that the reflec-
tion coefficient of a sound in water hitting the polyethylene will be approximately 0.21, or
-13.3dB. Data acquisition and real time processing Analog signals from hydrophone clusters were brought to an underwater junction
box containing the signal conditioning and data acquisition system. Preamplifiers (ETEC
150410AQC, Etec aps. Industrivaenget 8, DK-3300 Frederiksvaerk, Denmark) provided a fur-
ther 20dB of gain and had two-pole high and low pass filters at 3.1kHz and 190kHz respec-
tively. Outputs of the preamplifiers connected to three NI-9222 four channel simultaneous
sampling 16-bit acquisition modules contained in a CRIO-9067 controller (National Instru-
ments Corporation, Austin, TX 78759, USA). The CRIO was programmed to acquire data con-
tinuously on all channels at a sample rate of 500kS/s per channel. Data were compressed in real
time using lossless compression [18] and sent via Ethernet to a shore-side PC for processing. Analog signals from hydrophone clusters were brought to an underwater junction
box containing the signal conditioning and data acquisition system. Preamplifiers (ETEC
150410AQC, Etec aps. Industrivaenget 8, DK-3300 Frederiksvaerk, Denmark) provided a fur-
ther 20dB of gain and had two-pole high and low pass filters at 3.1kHz and 190kHz respec-
tively. Outputs of the preamplifiers connected to three NI-9222 four channel simultaneous
sampling 16-bit acquisition modules contained in a CRIO-9067 controller (National Instru-
ments Corporation, Austin, TX 78759, USA). The CRIO was programmed to acquire data con-
tinuously on all channels at a sample rate of 500kS/s per channel. Data were compressed in real
time using lossless compression [18] and sent via Ethernet to a shore-side PC for processing. On shore, real time processing was conducted using the open source PAMGuard software
[19]. A bespoke acquisition module was written to control the CRIO system, unpack the com-
pressed audio data and insert it into the PAMGuard processing chain. A separate “watchdog”
program was written which started automatically if the system rebooted (e.g. after a power out-
age) and would start or restart PAMGuard in the event of data processing being interrupted
for any reason. On shore, real time processing was conducted using the open source PAMGuard software
[19]. A bespoke acquisition module was written to control the CRIO system, unpack the com-
pressed audio data and insert it into the PAMGuard processing chain. A separate “watchdog”
program was written which started automatically if the system rebooted (e.g. after a power out-
age) and would start or restart PAMGuard in the event of data processing being interrupted
for any reason. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Offline analysis Click classification and event selection. The click detector in PAMGuard was configured
to trigger on any transient sound with energy rising more than 10dB above background noise
in the 40 to 150kHz frequency band. It made large numbers of false positive detections as well
as cetacean echolocation clicks (true positives). False positives can be caused by a variety of
sources including flow noise over the structure and hydrophone mounts, operational noise
and passing vessels. Transient signals were classified as porpoise clicks if they were between
20μs and 220μs duration, had a peak frequency between 100 and 150kHz and had total energy
in the 100 to 150kHz frequency band at least 6dB higher than both the 40 to 90kHz and the
160 to 190kHz bands. Although harbour porpoise clicks are narrow-band and distinct from
the other noises, broadband dolphin clicks can be challenging to distinguish from background
transients. Key to identifying echolocation clicks is often their occurrence at regular intervals
on a consistent bearing. Data were therefore screened manually post hoc using PAMGuard,
primarily viewing displays of bearings to sounds derived from the individual hydrophone
clusters plotted against time. This follows the methods described for sperm whales in [20],
whereby the analyst assigns clicks to ‘events’ based on their consistency of bearing and other
properties (waveform, power spectra, amplitude and inter click intervals). Localisation and associated errors. Three-dimensional click localisation was a multi-
stage process which, although largely described in [16], had a series of modifications to the
ways in which errors on localisations were calculated. Sounds detected on more than one
hydrophone cluster can only originate from the same source if the time of arrival difference
between those sounds is less than the distance between the clusters divided by the speed of
sound; in this case a maximum of 7.4ms. Although small cetaceans generally produce clicks
with inter click intervals (ICI’s) greater than this, ICI’s in porpoises can be as low as 2ms [9] PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 4 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures which can cause ambiguities in matching clicks between hydrophone clusters. To resolve this
‘click match ambiguity’, clicks from the different hydrophone clusters were initially divided
into groups consisting of clicks arriving within 7.4ms of a click a different cluster. Offline analysis Hence, clicks
within a group might originate from the same sound but it was impossible that any of them
matched with clicks in other groups [16]. All possible combinations of clicks within each
group were then localised and scored according to the number of clusters used and the quality
of the localisation. Combinations using all three hydrophone clusters were given a higher
score than combinations on only two hydrophone clusters. Combinations using the same
number of clusters were scored according to a log likelihood value from the localisation (see
below). The highest scored localisation from the group was selected for further analyses. Clicks detected on multiple hydrophone clusters were localised by measuring the Time of
Arrival Difference (TOAD) of the signal on each hydrophone pair [21] and then maximising a
likelihood based model comparing expected TOADs for putative locations with measured
TOADs. For each possible group of clicks, a TOAD was measured for every possible hydro-
phone pair. This means that for a click detected on all three clusters, there would be 66 differ-
ent time measurements. Localisation estimates are subject to uncertainties caused by errors in the estimation of the
TOADs as well as errors in the hydrophone locations and the speed of sound in water. The
contributions of these different errors also vary depending upon which hydrophones are used
in each measurement and the position of the localisation relative to each hydrophone pair; for
example, a TOAD measured at a point in line with a pair of hydrophones will be directly
affected by an error on the sound speed measurement, whereas that error will contribute noth-
ing if the sound source is equidistant from the two hydrophones. Estimates of the various
error components are shown in Table 1. The total expected timing error σtj for each hydrophone pair is stj ¼
ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
ðvart þ varg þ varcÞ
q
ð1Þ ð1Þ where vart, varg and varc are the variances due to TOAD timing error, geometry error and
speed of sound error. The variance vart due to TOAD estimation is calculated as the square of the estimated tim-
ing error from Table 1. The variance contribution for geometry errors, varg is dependent on the relative positions
of the hydrophones and sound source. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Offline analysis If p is the position vector of the sound source and hj are
the locations of the hydrophones, having estimated errors on each Cartesian coordinate δhji,
(using the error within clusters if the hydrophones are in the same cluster or the between clus-
ters error if the hydrophones are in different clusters) and ei are unit vectors along the x, y and Table 1. Estimates of the different contributors to localisation errors. Source of Error
Magnitude
Timing Error Estimate within a
hydrophone cluster
1 μs
Timing Error Estimate between
hydrophone clusters
10 μs (differences in the waveform are likely to be greater between clusters
making it likely that there will be a larger error)
Location of hydrophones within a
cluster
1mm in each dimension
Relative location of clusters
5cm in each horizontal dimension, 2cm vertically
Speed of sound
10m/s
https://doi.org/10.1371/journal.pone.0229058.t001 Table 1. Estimates of the different contributors to localisation errors. Source of Error
Magnitude
Timing Error Estimate within a
hydrophone cluster
1 μs
Timing Error Estimate between
hydrophone clusters
10 μs (differences in the waveform are likely to be greater between clusters
making it likely that there will be a larger error)
Location of hydrophones within a
cluster
1mm in each dimension
Relative location of clusters
5cm in each horizontal dimension, 2cm vertically
Speed of sound
10m/s
https://doi.org/10.1371/journal.pone.0229058.t001 Table 1. Estimates of the different contributors to localisation errors. 5 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures z axis, then the variance in the time difference of arrival for a hydrophone pair will be z axis, then the variance in the time difference of arrival for a hydrophone pair will be varg ¼
X2
j¼1
X3
i¼1
dhji
d
ðhj pÞ ei
c
!2
ð2Þ ð2Þ where c is the speed of sound. where c is the speed of sound. Finally, if δc is the error in the estimated speed of sound then varc ¼
T dc
c
2
ð3Þ varc ¼
T dc
c
2 ð3Þ Where T is the expected time delay, i.e. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Offline analysis PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 6 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures Fig 2. Localisation error coordinate frame. The figure shows the localisation and error estimate of a single click from the pinger
trial (see below) which was detected on the north and the west hydrophone cluster, but not the south one. The largest error is in the
estimation of range e1, so this is aligned with a unit vector from the centre of the array. The other (smaller) errors e2 and e3 are
aligned with the horizontal and vertical angle measurements. Fig 2. Localisation error coordinate frame. The figure shows the localisation and error estimate of a single click from the pinger
trial (see below) which was detected on the north and the west hydrophone cluster, but not the south one. The largest error is in the
estimation of range e1, so this is aligned with a unit vector from the centre of the array. The other (smaller) errors e2 and e3 are
aligned with the horizontal and vertical angle measurements. https://doi.org/10.1371/journal.pone.0229058.g002 Localisation filtering. For each localisation a χ2 value was also calculated as w2 ¼
X ðTMj TÞ
2
2st2
j
! ð7Þ ð7Þ Generally, if the clicks are correctly matched between each hydrophone cluster and the SNR
of detected clicks is sufficient for accurate timing estimation, the χ2 value should be approxi-
mately equal to the number of degrees of freedom (i.e the number of TOAD measurements
used minus the number of spatial dimensions, i.e. 3). However, if an incorrect combination of
clicks is localised, then it is likely that the χ2 value will be markedly higher. It is therefore possi-
ble to reject erroneous localisations based on the magnitude of their χ2 value. Offline analysis T ¼ kp h1k kp h2k
c
ð4Þ ð4Þ Once the errors for each TOAD measurement for a candidate localisation have been esti-
mated, it is possible to calculate a log likelihood estimation for that position, where L x; T
ð
Þ ¼
X
j
1
2 log 2pstj
ðTMj TÞ
2
2st2
j
! ð5Þ ð5Þ Where TMi is the measured time delay between the jth hydrophone pair. Note that many Log
Likelihood estimators drop the first term in Eq 5 since it is constant. Here however, σtj varies
with location, so the term is retained. The log likelihood function for each localisation was maximised using a Simplex algorithm
[22]. To avoid the problem of the optimisation function finding local rather than the true max-
imum, four random starting points were selected for each localisation, with the first start point
being the centre of the array and the subsequent ones being offset by a random distance in
each dimension using a number drawn from a Gaussian distribution with width equal to the
arrays maximum aperture. Bearings to the sound source remain accurate with distance so long as there is a greater
than ~10dB signal to noise ratio (SNR) to determine accurate TOAD’s [21]. However, esti-
mates of the range to sound sources become increasingly inaccurate with distance from the
array. Localisation errors were therefore calculated as a range error, aligned with a unit vector
from the centre of the hydrophones to the localisation, a horizontal direction perpendicular to
the first and a third direction perpendicular to the other two (Fig 2), these latter two effectively
being the horizontal and vertical bearing accuracies. Errors on localisations were estimated from the curvature of the log likelihood function
around its maximum value. The error estimator assumes that the overall log likelihood func-
tion follows a normal like distribution of the form Ltot p
ð Þ ¼ 1
2
log 2psp
þ kp p0k
2
s2
p
! ð6Þ ð6Þ ð6Þ Where p0 is the best estimated position and σp is the error on p. It is therefore straightforward
to estimate σp in any direction by slightly varying the position p in each direction to calculate
changes in Ltot(p) and then inverting Eq 6 to obtain an estimate of σp. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Deployment on an operational tidal turbine 7m horizontally from the turbine centre, the clusters on the northeast and southeast legs were
3.5m east and 3.5m north or south. The overall array dimension was therefore 10.5m (east-
west) by 7m (north-south). Hydrophones were mounted at a mean height of 12.3m below the
centre of the turbine axis, i.e. 3.3m below the turbine blades and approximately 3.5m from the
sea floor. Cabling to the junction box containing the signal conditioning and acquisition system was
terminated with dry mate subsea connectors. After deployment, a 48V DC power and CAT6
Ethernet cable from the junction box was plugged into the turbine’s Connection Management
System (CMS) using an ROV wet-mate connector. Both the CMS and the turbine nacelle can
be removed for maintenance, but it is intended that the TSS (and hence the monitoring equip-
ment) will remain in situ for 25 years. The monitoring equipment received power from the
turbine’s auxiliary power supply, so it was only possible to operate the system with the turbine
in place. Several different PAMGuard modules were configured for the detection of echolocation
clicks, dolphin whistles and diagnostic noise measurements. A schematic of the processing
chain is shown in Fig 3. To reduce the CPU load, the click detection trigger was only run on
the topmost hydrophone in each cluster, but in the event of a trigger, a short clip of data from
all four hydrophones in that cluster would be stored starting 100 samples (equivalent to 0.2ms
or 30cm travel distance) prior to the trigger and ending 100 samples after the end of the trigger
to ensure signal capture on all hydrophones in that cluster. The high frequency data (500kHz)
were also decimated to 48kHz and passed to the PAMGuard whistle detector [23] to detect
dolphin whistles. The click detector trigger recorded an instantaneous measure of its background noise mea-
surement once per second, which gives a direct assessment of the click detectors absolute
threshold in varying noise conditions. In addition, the spectrogram of the 500kHz data was
calculated with a Fast Fourier Transform (FFT) length of 1024 samples (2ms) and an advance
of 20480 samples (40ms) and the power of the FFT’s averaged and stored every 6 seconds by a
Long-Term Spectral Average (LTSA) module. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Deployment on an operational tidal turbine The 12 hydrophone system was deployed on an operational tidal turbine in the Pentland Firth
(58˚39’N 3˚08’W), Scotland in 2016. The turbine was part of an array (the MeyGen project)
comprised of three Andritz Hydro Hammerfest HS1000 turbines and the one Atlantis
Resources AR1500 (https://simecatlantis.com/). The hydrophone system was integrated into
the Atlantis AR1500 turbine which has a three-bladed 18m diameter rotor rotating at speeds
up to 14rpm. A yaw mechanism maintained the turbine in a position facing the current, which
reaches speeds up to 5ms-1 on both the flood and the ebb tides. The deployment was governed by the logistical constraints of installing equipment close to
large and complex machinery in a highly energetic environment. Health and safety concerns
made it undesirable to use divers during installation so all array hardware was attached to the
Turbine Support Structure (TSS), which is a large (25 x 19m) three-legged steel frame that
gravity mounts on the sea floor, prior to installation (Fig 1). One hydrophone cluster was installed on the upper surface of each leg (Fig 1), each cluster
being as far from the turbine centre as practically possible. The cluster on the westerly leg was PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 7 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures 7m horizontally from the turbine centre, the clusters on the northeast and southeast legs were
3.5m east and 3.5m north or south. The overall array dimension was therefore 10.5m (east-
west) by 7m (north-south). Hydrophones were mounted at a mean height of 12.3m below the
centre of the turbine axis, i.e. 3.3m below the turbine blades and approximately 3.5m from the
sea floor. C bli
h j
i
b
i i
h
i
l
di i
i
d
i i i
Fig 3. Block diagram of PAMGuard processing chain. https://doi.org/10.1371/journal.pone.0229058.g003 Fig 3. Block diagram of PAMGuard processing chain. https://doi.org/10.1371/journal.pone.0229058.g003 https://doi.org/10.1371/journal.pone.0229058.g003 7m horizontally from the turbine centre, the clusters on the northeast and southeast legs were
3.5m east and 3.5m north or south. The overall array dimension was therefore 10.5m (east-
west) by 7m (north-south). Hydrophones were mounted at a mean height of 12.3m below the
centre of the turbine axis, i.e. 3.3m below the turbine blades and approximately 3.5m from the
sea floor. Deployment on an operational tidal turbine Octave band noise measurements in the fre-
quency range 1.4kHz to 181kHz were also made from the top hydrophone in each of the three PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 8 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures clusters, averaging and storing data every 10s. Sound recording modules could store either or
both of the high frequency 500kHz data or the decimated 48kHz data in wav file format. Recordings could be made either continuously or on a programmed schedule. ecordings could be made either continuously or on a programmed schedule. Operation. Storing raw audio data from the 12 hydrophones in uncompressed files would
have required one Terabyte of storage per day. Therefore, high frequency acoustic data were
only stored during the first month of operation while detector settings were adjusted. Follow-
ing this period, a 10s long, 500kHz sample rate recording was made every hour for diagnostic
purposes. The primary data output from the system was from the detectors and noise monitor-
ing modules described above. These were stored in files on the onshore computer’s hard drive
in a proprietary binary data format. The size of these files varies depending on numbers of
detections and levels of operational noise but were typically around 3 Gigabytes per day. Bi-weekly checks of the system were made using remote desktop software. The network
connection was insufficient for data transfer, so data were copied to portable hard drives and
sent by post to our lab once per month for permanent storage and further analysis. Results The system was deployed on 24th October 2016. Due to problems with the power supply to our
equipment, data collection was only able to start on 19th October 2017 and then continued
until the turbine was removed for maintenance on 22nd September 2018. During this initial
338 days of operation, the PAM system was operational for 322 days. Twelve days were lost
due to power being unavailable either at the turbine or in the sub-station, and four days were
lost due to software or computer failures. Continuous PAM data collection resumed on 18th
December 2018 and continued until 15th October 2019. After the first month of operation, one
hydrophone became notably noisier than the other eleven. We believe that this is electrical
noise, probably caused by one half of a differential amplifier input becoming disconnected. Although some louder signals are still visible on this hydrophone, only the other eleven hydro-
phones were used in localisation. A typical set of click waveforms recorded on the three hydrophone clusters is shown in Fig
4. Echoes of the signals are visible on several channels, typically occurring between 100 and
200μs after the initial signal. This delay is consistent with echoes from objects between 7.5 and
15cm away so probably came from the hydrophone mounting structures. Localisation trial To measure the localisation and error estimation accuracy of the system, a series of porpoise
like sounds were played back to the system from a drifting vessel using the system described in
[16]. Localisations from sounds detected on the hydrophones were directly compared with the
known vessel position and depth of the sound source. For safety reasons, close approaches to
the turbine were made when the turbine was not rotating and the blades were stationary in the
‘Y’ position to minimise the maximum tip height in the water column. Drifts were made with
the sound source above the blade tips at a depth of either 10 or 15m. The vessel was located
using a GlobalSat BU-353-S4 WAAS enabled Differential GPS with an error of less than 3m
95% of the time. Drifting with the current meant that the sound source should be directly
beneath the vessel; however, due to water currents and wind action it was possible that the
sound source was offset from the vessel location by several metres. Localisation accuracy Fig 5 shows the horizontal range and vertical localisation accuracy for porpoise-like sounds
measured during the calibration trial as a function of horizontal distance from the turbine PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 9 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures Fig 4. A typical harbour porpoise click detected on all three hydrophone clusters. Dotted lines show the regions where no data
are recorded for each channel and solid lines show the short sections of stored waveform. Small time delays between signal arrivals
within each hydrophone cluster and larger delays between signal arrivals on the different clusters are clearly visible (hydrophone 7 is
not working). This group of sounds was localised to a position approximately 15m E and 9m N of the array centre. https://doi.org/10.1371/journal.pone.0229058.g004 Fig 4. A typical harbour porpoise click detected on all three hydrophone clusters. Dotted lines show the regions where no data
are recorded for each channel and solid lines show the short sections of stored waveform. Small time delays between signal arrivals
within each hydrophone cluster and larger delays between signal arrivals on the different clusters are clearly visible (hydrophone 7 is
not working). This group of sounds was localised to a position approximately 15m E and 9m N of the array centre. https://doi.org/10.1371/journal.pone.0229058.g004 https://doi.org/10.1371/journal.pone.0229058.g004 centre. Within 20m of the turbine, horizontal accuracy was within 1 or 2m. Vertical accuracy
is poorer than horizontal accuracy with errors of up to 5m even close to the turbine. Beyond a
horizontal distance of 35m, both horizontal and vertical localisation errors increased signifi-
cantly to 10’s of metres. During the trial the sound source was above the blades, at least 24m
above the hydrophones, so it is likely that localisation errors would be smaller within the area
swept by the rotors, which is closer to the hydrophones. System noise Noise within the system varied with both the tidal flow and with turbine operations. Fig 6
shows power spectral data over one day of operation along with individual power spectra for a Fig 5. Measured range and depth errors as a function of horizontal distance. https://doi.org/10.1371/journal.pone.0229058.g005 Fig 5. Measured range and depth errors as a function of horizontal distance. https://doi.org/10.1371/journal.pone.0229058.g005 Fig 5. Measured range and depth errors as a function of horizontal distance. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 10 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures Fig 6. System noise over a 24 hour period. Panel A shows spectral data over the 24 hours. The four periods of tidal
flow are clearly visible. Panel B shows the power spectral density at three different times during the cycle. Panel C
shows the noise in the click detector detection band. The turbine operated up until 14:20 at which point generation was
paused. Clearly visible are elevated noise levels at high flows over a wide frequency range. When the turbine is
operating an additional noise source is evident at 20 kHz. https://doi org/10 1371/journal pone 0229058 g006 Fig 6. System noise over a 24 hour period. Panel A shows spectral data over the 24 hours. The four periods of tidal
flow are clearly visible. Panel B shows the power spectral density at three different times during the cycle. Panel C
shows the noise in the click detector detection band. The turbine operated up until 14:20 at which point generation was
paused. Clearly visible are elevated noise levels at high flows over a wide frequency range. When the turbine is
operating an additional noise source is evident at 20 kHz. https://doi org/10 1371/journal pone 0229058 g006 https://doi.org/10.1371/journal.pone.0229058.g006 https://doi.org/10.1371/journal.pone.0229058.g006 time when the turbine was off and a time when it was generating. Also shown is the noise in
the 40–150kHz click detection band. There is an increase and decrease in noise over a wide fre-
quency range corresponding to the increasing and decreasing tidal flow, with levels being
approximately 20dB higher at peak flow compared to slack water. We believe that this noise is
caused by water flow over the turbine and hydrophone structures. An additional noise is pres-
ent at around 20kHz that differs from the flow noise: it has a sudden start and end and it’s
amplitude is constant despite changes in flow speed. System noise It is believed that this noise is caused by
electromagnetically excited vibrations (‘coil whine’) in the turbine generating system [24]. From phase differences in the 20kHz signal on different hydrophones, it is apparent that this
noise is mechanical and not electrical. Animal detections During the initial 322 days of data collection (October 2017 –September 2018), over 740 mil-
lion transient sounds were recorded on the three hydrophone clusters. During offline analysis,
1044 porpoise and 31 dolphin events were marked by the analyst, containing 115380 and
57077 individual clicks respectively. Of these events, 724 porpoise and 26 dolphin events had
10 or more clicks (Table 2). Of all detected transients, only 0.02% were considered to be por-
poise or dolphin sounds. Numbers of porpoise clicks per event varied considerably with a
mean of 220 (95% CI 31–979). Similarly, durations of events varied from 0.5 to over 2,700 s
(95% CI 21–1,200 s). It is likely that some of these events contained more than one animal. Daily encounter rates of both harbour porpoises and dolphins varied markedly by month,
with both being low in the summer months and higher in autumn and winter (Fig 7). Many
events yielded few localisations, with the similarity of bearings from the different hydrophone
clusters indicating that the animals were passing at distances too great for accurate localisation. Fig 8 shows the track of a porpoise passing close to the turbine. Work is ongoing to further
analyse the location data in order to understand the fine scale movements of animals close to
the turbine. Discussion This study has shown that the PAM system described here can detect and localise small ceta-
ceans within tens of metres of anthropogenic structures with a high degree of spatial accuracy. Calibration trials demonstrated that the system was capable of tracking high frequency sounds 11 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Passive acoustic monitoring of marine mammals around anthropogenic structures PLOS ONE Table 2. Porpoise and dolphin encounter rates for the first year of monitoring. Numbers in parenthesis for the numbers of animals per day are the standard error on
the mean encounter rate calculated from the variance in the daily counts for each month divided by the number of monitoring days. Month
Days operational
Porpoise encounters
Dolphin encounters
Porpoise / day
Dolphin / day
Oct 2017
12.26
35
5
2.9 (0.9)
0.41 (0.14)
Nov 2017
27.03
95
4
3.5 (0.6)
0.15 (0.07)
Dec 2017
30.99
126
1
4.1 (0.5)
0.03 (0.03)
Jan 2018
28.89
122
1
4.2 (0.5)
0.03 (0.04)
Feb 2018
27.79
46
0
1.7 (0.2)
0.00
Mar 2018
25.53
47
0
1.8 (0.4)
0.00
Apr 2018
28.39
39
0
1.4 (0.2)
0.00
May 2018
30.92
19
0
0.6 (0.2)
0.00
Jun 2018
28.78
19
0
0.7 (0.1)
0.00
Jul 2018
30.36
46
1
1.5 (0.2)
0.03 (0.04)
Aug 2018
30.62
54
4
1.8 (0.3)
0.13 (0.08)
Sep 2018
20.26
76
10
3.8 (0.8)
0.49 (0.16)
https://doi org/10 1371/journal pone 0229058 t002 with approximately 1-2m accuracy within 30m of the array. By connecting to power and opti-
cal fibres in the turbines export cable, it was possible to operate the system for two years with a
high level of reliability and low level of operator intervention (>99% up time when power was
available). The longevity of the deployment has led to the collection of 1044 porpoise and 31
dolphin events over a 12 month period. with approximately 1-2m accuracy within 30m of the array. By connecting to power and opti-
cal fibres in the turbines export cable, it was possible to operate the system for two years with a
high level of reliability and low level of operator intervention (>99% up time when power was
available). The longevity of the deployment has led to the collection of 1044 porpoise and 31
dolphin events over a 12 month period. https://doi.org/10.1371/journal.pone.0229058.t002 Discussion While our results show that the system can accurately localise cetacean clicks, few whistles
were detected during the deployment and we have made no attempt to localise the few that Fig 7. Dolphin and porpoise detections by month over a one year period. https://doi.org/10.1371/journal.pone.0229058.g007 Fig 7. Dolphin and porpoise detections by month over a one year period. https://doi.org/10.1371/journal.pone.0229058.g007 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 12 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures Fig 8. Example track of a porpoise passing below the disc swept by the turbine rotors during a 160 second
encounter. Points are coloured by time. Note the three points that do not lie on the clear animal track, which are
probably caused by mismatched clicks on the three hydrophone clusters. At the time of this event, the current speed
was .3m/s, the turbine was rotating, but not generating. https://doi.org/10.1371/journal.pone.0229058.g008 Fig 8. Example track of a porpoise passing below the disc swept by the turbine rotors during a 160 second
encounter. Points are coloured by time. Note the three points that do not lie on the clear animal track, which are
probably caused by mismatched clicks on the three hydrophone clusters. At the time of this event, the current speed
was .3m/s, the turbine was rotating, but not generating. https://doi.org/10.1371/journal.pone.0229058.g008 https://doi.org/10.1371/journal.pone.0229058.g008 https://doi.org/10.1371/journal.pone.0229058.g008 were detected. In principle, time of arrival differences between hydrophones for whistles can
be extracted [25,26] and could then be used in the same 3D localisation algorithm. However,
extracting time delays from these lower frequency sounds to the same level of accuracy as can
be achieved for clicks, particularly in higher noise levels at lower frequencies, may not be possi-
ble in which case the same levels of 3D localisation accuracy would not be achievable for whis-
tles. Detecting and localising whistles during periods of tidal flow and turbine operation, when
noise levels are high in the whistle frequency band would be extremely challenging. It is also important to consider the limitations to the range at which cetaceans can be
detected. This is a function of background noise, which varies considerably with environmen-
tal conditions or anthropogenic activities. Here, noise varied by 20dB over the tidal cycle and
with turbine operation, meaning that cetacean detection probability would be lower during
peak tidal flows. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Discussion This is important here because high flow periods coincide with turbine rota-
tion and hence when there may be risk of collision. We do not know from these data whether the noise is transmitted to our hydrophones
through the steel turbine support structure and how much of the noise is present in the water
column, which might alert animals to the presence of the turbine. Measured in-water noise
levels around the turbine using drifting hydrophones showed that the 20kHz noise present in
our data is higher than ambient noise levels out to a range of 200m and that lower frequency
sounds generated by the turbine are 5dB above ambient levels over 2km from the turbine [27]. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 13 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures The overall false positive rate of the click detection system was very high; only 0.02% of
detected transients were retained after manual screening. This is unsurprising since the detec-
tors were configured to reduce stored data to a manageable quantity rather than to classify
with high precision. The task of extracting events took approximately one or two days manual
processing for each week of data. To streamline this process for future studies, the annotated
data from this first year of data collection could be used to develop automated encounter
detection processes which could either be implemented to run offline in or real-time. Real-
time processing has the advantage of further reducing the amount of stored data and could
also provide the basis of a real-time detection system if required. For example, an ability to
detect porpoises in real time around fish farms would allow for seal deterrents to be turned off
when porpoises are present, allaying concerns about the effects of acoustic deterrents on por-
poises [28]. The system described here was developed to determine whether or not tidal tur-
bines pose a risk to cetaceans or whether animals will naturally avoid them. Should mitigation,
such as shutting down turbines when animals approach be required, the time available to shut
down a turbine following the localisation of an approaching cetacean might be less than 10s. Discussion Implementing fully automatic detection systems across all turbines in a large array, which may
number in the hundreds, and engineering a braking system that could repeatedly stop a tur-
bine in that time without regular maintenance would be both challenging and expensive. The development of these methods is important in order to understand the potential risks
associated with tidal turbines. Current collision risk models [29] are dependent on both
broad-scale avoidance and fine-scale evasion of operating devices. While some studies have
shown broad scale avoidance [30], there are currently no published studies describing fine
scale evasive behaviour close to moving turbine blades. The techniques described in the cur-
rent study should provide the means to address this data gap for harbour porpoises and poten-
tially other small cetaceans. Although the study described here deployed the system on a tidal turbine, similar arrays
could also be used to study fine scale movement of vocalising animals around a range of other
anthropogenic activities such as fish farms, ports, or other energy exploration and extraction
devices during both construction and operation. We used three tetrahedral clusters of hydro-
phones since it suited the geometry of the available mounting structure and reduced cabling
and underwater connectors. However, the localisation methods can be applied to hydrophones
in almost any configuration so long as they are distributed about the volume of interest and
they are spatially close enough to each other that sounds are likely to be received on a sufficient
number of receivers. Optimal spacing may also vary for different cetacean species given differ-
ences in vocal behaviour and sound characteristics. Passive acoustic monitoring alone is unable to localise animals which cease vocalising and
is less likely to detect animals orientated away from the structure. Classification and tracking
accuracy may be improved through the integration of other sensor systems on the platform. For example, high frequency multi-beam sonar has proven to be highly effective for the detec-
tion and classification of small marine mammals; integrating this would potentially provide a
means of detecting and tracking species that vocalise infrequently or not at all [31]. In conclusion, the results presented here show that arrays of hydrophones are an effective
means of detecting and tracking small cetaceans out to ranges of tens of metres from anthro-
pogenic structures over extended time periods. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 Discussion The system provides an efficient means of
reducing data volumes to manageable sizes and provides the basis of an effective long-term
monitoring tool for identifying and tracking individual animals in discrete locations. From a
conservation and management perspective, the approach can be used for monitoring cetacean
movements around potentially high-risk anthropogenic activities or structures such as tidal
turbines. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 14 / 16 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures Author Contributions Conceptualization: Douglas Gillespie, Carol Sparling, Gordon Hastie. Data curation: Laura Palmer. Formal analysis: Douglas Gillespie, Laura Palmer, Jamie Macaulay. Funding acquisition: Carol Sparling, Gordon Hastie. Investigation: Douglas Gillespie, Laura Palmer, Jamie Macaulay. Methodology: Douglas Gillespie, Laura Palmer, Jamie Macaulay, Gordon Hastie. Project administration: Carol Sparling Gordon Hastie Conceptualization: Douglas Gillespie, Carol Sparling, Gordon Hastie. Project administration: Carol Sparling, Gordon Hastie. Project administration: Carol Sparling, Gordon Hastie. Software: Douglas Gillespie, Jamie Macaulay. Software: Douglas Gillespie, Jamie Macaulay. Supervision: Douglas Gillespie, Gordon Hastie. Supervision: Douglas Gillespie, Gordon Hastie. Writing – original draft: Douglas Gillespie. Writing – original draft: Douglas Gillespie. Writing – review & editing: Laura Palmer, Jamie Macaulay, Carol Sparling, Gordon Hastie. Writing – review & editing: Laura Palmer, Jamie Macaulay, Carol Sparling, Gordon Hastie. Software availability Both the PAMGuard data analysis software and the CRIO data acquisition software are
open source and are available at https://sourceforge.net/p/pamguard/svn/HEAD/tree/
PamguardJava/ and https://sourceforge.net/p/plabuoy/svn-code/HEAD/tree/ respectively. Acknowledgments The work would also not have been possible without the extensive cooperation of the engineer-
ing team at Meygen Atlantis, particularly Lorna Slater, Fraser Johnson and Bruce Mackay. Pre-
amplifiers were designed by Mark Johnson. We are also grateful to members of the project
steering group for comments on early drafts of this manuscript. References 1. Stojanovic TA, Farmer CJQ. The development of world oceans & coasts and concepts of sustainability. Mar Policy. 2013; 42: 157–165. 2. Dierschke V, Furness RW, Garthe S. Seabirds and offshore wind farms in European waters: Avoidance
and attraction. Biol Conserv. 2016; 202: 59–68. 3. Vanderlaan AS, Taggart CT. Vessel collisions with whales: the probability of lethal injury based on ves-
sel speed. Mar Mammal Sci. 2007; 23: 144–156. 4. Read AJ, Drinker P, Northridge S. Bycatch of Marine Mammals in U. S. and Global Fisheries. Conserv
Biol. 2006; 20: 163–169. 5. Onoufriou J, Brownlow A, Moss S, Hastie G, Thompson D. Empirical determination of severe trauma in
seals from collisions with tidal turbine blades. J Appl Ecol. 2019; 56: 1712–1724. 6. Wilson B, Batty RS, Daunt F, Carter C. Collision risks between marine renewable energy devices and
mammals, fish and diving birds. Rep Scott Exec Scott Assoc Mar Sci Oban Scotl PA37 1QA. 2006. 7. Desholm M, Fox AD, Beasley PDL, Kahlert J. Remote techniques for counting and estimating the num-
ber of bird–wind turbine collisions at sea: a review. Ibis. 2006; 148: 76–89. 8. Johnson MP, Tyack PL. A digital acoustic recording tag for measuring the response of wild marine
mammals to sound. Ocean Eng IEEE J Of. 2003; 28: 3–12. 9. Wisniewska DM, Johnson M, Teilmann J, Rojano-Doñate L, Shearer J, Sveegaard S, et al. Ultra-High
Foraging Rates of Harbor Porpoises Make Them Vulnerable to Anthropogenic Disturbance. Curr Biol. 2016; 26: 1441–1446. 10. Au W. The sonar of dolphins. Springer; 1993. 10. Au W. The sonar of dolphins. Springer; 1993. 15 / 16 PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 PLOS ONE Passive acoustic monitoring of marine mammals around anthropogenic structures 11. Au W, Kastelein RA, Rippe T, Schooneman NM. Transmission beam pattern and echolocation signals
of a harbor porpoise (Phocoena phocoena). J Acoust Soc Am. 1999; 106: 3699. 12. Teilmann J, Miller LA, Kirketerp T, Kastelein RA, Madsen PT, Nielsen BK, et al. Characteristics of echo-
location signals used by a harbour porpoise (Phocoena phocoena) in a target detection experiment. Aquat Mamm. 2002; 28: 275–284. 13. May-Collado LJ, Wartzok D. A comparison of bottlenose dolphin whistles in the Atlantic Ocean: factors
promoting whistle variation. J Mammal. 2008; 89: 1229–1240. 14. Quick NJ, Janik VM. Whistle rates of wild bottlenose dolphins (Tursiops truncatus): influences of group
size and behavior. J Comp Psychol. 2008; 122: 305. 15. References Watkins WA, Schevill WE. Sound source location by arrival-times on a non-rigid three-dimensional
hydrophone array. Deep Sea Research and Oceanographic Abstracts. Elsevier; 1972. pp. 691–706. 16. Macaulay J, Gordon J, Gillespie D, Malinka C, Northridge S. Passive acoustic methods for fine-scale
tracking of harbour porpoises in tidal rapids. J Acoust Soc Am. 2017; 141: 1120–1132. 17. Malinka C, Gillespie D, Macaulay J, Joy R, Sparling C. First in-situ passive acoustic monitoring for
marine mammals during operation of a tidal turbine in Ramsey Sound, Wales. Mar Ecol Prog Ser. 2018;
590: 247–266. https://doi.org/10.3354/meps12467 18. Johnson M, Partan J, Hurst T. Low complexity lossless compression of underwater sound recordings. J
Acoust Soc Am. 2013; 133: 1387–1398. 19. Gillespie D, Gordon J, Mchugh R, Mclaren D, Mellinger D, Redmond P, et al. PAMGUARD: Semiauto-
mated, open source software for real-time acoustic detection and localisation of cetaceans. J Acoust
Soc Am. 2008; 30: 54–62. https://doi.org/10.1121/1.4808713 20. Lewis T, Boisseau O, Danbolt M, Gillespie D, Lacey C, Leaper R, et al. Abundance estimates for sperm
whales in the Mediterranean Sea from acoustic line-transect surveys. J Cetacean Res Manage. 2018;
18: 103–117. 21. Gillespie D, Macaulay J. Time of arrival difference estimation for narrow band high frequency echoloca-
tion clicks. J Acoust Soc Am. 2019; 146: EL387–EL392. 22. Nelder JA, Mead R. A simplex method for function minimization. Comput J. 1965; 7: 308–313. 23. Gillespie D, Caillat M, Gordon J, White P. Automatic detection and classification of odontocete whistles. J Acoust Soc Am. 2013; 134: 2427–2437. 24. Le Besnerais J, Lanfranchi V, Hecquet M, Brochet P. Characterization and reduction of audible mag-
netic noise due to PWM supply in induction machines. IEEE Trans Ind Electron. 2009; 57: 1288–1295. 25. Janik VM, Parijs SM, Thompson PM. A two-dimensional acoustic localization system for marine mam-
mals. Mar Mammal Sci. 2000; 16: 437–447. 26. Quick NJ, Rendell LE, Janik VM. A mobile acoustic localization system for the study of free-ranging dol-
phins during focal follows. Mar Mammal Sci. 2008; 24: 979–989. 27. Risch D, van Geel N, Gillespie D, Wilson B. Characterisation of underwater operational sound of a tidal
stream turbine. J Acoust Soc Am. 2020; 147. 28. Findlay CR, Ripple HD, Coomber F, Froud K, Harries O, van Geel NCF, et al. Mapping widespread and
increasing underwater noise pollution from acoustic deterrent devices. Mar Pollut Bull. 2018; 135:
1042–1050. 29. PLOS ONE | https://doi.org/10.1371/journal.pone.0229058
May 29, 2020 References Schmitt P, Culloch R, Lieber L, Molander S, Hammar L, Kregting L. A tool for simulating collision proba-
bilities of animals with marine renewable energy devices. PloS One. 2017; 12: e0188780. 30. Joy R, Wood JD, Sparling CE, Tollit DJ, Copping AE, McConnell BJ. Empirical measures of harbor seal
behavior and avoidance of an operational tidal turbine. Mar Pollut Bull. 2018; 136: 92–106. 31. Hastie GD, Wu G-M, Moss S, Jepp P, MacAulay J, Lee A, et al. Automated detection and tracking of
marine mammals: A novel sonar tool for monitoring effects of marine industry. Aquat Conserv Mar
Freshw Ecosyst. 2019; 29: 119–130. 16 / 16
|
https://openalex.org/W4310338872
|
https://zenodo.org/record/7352279/files/REVIS%C3%83O%20NARRATIVA%20DAS%20PESQUISAS%20EPIDEMIOL%C3%93GICAS%20DE%20LES%C3%95ES%20ESPORTIVAS%20NO%20VOLEIBOL%20FEMININO%20%E2%80%93%20ISSN%201678-0817.pdf
|
Portuguese
| null |
REVISÃO NARRATIVA DAS PESQUISAS EPIDEMIOLÓGICAS DE LESÕES ESPORTIVAS NO VOLEIBOL FEMININO
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,022
|
cc-by
| 3,138
|
REVISÃO NARRATIVA DAS PESQUISAS
EPIDEMIOLÓGICAS DE LESÕES ESPORTIVAS NO
VOLEIBOL FEMININO
Ciê
i
d
S úd
Edi ã
116 NOV/22 / 20/11/2022 Andressa Luísa Teixeira Gomes¹
Bruna Araújo Trindade¹
Cezar Augusto Costa Fernandes¹
Jaíne Dias Leite¹
Tatiane Beatriz Patrocínio da Silva¹ 1 INTRODUÇÃO As lesões no vôlei tiveram um aumento exponencial partindo da década de
1980 devido ao alto volume de novos praticantes. Normalmente podem ocorrer
por saltos repetitivos, afetando membros inferiores ou decorrentes de rebatida
de bola acima da cabeça afetando membros superiores e constantemente
ombros, devido a movimentos de exercícios articulares excessivos. (Eerkes; 2012) Por não ser um esporte que não tem por dinâmica o contato físico entre
adversários, o vôlei acaba sendo um esporte, onde lesões ocorrem por quedas
mal ajustadas pelas atletas, já que se trata de um esporte que se destaca por
saltos repetitivos, seja para atacar ou defender sua quadra. (Gerberich, et at; 2016) O Brasil é uma das potências esportivas no quesito seleções de vôlei feminino no
mundo, de acordo com o Ranking da Federação Internacional de Voleibol,
classificado na segunda posição do ranking, atualizado em 20 de setembro de
2021, com 366 pontos. Atrás apenas da primeira colocada, a Seleção Norte
Americana, que possui 379 pontos. A Seleção Brasileira já foi bicampeã olímpica
em 2008 e 2012 nos jogos olímpicos de Pequim e Londres, respectivamente. (FIVB; 2022) O Brasil é uma das potências esportivas no quesito seleções de vôlei feminino no
mundo, de acordo com o Ranking da Federação Internacional de Voleibol,
classificado na segunda posição do ranking, atualizado em 20 de setembro de
2021, com 366 pontos. Atrás apenas da primeira colocada, a Seleção Norte
Americana, que possui 379 pontos. A Seleção Brasileira já foi bicampeã olímpica
em 2008 e 2012 nos jogos olímpicos de Pequim e Londres, respectivamente. (FIVB; 2022) As lesões esportivas são mais incidentes em esportes de equipe do que em
esportes individuais, sendo lesões traumáticas as de maior incidência, seguidas
de perto por lesões ocasionadas por uso excessivo. Sendo assim, se fazem
necessários maiores estudos a fim de prevenir tais lesões. (Theisen, et al; 2013) As lesões no vôlei podem ocorrer de diversas formas, dependendo da
modalidade, como, por exemplo vôlei de praia ou quadra e, de acordo com o tipo,
isso pode alterar o mecanismo de lesão, devido ao tipo de solo onde o esporte é
praticado. Por exemplo, as lesões por entorse de tornozelo possuem incidência
menor no vôlei de praia, devido ao solo propiciar uma aterrissagem mais macia e,
por ter menos atletas em quadra, diminui a possibilidade de realizar a
aterrissagem em cima do pé de outra pessoa com resultado de uma entorse de
tornozelo. 1 INTRODUÇÃO (Eerkes; 2012) A incidência de casos no voleibol é muito recorrente devido a sobrecarga
excessiva causada por fatores intrínsecos e extrínsecos nos MMSS e MMII, porém
essas lesões ocorrem com mais frequência nos MMII, mas especificamente no
joelho e tornozelo. Esses grupos musculares tendem a sofrer sobrecargas
maiores nas articulações, devido ao impacto causado por arremessos, saltos e
movimentos repetitivos durante o jogo. (Antônio e Santos; 2012) O voleibol é uma atividade imensamente dinâmica, sendo necessária uma
capacitação e preparação especial que busquem potencializar o
musculoesquelético, com o intuito de diminuir prováveis lesões no decorrer da
disputa e/ou treino prático. As lesões musculoesqueléticas são sintomas
crônicos que tem grande potencial de acometer atletas de voleibol, com grande probabilidade de ocorrer por treinos constantes, movimentos repetitivos,
e/ou exercícios articulares excessivos. (Stefanello; 2007) Devido à falta de pesquisas relacionadas com o tema, se fez necessária essa
revisão narrativa a fim de identificar as lesões mais incidentes no esporte Voleibol
e quais seus mecanismos de lesão para servir de parâmetro para profissionais da
saúde no que diz respeito a criação de protocolos preventivos de tais lesões
dentro do esporte supracitado. Sendo assim, o objetivo do estudo é realizar um
levantamento das pesquisas epidemiológicas de lesões no vôlei feminino e por
meio de uma revisão narrativa, determinar as lesões e seus segmentos
acometidos de acordo com a posição de quadra. 2 OBJETIVOS GERAIS Realizar um levantamento das pesquisas epidemiológicas de lesões no vôlei
feminino e por meio de uma revisão narrativa, determinar as lesões e seus
segmentos acometidos de acordo com a posição de quadra. 2.1 Objetivos específicos Identificar os mecanismos de lesão mais incidentes a fim de servir de parâmetro
para a criação de protocolos de prevenção e discutir os mecanismos de lesões
mais comuns para o desenvolvimento de protocolos de prevenção. 3 METODOLOGIA Com o objetivo de obter maiores informações inerentes às lesões do voleibol
feminino, por meio de uma revisão narrativa, selecionamos artigos relacionados
com pesquisas epidemiológicas de lesões esportivas no voleibol feminino. Para a composição desta revisão narrativa, foram realizadas buscas nas bases de
dados EbscoHost, Sciello, Pubmed, Medline e Lilacs utilizando as palavras chave
Athletic Injuries – Traumatismos em Atletas, Volleyball – Voleibol, Women or
Female – Mulher ou feminino e Epidemiology – Epidemiologia. Os critérios de inclusão consistem em artigos de revisão sistemática e
epidemiológica datados de 2012 até 2022 (alguns artigos mais antigos foram
inseridos devido a sua relevância perante o tema), atletas femininas de voleibol
amadoras e profissionais com idade de 16 a 40 anos. Os critérios de exclusão consistem em artigos anteriores a 2011, atletas
masculinos de qualquer idade (com ressalva para artigos que comparam voleibol
masculino com feminino) e atletas femininas com menos de 15 anos e maior de
41 anos, artigos de estudo de caso também foram desconsiderados devido ao
seu foco um único tipo de lesão. Nas bases de dados EbscoHost, Sciello, PUBMED e Lilacs, foram encontrados 98
artigos e após aplicação dos critérios de exclusão, foram selecionados 13 artigos
relacionados com o tema. A base de dados Medline Bireme não apresentou
artigos relacionados com o objetivo dessa revisão narrativa. A figura 1 detalha
resumidamente o fluxo da pesquisa. Resumindo, ao todo, nas bases de dados propostas, encontramos 98 artigos com
as palavras chave propostas e após a aplicação dos critérios de exclusão,
finalizamos com 13 artigos selecionados após a retirada dos artigos repetidos. Dos 13 artigos, 3 deles utilizamos apenas para complemento do desenvolvimento
da introdução, para análise de dados dos 10 artigos, três foram publicados em
português (30%) e sete foram publicados em inglês (70%). Figura 1 – Fluxograma com distribuição de artigos por base de dados. Figura 1 – Fluxograma com distribuição de artigos por base de dados. De acordo com a tabela 1, entre os 10 artigos selecionados, sete apresentaram
incidência maior de lesões relacionadas à entorse de tornozelo e três artigos
apresentaram incidência em lesões de joelho, sendo por entorse de joelho,
disfunção patelofemoral e uso excessivo. Referente às entorses de tornozelos, infelizmente os artigos não descrevem quais
os mecanismos de lesão e somente um artigo relaciona a lesão com a posição da
atleta em quadra. 3 METODOLOGIA Segundo Antônio e Santos (2012), as entorses de tornozelo são
mais frequentes em atletas de ataque, devido aos movimentos de alto impacto
(saltos corridas e impactos com solo após aterrissagem). Foram sintetizados os artigos de 2012 a 2021 e os resultados apontaram os
mecanismos de lesão com 90% sendo entorse e membros acometidos com
prevalência de 70% tornozelo e 30% joelho, porém não existem informações
suficientes para determinar entorse em inversão ou eversão. Assim como não há
dados o suficiente para determinar posicionamento em quadra de cada atleta
lesionado, conforme detalhamento de dados na tabela 1. Sabe-se que o objetivo central do trabalho é realizar um levantamento das
pesquisas epidemiológicas de lesões no vôlei feminino e por meio de uma
revisão narrativa para determinar as lesões, seus segmentos de acordo com a
posição de quadra. Pretende-se com isso desenvolver um protocolo de
prevenção de tais lesões no Voleibol. Sabe-se que o objetivo central do trabalho é realizar um levantamento das
pesquisas epidemiológicas de lesões no vôlei feminino e por meio de uma
revisão narrativa para determinar as lesões, seus segmentos de acordo com a
posição de quadra. Pretende-se com isso desenvolver um protocolo de
prevenção de tais lesões no Voleibol. 3.1 Tabela
ARTIGO
AUTORES
ANO
MEMBRO
ACOMETIDO
LESÃO
P
E
Q
PREVALÊNCIA DE
LESÕES EM ATLETAS DE
VOLEIBOL FEMININO E
POSSÍVEIS RELAÇÕES
COM REINAMENTO
INADEQUADO E
ESTRESSE
Antônio,
V S;
Santos, M
A G N. 2012
Tornozelo
Entorse
S
m
in
n
p
d
a
PREVALÊNCIA DE
LESÕES
MUSCULOESQUELÉTICAS
EM ATLETAS
ADOLESCENTES
Tomazoni,
S S;
Zanetto,
B G S;
Leal, E C
P J. 2011
Joelho
Entorse
N
s
p
e
q
EPIDEMIOLOGY OF
SPORTS INJURIES ON
COLLEGIATE ATHLETES
AT A SINGLE CENTER
Rosa, B B;
et al. 2014
Tornozelo
Entorse
N
s
p
e
q
SPORTS-RELATED
INJURIES IN THE YOUNG
FEMALE ATHLETE
Colvin, A
C; Lynn, A. 2010
Tornozelo
Entorse
N
s
p ARTIGO e
q
CHARACTERISTICS AND
CONTRIBUTING FACTORS
RELATED TO SPORTS
INJURIES IN YOUNG
VOLLEYBALL PLAYERS
Vanderlei,
F M; et al. 2013
Tornozelo
Entorse
N
s
p
e
q
EPIDEMIOLOGY OF
BASKETBALL, SOCCER,
AND VOLLEYBALL
INJURIES IN MIDDLE-
SCHOOL FEMALE
ATHLETES
Foss, K D
B; Myer, G
D;
Hewett, T
E. 2014
Joelho
Disfunção
patelofemoral
N
s
p
e
q
INCIDENCE, AETIOLOGY
AND PREVENTION OF
MUSCULOSKELETAL
INJURIES IN
VOLLEYBALL: A
SYSTEMATIC REVIEW OF
THE LITERATURE
Kilic, O; et
al. 2017
Tornozelo
Entorse
N
s
p
e
q
DESCRIPTIVE
EPIDEMIOLOGY OF
INJURIES SUSTAINED IN
NATIONAL COLLEGIATE
ATHLETIC ASSOCIATION
MEN’S AND WOMEN’S
VOLLEYBALL, 2013-2014
TO 2014-2015
Baugh, C
M; et al. 2018
Tornozelo
Entorse
N
s
p
e
q
THE FIRST DECADE OF
WEB-BASED SPORTS
INJURY SURVEILLANCE:
Kerr, Z Y;
et al. 2018
Tornozelo
Entorse
N
s
p DESCRIPTIVE
EPIDEMIOLOGY OF
INJURIES IN US HIGH
SCHOOL GIRLS’
VOLLEYBALL (2005-2006
THROUGH 2013-2014)
AND NATIONAL
COLLEGIATE ATHLETIC
ASSOCIATION WOMEN’S
VOLLEYBALL (2004-2005
THROUGH 2013-2014)
e
q
INJURY EPIDEMIOLOGY
AND TIME LOST FROM
PARTICIPATION IN
WOMEN’S NCAA
DIVISION I INDOOR
VERSUS BEACH
VOLLEYBALL PLAYERS
Juhan, T;
et al. 2021
Joelho
Uso excessivo
N
s
p
e
q e q Tabela 1 – Artigos selecionados separados por nome, autores, ano, membro
acometido e lesão. 4 DISCUSSÃO O presente estudo tem o objetivo de realizar um levantamento das pesquisas
epidemiológicas de lesões no vôlei feminino e por meio de uma revisão narrativa
determinar as lesões, seus segmentos acometidos de acordo com a posição de
quadra, porém, nos resultados apresentados dos artigos selecionados somente
Antônio e Santos (2012) indica que a posição mais afetada por lesões seriam
atletas da posição de ataque (ponteiras ou opostas). Nos resultados apresentados, oito artigos apresentaram lesões por entorse sendo
o tornozelo o membro mais acometido (sete artigos) seguido por Joelho (um artigo). Das demais lesões, dois artigos (Overuse e disfunção patelofemoral),
somente o joelho teve incidência levantada. artigo). Das demais lesões, dois artigos (Overuse e disfunção patelofemoral),
somente o joelho teve incidência levantada. Kilic et al (2017) alega que existem poucas evidências a respeito de incidências
para fatores de risco dentro do vôlei, haja visto que são poucos os estudos que as
indicam, porém, faz uma ressalva de que a maioria das lesões costumam ocorrer
dentro dos treinamentos. Essa informação vai ao encontro do que é citado por
Foss, Myer e Hewett (2014), Baugh et al (2018), Tomazoni, Zanetto e Leal (2011) e
Vanderlei et al (2013). Antônio e Santos (2012) também informa no seu artigo de que a incidência de
lesão é maior nos treinos (em seu artigo que das 9 atletas lesionadas, 60% se
machucaram em treinos e 40% lesionaram-se em jogos), e ressalta que essas
lesões podem ter ocorrido por excesso de treino ou treinamento de forma
errônea. Nesse estudo, os treinos eram realizados 3 vezes por semana com uma
carga horária de 4 horas cada treino, totalizando 12 horas semanais de
treinamento. Foi realizado com o Time de Voleibol Feminino da Escola Estadual
José Pavan, da cidade de Jacarezinho–PR, com atletas com idade de 12 a 18 anos. Colvin e Lynn (2010) alegam em seu artigo que atletas do voleibol apresentam
taxa de lesão de joelho menor do que basquete e futebol, pois as atletas
possuem a aterrissarem de maneira mais simétrica, dividindo a descarga de peso
nos membros inferiores de forma mais igualitária. Os autores ressaltam ainda
que, atletas de voleibol estão mais suscetíveis a lesões de ombro devido a
atividade frequente de elevação dos braços acima da cabeça. 4 DISCUSSÃO Importante
ressaltar que o artigo não cita estatisticamente a incidência de lesões em
tornozelo, mas citam que a utilização de órteses profiláticas para tornozelos
(tornozeleiras dupla bilateral acolchoada) podem ser usadas com intuito de
diminuir a incidência dessa lesão. Das lesões citadas por essa revisão, a maior incidência foi em tornozelo e joelho
com o entorse de tornozelo em destaque, porém o artigo de Tomazoni, Zanetto e
Leal (2011) cita entorses de joelho como lesão mais incidente. Nesse estudo, foi
realizado um comparativo com outros esportes (futebol, futsal, handebol, atletismo e taekwondo) e o voleibol apresentou índice de lesão maior dentre
todos os esportes testados (28%). O estudo cita ainda que, lesões no treinamento
do voleibol sao mais incidentes, pois as atletas são expostas a situações de
repetitividade constante para aperfeiçoar as técnicas de ataque e defesa e que,
por ser um esporte sem contato com o adversário, a taxa deveria ser menor,
porem os movimentos sao realizados de maneiras repetitivas, vigorosas e rápidas
o que acaba se tornando um dentre os fatores de risco de lesão. Referente ao retorno das atletas a prática esportiva, Juhan et al (2021) fez um
comparativo entre voleibol de quadra e de praia e no comparativo a lesão mais
incidente foi a de Joelho por overuse no vôlei de quadra, porém as atletas do
vôlei de praia precisam de um tempo maior para se recuperar e apresentaram
incidência de lesão maior em abdômen e ombro. Baught et al (2018) fez um comparativo em seu artigo entre lesões do vôlei
masculino (6 equipes) e feminino (33 equipes) dividindo os resultados em lesões
que resultaram períodos maiores e menores do que 24 horas para retorno à
prática do esporte. Das 510 lesões relatadas no artigo, 24,3% foram tornozelo e
dessas lesões, 31,2% foram entorses. Além disso, foi relatado que as mulheres
apresentaram índice maior de lesão por Overuse quando comparado com os
homens. Dado importante relatado é de que, das atletas que tiveram entorse de
tornozelo e retornaram antes de 24h sofreram a lesão devido a contato com
outras jogadoras na aterrissagem. Quanto a posição em quadra, apenas Antônio e Santos (2012) sugeriram a maior
incidência de lesão em posições de ataque, porém Kerr et al (2018) informou que
seu estudo apresentou lesões por concussão mais incidentes em líberos. 5 CONCLUSÃO De acordo com os artigos selecionados dos anos de 2012 a 2022, esta revisão
sugere que a lesão por entorse de tornozelo é a mais incidente no voleibol
feminino, sendo mais frequente em treinamentos do que em jogos. Vale
ressaltar que a maioria dos artigos cita lesões no voleibol amador, que
normalmente não possuem uma equipe multidisciplinar para acompanhar a
equipe nos treinamentos, deixando todos os cuidados ao treinador, que pode
não dar conta de tantas funções simultâneas. devido a esse fato, se faz necessário a criação de protocolos de
acompanhamento multidisciplinar para acompanhar e, caso seja preciso, intervir
com o intuito de evitar lesões, principalmente no voleibol amador. Devido ao fato
de não identificar todos os fatores de risco, esse estudo sugere que se fazem
necessários maiores estudos a respeito do tema, principalmente separando as
lesões por posição das atletas na quadra, tendo em vista que as funções são
diferentes e os mecanismos de trauma/lesão serão diferentes também. 4 DISCUSSÃO A lesão
citada não foi a mais incidente do artigo (entorse de tornozelo foi a primeira
colocada), porém relata uma posição defensiva que normalmente está sujeita a
recepção de ataques do time adversário. É importante salientar que a maior parte dos estudos selecionados estão ligados
ao vôlei amador, e é muito provável que eles não possuam um time
multidisciplinar para prevenção dessas lesões (educador físico, fisioterapeuta, nutricionista). Muitas vezes é apenas o técnico quem determina a carga de
treinamento e descanso de cada equipe e infelizmente não vai possuir
conhecimento necessário ou não vai dar conta de orientar todas as atletas
quanto aos riscos e/ou formas de prevenção. Existe também o fato que atletas
profissionais normalmente possuírem todo um preparo físico dentro e fora de
quadra e muitas das vezes a equipe multidisciplinar está presente reduzindo ou
prevenindo fatores de risco para lesões. REFERÊNCIAS Farina, E C R; Mansoldo, A C. INCIDÊNCIA DAS LESÕES EM ATLETAS FEDERADAS
NAS CATEGORIAS DE BASE DO VOLEIBOL NO ESTADO DE SÃO PAULO. 2006. Revista digital Buenos Aires. Antonio, V S; Santos, M A G N S. PREVALÊNCIA DE LESÕES EM ATLETAS DE
VOLEIBOL FEMININO E POSSÍVEIS RELAÇÕES COM TREINAMENTO Antonio, V S; Santos, M A G N S. PREVALÊNCIA DE LESÕES EM ATLETAS DE
VOLEIBOL FEMININO E POSSÍVEIS RELAÇÕES COM TREINAMENTO INADEQUADO E ESTRESSE. 2012. Revista Hórus. Eerkes, K. LESÕES NO VOLEIBOL. 2012. Sports medicine. Stefanello, J. SITUAÇÕES DE ESTRESSE NO VÔLEI DE PRAIA DE ALTO
RENDIMENTO: UM ESTUDO DE CASO COM UMA DUPLA OLÍMPICA. 2007. Revista Portuguesa de Ciência do Desporto. ¹Autor(a) Post seguinte → Post seguinte → Post seguinte → ← Post anterior ← Post anterior Gerberich, S G; at al. ANÁLISE DE LESÕES GRAVES ASSOCIADAS A ATIVIDADES
DE VOLEIBOL. 2016 Gerberich, S G; at al. ANÁLISE DE LESÕES GRAVES ASSOCIADAS A ATIVIDADES
DE VOLEIBOL. 2016 Theisen, D; at al. O RISCO DE LESÃO É DIFERENTE NO ESPORTE JUVENIL
INDIVIDUAL E COLETIVO. 2012. Revista de ciências e medicina no esporte. Tomazoni, S S; Zanetto, B G S; Leal, E C P J. PREVALÊNCIA DE LESÕES
MUSCULOESQUELÉTICAS EM ATLETAS ADOLESCENTES. 2011. ConScientiaeSaúde. Colvin, A C; Lynn, A. SPORTS-RELATED INJURIES IN THE YOUNG FEMALE
ATHLETE. 2010. Monte Sinai J Med. Vanderlei, F M; et al. CHARACTERISTICS AND CONTRIBUTING FACTORS RELATED
TO SPORTS INJURIES IN YOUNG VOLLEYBALL PLAYERS. 2013. Notas de Res. BMC. Kilic, O; et al. INCIDENCE, AETIOLOGY AND PREVENTION OF
MUSCULOSKELETAL INJURIES IN VOLLEYBALL: A SYSTEMATIC REVIEW OF THE
LITERATURE. 2017. Taylor&Francis. Baugh, C M; et al. DESCRIPTIVE EPIDEMIOLOGY OF INJURIES SUSTAINED IN
NATIONAL COLLEGIATE ATHLETIC ASSOCIATION MEN’S AND WOMEN’S
VOLLEYBALL, 2013-2014 TO 2014-2015. 2018. Saúde esportiva. Kerr, Z Y; et al. THE FIRST DECADE OF WEB-BASED SPORTS INJURY
SURVEILLANCE: DESCRIPTIVE EPIDEMIOLOGY OF INJURIES IN US HIGH
SCHOOL GIRLS’ VOLLEYBALL (2005-2006 THROUGH 2013-2014) AND NATIONAL
COLLEGIATE ATHLETIC ASSOCIATION WOMEN’S VOLLEYBALL (2004-2005
THROUGH 2013-2014). 2018. J Athl Trem. RevistaFT A RevistaFT é uma Revista Científica Eletrônica Multidisciplinar Indexada de
Alto Impacto e Qualis “B”. Periodicidade mensal e de acesso livre. Leia
gratuitamente todos os artigos e publique o seu também clicando aqui. Contato Queremos te ouvir. WhatsApp: 11 98597-3405
e-Mail: contato@revistaft.com.br
ISSN: 1678-0817
CNPJ: 45.773.558/0001-48 Copyright © Editora Oston Ltda. 1996 - 2022
Rua José Linhares, 134 - Leblon | Rio de Janeiro-RJ | Brasil Copyright © Editora Oston Ltda. 1996 - 2022
Rua José Linhares, 134 - Leblon | Rio de Janeiro-RJ | Brasil
|
https://openalex.org/W2949562329
|
http://en.hpchsu.ru/publikatsii/the-journal-of-regional-history-v-2-no-4/political-cooperation-in-the-revolutionary-process-of-1917-1920-on-the-materials-of-voronezh-provinc.pdf
|
Latin
| null |
Political Cooperation in the Revolutionary Process of 1917–1920 (on the Materials of Voronezh Province)
|
Historia provinciae - žurnal regionalʹnoj istorii
| 2,018
|
cc-by
| 17,902
|
1* Для цитирования: Разиньков М.Е. Политическое сотрудничество в революционном
процессе 1917–1920 годов (по материалам Воронежской губернии) // Historia Provinciae –
Журнал региональной истории. 2018. Т. 2. № 4. С. 116–148. DOI: 10.23859/2587-8344-2018-2-
4-5
For citation: Razin’kov, M. “Political Cooperation in the Revolutionary Process of 1917–1920
(on the Materials of Voronezh Province)”. Historia Provinciae – The Journal of Regional History,
vol. 2, no. 4 (2018): 116–148, http://doi.org/ 10.23859/2587-8344-2018-2-4-5 © Разиньков М.Е., 2018
© Razin’kov, M., 2018 1* Для цитирования: Разиньков М.Е. Политическое сотрудничество в революционном
процессе 1917–1920 годов (по материалам Воронежской губернии) // Historia Provinciae –
Журнал региональной истории. 2018. Т. 2. № 4. С. 116–148. DOI: 10.23859/2587-8344-2018-2-
4-5 Журнал региональной истории. 2018. Т. 2. № 4. С. 116 148. DOI: 10.23859/2587 8344 2018 2
4-5
For citation: Razin’kov, M. “Political Cooperation in the Revolutionary Process of 1917–1920
(on the Materials of Voronezh Province)”. Historia Provinciae – The Journal of Regional History,
vol. 2, no. 4 (2018): 116–148, http://doi.org/ 10.23859/2587-8344-2018-2-4-5 1 Дронов В.Т. Согласие как цивилизационный архетип российского общества // Социс.
2016. № 9. С. 157–160. Обзоры см.: Кармадонов О.А. Солидарность, интеграция, конъюнкция
// Социс. 2015. № 2. С. 3–12; Бондалетов В.В. Эволюция идей самоорганизации // Социс.
2015. № 3. С. 132–139.
2 Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University
Press, 1986. 373 p.; Raleigh D.J. Revolutionary Politics in Provincial Russia: The Tsaritsyn “Re-
public” in 1917 // Slavic Review. 1981. Vol. 40. № 2. P. 194–209; Raleigh D.J. The Revolution of
1917 and the Establishment of Soviet Power in Saratov // Politics and Society in Provincial Russia:
Saratov, 1590 – 1917 / Edited by Rex A. Wade and Scott Seregny. Columbus, Ohio: Ohio State
University Press, 1989. P. 277–306. http://hpchsu.ru http://hpchsu.ru RESEARCH DOI 10.23859/2587-8344-2018-2-4-5
УДК 94(47).084.3 Razin’kov Mikhail
Candidate of Historical Sciences, Associate Professor,
Voronezh State University of Forestry and Technologies
named after G.F. Morozov
(Voronezh, Russia)
razinkov_mihail@mail.ru Политическое сотрудничество
в революционном процессе 1917–1920 годов
(по материалам Воронежской губернии)1* Political Cooperation in the Revolutionary Process of 1917–1920
(on the Materials of Voronezh Province) Аннотация. Революционный процесс 1917–1922 гг. демонстрирует разнообразие форм
сотрудничества на протяжении всего изучаемого периода. Февральский режим, режимы
«демократической контрреволюции» основывались на представлениях о политической соли-
дарности как фундаменте для построения нового российского государства. Октябрьский и
Белые режимы предлагали различные варианты политического сотрудничества. Автор пред-
лагает рассмотреть указанный процесс не только в масштабах России, но и в рамках отдель-
ной Воронежской губернии. 4 5
For citation: Razin’kov, M. “Political Cooperation in the Revolutionary Process of 1917–1920
(on the Materials of Voronezh Province)”. Historia Provinciae – The Journal of Regional History,
vol. 2, no. 4 (2018): 116–148, http://doi.org/ 10.23859/2587-8344-2018-2-4-5 © Разиньков М.Е., 2018
© Razin’kov, M., 2018 2018 ∙ Vol. 2 ∙ № 4 116 http://hpchsu.ru RESEARCH Ключевые слова: Революция 1917 г., Гражданская война в России, политический про-
цесс, политическое сотрудничество, политическая консолидация, солидарность, Воронеж-
ская губерния, партии в 1917–1920 гг., органы самоуправления. Abstract. The revolutionary process of 1917–22 demonstrates the variety of instruments for
cooperation throughout the period under the study. The February Regime and the regimes of ‘dem-
ocratic counter-revolution’ were based on the ideas of political solidarity as the foundation for
building a new Russian state. The October (the Bolshevik) regime and the White Movement offered
various options for political cooperation. The author proposes to consider this process not only on a
country scale, however also within the framework of Voronezh province. Keywords: the Russian Revolution of 1917, the Russian Civil War, political process, political
cooperation, political consolidation, solidarity, Voronezh province, parties in 1917–20, self-
governing authorities 1 Дронов В.Т. Согласие как цивилизационный архетип российского общества // Социс.
2016. № 9. С. 157–160. Обзоры см.: Кармадонов О.А. Солидарность, интеграция, конъюнкция
// Социс. 2015. № 2. С. 3–12; Бондалетов В.В. Эволюция идей самоорганизации // Социс.
2015. № 3. С. 132–139.
2 2015. № 3. С. 132–139.
2 Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University
Press, 1986. 373 p.; Raleigh D.J. Revolutionary Politics in Provincial Russia: The Tsaritsyn “Re-
public” in 1917 // Slavic Review. 1981. Vol. 40. № 2. P. 194–209; Raleigh D.J. The Revolution of
1917 and the Establishment of Soviet Power in Saratov // Politics and Society in Provincial Russia:
Saratov, 1590 – 1917 / Edited by Rex A. Wade and Scott Seregny. Columbus, Ohio: Ohio State
University Press, 1989. P. 277–306. Основная часть Февральский режим дал большие возможности для демократизации россий-
ского общества. В этих условиях активизируются процессы, связанные с поли-
тическим сотрудничеством3. Очевидно, что различные участники революцион-
ного процесса становились союзниками, вступали в организации, где должны
были взаимодействовать друг с другом в рамках политического поля4. Про-
граммные документы различных политических сил обнаруживали существен-
ное сходство, позволяя обосновывать блокирование идеологически5. Изначаль-
но либеральное Временное правительство очень быстро полевело и к лету 1917
г. туда входили социалисты. При этом основная либеральная партия – кадетов –
участвовала во всех трех коалиционных правительствах и в 3-м его составе су-
мела даже усилить свои позиции с 4-х министерских кресел до 6-ти. Площад-
кой для сотрудничества праволиберальных сил стало Государственное совеща-
ние в Москве (август 1917 г.). В сентябре 1917 г. состоялось Демократическое
совещание в Петрограде, на котором присутствовали делегаты от Советов, ор-
ганов местного самоуправления, профсоюзов, кооперативов, армейских коллек-
тивов, национальных учреждений. В избранном на совещании Предпарламенте
состояло 135 эсеров, 92 меньшевика, 75 кадетов, 58 большевиков, 30 энесов. Коалиционные идеи были характерны для исполнительной власти на местах –
губернских комиссаров, губернских и уездных исполнительных комитетов. 3 Кружинов В.М., Сокова З.Н. Органы многопартийной социалистической власти на
Урале осенью 1917 г. // Российская история. 2017. № 5. С. 44–61; Фельдман М.А. Промыш-
ленные рабочие России в 1917 г.: подходы к «социалистической» революции // Российская
история. 2017. № 5. С. 44–61; Шацилло М.К. Российские предприниматели в поисках контак-
тов с советской властью в 1917–1918 гг. // Российская история. 2016. № 1. С. 28–43; Морозо-
ва О.М. Дон в 1917 году: мирная прелюдия революции // 1917 год в судьбах региона, страны
и мира. Взгляд из XXI века / под общ. ред. В.И. Голдина. Архангельск: САФУ, 2017. С. 132–
136; Rosenberg W.G. Liberals in the Russian Revolution: the Constitutional Democratic Party,
1917 – 1921. Princeton, N.J.: Prinston University Press, 1974; Mawdsley E. The Russian Civil War. Edinburgh: Printed and bound by Grafica Veneta, 2000; Smele J.D. The “Russian” Civil Wars,
1916–1926. Ten years that shook the world. London: Hurst & Company, 2015. 4 4 Поскольку приводимые факты сотрудничества (но не их систематизация в данном клю-
че) являются общеизвестными, обзор ситуации в масштабах бывшей Российской империи
основан на анализе информации специализированной энциклопедической литературы: Рево-
люция и Гражданская война в России: 1917–1923 гг.: Энциклопедия. В 4 т. М.: ТЕРРА, 2008;
Политические партии России. Конец XIX – первая треть ХХ века. Энциклопедия /отв. ред. В.В. Шелохаев. Введение Рассматривать революцию сугубо как конфликт, тем более системный кри-
зис, верно по существу, но мало что дает для понимания ее преобразовательно-
го потенциала, следовательно, продуктивность такого подхода ограничена. В то
же время социологические концепции обращают внимание на важнейшую роль
социальной интеграции, солидарности, сотрудничества, консолидации при вы-
работке идеи общественного согласия1. Эти концепции, а также мысль о том,
что революции делаются не только ради разрушения, дали повод для написания
этого исследования. В данной статье я предлагаю посмотреть на революцию
как на разнообразие моделей сотрудничества, осуществлявшихся не только в
столичных центрах, но и в провинции. В качестве кейс-примера ситуации в
русской провинции приводится Воронежская губерния. Отметим, что в зару-
бежной историографии развитие революционной ситуации, включая и элемен-
ты политического сотрудничества, в провинции на материалах Саратова и ряда
других поволжских городов рассмотрел известный специалист по русской ис-
тории Д.Дж. Рейли2. 2 Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University
Press, 1986. 373 p.; Raleigh D.J. Revolutionary Politics in Provincial Russia: The Tsaritsyn “Re-
public” in 1917 // Slavic Review. 1981. Vol. 40. № 2. P. 194–209; Raleigh D.J. The Revolution of
1917 and the Establishment of Soviet Power in Saratov // Politics and Society in Provincial Russia:
Saratov, 1590 – 1917 / Edited by Rex A. Wade and Scott Seregny. Columbus, Ohio: Ohio State
University Press, 1989. P. 277–306. 2018 ∙ Vol. 2 ∙ № 4 117 http://hpchsu.ru 3 Кружинов В.М., Сокова З.Н. Органы многопартийной социалистической власти на
Урале осенью 1917 г. // Российская история. 2017. № 5. С. 44–61; Фельдман М.А. Промыш-
ленные рабочие России в 1917 г.: подходы к «социалистической» революции // Российская
история. 2017. № 5. С. 44–61; Шацилло М.К. Российские предприниматели в поисках контак-
тов с советской властью в 1917–1918 гг. // Российская история. 2016. № 1. С. 28–43; Морозо-
ва О.М. Дон в 1917 году: мирная прелюдия революции // 1917 год в судьбах региона, страны
и мира. Взгляд из XXI века / под общ. ред. В.И. Голдина. Архангельск: САФУ, 2017. С. 132–
136; Rosenberg W.G. Liberals in the Russian Revolution: the Constitutional Democratic Party,
1917 – 1921. Princeton, N.J.: Prinston University Press, 1974; Mawdsley E. The Russian Civil War.
Edinburgh: Printed and bound by Grafica Veneta, 2000; Smele J.D. The “Russian” Civil Wars,
1916–1926. Ten years that shook the world. London: Hurst & Company, 2015. Основная часть М.: РОССПЭН, 1996; Гражданская война и военная интервенция в СССР. Энциклопедия / гл. ред. С. С. Хромов. М.: Советская энциклопедия, 1983. р
р
5 Модели общественного переустройства России. ХХ век / отв. ред. В.В. Шелохаев. М.:
РОССПЭН, 2004; Разиньков М.Е. Трудовая народно-социалистическая партия и Российская
коммунистическая партия (большевиков): сравнительный анализ программных установок //
История и историография правого народничества: Сб. статей / под ред. Г.Н. Мокшина. Воро-
неж: Истоки, 2014. С. 141–152. 2018 ∙ Vol. 2 ∙ № 4 118 http://hpchsu.ru RESEARCH Другой территорией сотрудничества стали органы революционного само-
управления. В Советах ожидаемое большинство составляли социалистические
партии – ПСР, РСДРП, народные социалисты. ВЦИК, созданный на I съезде
Советов в июне 1917 г., включал 107 меньшевиков, 101 эсера, 35 большевиков,
8 объединенных социал-демократов, 4 трудовика и народных социалиста, 1
члена Еврейской социалистической партии. Советы делегировали своих пред-
ставителей в городские Думы – место сосредоточения либералов. В результате
перевыборов уже летом городское самоуправление носило партийно-
коалиционный характер. Социальное представительство в нем обеспечивали не
только Советы, но и профсоюзы, в которых также руководящую роль играли
представители различных партий. В рамках одного крупного города различны-
ми профсоюзами могли руководить и большевики, и меньшевики, и эсеры, и
представители национальных партий, которые просто вынуждены были всту-
пать друг с другом в диалог. На 3-й Всероссийской конференции профсоюзов
(июнь 1917 г.) был избран временный управляющий орган, состоявший из 16
большевиков, 16 меньшевиков, 3 эсеров. Комитеты общественных организаций,
возглавлявшиеся кадетами, меньшевиками и эсерами, до июля 1917 г. оказыва-
ли значительное влияние на организацию революционной власти и в дальней-
шем продолжали отстаивать свое право на существование именно через идею
представительства различных политических сил. Социалистические партии, включая большевиков, на протяжении всего
1917 г. рассматривали возможность создания единого фронта. В.М. Чернов вы-
ступал с идеей объединения социалистов в единую партию; меньшевики в мае –
августе 1917 г. пытались воссоздать единство РСДРП с помощью созыва кон-
ференции и съезда. На 2-м съезде Трудовой народно-социалистической партии
(22–28 сентября 1917 г.) подчеркивалось, что для консолидации общественных
и государственных сил партия будет сотрудничать с правыми эсерами, меньше-
виками-интернационалистами, группой «Единство» и кадетами. Большевики рассматривали себя как часть общего политического поля с
другими социалистическими партиями, по меньшей мере, до сентября 1917 г., а
в ряде случаев и до созыва Учредительного собрания. Говоря о возможности
мирного развития пролетарской революции, В.И. 6 Ленин В.И. Полн. соб. соч. В 55 т. М.: Госполитиздат, 1977. Т. 34. С. 222–223.
7 Там же.
8 Кружинов В.М., Сокова З.Н. Указ. соч. С. 44–61; Протасов Л.Г. Всероссийское Учре-
дительное собрание: история рождения и гибели. М.: РОССПЭН, 1997. С. 271.
9 Революция и Гражданская война в России. Т. 1. С. 361–362. Основная часть Ленин приводил пример кор-
ниловских событий, когда даже кратковременный союз большевиков, меньше-
виков и эсеров дал «полнейшую, с невиданной ни в одной революции легкости
достигнутую победу над контрреволюцией, он дал такое сокрушительное по-
давление
буржуазной,
помещичьей
и
капиталистической,
союзно-
империалистической и кадетской контрреволюции, что гражданская война с
этой стороны развалилась в прах, превратилась в ничто в самом начале, распа- 2018 ∙ Vol. 2 ∙ № 4 119 http://hpchsu.ru RESEARCH лась до какого бы то ни было “боя”»6. По мысли большевистского вождя, такой
союз позволил бы революции перейти из военной в политическую плоскость,
поскольку «внутри Советов борьба партий за власть может идти мирно, при
полном демократизме Советов…»7. В процессе октябрьского переворота боль-
шевики продолжали искать компромиссы и не рушить за собой мосты оконча-
тельно, вступая в различные коалиционные управляющие органы, как это было,
например, на Урале или в Курске8. Отказ В.И. Ленина и Л.Д. Троцкого сформи-
ровать «однородное социалистическое правительство» вызвал первый кризис в
захватившей власть партии. лась до какого бы то ни было “боя”»6. По мысли большевистского вождя, такой
союз позволил бы революции перейти из военной в политическую плоскость,
поскольку «внутри Советов борьба партий за власть может идти мирно, при
полном демократизме Советов…»7. В процессе октябрьского переворота боль-
шевики продолжали искать компромиссы и не рушить за собой мосты оконча-
тельно, вступая в различные коалиционные управляющие органы, как это было,
например, на Урале или в Курске8. Отказ В.И. Ленина и Л.Д. Троцкого сформи-
ровать «однородное социалистическое правительство» вызвал первый кризис в
захватившей власть партии. Третьим аспектом сотрудничества стало слияние близких политических
группировок. В июне 1917 г. объединились «трудовики» и народные социали-
сты, в июле в состав РСДРП(б) влились «межрайонцы», к августу – большинст-
во членов группы «Вперед». В сентябре объединились небольшие Либерально-
республиканская и Радикально-демократическая партии. Такое сближение за-
трагивало и национальные партии. Например, летом 1917 г. объединились Со-
циалистическая еврейская и Сионистско-социалистическая рабочие партии. Наконец, появлялись внепартийные общественные объединения политиче-
ского характера. С февраля по декабрь 1917 г. действовал Временный комитет
Государственной Думы, в который входили октябристы, кадеты, меньшевики,
представители большинства фракций Думы. С августа начал работу Совет об-
щественных деятелей в Москве, объединявший членов Госдумы, кадетов, про-
мышленников, цензовых земцев, представителей профессуры. О намерениях по
поводу политического блокирования с социалистами заявлялось на втором Со-
вещании общественных деятелей 12–14 октября 1917, которое «высказалось за
поддержку на выборах в Учредительное собрание групп, стоящих на государст-
венной платформе, за соединение с Трудовой народно-социалистической пар-
тией и группой “Единство”»9. Основная часть После большевистского переворота возможности для политического со-
трудничества сохранились. Конец 1917–1918 гг. стали временем поиска демо-
кратической альтернативы большевистской диктатуре. Целый спектр межпар-
тийного и политико-социального блокирования был представлен на выборах в
Учредительное собрание, где наряду с предсказуемыми блоками, например,
эсеров и меньшевиков, можно было встретить соглашения кадетов и плеханов-
ского «Единства», религиозных объединений с энесами, большевиков с мень- 2018 ∙ Vol. 2 ∙ № 4 120 http://hpchsu.ru RESEARCH шевиками и т.д.10 При этом большевистский режим взаимодействовал с други-
ми политическими силами. Собственные проекты сотрудничества предлагали
организаторы Белого движения и национальные правительства. Центром притяжения социалистических и либеральных политических сил
стали антибольшевистские правительства, такие как КОМУЧ, Временное Си-
бирское правительство, Временное правительство Северной области, Уфимская
директория. У истоков Добровольческой армии стоял Гражданский совет, в ко-
торый входили 4 социалиста и 7 либералов (в т.ч. М.М. Федоров, Б.В. Савин-
ков, П.Б. Струве). Верховную власть осуществлял триумвират: А.М. Каледин
управлял Донской областью, Л.Г. Корнилов командовал армией, М.В. Алексеев
сосредоточил у себя гражданское управление, внешние связи и финансы. Не-
смотря на то, что в дальнейшем победила идея военной диктатуры, основа Бе-
лого движения воспринималась как различного рода конфедерации и федера-
ции: Вооруженные силы Юга России, союз белых областей во главе с Верхов-
ным правителем А.В. Колчаком, федеративный проект Доно-Кавказского союза
П.Н. Краснова. Показательно, что в конце 1917–1918 гг. Советская Россия так-
же воспринималась как конфедерация революционных республик (Донецко-
Криворожская, Терская, Кубано-Черноморская и т.п.), что институционально
сближало ее с антибольшевистскими конфедерациями. Самым заметным союзом в рамках Октябрьского режима был, конечно, со-
юз большевиков с ПЛСР (ноябрь 1917 – март 1918 гг.). Левые эсеры участвова-
ли в работе всех отделов ВЦИК, занимая там половину мест, пользовались зна-
чительным влиянием в Московском областном СНК, Совете комиссаров Союза
коммун Северной области, Центрально-Черноземном регионе, СНК Сибири,
играли доминирующую роль в СНК Туркестана и в ТурЦИК. Вытесненная ле-
том 1918 г. из российского политического поля, ПЛСР успешно действовала
как левацкий центр на Украине. Впрочем, вытеснение это оказалось в некото-
рой степени условным, поскольку левые эсеры, наряду с анархистами, участво-
вали во Втором Всероссийском съезде профсоюзов (16–25 января 1919 г.). ПЛСР (объединенная) была допущена на 8-й Всероссийский съезд Советов в
декабре 1920 г. Сохранялись контакты большевиков с социалистическими партиями, при-
чем стремление к таким контактам было обоюдным. Часть социалистов пред-
почитала взаимодействовать с большевиками, а не с белыми режимами. Боль-
шевики, в свою очередь, оказались заинтересованы в контактах с социалистами,
когда к концу 1918 г. стало ясно, что Гражданская война затягивается. 10 См. схемы блокирования: Протасов Л.Г. Всероссийское Учредительное собрание: ис-
тория рождения и гибели. М.: РОССПЭН, 1997. С. 134, 137. Основная часть Несмот-
ря на фактический разрыв отношений РСДРП (объединенной) с большевиками
в июне – октябре 1918 г., она вернулась к политике институционального со- 10 См. схемы блокирования: Протасов Л.Г. Всероссийское Учредительное собрание: ис-
тория рождения и гибели. М.: РОССПЭН, 1997. С. 134, 137. 2018 ∙ Vol. 2 ∙ № 4 121 http://hpchsu.ru RESEARCH трудничества против сил контрреволюции, выступая как оппозиция во ВЦИК,
Советах, профсоюзах. Доклады «О задачах профсоюзов» на Втором Всероссий-
ском съезде профсоюзов читали не только В.И. Ленин, но и Ю.О. Мартов, и
С.А. Лозовский (РСДРП (интернационалистов)). В более сложной ситуации
оказалась ПСР, объявившая в мае 1918 г. войну большевикам, но потерпевшая
поражение от Белого движения. Уже в декабре 1918 г. на совещании в Уфе
видными эсеровскими деятелями было принято решение о прекращении войны
с большевиками. ЦК долгое время не признавал действия Уфимской делегации
легитимными, но, в конечном итоге, и он решился пойти на переговоры с
РКП(б). Вместе с тем, если в антибольшевистских правительствах эсеры и меньше-
вики могли занимать ведущие позиции, то в рамках советской системы им была
уготовлена роль безуспешного критика. Поэтому вполне понятен проявивший-
ся к концу Гражданской войны еще один вид сотрудничества в форме ассими-
ляции, т.е. перехода многих деятелей соцпартий, а порой и партий целиком, в
ряды большевиков. В 1920 – 1921 г. в состав РКП(б) вошли Бунд и Российская
социалистическая рабочая партия интернационалистов (возникшая в 1919 г. при слиянии РСДРП(и) и Российской партии независимых с.-д. левых интерна-
ционалистов). Происходило и слияние с РКП(б) альтернативных коммунисти-
ческих группировок: Партии народников-коммунистов (октябрь – ноябрь 1918
г.), Партии революционного коммунизма (сентябрь 1920 г.). Сходные процессы
наблюдались и на национальных территориях распавшейся империи. Напри-
мер, в Польше Коммунистическая рабочая партия, созданная в 1918 г. в резуль-
тате объединения Социал-Демократии королевства Польши и Литвы с Поль-
ской социалистической партией – левицей, стала в 1919–1920 гг. центром мощ-
ного притяжения отделов национальных партий коммунистической и социали-
стической направленности. В партию вошли польские отделения Бунда, По-
алей-Цион, Украинской социал-демократической рабочей партии, Белорусской
социалистической партии. Еще одной формой сотрудничества, получившей большое распространение
в послеоктябрьский период, стали внепартийные объединения, такие как Коми-
тет спасения Родины и революции, Союз защиты Учредительного собрания,
Союз возрождения России, Правый, Национальный, Тактический, Политиче-
ский центры. Из приведенных фактов видно, что разнообразие форм сотрудничества яв-
лялось частью революционной политической культуры не только в период
Февральского режима, но и в послеоктябрьское время, рассматриваемое обычно
как период установления однопартийной диктатуры. 11 Государственный архив Воронежской области (ГАВО). Ф. Р-2393. Оп. 1. Д. 12. Л. 7;
Д. 13. Л. 7–8. 12 ГАВО. Ф. Р-2393. Оп. 1. Д. 3. Л. 111 об.; Д. 10. Л. 89.
13 ГАВО. Ф. Р-2393. Оп. 1. Д. 2. Л. 27, 53, 59; Государственный архив общественно-
политической истории Воронежской области (ГАОПИ ВО). Ф. 5. Оп. 1. Д. 320. Л. 23; Собо-
лев П.Н. Подготовка социалистической революции и установление Советской власти в Воро-
нежской губернии. Воронеж: Воронежское книжное издательство, 1955. С. 56.
14 Филипцева С.В. Завершение деятельности губернского земства в Воронеже в 1918 г. //
Из истории Воронежского края. Сб. ст. / отв. ред. А.Н. Акиньшин. Воронеж: ВГУ, 2011.
Вып. 18. С. 218–221.
15 ГАВО. Р-2393. Оп. 1. Д. 3. Л. 114, 117–118.
16 ГАОПИ ВО. Ф. 5. Оп. 1. Д. 459. Л. 21–23. Основная часть Важнейшими формами
сотрудничества были: взаимодействие партий и общественных организаций в
революционных государственных и муниципальных органах, сотрудничество 2018 ∙ Vol. 2 ∙ № 4 122 http://hpchsu.ru RESEARCH партий вплоть до их слияния, создание внепартийных общественно-
политических объединений. На мой взгляд, подобное взаимодействие, имевшее
значительный демократический потенциал, создавало мощную и разнообраз-
ную основу для демократического компонента развернувшегося процесса мо-
дернизации Российского государства. Для Февральского режима сотрудничест-
во было основой новой власти, организовывавшейся из партий, органов госу-
дарственного управления и самоуправления. Эту линию пытались продолжить
демократические правительства, сформировавшиеся в Сибири, Поволжье, Се-
верной области в 1918 г. Октябрьский режим рассматривал сотрудничество не
только как вынужденную меру, но и как источник пополнения рядов правящей
партии, позиционировавшей себя как единственный центр притяжения всех
здоровых сил страны. Белые режимы, тяготея, как и большевики, к диктатуре,
идентифицировали себя с западными ценностями, сотрудничая со всеми анти-
большевистскими силами, но предпочитая, однако, их праволиберальный ком-
понент. Для уяснения нюансов развития революционного процесса немаловажно
посмотреть на ситуацию в русской провинции, характерным примером которой
может стать аграрная Воронежская губерния с великоросским большинством. Можно с уверенностью сказать, что, как и Временное правительство, мест-
ные активисты стремились создать новую власть на основе широкого сотруд-
ничества государственных учреждений и общественных организаций, выра-
жающейся в коллегиальности решений по большинству вопросов. В образован-
ный 11 марта 1917 г. Воронежский Комитет общественного спокойствия на па-
ритетных началах вошли представители Городской Думы, Совета Рабочих Де-
путатов и Комитета объединенных общественных организаций и учреждений, а
также делегаты от солдат и офицеров. Одновременно в комитет объединенных
общественных организаций входили представители 101 учреждения и учебных
заведений. 17 марта в состав городской Думы вошли 26 делегатов от Советов11. Несмотря на то, что к лету 1917 г. взаимоотношения воронежского Совета с
Комитетом общественного спокойствия заметно ухудшились, взаимодействие с
органами власти, напрямую подчинявшимися Временному правительству, со-
хранялось и даже продолжало расширяться. Спектр точек соприкосновения был
достаточно велик: культурно-просветительская работа, совещания по продо-
вольствию, топливу, социальная помощь, борьба с преступностью и нейтрали-
зация крестьянского движения. На проводившихся в Губернском исполнитель-
ном комитете заседаниях и в различных совещаниях неизменно присутствовали
представители от государственных органов, ответственных комиссий и комите- 11 Государственный архив Воронежской области (ГАВО). Ф. Р-2393. Оп. 1. Д. 12. Л. 7;
Д 13 Л 7–8 осуд р
Д. 13. Л. 7–8. 2018 ∙ Vol. 2 ∙ № 4 123 http://hpchsu.ru RESEARCH тов, органов земского и городского самоуправления, армейского командова-
ния12. тов, органов земского и городского самоуправления, армейского командова-
ния12. 17 Соболев П.Н. Подготовка социалистической революции и установление Советской
власти в Воронежской губернии. Воронеж: Воронежское книжное издательство, 1955. С. 56.
18 Воронежский телеграф. 1917. 12 сентября. С. 1.
19 ГАВО. Р-2393. Оп. 1. Д. 3. Л. 20, 34 об., 58 об., 73, 77, 79; Д. 4. Л. 85, 90.
20 Воронежский областной краеведческий музей. Фонд участников революции и граж-
данской войны. Папка № 655/I. Врачев И.Я.
21 Путь жизни. 1917. № 1–7. 17 Соболев П.Н. Подготовка социалистической революции и установление Советской
власти в Воронежской губернии. Воронеж: Воронежское книжное издательство, 1955. С. 56.
18 Воронежский телеграф. 1917. 12 сентября. С. 1.
19 ГАВО Р 2393 О
1 Д 3 Л 20 34 б 58 б 73 77 79 Д 4 Л 85 90 Основная часть После Октябрьского переворота взаимоотношения между Советом, общест-
венными организациями и институциями, созданными в ходе Февральского ре-
жима или даже до него, не были разорваны сразу. Губернская продовольствен-
ная управа, земства, воронежская городская Дума, хотя и высказывали недо-
вольство новой властью, однако периодически выносили постановления о не-
обходимости продолжать работу в новых условиях. До декабря 1917 г. работал
губернский комиссар Б.А. Келлер, назначенный на эту должность еще в июле
1917 г. До января 1918 заседали дооктябрьский состав окружного суда, проку-
ратуры и губернская земская управа13. Решение Губисполкома о ликвидации
учреждений губернского земства последовало только в августе 1918 г., причем
земские учреждения, вместе со старыми служащими, инкорпорировались в гу-
бернский совнархоз. Показательно, что власть большевиков не «требовала кро-
ви» даже бывших очевидных противников. Так, первый губернский комиссар
Временного правительства и председатель губернской земской управы В.Н. Томановский еще в декабре 1918 г. занимал должность заведующего админист-
ративно-фискальным подотделом финансового отдела Воронежского губиспол-
кома14. Продолжил работу в качестве профессора Воронежского сельскохозяй-
ственного института, а затем академика АН СССР и ВАСХНИЛ Б.А. Келлер,
привлекавшийся в 1920-е гг. к работе в воронежском облисполкоме. р
р
р
Сотрудничество на протяжении 1917 – первой половины 1918 гг. сегментов
российской политической системы объясняется присутствием в них представи-
телей одних и тех же партий. Так, в участниках заседания Губернского испол-
нительного комитета 20 мая 1917 г. значились эсеры, энесы, социал-демократы
и анархист. Председателем тогда был назначен эсер В.П. Кабытченко, товари-
щем председателя – энес (бывший кадет) П.Я. Ростовцев15. После июльских
выборов в воронежскую городскую Думу была сформирована управа с равным
представительством эсеров, меньшевиков и кадетов16. Сходная ситуация была в
уездных центрах. Из 22 депутатов Валуйской городской думы 17 человек были
эсерами, 2 – большевиками, 1 был избран от кадетов и народных социалистов. 2018 ∙ Vol. 2 ∙ № 4 124 http://hpchsu.ru RESEARCH В Острогожской городской думе кадеты получили 3 места, большевики – 617. Избранная в июле воронежская городская дума дала коалицию эсеров, меньше-
виков и кадетов18. 19 ГАВО. Р-2393. Оп. 1. Д. 3. Л. 20, 34 об., 58 об., 73, 77, 79; Д. 4. Л. 85, 90.
20 Воронежский областной краеведческий музей. Фонд участников революции и граж-
данской войны. Папка № 655/I. Врачев И.Я.
21 Путь жизни. 1917. № 1–7. р
р ф
р
19 ГАВО. Р-2393. Оп. 1. Д. 3. Л. 20, 34 об., 58 об., 73, 77, 79; Д. 4. Л. 85, 90. В Острогожской городской думе кадеты получили 3 места, большевики – 617.
Избранная в июле воронежская городская дума дала коалицию эсеров, меньше-
виков и кадетов18. Одновременно социалистические партии взаимодействовали в рамках Сове-
та, где к лету 1917 г. присутствовали эсеры, большевики, меньшевики, предста-
вители Бунда. В августе 1917 г. было принято решение о предоставлении места
в Совете Еврейской социалистической партии, в сентябре – Трудовой народно-
социалистической партии. Летом 1917 г. при Совете функционировала объеди-
ненная библиотека эсеров и социал-демократов. По крайней мере, в августе –
сентябре 1917 г. существовал Социалистический клуб, куда входили предста-
вители эсеров и большевиков19. Иначе говоря, противоречия между партиями
не представлялись фатальными и точки соприкосновения находили организа-
ционное оформление. Сотрудничество также осуществлялось на уровне коми-
тетов партий, комитета Юго-Восточных железных дорог, чрезвычайных орга-
нов: Революционного распорядительного комитета, созданного для борьбы с
корниловским выступлением, Комитета общественной безопасности и Времен-
ного революционного комитета (ВРК), существовавших во время октябрьско-
ноябрьских событий 1917 г. Имеющаяся информация доказывает, что у воронежских большевиков были
серьезные разногласия по поводу необходимости разрыва с социалистическим
движением и непосредственно переворота. Губком большевиков был создан
только в октябре 1917 г., т.е. контакты с меньшевиками не порывались оконча-
тельно на протяжении почти всего февральского режима. Председатель губко-
ма, старый большевик Н.Н. Кардашев, не принимал прямого участия в органи-
зации переворота в Воронеже. Последний был осуществлен под руководством
группы «молодых» во главе с приехавшим из Петрограда после июльских со-
бытий «межрайонцем» А.С. Моисеевым. Член большевистского губкома С.Д. Турчанинов в начале декабря 1917 г. вышел из партии в знак протеста против
Октябрьского переворота20. Показательно, что публикации воронежской боль-
шевистской газеты «Путь жизни» за август – сентябрь содержат как заявления о
необходимости гражданской войны и выпады против социал-шовинистов, так и
объявления о работе социалистического клуба с выступлениями эсеровских ру-
ководителей21. Перед самым переворотом большевики и левые эсеры предлага- 2018 ∙ Vol. 2 ∙ № 4 125 http://hpchsu.ru ли создать бюро для организации перевыборов в Совет, куда бы входили не
только они, но и социалисты-революционеры, меньшевики, беспартийные22. Переход власти к ВРК в Воронеже не означал исключения социалистиче-
ских партий из политической жизни. Надо сказать, что представители Военно-
революционного комитета не стремились выступать откровенными диктатора-
ми и рассматривали себя как орган, попытавшийся предотвратить в Воронеже
контрреволюционное выступление. Высылаемые в милицию, банк, к городско-
му голове и в думу делегаты и комиссары резко отстаивали свои взгляды, но не
стремились занять управляющие посты в указанных организациях насильно. Это даже вызывало удивление у отстраненных от власти деятелей и порождало
надежды на возможный пересмотр ситуации. Всю первую половину ноября Со-
вет пытался функционировать в дооктябрьском составе. 22 Путь жизни. 1917. № 12. С. 3–4.
23 Воронежский телеграф. 1917. 12 ноября. С. 2–3.
24 Воронежский телеграф. 1917. 9–11 ноября.
25 Воронежский телеграф. 1917. 18 ноября. С. 1. р
р ф
р
25 Воронежский телеграф. 1917. 18 ноября. С. 1. 26 ГАВО. Ф. Р-458. Оп. 1. Д. 50. Л. 19 об.–20, 43; Д. 258. Л. 1 об.
27 ГАВО. Р-2393. Оп. 1. Д. 8а. Л. 4–4 об.; Соболев П.Н. Указ. соч. С. 106, 142–143; За
власть Советов. Сборник воспоминаний участников революционных событий в Воронеж-
ской губернии в 1917 – 1918 годах / под ред. И.Г. Воронкова, Т.М. Севастьяновой. Воронеж:
Воронежское книжное издательство, 1957. С. 86, 116–122.
28 За власть Советов. С. 26, 46, 50–53; ГАВО. Ф. Р-2393. Оп. 1. Д. 8. Л. 117.
29 ГАВО. Ф. Р-905. Оп. 1. Д. 20. Л. 107–108 об.
30 Соболев П.Н. Указ. соч. С. 111.
31 ГАВО. Ф. Р-2393. Оп. 1. Д. 2. Л. 13–14, 17, 21–21 об., 36–37, 38 об., 40, 42, 48, 51об.,
58 об., 62 об., 64 об., 81–82, 84, 95–96, 105. В Острогожской городской думе кадеты получили 3 места, большевики – 617.
Избранная в июле воронежская городская дума дала коалицию эсеров, меньше-
виков и кадетов18. Фракции эсеров,
меньшевиков и беспартийных вышли из Совета только 10 ноября23. В ноябре
1917 г. эсерам удалось собрать крестьянский съезд в Воронеже, вплоть до вес-
ны 1918 г. они заседали в продовольственных комиссиях. Сотрудничество пар-
тий и общественных организаций на базе протеста против большевистско-
левоэсеровской власти было заметно в ходе выборов в Учредительное собра-
ние. Прошедшие 12–14 ноября выборы сопровождались не только объявления-
ми профсоюзов о нежелании сотрудничать с узурпаторами, но и попытками
консолидировать «здоровые силы общества». Так, воронежская организация
Трудовой народно-социалистической партии создала целый общественный
фронт, куда входили продолжавший функционировать Комитет объединенных
общественных организаций, Союз интеллигенции, союз инженеров и техников,
а также объединения кооператоров24. Партии и профсоюзные организации не-
однократно заявляли о необходимости сотрудничать с органами управления,
созданными «февральским режимом» (думой, управами, комитетами), призы-
вали налаживать отношения между ними на межгубернском уровне25. В марте 1918 г., после подписания Брест-Литовского мира, фракция эсеров
заявила о своем протесте, но осталась в Совете. Эсеры и меньшевики вплоть до
весны 1918 г. занимали важные должности в комитете служащих Юго-
Восточных железных дорог, Союзе служащих-чиновников правительственных
учреждений, Союзе инженеров и техников, имели доступ к средствам Государ-
ственного банка. По крайней мере, до июня 1918 г. в губернии легально издава-
лись газеты меньшевиков и эсеров. Председатель свергнутого большевиками
Совета А.В. Михайлов фигурирует в документах как один из организаторов гу-
бернского съезда профсоюзов в 1919 г., а меньшевистское влияние в профсою- 2018 ∙ Vol. 2 ∙ № 4 126 http://hpchsu.ru RESEARCH зах прослеживается, по крайней мере, до 1920 г.26 При выборах Совета в уезд-
ном Павловске в декабре 1917 г. председателем был избран большевик, а его
товарищем – эсер. Более того, до конца лета 1918 г. здесь действовали два Со-
вета – городской, находившийся под контролем эсеров, и уездный – контроли-
руемый большевиками27. зах прослеживается, по крайней мере, до 1920 г.26 При выборах Совета в уезд-
ном Павловске в декабре 1917 г. председателем был избран большевик, а его
товарищем – эсер. Более того, до конца лета 1918 г. здесь действовали два Со-
вета – городской, находившийся под контролем эсеров, и уездный – контроли-
руемый большевиками27. В 1918 г. продолжалось сотрудничество большевиков с партией левых эсе-
ров. В октябре 1917 г. регулярно созывались «пятерки» представителей этих
партий, где обсуждались все тактические вопросы. Во время переворота члена-
ми Военно-революционного комитета были, наряду с большевиками А.С. Мои-
сеевым, В.Н. Губановым, И.А. Чуевым и И.Я. Врачевым, левые эсеры Е.Ф. Му-
равьев, И.С. Пляпис и Н.И. Григорьев. Н.И. 32 ГАОПИ ВО. Ф. 1. Оп. 1. Д. 13. Л. 1–1 об., 8–9.
33 ГАОПИ ВО. Ф. 5. Оп. 1. Д. 342. Л. 1.
34 ГАОПИ ВО. Ф. 1. Оп. 1. Д. 12. Л. 2.
35 Воронежский областной краеведческий музей. Фонд участников революции и граж-
данской войны. Папка 655/I. Врачев И.Я. В Острогожской городской думе кадеты получили 3 места, большевики – 617.
Избранная в июле воронежская городская дума дала коалицию эсеров, меньше-
виков и кадетов18. Григорьев в декабре 1917 г. на ко-
роткое время стал председателем ВРК28. Дружины, возглавляемые левыми эсе-
рами Е.Ф. Муравьевым и М.А. Чернышевым, сыграли одну из ключевых ролей
во время переворота 30 октября 1917 г. Небольшой отряд во главе с левым эсе-
ром Титковым выполнял в конце 1917 – начале 1918 гг., по сути, функции ЧК,
арестовывая подозрительные собрания и участвуя в подавлении вспышек недо-
вольства в городе29. На III Всероссийский съезд Советов были делегированы
депутаты от обеих фракций. 28 декабря 1917 г. большевиками и левыми эсера-
ми был организован губернский крестьянский съезд, где из 169 делегатов было
92 большевика, 61 левый эсер и 16 беспартийных30. В мае 1918 г. левые эсеры
руководили продовольственным и земельным отделами губкома Советов, за-
нимали пост председателя революционного трибунала, участвовали в национа-
лизации воронежских банков. В июне 1918 г. был поставлен вопрос о передаче
под контроль левых эсеров финансового отдела, участии их в чрезвычайной
комиссии по борьбе с контрреволюцией, спекуляцией и преступностью, изда-
нии газеты, в том числе перебазировавшегося в Воронеж ЦК левых эсеров Ук-
раины. Сотрудничество фракций осуществлялось и в профсоюзах (например,
почтово-телеграфных служащих) и при регулировании социальных конфлик-
тов31. Даже после того, как отношения с ПЛСР начали охлаждаться (в Вороне-
же уже с середины июня 1918 г.), Воронежский комитет РКП(б) 17 июня пред-
лагал левым эсерам занять вместо ключевых продовольственного и финансово- 2018 ∙ Vol. 2 ∙ № 4 127 RESEARCH RESEARCH http://hpchsu.ru го комиссариата земельный, земский, призрения, юридический, хозяйственный
и медико-санитарный. 36 ГАОПИ ВО. Ф. 5. Оп. 1. Д. 323. Л. 144–146.
37 Коротун С.Н. Секции национальных меньшинств в Воронежской губернии (1918–
1921) // Из истории Воронежского края. Сб. ст. / отв. ред. А.Н. Акиньшин. Воронеж: Цен-
трально-Черноземное книжное издательство, 2011. Вып. 18. С. 224–229; Коротун С.Н., Тол-
качева С.П., Шевченко Е.А. Национальные меньшинства Воронежского края в 1917 – 1941 гг.
Воронеж: Воронежский государственный педагогический университет, 2012. С. 64, 66–68,
217–218, 228, 242; Документы Краснянского восстания / публ. Я. В. Леонтьева // Крестьян-
ский фронт 1918–1922 гг. Сб. статей и материалов / под ред. А. В. Посадского. М.: АИРО–
XXI, 2013. С. 308; ГАОПИ ВО. Ф. 5. Оп. 1. Д. 320. Л. 23; ГАВО. Ф. Р-2393. Оп. 1. Д. 2. Л. 21.
38 Воронежский телеграф. 1917. 14 декабря. С. 3. го комиссариата земельный, земский, призрения, юридический, хозяйственный
и медико-санитарный. го комиссариата земельный, земский, призрения, юридический, хозяйственный
и медико-санитарный. го комиссариата земельный, земский, призрения, юридический, хозяйственный
и медико-санитарный. Несмотря на разрыв, произошедший после июльского мятежа левых эсеров,
повальных арестов в Воронеже не произошло. 24 июля губернский комитет
ПЛСР счел возможным обратиться к комитету РКП(б) с просьбой снять арест с
его газеты «Знамя трудовой борьбы». В уездном Задонске еще в конце августа
1918 г. ставился вопрос о недопущении левых эсеров в комиссии и президиум
местного Совета, причем от ПЛСР поступали заявления о необходимости заня-
тия членами партии мест в Совете32. Известно, что в Землянске левый эсер на-
ходился в исполкоме даже в конце сентября 1918 г.33. Нежелание окончательно порывать с большевиками привело к тому, что
часть воронежских левых эсеров уже в октябре 1918 г. приняла участие в соз-
дании партии народников-коммунистов, а часть вообще заявила о необходимо-
сти слияния с РКП(б)34. Следует вспомнить, что в 1920–1921 гг. бывшие руко-
водители воронежских левых эсеров Е.Ф. Муравьев и М.Ф. Цепляева пошли на
сотрудничество с органами ЧК и участвовали в качестве подставных лиц несу-
ществующей эсеровской подпольной организации при ликвидации антоновско-
го восстания в Тамбовской губернии. В целом, пожелавшие сотрудничать с
большевиками левые эсеры пошли по пути ассимиляции. Это позволило им ос-
таться в постреволюционной субкультуре «заслуженных революционеров», но
лишило возможности политической деятельности. Так, в 1957 г. на встрече уча-
стников революции 1917 г. почетными гостями были Е.Ф. Муравьев, М.А. Чер-
нышев35. Те же, кто (как один из крупных деятелей ПЛСР в России и на Украи-
не Я.С. Базарный) попытался пойти на примирение с властью, но лелеял наде-
жду на возможное восстановление политической деятельности, жестоко попла-
тился в 1930-х гг. Сотрудничество проявлялось и на уровне национальных партий и комите-
тов. Проживание на территории Воронежской губернии беженцев из западных
регионов бывшей империи, наличие сегмента еврейского и немецкого населе-
ния привело к активности здесь национальных партий и организаций. Во время
Февральского режима проявили себя Бунд, сионистская организация, Поалей-
Цион, Еврейская и Польская социалистические партии, причем некоторые из
них имели доступ к работе Совета. Известно, что польские социалисты примы-
кали к левым эсерам и были настроены наиболее комплиментарно к Октябрь-
скому режиму. 5 декабря 1917 г. в мандатную комиссию воронежского Совета 2018 ∙ Vol. 2 ∙ № 4 128 http://hpchsu.ru RESEARCH обратились польские делегаты, сообщавшие, что Воронеже образовалась груп-
па Польской партии социалистов-революционеров, на собрании 3 декабря
1917 г. тридцати трех членов которой в Совет был делегирован К. Будогоский. Воронежский телеграф. 1917. 15 декабря. С. 3.
40 Два архивных документа / сост. С.Н. Третьяков. М.: Издательство Олега Пахмутова,
2014. С. 91–95. го комиссариата земельный, земский, призрения, юридический, хозяйственный
и медико-санитарный. Поляки выступили с полной поддержкой Октябрьского переворота: «ибо вторая
Российская революция пережила великий праздник, тот день объединения
съезда советов с центральным комитетом советов раб. и солд. депутатов. Рево-
люционная демократия только теперь углубит революцию, объединяясь вокруг
совета народных комиссаров». В том же обращении поляки приветствовали
декреты СНК и Польскую Демократическую народную республику36. Один из
лидеров польских социалистов С.И. Данилькевич в конце 1917 г. занимал пост
товарища председателя Воронежского Совета. В дальнейшем сотрудничество осуществлялось в форме ассимиляции на-
циональных организаций в структуры РКП(б) и культурно-просветительных
органов. В 1918 г. существовал Губернский комиссариат по еврейским нацио-
нальным делам. Еврейская секция работала не только при губкоме РКП(б), но и
в местной организации РКСМ. К августу 1918 г. при губкоме РКП(б) работали
литовская, латвийская, немецкая секции. До осени 1918 г. в Воронеже присут-
ствовала украинская «Громада», Краевой комитет украинской ПЛСР, эвакуиро-
вавшийся из Харькова. В 1922 г. в Воронеже существовал Украинский клуб
имени Т.Г. Шевченко, при отделе нацменьшинств губернского отдела народно-
го образования было создано Украинское губернское бюро37. В дальнейшем сотрудничество осуществлялось в форме ассимиляции на-
циональных организаций в структуры РКП(б) и культурно-просветительных
органов. В 1918 г. существовал Губернский комиссариат по еврейским нацио-
нальным делам. Еврейская секция работала не только при губкоме РКП(б), но и
в местной организации РКСМ. К августу 1918 г. при губкоме РКП(б) работали
литовская, латвийская, немецкая секции. До осени 1918 г. в Воронеже присут-
ствовала украинская «Громада», Краевой комитет украинской ПЛСР, эвакуиро-
вавшийся из Харькова. В 1922 г. в Воронеже существовал Украинский клуб
имени Т.Г. Шевченко, при отделе нацменьшинств губернского отдела народно-
го образования было создано Украинское губернское бюро37. р
р
у
р
р
В Воронежской губернии на рубеже 1917–1918 гг. проявили себя и межпар-
тийные организации, такие как комитет защиты родины и революции и Союз
защиты Учредительного собрания. Так, на заседании организационного собра-
ния Союза защиты Учредительного собрания 13 декабря 1917 г. в Воронеже
участвовали представители от 24 организаций, в том числе от партий, проф-
союзов, рабочих комитетов, военных 59-го полка под председательством энеса
Н.В. Чехова. Правда, собрание было разогнано Военно-революционным коми-
тетом38. В уездных Валуйках в заседании комитета спасения родины и револю-
ции 5 декабря 1917 г. участвовали кадеты, эсеры, энесы, социал-демократы,
представители местного Совета рабочих и солдатских депутатов, уездной укра- 2018 ∙ Vol. 2 ∙ № 4 129 http://hpchsu.ru RESEARCH инской рады и председателя уездной комиссии по выборам в Учредительное
собрание39. Есть сведения о деятельности подобного же рода организаций в
уездных Боброве, Острогожске. го комиссариата земельный, земский, призрения, юридический, хозяйственный
и медико-санитарный. В то же время большевистско-левоэсеровская
власть обнаружила способность заключать союзы с военизированными форми-
рованиями неустойчивой политической ориентации. В апреле 1918 г. в Воро-
неже на несколько дней возникла «федерация» из представителей красноармей-
ских отрядов, занявших город и позиционировавших себя как «анархисты», во-
ронежского руководства большевиков и левых эсеров. На несколько дней Ис-
полком Совета был распущен. Вероятнее всего, с «анархистами», которых под-
держала большая часть воронежского гарнизона, пошли на сотрудничество
именно левые эсеры, тем более, что вошедшие в город части находились под
общим руководством левого эсера Г.К. Петрова40. 39 Воронежский телеграф. 1917. 15 декабря. С. 3.
40 39 Воронежский телеграф. 1917. 15 декабря. С. 3.
40 Два архивных документа / сост. С.Н. Третьяков. М.: Издательство Олега Пахмутова,
2014 С 91–95 2 D.J. Raleigh, Revolution on the Volga: 1917 in Saratov (Ithaca , N.Y.: Cornell University
Press, 1986); D.J. Raleigh, “Revolutionary Politics in Provincial Russia: The Tsaritsyn ‘Republic’
in 1917”, Slavic Review, vol. 40. no. 2 (1981), 194–209; D.J. Raleigh, “The Revolution of 1917 and
the Establishment of Soviet Power in Saratov”, in Politics and Society in Provincial Russia: Sara-
tov, 1590 – 1917; edited by A. Rex Wade and Scott Seregny, 277–306 (Columbus, Ohio: Ohio State
University Press, 1989). 1 V.T. Dronov, “Consent as a civilizational archetype of Russian society”, Sotsis, no. 9 (2016):
157–60. See reviews: O.A. Karmadonov, “Solidarity, integration, conjunction”, Sotsis, no. 2
(2015): 3–12; V.V. Bondaletov, “Evolution of self-organization ideas”, Sotsis, no. 3 (2015): 132–
39. Заключение Сказанное выше, конечно, не отменяет наличия в стране мощного социаль-
ного, политического конфликта. Вместе с тем, мы фиксируем существенное
развитие политического режима в центре и на местах в аспекте сотрудничества. Ритмы этого развития могли не совпадать, однако формы, в которых оно проте-
кало, демонстрируют общность. В феврале – октябре 1917 г. сотрудничество
осуществлялось на уровне Временного правительства и восходящих к нему
управленческих структурах на местах, в органах революционного самоуправ-
ления, создавались межпартийные блоки, происходило слияние близких по
идеологии партий. Отличительной чертой этого периода стало как раз многооб-
разие субъектов политического сотрудничества, искавших разнообразные фор-
мы взаимодействия. Полагаю, что переломным моментом в смене режимов
стал не только Октябрьский переворот, но и неудавшееся Учредительное соб-
рание, после краха которого начался демонтаж Февральского режима, держав-
шегося до этого времени именно на структурах общественной солидарности. Впрочем, в 1918 г. подобные тенденции продолжали существовать в рамках
режимов «демократической контрреволюции», действовавших под знаменем
солидарности абсолютно всех антибольшевистских политических сил. Октябрьский режим демонстрировал возможности для компромиссов на по-
литическом, социальном, национальном уровнях, отрицая, однако, плюрализм
как основу культурно-идеологической составляющей политической системы. В
качестве форм политического сотрудничества продолжали существовать кон-
такты между социалистическими партиями, в новую политическую систему ин-
тегрировались не только органы «демократического» самоуправления (Советы, 2018 ∙ Vol. 2 ∙ № 4 130 http://hpchsu.ru RESEARCH профсоюзные объединения), но и рабочие структуры земств, городских дум,
национальные
организации. Предпочтительной
формой
государственно-
территориального устройства представлялась федерация. Одновременно Белые
режимы предлагали сходную авторитарную модель политического взаимодей-
ствия, сохраняя, однако, внешние атрибуты демократического взаимодействия:
межпартийные и внепартийные объединения, сотрудничество партий в прави-
тельствах, наличие местного самоуправления. профсоюзные объединения), но и рабочие структуры земств, городских дум,
национальные
организации. Предпочтительной
формой
государственно-
территориального устройства представлялась федерация. Одновременно Белые
режимы предлагали сходную авторитарную модель политического взаимодей-
ствия, сохраняя, однако, внешние атрибуты демократического взаимодействия:
межпартийные и внепартийные объединения, сотрудничество партий в прави-
тельствах, наличие местного самоуправления. 1 V.T. Dronov, “Consent as a civilizational archetype of Russian society”, Sotsis, no. 9 (2016):
157–60. See reviews: O.A. Karmadonov, “Solidarity, integration, conjunction”, Sotsis, no. 2
(2015): 3–12; V.V. Bondaletov, “Evolution of self-organization ideas”, Sotsis, no. 3 (2015): 132–
39.
2 D.J. Raleigh, Revolution on the Volga: 1917 in Saratov (Ithaca , N.Y.: Cornell University
Press, 1986); D.J. Raleigh, “Revolutionary Politics in Provincial Russia: The Tsaritsyn ‘Republic’
in 1917”, Slavic Review, vol. 40. no. 2 (1981), 194–209; D.J. Raleigh, “The Revolution of 1917 and
the Establishment of Soviet Power in Saratov”, in Politics and Society in Provincial Russia: Sara-
tov, 1590 – 1917; edited by A. Rex Wade and Scott Seregny, 277–306 (Columbus, Ohio: Ohio State
University Press, 1989). 3 V.M. Kruzhinov and Z.N. Sokova, “The bodies of multi-party socialist power in the Urals in
the autumn of 1917”, Russian History, no. 5 (2017): 44–61; M.A. Fel’dman, "Industrial workers of
Russia in 1917: Approaches to the ‘socialist’ revolution", Russian History, no. 5 (2017): 44–61;
M.K. Shatsillo, "Russian entrepreneurs in search of contacts with the Soviet power in 1917–1918",
Russian History, no. 1 (2016); 28–43; O.M. Morozova, "Don in 1917: A peaceful prelude to the
revolution:, in 1917 in the Destinies of the Region, Country and the World. A glance from the 21st
century; ed. V.I. Goldin (Arkhangelsk: NArFU, 2017), 132–36; W.G. Rosenberg, Liberals in the
Russian Revolution: The Constitutional Democratic Party, 1917–1921 (Princeton, N.J.: Prinston
University Press, 1974); E. Mawdsley, The Russian Civil War (Edinburgh: , 2000); J.D. Smele, The
‘Russian’ Civil Wars, 1916–1926. Ten years that shook the world. London: Hurst & Company,
2015. Introduction To view the revolution purely as a conflict, even more as a systemic crisis, would
be true, however does little to understand its transformative potential, hence the
productivity of this approach is limited. At the same time, sociological concepts pay
attention to the crucial role of social integration, solidarity, cooperation and consoli-
dation in the development of the idea of social harmony1. These concepts, as well as
the idea that revolutions are made not only for the sake of destruction, provided the
grounds for this study. In this article, I suggest considering revolution as a variety of
cooperative models applied not only to the capital cities, however also to the provinc-
es. The Voronezh province is given as a case study to consider the situation in the
Russian provinces in general, outside of large cities. We shall note that in the foreign
historiography, the development of the revolutionary situation in the provinces, in-
cluding elements of political cooperation, was reviewed on the materials of Saratov
and several other biggest cities on the shore of Volga by the well-known expert on
Russian history, D.J. Raleigh2. 2018 ∙ Vol. 2 ∙ № 4 131 http://hpchsu.ru Main body In the Soviets, the expected majority was made up of socialist parties –
the SRs, the RSDLP and the Popular Socialists. The All-Russian Central Executive
Committee set up at the First All-Russia Congress of Soviets in June 1917 included
107 Mensheviks, 101 Socialist-Revolutionaries, 35 Bolsheviks, eight ‘united’ Social-
Democrats, four Trudoviks and Popular Socialists and one member of the Jewish So-
cialist Workers Party. The Soviets delegated their representatives to the city Dumas –
the liberals’ assembly points. Because of re-elections, in summer, the city govern-
ment was party-coalitional in nature. The social representation in it was provided not
only by the Soviets, but also by the trade unions, which were headed by representa-
tives of various parties too. Within the scope of one large city, various trade unions
could be headed by the Bolsheviks, Mensheviks, Socialist-Revolutionaries and repre-
sentatives of national parties who simply had to enter a dialogue with each other. At
the Third All-Russian Conference of Trade Unions (June 1917), a provisional gov-
erning body was elected consisting of 16 Bolsheviks, 16 Mensheviks and three So-
cialist-Revolutionaries. The committees of civic organizations headed by the Cadets,
Mensheviks and Socialist-Revolutionaries had a significant influence on shaping rev-
olutionary power until July 1917 and from then onwards continued to assert their
right for existence through the idea of representing various political forces. Throughout 1917, the socialist parties, including the Bolsheviks, considered the
possibility of creating a united front. V.M. Chernov advanced the idea of uniting so-
cialists into a single party; the Mensheviks tried to recreate the unity of the RSDLP in
May–August 1917 by convening a conference and a congress. At the second congress
of the Popular Socialist Party (22–28th September 1917), it was stressed that to con-
solidate the social and governmental forces, the party would cooperate with the Right
Socialist-Revolutionaries, the Menshevik internationalists, the Edinstvo (‘Unity’)
group and Cadets. The Bolsheviks regarded themselves as part of a common political framework,
along with other socialist parties, at least until September 1917, and in some cases
even before the convocation of the Constituent Assembly. Speaking about the possi-
bility of peaceful development of the proletarian revolution, V.I. Main body The February Regime gave great opportunities for the democratization of Russian
society. Under these circumstances, the processes associated with political coopera-
tion became more intense.3 It is obvious that various participants of the revolutionary
process became allies and joined organizations where they had to interact with each
other within the political framework.4 The policy papers of various political forces
showed significant similarity, allowing justification of the blocking from the ideolog-
ical point of view.5 Initially, the liberal Provisional Government veered to the left
very quickly, and by the summer of 1917 it was comprised of socialists. In addition to
the above, the main liberal party, Cadets, participated in all three coalition govern-
ments, and it even managed to strengthen its positions in its third composition, in-
creasing the number of seats from four to six. The platform for cooperation between
the right-wing liberal forces was the Moscow State Conference (held in August
1917). In September 1917, the All-Russia Democratic Conference took place in Pet-
rograd attended by delegates from the Soviets, local self-governing authorities, trade
unions, cooperatives, army corps and national institutions. In the pre-parliament
elected at the meeting, there were 135 Socialist-Revolutionaries, 92 Mensheviks, 75
Cadets, 58 Bolsheviks, and 30 Popular Socialists. The coalitional ideas were charac-
teristic for the executive power at the local level – governorate commissioners, pro-
vincial and district executive committees. 4 As the given facts of cooperation (but not their systematization in this context) are well
known, a review of the situation on the scale of the former Russian Empire is based on the analysis
of information from specialized encyclopedic literature: Revolution and the Civil War in Russia:
1917–1923; Chief editor S.A. Kondratov (Moscow: TERRA, 2008); Political parties of Russia. End
of 19th – the first third of the 20th century; chief editor V.V. Shelokhaev (Moscow: ROSSPEN,
1996); Civil War and Military Intervention in the USSR / chief editor S.S. Khromov (Moscow:
Sovetskaya entsiklopediya, 1983). 5 Models of public restructuring in Russia. The 20th century; chief editor V.V. Shelokhaev
(Moscow: ROSSPEN, 2004); M.E. Razinkov, "The Popular Socialist Party and the Russian Com-
munist Party (the Bolsheviks): A comparative analysis of program instructions", in History and His-
toriography of Right-wing Narodnichestvo: Collection of articles; ed. G.N. Mokshin [and others]]
(Voronezh: Istoki, 2014), 141–52. 2018 ∙ Vol. 2 ∙ № 4 132 http://hpchsu.ru RESEARCH Another ground for cooperation belonged to the authorities of revolutionary self-
government. 6 V.I. Lenin, Lenin Collected Works, vol. 34 (Moscow: Gospolitizdat, 1977), 222–23.
7 V.M. Kruzhinov and Z.N. Sokova, The bodies of multi-party socialist, 44–61; L.G. Protasov,
All-Russian Constituent Assembly: The History of Birth and ‘Death’ (Moscow: ROSSPEN, 1997),
271.
8 Revolution and the Civil War in Russia, vol. 1, 361–62.
9 See bloc-founding charts: L.G. Protasov, All-Russian Constituent Assembly: The History of
Birth and ‘Death’ (Moscow: ROSSPEN, 1997), 134, 137. Main body Lenin cited the ex-
ample of the Kornilov affair, when even a short-term alliance of the Bolsheviks,
Mensheviks and Socialist-Revolutionaries gave the “complete victory over the coun-
ter-revolution achieved with an ease unprecedented in any revolution; it gave such a
crushing suppression of bourgeois, landlord and capitalist, allied imperialist and Ca-
det counter-revolution, that Civil War from crumbled to dust on this side, turned into
nothing at the very beginning, disintegrated to any kind of ‘a battle’.” It was the Bol-
shevik leader’s idea that such an alliance would allow to view the revolution not from
the military perspective but from a political angle, because “within the Soviets, the
struggle of the parties for power could proceed peacefully, with the full democracy of 2018 ∙ Vol. 2 ∙ № 4 133 http://hpchsu.ru RESEARCH the Soviets...”6 In the course of the October coup, the Bolsheviks kept looking for
compromises and avoided burning bridges, whilst joining various coalition governing
authorities, as it was, for example, in the Urals or in Kursk7. The refusal of V.I. Lenin
and L.D. Trotsky to form a ‘homogeneous socialist government’ caused the first cri-
sis in the party that seized power. The third aspect of cooperation was the merger of close political groups. In June
1917, the Trudoviks (Labor Group) and the Popular Socialists united, in July the
Mezhraiontsy (‘Interdistrictites’) merged into the RSDLP(b), by August – the same
happened to most members of the Vperyod (‘Forward’) group. In September, the
small Liberal-Republican and Radical-Democratic parties merged too. This rap-
prochement also affected the national parties. As an example, in the summer of 1917,
the Jewish Socialist and Zionist-Socialist Workers Parties united as well. Finally, there emerged public associations of a political nature however with no
party affiliations. From February to December 1917, the Provisional Committee of
the State Duma was functioning, which included the Octobrist Party, Cadets, Men-
sheviks and representatives of most Duma factions. Since August, the council of
community leaders in Moscow commenced its activities, which united members of
the State Duma, Cadets, industrialists, members of zemstvos with electoral qualifica-
tions and representatives of the academia. Main body It was announced on the intentions of the
political alliance (blocs) with the Socialists at the second meeting of community
leaders on 12–14th October 1917, which “advocated support of the groups using the
state platform as their ground during the elections to the Constituent Assembly and
merger with the Popular Socialist Party and the Edinstvo ‘Unity’ group8. After the Bolshevik coup, the possibilities for political cooperation remained. The
end of 1917–18 was the time to search for a democratic alternative to the Bolshevik
dictatorship. The whole spectrum of inter-party and political-social formation of
blocs was presented at the elections to the Constituent Assembly, where, along with
predictable blocs, for example, the Socialist-Revolutionaries and Mensheviks, one
could come across the agreements of Cadets and Plekhanov’s ‘Unity’, religious as-
sociations together with the Popular Socialists, the Bolsheviks with the Mensheviks,
etc.9 At the same time, the Bolshevik regime interacted with other political forces. The leaders of the White Movement and national governments offered their own co-
operation projects. 2018 ∙ Vol. 2 ∙ № 4 134 http://hpchsu.ru RESEARCH The anti-Bolshevik governments became center of attraction for socialist and lib-
eral political forces, such as the Committee of Members of the Constituent Assembly,
the Provisional Siberian Government, the Provisional Government of the Northern
Region and the Ufa Directory. The Civil Council stood at the origins of the Volunteer
Army, and the said council included four socialists and seven liberals (including
M.M. Fedorov, B.V. Savinkov and P.B. Struve). The supreme power was exercised
by the triumvirate: A.M. Kaledin ruled the Don region; L.G. Kornilov commanded
the army; M.V. Alexeyev concentrated in his hands the civil administration, foreign
contacts and finances. Even though in the time following, the idea of a military dicta-
torship triumphed, the basis of the White Movement was perceived as confederations
and federations of various sorts: The Armed Forces of South Russia, the union of the
regions headed by the white Supreme Ruler A.V. Kolchak, the federative project of
the Don-Caucasus union suggested by P.N. Krasnov. It is significant that in the late
1917–18, Soviet Russia was also perceived as a confederation of revolutionary repub-
lics (Donetsk-Krivorozhskaya, Terskaya, Kuban-Chernomorskaya, etc.), which insti-
tutionally brought it together with the anti-Bolshevik confederations. y
g
g
The most notable union within the scope of the October regime without doubt
was the alliance of the Bolsheviks with Left SRs (November 1917 – March 1918). Main body ( )
At the same time, whilst in the anti-Bolshevik governments, the Socialist-
Revolutionaries and Mensheviks could occupy leading positions, within the frame-
work of the Soviet system they were given the role of an unsuccessful critic. There-
fore, it is quite understandable that another type of cooperation appeared at the end of
the Civil War in the form of assimilation, i.e. transition of many socialist party fig-
ures and sometimes even parties themselves to the ranks of the Bolsheviks. In 1920–
21, the Bund and the Russian Social Democratic Labor Party (Internationalists)
merged with the RSDLP(i) in 1919, and the Russian party of independent social-
democratic left-wing Internationalists joined the All-Russian Communist Party
(bol’shevikov). There was also another merge of alternative communist groups with
the RCP(b): The Party of the Narodnik Communists (October–November 1918) and
the Party of Revolutionary Communism (September 1920). Similar processes were
observed in the national territories of the disintegrated empire. As an example, the
communist Polish Labor Party established in 1918 because of unification of the So-
cial Democracy of the Kingdom of Poland and Lithuania with the Polish Socialist
Party – the Levite became a powerful center to attract the communist and socialist
orientated branches of the national parties in 1919–20. The party included the Polish
local branches of the Bund, Poalei Zion, the Ukrainian Social-Democratic Labor Par-
ty and the Belarusian Socialist Party. Another form of cooperation that was widely spread in the post-October period
were the associations without party affiliation, such as the Committee for Salvation of
Motherland and the Revolution, the Union for Constituent Assembly Protection, the
Union of the New Russian Renaissance and the center-Right, as well as national, tac-
tical and political centers (parties). It can be seen from the above-mentioned facts that the diversity of cooperative
forms was part of the revolutionary political culture, not only during the February
Regime, but also in the post-October period, which is usually regarded as the period
of one-party dictatorship. The most important forms of cooperation were as follows:
interaction of the parties and public organizations in the revolutionary state and mu-
nicipal authorities, cooperation of the parties up to their merging and creation of non-
party socio-political associations. In my opinion, this interaction, which had a signifi-
cant democratic potential, created a powerful and diverse basis for the democratic
component in the expanded modernization process of the Russian state. Main body The Left SRs participated in the work of all the collegiate of the All-Russian Central
Executive Committee occupying half of the seats there, used considerable influence
in the Moscow Regional Council of People’s Commissars, the Council of Commis-
sioners of the Northern Region Commune Union, in the Central Chernozem Region
and the Council of People’s Commissars in Siberia and played a dominant role in the
Council of People’s Commissars (Turkestan) and in the Turkestan Central Executive
Committee. Driven out of the Russian political framework in the summer of 1918, the
Left SRs operated successfully as a leftist center in Ukraine. However, this forcing
out was to some extent conditional, since the Left SRs, along with the anarchists, par-
ticipated in the Second All-Russia Congress of Trade Unions (16–25th January 1919). The party of the Left SRs (the United Socialist Party of Russia) could participate in
the Eighth All-Russian Congress of Soviets in December 1920. The contacts of the Bolsheviks with the socialist parties remained, and the striv-
ing for such cooperation was mutual. Some of the socialists preferred to interact with
the Bolsheviks and not with the White Movement regimes. The Bolsheviks, in turn,
were interested in contacts with the socialists, when by the end of 1918 it became
clear that the Civil War became stalled. Despite the factual break in relations between
the RSDLP (United) and the Bolsheviks in June-October 1918, the former returned to
the policy of institutional cooperation against the forces of the counter-revolution,
acting as opposition in the Central Executive Committee, the Soviets and the trade
unions. The reports “On the Tasks of Trade Unions” at the Second All-Russian Con-
gress of Trade Unions were read not only by V.I. Lenin but also by Yu.O. Martov 2018 ∙ Vol. 2 ∙ № 4 135 http://hpchsu.ru RESEARCH and S.A. Lozovsky (the RSDLP (Internationalist). The SRs found themselves in a
more difficult situation declaring a war against the Bolsheviks in May 1918, however
being defeated by the White Movement. As early as in December 1918, at a meeting
in Ufa, the prominent Socialist Revolutionaries decided to end the war with the Bol-
sheviks. The Central Committee did not recognize the actions of the Ufa delegation
as legitimate for a long time but ultimately decided to agree to the talks with the
RSDLP(b). Main body For the Feb- 136 2018 ∙ Vol. 2 ∙ № 4 http://hpchsu.ru RESEARCH ruary regime, the cooperation was the basis of a new government formed from par-
ties, state and self-government authorities. The democratic governments formed in
Siberia, the Volga region and the Northern region in 1918 tried to extend this line. The October regime viewed this cooperation not only as a forced measure but also as
a source of replenishment for the ruling party that positioned itself as the only center
of attraction for all ‘healthy’ forces in the country. The White regimes gravitating to-
wards a dictatorship like the Bolsheviks, identified themselves in line with the West-
ern values, whilst cooperating with all the anti-Bolshevik forces, but preferring, how-
ever, their right-liberal component. To understand the nuances of the revolutionary process development, it is im-
portant to look at the situation in the Russian province, a typical example of which
may be the agrarian Voronezh province, where mostly Russians resided. It may be safely said that like the Provisional Government, the local activists
sought to create a new government based on a broad cooperation between the state
institutions and public organizations, which was expressed in the collegiality of deci-
sions on most issues. The Voronezh Committee of Public Safety formed on 11th
March 1917 on an equal footing included representatives of the City Duma, the Sovi-
et of Workers’ Deputies and the committee of joint public organizations and institu-
tions, as well as delegated soldiers and officers. Simultaneously, the committee of
joint public organizations included representatives of 101 establishments and educa-
tional institutions. On 17th March, the City Duma included 26 delegates from the So-
viets10. Even though by the summer of 1917, the relationship between the Voronezh So-
viet and the Committee of Public Safety had deteriorated noticeably, the interaction
with the authorities that were directly subordinated to the Provisional Government
remained and even continued to expand. The range of common points was quite im-
pressive: cultural and educational work, meetings regarding food, fuel, social assis-
tance, combatting crime and neutralizing the peasant movement. At the meetings that
were held by the Governorate Executive Committee and various consultations, the
state authorities, dedicated commissions and committees, zemstvo and city self-
government authorities and army commanders were permanently represented11. 2018 ∙ Vol. 2 ∙ № 4
137
10 Gosudarstvennyi arkhiv Voronezhskoi oblasti (GAVO) f. р-2393, op. 1, d. 12, l. 7; d. 13, l.
7–8.
11 GAVO f. Р-2393, op. 1, d. 3, l. 111 ob.; d. 10, l. 89. 12 GAVO f. Р-2393, op. 1, d. 2, l. 27, 53, 59; Gosudarstvennyi arkhiv obshchestvenno-
politicheskoi istorii Voronezhskoi oblasti (GAOPI VO) f. 5, op. 1, d. 320, l. 23; P.N. Sobolev,
Preparation of the socialist revolution and establishment of the Soviet power in Voronezh province
(Voronezh: Voronezhskoe knizhnoe izdatel’stvo, 1955), 56.
13 S.V. Filiptseva, “End of the provincial zemstvo functioning in Voronezh in 1918”, in From
the history of the Voronezh Region, issue 18, 218–21 (Voronezh: VGU, 2011).
14 GAVO р-2393, op. 1, d. 3, l. 114, 117–18.
15 GAOPI VO f. 5, op. 1, d. 459, l. 21–23.
16 P.N. Sobolev, Preparation of the socialist revolution and establishment of the Soviet power
in Voronezh province (Voronezh: Voronezhskoe knizhnoe izdatel’stvo, 1955), 56.
17 Voronezhskii telegraf [Voronezh Telegraph], 12th September, 1917, 1. Main body After the October coup, the relationship between the Soviet, public organizations
and institutions created during the February Regime or even prior to it, was not bro-
ken at once. The Governorate Food Administration, zemstvos and Voronezh City
Duma expressed dissatisfaction with the new authorities; however, they periodically
issued resolutions with regards to the need to continue operating under the new con-
ditions. The provincial commissar B.A. Keller appointed to this post as far back as 2018 ∙ Vol. 2 ∙ № 4 137 http://hpchsu.ru RESEARCH July 1917 worked until December 1917. The pre-October staff of the district court,
the prosecutor’s office and the provincial zemstvo council held meetings until Janu-
ary 191812. The decision of the Provincial Committee on the liquidation of provincial
zemstvo institutions was not made until August 1918, and the zemstvo institutions,
together with the old employees, were incorporated into the regional economic Soviet
(sovnarkhoz). It is significant that the power of the Bolsheviks did not ‘demand
blood’ even of former obvious opponents. Thus, the first provincial commissar of the
Provisional Government and chairman of the provincial zemstvo council V.N. Tomanovsky as early as in December 1918 held the post of head of the administrative
and fiscal sub-department of the financial department in Voronezh Governorate Ex-
ecutive Committee13. B.A. Keller, who was involved in the performance of work in
the Voronezh Oblast Executive Committee in the 1920-s continued his work as pro-
fessor at the Voronezh Agricultural Institute and later as an academician of the USSR
Academy of Sciences and VASKhNIL. July 1917 worked until December 1917. The pre-October staff of the district court,
the prosecutor’s office and the provincial zemstvo council held meetings until Janu-
ary 191812. The decision of the Provincial Committee on the liquidation of provincial
zemstvo institutions was not made until August 1918, and the zemstvo institutions,
together with the old employees, were incorporated into the regional economic Soviet
(sovnarkhoz). It is significant that the power of the Bolsheviks did not ‘demand
blood’ even of former obvious opponents. Thus, the first provincial commissar of the
Provisional Government and chairman of the provincial zemstvo council V.N. Tomanovsky as early as in December 1918 held the post of head of the administrative
and fiscal sub-department of the financial department in Voronezh Governorate Ex-
ecutive Committee13. B.A. 12 GAVO f. Р-2393, op. 1, d. 2, l. 27, 53, 59; Gosudarstvennyi arkhiv obshchestvenno-
politicheskoi istorii Voronezhskoi oblasti (GAOPI VO) f. 5, op. 1, d. 320, l. 23; P.N. Sobolev,
Preparation of the socialist revolution and establishment of the Soviet power in Voronezh province
(Voronezh: Voronezhskoe knizhnoe izdatel’stvo, 1955), 56. (Voronezh: Voronezhskoe knizhnoe izdatel stvo, 1955), 56.
13 S.V. Filiptseva, “End of the provincial zemstvo functioning in Voronezh in 1918”, in From
the history of the Voronezh Region, issue 18, 218–21 (Voronezh: VGU, 2011).
14 GAVO р-2393, op. 1, d. 3, l. 114, 117–18.
15 GAOPI VO f. 5, op. 1, d. 459, l. 21–23.
16 P.N. Sobolev, Preparation of the socialist revolution and establishment of the Soviet power
in Voronezh province (Voronezh: Voronezhskoe knizhnoe izdatel’stvo, 1955), 56.
17 Voronezhskii telegraf [Voronezh Telegraph], 12th September, 1917, 1. 18 GAVO р-2393, op. 1, d. 3, l. 20, 34 ob., 58 ob., 73, 77, 79; d. 4, l. 85, 90.
19 Voronezh Regional Museum of Local Lore. Foundation of participants in the revolution and
civil war. Folder No. 655/I. Vrachev I.Ya.
20 Put’ Zhizni [The Way of Life]. 1917. No. 1–7.
21 Put’ Zhizni [The Way of Life]. 1917. No. 12. Pp. 3–4. Main body Keller, who was involved in the performance of work in
the Voronezh Oblast Executive Committee in the 1920-s continued his work as pro-
fessor at the Voronezh Agricultural Institute and later as an academician of the USSR
Academy of Sciences and VASKhNIL. The cooperation of various segments in the Russian political system during 1917
– the first half of 1918 was explained by the presence of representatives of the same
parties in those segments. Thus, the SRs, the Popular Socialists, the Social Democrats
and an anarchist were listed as the participants of the meeting of the Governorate Ex-
ecutive Committee on 20th May 1917. At that time, the socialist-revolutionary V.P. Kabytchenko was appointed chairman, and the popular socialist (former Cadet) P.Ya. Rostovtsev – as deputy chairman14. After the July elections in the Voronezh City
Duma, a council with an equal representation of the Socialist-Revolutionaries, Men-
sheviks and Cadets was formed15. There was a similar situation in the uyezd (district)
centers. Out of the 22 deputies of the Valuyki Town Council, 17 were socialist-
revolutionaries, two deputies were Bolsheviks, and one person was elected from Ca-
dets and the Popular Socialists. In the Ostrogozhsk City Duma, Cadets received three
seats, whereas the Bolsheviks won six seats16. The Voronezh City Duma elected in
July provided a coalition of the Socialist-Revolutionaries, the Mensheviks and Ca-
dets17. At the same time, the socialist parties cooperated within the Soviet, where by the
summer of 1917 there were the Socialist-Revolutionaries, the Bolsheviks, the Men- , p
,
,
16 P.N. Sobolev, Preparation of the socialist revolution and establishment of the Soviet power
in Voronezh province (Voronezh: Voronezhskoe knizhnoe izdatel’stvo, 1955), 56. 17 Voronezhskii telegraf [Voronezh Telegraph], 12th September, 1917, 1. 138 2018 ∙ Vol. 2 ∙ № 4 http://hpchsu.ru RESEARCH sheviks and representatives of the Bund. In August 1917, a decision was made to
grant a seat in the Council to the Jewish Socialist Workers Party, and in September –
to the Popular Socialist Party. In the summer of 1917, the united library of the Social-
ist-Revolutionaries and Social Democrats functioned in the Soviet (Council). At least
in August–September 1917, there existed a socialist club, which included representa-
tives of the Socialist-Revolutionaries and the Bolsheviks18. In other words, the con-
tradictions between the parties were not fatal, and the points of contact were institu-
tionalized. 22 Voronezhskii telegraf [Voronezh Telegraph], 12th November, 1917, 2–3.
23 Voronezhskii telegraf [Voronezh Telegraph], 9–11th November, 1917.
24 Voronezhskii telegraf [Voronezh Telegraph], 18th November, 1917, 1.
25 GAVO f. р-458, op. 1, d. 50, l. 19 ob.–20, 43; d. 258, l. 1ob. Main body The cooperation was also carried out at the level of party committees, the
Committee of South-Eastern Railway and emergency bodies: The Revolutionary
Rules Committee established to curtail Kornilov’s speeches, the Committee for Pub-
lic Safety and the Provisional Revolutionary Committee (the VRK) that existed dur-
ing the events of October–November 1917. The available information proves that the Voronezh Bolsheviks had serious disa-
greements regarding the need for a break with the socialist movement and the coup
itself. The Bolsheviks’ Provincial Committee was created only in October 1917; that
means that the contacts with the Mensheviks were not cut off completely during al-
most the entire of February Regime. The chairman of the Provincial Committee, the
member of the old Bolsheviks N.N. Kardashev did not take a direct part in the organ-
ization of the coup in Voronezh. The latter was carried out under the leadership of a
‘young’ group led by the member of Mezhraiontsy (‘Interdistrictites’) A.S. Moiseyev
who came from Petrograd after the events of July. The member of the Bolshevik Pro-
vincial Committee S.D. Turchaninov in early December 1917 left the party in protest
against the October coup19. It is significant that the publications of the Voronezh Bol-
shevik newspaper Put’ Zhizni (‘The Way of Life’) in August–September contained
both a statement about the need for a civil war and attacks on the social-chauvinists,
as well as announcements of the work of the Socialist club accompanied by the
speeches of the Socialist-Revolutionary leaders20. Before the coup, the Bolsheviks
and the Left SRs proposed creation of a bureau to arrange re-elections to the Council,
which included not only them but also Socialist-Revolutionaries, Mensheviks and po-
litically uncommitted people21. The succession of power to the Military Revolution Committee in Voronezh did
not mean that the socialist parties were excluded from the political life. It must be
said that representatives of the Military Revolutionary Committee did not intend to
position themselves as explicit dictators and regarded themselves as an authority that
tried to prevent the counter-revolutionary actions in Voronezh. The delegates and the 2018 ∙ Vol. 2 ∙ № 4 139 http://hpchsu.ru RESEARCH commissars sent forward to the militia and banks, to the mayor of the city and to the
Duma, advocated their interests sharply, however did not seek to take up managerial
posts against someone’s will in these organizations. Main body This led to the figures that were
removed from power raising their eyebrows in surprise and gave rise to hopes for a
possible revision of the situation. Throughout the first half of November, the Council
tried to function with the help of the pre-October staff. The factions of the Socialist-
Revolutionaries, Mensheviks and non-party people withdrew from the Council only
on 10th November22. In November 1917, the Socialist-Revolutionaries managed to
gather a peasant congress in Voronezh, and until the spring of 1918 they held meet-
ings in the food commissions. The cooperation of the parties and public organizations
based on protesting the Bolshevik – left-wing socialist revolutionist power was nota-
ble during the elections to the Constituent Assembly. The elections that took place on
12–14th November were accompanied not only by the declarations of trade union
about unwillingness to cooperate with usurpers but also an attempt to consolidate the
‘sound forces of society’. Thus, the Voronezh organization of the Popular Socialist
Party created a whole social front, where the Committee of united social organiza-
tions continued its work, as well as the Union of Intelligentsia, the Union of Engi-
neers and Technicians as well as cooperators’ associations23. The parties and trade
union organizations have repeatedly stated the need to cooperate with the governing
authorities created by the ‘February regime’ (the Duma, councils and committees)
and called for opening up relations with them at the inter-provincial level24. commissars sent forward to the militia and banks, to the mayor of the city and to the
Duma, advocated their interests sharply, however did not seek to take up managerial
posts against someone’s will in these organizations. This led to the figures that were
removed from power raising their eyebrows in surprise and gave rise to hopes for a
possible revision of the situation. Throughout the first half of November, the Council
tried to function with the help of the pre-October staff. The factions of the Socialist-
Revolutionaries, Mensheviks and non-party people withdrew from the Council only
on 10th November22. In November 1917, the Socialist-Revolutionaries managed to
gather a peasant congress in Voronezh, and until the spring of 1918 they held meet-
ings in the food commissions. The cooperation of the parties and public organizations
based on protesting the Bolshevik – left-wing socialist revolutionist power was nota-
ble during the elections to the Constituent Assembly. 26 GAVO р-2393, op. 1, d. 8а, l. 4–4 ob.; P.N. Sobolev, Preparation of the socialist revolution,
106, 142–43; For the Power of the Soviets. Collection of memoirs of participants in the revolution-
ary events in Voronezh province in 1917 – 1918; ed. I.G. Voronkov, T.M. Sevast’yanova (Voro-
nezh: Voronezhskoe knizhnoe izdatel’stvo, 1957), 86, 116–122.
27 For the Power of the Soviets, 26, 46, 50–53; GAVO f. р-2393, op. 1, d. 8, l. 117.
28 GAVO f. р-905, op. 1, d. 20, l. 107–08ob.
29 P.N. Sobolev, Preparation of the socialist revolution, 111.
30 GAVO f. р-2393, op. 1, d. 2, l. 13-14, 17, 21–21 ob., 36–37, 38 ob., 40, 42, 48, 51 ob., 58
ob., 62 ob., 64 ob., 81–82, 84, 95–96, 105. 26 GAVO р-2393, op. 1, d. 8а, l. 4–4 ob.; P.N. Sobolev, Preparation of the socialist revolution,
106, 142–43; For the Power of the Soviets. Collection of memoirs of participants in the revolution-
ary events in Voronezh province in 1917 – 1918; ed. I.G. Voronkov, T.M. Sevast’yanova (Voro-
nezh: Voronezhskoe knizhnoe izdatel’stvo, 1957), 86, 116–122. Main body The elections that took place on
12–14th November were accompanied not only by the declarations of trade union
about unwillingness to cooperate with usurpers but also an attempt to consolidate the
‘sound forces of society’. Thus, the Voronezh organization of the Popular Socialist
Party created a whole social front, where the Committee of united social organiza-
tions continued its work, as well as the Union of Intelligentsia, the Union of Engi-
neers and Technicians as well as cooperators’ associations23. The parties and trade
union organizations have repeatedly stated the need to cooperate with the governing
authorities created by the ‘February regime’ (the Duma, councils and committees)
and called for opening up relations with them at the inter-provincial level24. p
g p
p
In March 1918, after signing of the Brest-Litovsk Peace Treaty, the Socialist
Revolutionary faction declared its protest but remained in the Council. Up to the
spring of 1918, the Socialist-Revolutionaries and the Mensheviks occupied important
positions in the committee of servicemen of the South-East Railway, the Union of
public servants at governmental institutions, and the Union of Engineers and Techni-
cians and had access to the resources of the State Bank. At least until June 1918, the
newspapers of the Mensheviks and Socialist-Revolutionaries were legally published
in the province. A.V. Mikhailov, Chairman of the Council overthrown by the Bolshe-
viks, appears in the documents as one of the organizers of the provincial congress of
trade unions in 1919, and the Menshevik’s influence in the trade unions can be traced
at least until 192025. During the election of the Council in the uyezd town of Pavlovsk
in December 1917, a Bolshevik was elected as chairman, and a Socialist-
Revolutionary – as his deputy. Moreover, before the end of the summer of 1918, 2018 ∙ Vol. 2 ∙ № 4 140 http://hpchsu.ru RESEARCH there were two Councils functioning there – the City Council under the control of the
Socialist-Revolutionaries and the Uyezd Council controlled by the Bolsheviks26. In 1918, the Bolsheviks continued their cooperation with the Left SRs. In October
1917, the representatives of these parties were regularly convened in ‘fives’, where
all the tactical issues were discussed. During the coup, the members of the Military
Revolutionary Committee, along with the Bolsheviks A.S. Moiseyev, V.N. Gubanov,
I.A. Chuyev and I.Ya. Vrachev, there were the Left SRs E.F. Muravyov, I.S. Plyapis
and N.I. Grigoryev. In December 1917, N.I. ary events in Voronezh province in 1917 – 1918; ed. I.G. Voronkov, T.M. Sevast’yanova (Voro-
nezh: Voronezhskoe knizhnoe izdatel’stvo, 1957), 86, 116–122.
27 For the Power of the Soviets, 26, 46, 50–53; GAVO f. р-2393, op. 1, d. 8, l. 117.
28 GAVO f. р-905, op. 1, d. 20, l. 107–08ob.
29 P.N. Sobolev, Preparation of the socialist revolution, 111.
30 GAVO f. р-2393, op. 1, d. 2, l. 13-14, 17, 21–21 ob., 36–37, 38 ob., 40, 42, 48, 51 ob., 58
ob., 62 ob., 64 ob., 81–82, 84, 95–96, 105. V
,
),
,
27 For the Power of the Soviets, 26, 46, 50–53; GAVO f. р-2393, op. 1, d. 8, l. 117.
28 P.N. Sobolev, Preparation of the socialist revolution, 111.
30 GAVO f. р-2393, op. 1, d. 2, l. 13-14, 17, 21–21 ob., 36–37, 38 ob., 40, 42, 48, 51 ob., 58
ob., 62 ob., 64 ob., 81–82, 84, 95–96, 105. G VO . р 905, op. , d. 0, . 07 08ob.
29 P.N. Sobolev, Preparation of the socialist revolution, 111. 31 GAOPI VO f. 1, op. 1, d. 13, l. 1–1ob., 8–9.
32 GAOPI VO f. 5, op. 1, d. 342, l. 1.
33 GAOPI VO f. 1, op. 1, d. 12, l. 2.
34 Voronezh Regional Museum of Local Lore. Foundation of participants in the revolution and
civil war f 655/I. Vrachev I.Ya. Main body Grigoryev became Chairman of the VRK
for a short time27. The comrades led by the Left SRs E.F. Muravyov and M.A. Chernyshev played one of the key roles during the coup of 30th October 1917. A
small detachment led by the Left SR Titkov as a matter of fact performed in late 1917
– early 1918 the functions of the Cheka by arresting suspicious meetings and partici-
pating in suppressing outbreaks of discontent in the city28. Deputies from both fac-
tions were delegated to the Third All-Russian Congress of Soviets. On 28th December
1917, the Bolsheviks and the Left SRs organized the provincial peasant congress,
where out of 169 delegates, there were 92 Bolsheviks, 61 Left Socialist-
Revolutionaries and 16 non-party people29. In May 1918, the Left Socialist-
Revolutionaries headed the food and land divisions of the Soviets’ Provincial Com-
mittee, held the post of chairman of the revolutionary tribunal and participated in the
nationalization of the Voronezh banks. In June 1918, the question was raised about
the transfer of the financial department to the control of the Left Socialist-
Revolutionaries, their participation in the Emergency Commission for Combating
Counterrevolution, speculation and crime (sabotage) and publication of the newspa-
per, including newspaper of the Ukrainian Left Socialist-Revolutionary Central
Committee relocated to Voronezh. The cooperation between factions was also prac-
ticed in the trade unions (for example, amongst postal and telegraph employees) and
whilst regulating social conflicts30. Even after the relations with the Left SRs started
to be cooled (in Voronezh, it happened as early as in mid-June 1918), on 17th June,
the Voronezh Committee of the RSDLP(b) proposed to the Left SRs to take the land,
zemstvo’s, charity, legal, economic and health care commissariats instead of the key
food and financial ones 141 2018 ∙ Vol. 2 ∙ № 4 http://hpchsu.ru Despite the gap that occurred after the Left SRs uprising in July 1918, there were
no widespread arrests in Voronezh. On 24th July, the Provincial Committee of the
Left SRs considered it possible to ask the Committee of the RCP (b) to lift an attach-
ment of their newspaper, Znamya Trudovoi Bor’by (‘The Banner of Labor Struggle’). Main body In the uyezd chief town of Zadonsk, at the end of August 1918, the question was
raised about prevention of the Left Socialist-Revolutionaries to be in the commission
and in the presidium of the local council, and the Left SRs provided petitions that it
was necessary for the party members to take seats in the council31. It is known that in
Zemlyansk, one Left SRs was present in the Executive Committee even at the end of
September 191832. The unwillingness to finally break away from the Bolsheviks led to the fact that
part of Voronezh Left Socialist-Revolutionaries as early as in October 1918 took part
in establishing the Party of Narodnik Communists, while still others in general de-
clared the need to merge with the RCP (b)33. It will be remembered that in 1920–21,
the former leaders of the Left Socialist Revolutionaries in Voronezh E.F. Muravyov
and M.F. Tseplyaeva agreed to the cooperation with the Cheka authorities and partic-
ipated as assumed names of the non-existent Socialist-Revolutionary underground
organization in the liquidation of ‘Antonov’s mutinity’ or the Tambov Rebellion. In
general, the Left Socialist-Revolutionaries wishing to cooperate with the Bolsheviks
opted for assimilation. This allowed them to remain in the post-revolutionary subcul-
ture of the ‘merited revolutionaries’, however deprived them of the possibility to car-
ry out political activities. Thus, in 1957, at the meeting of the participants in the Rev-
olution of 1917, the honored guests were E.F. Muravyov and M.A. Chernyshev34. Those same people who tried to reconcile with the authorities, however cherished the
hope of a possible restoration of political activity, like one of the major figures of the
Left SRs in Russia and Ukraine Ya.S. Bazarny, paid heavy price for it in the 1930-s. y p
y p
The cooperation manifested itself at the level of national parties and committees
as well. The accommodation of refugees from the Western regions of the former em-
pire on the territory of Voronezh province and presence of a segment with the Jewish
and German population led to the activity of national parties and organizations there. During the February regime, the Bund, the Zionist organization, Poalei Zion, the Jew-
ish and Polish socialist parties showed themselves, and some of them had access to
the Council’s work. It is known that the Polish Socialists adjoined the Left SRs and
were most inclined towards the October regime. 35 GAOPI VO f. 5, op. 1, d. 323. l. 144–46.
36 S.N. Korotun, "The sections of national minorities in the Voronezh Governorate in 1917–
1941", in From the history of Voronezh territory. Collection of articles; Responsible ed. A.N.
Akinshin (Voronezh: Tsentral'no-Chernozemnoe knizhnoe izdatel'stvo, 2011), vol. 18, 224–229;
S.N. Korotun, S.P. Tolkacheva and E.A. Shevchenko, The national minorities in Voronezh Region
in 1917–1941 (Voronezh: Voronezhskii gosudarstvennyi pedagogicheskii universitet, 2012), 64,
66–68, 217–18, 228, 242; “Documents of Krasnyansk uprising; publication of Ya. V. Leont’ev”, in
Peasants’ front 1918–1922. Collection of articles and materials; edited by A.V. Posadskii (Mos-
cow: AIRO-XXI, 2013), 308; GAOPI VO f. 5, op. 1, d. 320, l. 23; GAVO f. р-2393, op. 1, d. 2, l.
21 .
37 Voronezhskii telegraf [Voronezh Telegraph], 14th December, 1917, 3. 38 Voronezhskii telegraf [Voronezh Telegraph], 15th December, 1917, 3.
39 Two Archival Documents; compiled by S.N. Tret’yakov (Moscow: Izdatel'stvo Olega
Pakhmutova, 2014), 91–95. Main body On 5th December 1917, the Polish
delegates appealed to the credentials committee of Voronezh Council, informing 2018 ∙ Vol. 2 ∙ № 4 142 http://hpchsu.ru RESEARCH them that Voronezh had formed a group of the Polish Socialist Revolutionary Party,
and at its meeting on 3rd December 1917 held by 33 members, K. Budogosky had
been delegated to the Council. The Poles came out with full support of the October
coup: “since the second Russian revolution was perceived as a great holiday, the day
of unification of the Congress of Soviets with the Central Executive Committee of
Soviets of Worker and Soldier Deputies. The revolutionary democracy would only
deepen the revolution now by uniting around the Council of People’s Commissars”. In the same address, the Poles welcomed the decrees of the Council of People’s
Commissars and the Polish Democratic People’s Republic35. One of the leaders of
Polish socialists S.I. Danil’kevich served as comrade chairman of Voronezh Council
at the end of 1917. Later, the cooperation was carried out by assimilating national organizations into
the structures of the RCP(b) and cultural and educational authorities. In 1918, there
existed the Provincial Commissariat for Jewish National Affairs. The Jewish section
worked not only under the Provincial Committee of the RCP(b) but also in the local
organization of the Revolutionary Communist Youth League. By August 1918, the
Lithuanian, Latvian and German sections worked under the Provincial Committee of
the RCP(b). Until the autumn of 1918, in Voronezh the Ukrainian ‘Gromada’ was
present, along with the Regional Committee of the Ukrainian Left SRs that was evac-
uated from Kharkov. In 1922, in Voronezh, there existed the Ukrainian Club named
after T.G. Shevchenko; the Ukrainian Provincial Bureau was created within the de-
partment of national minorities in the provincial department of public education36. In Voronezh province, the inter-party organizations, such as the Committee for
the Salvation of Motherland and Revolution and the Union for Constituent Assembly
Protection, were also very well represented at the turn of 1917–18. Thus, on 13th De-
cember, at the coordination meeting of the Union for Constituent Assembly Protec-
tion, representatives of 24 organizations participated in Voronezh, including those
from the parties, trade unions, workers’ committees and 59th regiment under the
command of N.N. Chekhov. However, the meeting was dispersed by the Military
Revolutionary Committee37. The Cadets, Socialist-Revolutionaries, Popular Social- 2018 ∙ Vol. Main body 2 ∙ № 4 143 http://hpchsu.ru RESEARCH ists, Social Democrats, representatives of the local Council of Workers’ and Soldiers’
Deputies, the uyezd Ukrainian Rada and the chairman of the uyezd commission for
the Constituent Assembly elections participated in the meeting of the Committee for
the Salvation of Motherland and Revolution on 5th December 1917 in the uyezd cen-
ter of Valuyki38. There are indications about the activities of similar organizations in
the uyezd chief towns of Bobrov and Ostrogozhsk. At the same time, the Bolshevik –
Left Socialist-Revolutionary authorities found the ability to conclude alliances with
militant formations of unstable political orientation. In April 1918, in Voronezh, there
emerged for a few days a ‘federation’ of representatives of the Red Army detach-
ments who occupied the city and positioned themselves as ‘anarchists’ and Voronezh
leadership of the Bolsheviks and Left Socialist-Revolutionaries. The Executive
Committee of the Council was dissolved for a few days. Most likely, the ‘anarchists’
supported by the greater part of Voronezh garrison, were approached for cooperation
by the Left Socialist-Revolutionaries, even more so that the units which entered the
city were under the general leadership of the Left SR, G.K. Petrov39. Список литературы Два архивных документа / сост. С.Н. Третьяков. М.: Издательство Олега Пахмутова,
2014. 126 с. Дронов В.Т. Согласие как цивилизационный архетип российского общества // Социс. 2016. № 9. С. 157–160. Дронов В.Т. Согласие как цивилизационный архетип российского общества // Социс. 2016. № 9. С. 157–160. 2016. № 9. С. 157 160. Кармадонов О.А. Солидарность, интеграция, конъюнкция // Социс. 2015. № 2. С. 3–12. Коротун С.Н. Секции национальных меньшинств в Воронежской губернии (1918–1921)
// Из истории Воронежского края. Сб. ст. / отв. ред. А.Н. Акиньшин. Воронеж: Центрально-
Черноземное книжное издательство, 2011. Вып. 18. С. 224–229. Коротун С.Н., Толкачева С.П., Шевченко Е.А. Национальные меньшинства Воронежско-
го края в 1917–1941 гг. Воронеж: Воронежский государственный педагогический универси-
тет, 2012. 328 с. Крестьянский фронт 1918–1922 гг. Сб. статей и материалов / под ред. А.В. Посадского. Кармадонов О.А. Солидарность, интеграция, конъюнкция // Социс. 2015. № 2. С. 3–12. Коротун С.Н. Секции национальных меньшинств в Воронежской губернии (1918–1921)
// Из истории Воронежского края. Сб. ст. / отв. ред. А.Н. Акиньшин. Воронеж: Центрально-
Черноземное книжное издательство, 2011. Вып. 18. С. 224–229. Коротун С.Н., Толкачева С.П., Шевченко Е.А. Национальные меньшинства Воронежско-
го края в 1917–1941 гг. Воронеж: Воронежский государственный педагогический универси-
тет, 2012. 328 с. Коротун С.Н., Толкачева С.П., Шевченко Е.А. Национальные меньшинства Воронежско-
го края в 1917–1941 гг. Воронеж: Воронежский государственный педагогический универси-
тет, 2012. 328 с. Крестьянский фронт 1918–1922 гг. Сб. статей и материалов / под ред. А.В. Посадского. М.: АИРО-ХХI, 2013. 740 с. Крестьянский фронт 1918–1922 гг. Сб. статей и материалов / под ред. А.В. Посадского. М.: АИРО-ХХI, 2013. 740 с. Кружинов В.М., Сокова З.Н. Органы многопартийной социалистической власти на Урале
осенью 1917 г. // Российская история. 2017. № 5. С. 44–61. Кружинов В.М., Сокова З.Н. Органы многопартийной социалистической власти на Урале
осенью 1917 г. // Российская история. 2017. № 5. С. 44–61. Ленин В.И. Полное собрание сочинений: В 55 т. М.: Госполитиздат, 1977. Т. 34. Ленин В.И. Полное собрание сочинений: В 55 т. М.: Госполитиздат, 1977. Т. 34. Модели общественного переустройства России. ХХ век / отв. ред. В.В. Шелохаев. М.:
РОССПЭН, 2004. 608 с. р
Модели общественного переустройства России. ХХ век / отв. ред. В.В. Шелохаев. М.:
РОССПЭН, 2004. 608 с. Модели общественного переустройства России. ХХ век / отв. ред. В.В. Шелохаев. М.:
РОССПЭН, 2004. 608 с. Морозова О.М. Дон в 1917 году: мирная прелюдия революции // 1917 год в судьбах ре-
гиона, страны и мира. Взгляд из XXI века / под общ. ред. В.И. Голдина. Conclusion It goes without saying that the above-mentioned facts do not void the presence of
a powerful social and political conflict in the country. At the same time, we record
the availability and significant evolution of political regime with regards to coopera-
tion, both in the center and at the local level. Its rhythms might not have coincided;
however, the forms in which it progressed demonstrated similarities. In February–
October 1917, the cooperation was carried out at the level of the Provisional Gov-
ernment and the local administrative structures ascending to it; in revolutionary self-
government authorities, inter-party blocs were formed, and the ideological parties
merged. A distinctive feature of this period was the various parties to the political co-
operation, which were after different forms of interaction. We believe not only the
October coup became the turning point in the regime change, but also the failed Con-
stituent Assembly, after the collapse of which the ‘demolition’ of the February re-
gime began, which until that time rested upon the very structures of social solidarity. However, in 1918 such tendencies continued to exist within framework of ‘democrat-
ic counter-revolution’ regimes operating under the banner of solidarity of absolutely
all anti-Bolshevik political forces. The October regime demonstrated opportunities for compromises at the political,
social and national levels; however, denying pluralism as the basis for cultural and
ideological components in the political system. As forms of political cooperation, the
contacts between the socialist parties continued to exist; not only ‘democratic’ self- 144 2018 ∙ Vol. 2 ∙ № 4 http://hpchsu.ru RESEARCH government authorities (the Soviets and trade union associations) were integrated into
the new political system, but also the working arrangements of zemstvos, city dumas
and national organizations. The federation was a preferable form of state-territorial
organization. At the same time, the White regimes offered a similar authoritarian
model of political interaction, whilst preserving, however, the external attributes of
democratic interaction: inter-party and non-party associations, cooperation of parties
in governments and the existence of local self-government. Список литературы Edinburgh: Printed and bound by Grafica Veneta, 2000. 362 p. 362 p. Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University Press, 362 p. Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University Press, 362 p. Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University Press,
1986 373 p p
Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University Press,
1986. 373 p. Raleigh D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University Press,
1986. 373 p. 1986. 373 p. Raleigh D.J. Revolutionary Politics in Provincial Russia: The Tsaritsyn “Republic” in 1917 //
Slavic Review 1981 Vol 40 №2 P 194 209 Raleigh D.J. Revolutionary Politics in Provincial Russia: The Tsaritsyn “Republic” in 1917 //
Slavic Review, 1981. Vol. 40. № 2. P. 194–209. Raleigh D.J. Revolutionary Politics in Provincial Russia: The Tsaritsyn “Republic” in 1917 //
Slavic Review, 1981. Vol. 40. № 2. P. 194–209. Raleigh D.J. The Revolution of 1917 and the Establishment of Soviet Power in Saratov // Poli-
tics and Society in Provincial Russia: Saratov, 1590–1917 / Ed. by Rex A. Wade and Scott Seregny. Columbus, Ohio: Ohio State University Press, 1989. P. 277–306. Raleigh D.J. The Revolution of 1917 and the Establishment of Soviet Power in Saratov // Poli-
tics and Society in Provincial Russia: Saratov, 1590–1917 / Ed. by Rex A. Wade and Scott Seregny. Columbus, Ohio: Ohio State University Press, 1989. P. 277–306. y
Rosenberg W.G. Liberals in the Russian Revolution: The Constitutional Democratic Party,
1917–1921. Princeton, N.J.: Prinston University Press, 1974. 534 p. Smele J.D. The “Russian” Civil Wars, 1916–1926. Ten years that shook the world. London:
Hurst & Company, 2015. 423 p. Список литературы Архангельск: СА-
ФУ, 2017. С. 132–136. Политические партии России. Конец XIX – первая треть ХХ века. Энциклопедия /отв. ред. В.В. Шелохаев. М.: РОССПЭН, 1996. 872 с. Политические партии России. Конец XIX – первая треть ХХ века. Энциклопедия /отв. ред. В.В. Шелохаев. М.: РОССПЭН, 1996. 872 с. Политические партии России. Конец XIX первая треть ХХ века. Энциклопедия /отв. ред. В.В. Шелохаев. М.: РОССПЭН, 1996. 872 с. Протасов Л.Г. Всероссийское Учредительное собрание: история рождения и гибели. М.:
РОССПЭН, 1997. 368 с. Разиньков М.Е. Трудовая народно-социалистическая партия и Российская коммунисти-
ческая партия (большевиков): сравнительный анализ программных установок // История и
историография правого народничества: Сб. статей / под ред. Г.Н. Мокшина [и др.]. Воронеж:
Истоки 2014 С 141 152 р д
,
Протасов Л.Г. Всероссийское Учредительное собрание: история рождения и гибели. М.:
РОССПЭН, 1997. 368 с. Протасов Л.Г. Всероссийское Учредительное собрание: история рождения и гибели. М.:
РОССПЭН, 1997. 368 с. РОССПЭН, 1997. 368 с. Разиньков М.Е. Трудовая народно-социалистическая партия и Российская коммунисти-
ческая партия (большевиков): сравнительный анализ программных установок // История и
историография правого народничества: Сб. статей / под ред. Г.Н. Мокшина [и др.]. Воронеж:
Истоки, 2014. С. 141–152. Революция и Гражданская война в России: 1917–1923 гг.: Энциклопедия. В 4 т. / гл. ред. С.А. Кондратов. М.: ТЕРРА, 2008. Революция и Гражданская война в России: 1917–1923 гг.: Энциклопедия. В 4 т. / гл. ред. С.А. Кондратов. М.: ТЕРРА, 2008. 2018 ∙ Vol. 2 ∙ № 4 145 http://hpchsu.ru RESEARCH Соболев П.Н. Подготовка социалистической революции и установление Советской вла-
сти в Воронежской губернии. Воронеж: Воронежское книжное издательство, 1955. 152 с. Фельдман М.А. Промышленные рабочие России в 1917 г.: подходы к «социалистиче-
ской» революции // Российская история. 2017. № 5. С. 44–61. Филипцева С.В. Завершение деятельности губернского земства в Воронеже в 1918 г. // Из
истории Воронежского края. Сб. ст. / отв. ред. А. Н. Акиньшин. Воронеж, 2011. Вып. 18. С. 218–221. Шацилло М.К. Российские предприниматели в поисках контактов с советской властью в Шацилло М.К. Российские предприниматели в поисках контактов с советской властью в
1917–1918 гг. // Российская история. 2016. № 1. С. 28–43. Шацилло М.К. Российские предприниматели в поисках контактов с советско 1917–1918 гг. // Российская история. 2016. № 1. С. 28–43. Mawdsley E. The Russian Civil War. Edinburgh: Printed and bound by Grafica Veneta, 2000. Mawdsley E. The Russian Civil War. Edinburgh: Printed and bound by Grafica Veneta, 2000. 362 p. Mawdsley E. The Russian Civil War. References Bondaletov, V.V. “Evolyutsiya idei samoorganizatsii” [Evolution of self-organization ideas],
“Sotsis”, no. 3 (2015): 132–39. (in Russian) Bondaletov, V.V. “Evolyutsiya idei samoorganizatsii” [Evolution of self-organization ideas],
“Sotsis”, no. 3 (2015): 132–39. (in Russian) Bondaletov, V.V. “Evolyutsiya idei samoorganizatsii” [Evolution of self-organization ideas],
“Sotsis”, no. 3 (2015): 132–39. (in Russian)
Dronov, V.T. “Soglasie kak tsivilizatsionnyi arkhetip rossiiskogo obshchestva” [Consent as a
civilizational archetype of Russian society], “Sotsis”, no. 9 (2016): 157–60. (in Russian)
Dva arkhivnykh dokumenta [Two Archival Documents; compiled by S.N. Tret’yakov]. Mos-
cow: Izdatelstvo Olega Pakhmutova, 2014. 126 p. (in Russian)
Fel’dman, M.A. “Promyshlennye rabochie Rossii v 1917 g.: podkhody k ‘sotsialisticheskoi’
revolyutsii” [Industrial workers of Russia in 1917: Approaches to the ‘socialist’ revolution],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian)
Filiptseva, S.V. “Zavershenie deyatel’nosti gubernskogo zemstva v Voronezhe v 1918 g.” [End
of the provincial zemstvo functioning in Voronezh in 1918]. In Iz istorii Voronezhskogo kraya. Sb. st.; otv. red. A.N. Akin’shin [From the history of the Voronezh Region. Collection of articles; Chief
editor A.N. Akin’shin], issue. 18, 218–21. Voronezh: VGU, 2011. (in Russian)
Grazhdanskaya voina i voennaya interventsiya v SSSR. Entsiklopediia; gl. red. S.S. Khromov
[Civil War and Military Intervention in the USSR. Encyclopedia; edited by S.S. Khromov]. Mos-
cow: Sovetskaya entsiklopediya, 1983. 704 p. (in Russian)
Karmadonov, O.A. “Solidarnost’, integratsiya, konyunktsiya” [Solidarity, integration, conjunc- Dronov, V.T. “Soglasie kak tsivilizatsionnyi arkhetip rossiiskogo obshchestva” [Consent as a
civilizational archetype of Russian society], “Sotsis”, no. 9 (2016): 157–60. (in Russian) Dronov, V.T. “Soglasie kak tsivilizatsionnyi arkhetip rossiiskogo obshchestva” [Consent as a
civilizational archetype of Russian society], “Sotsis”, no. 9 (2016): 157–60. (in Russian) civilizational archetype of Russian society], “Sotsis”, no. 9 (2016): 157–60. (in Russian)
Dva arkhivnykh dokumenta [Two Archival Documents; compiled by S.N. Tret’yakov]. Mos-
cow: Izdatelstvo Olega Pakhmutova, 2014. 126 p. (in Russian)
Fel’dman, M.A. “Promyshlennye rabochie Rossii v 1917 g.: podkhody k ‘sotsialisticheskoi’ civilizational archetype of Russian society], “Sotsis”, no. 9 (2016): 157–60. (in Russian)
Dva arkhivnykh dokumenta [Two Archival Documents; compiled by S.N. Tret’yakov]. Mos-
cow: Izdatelstvo Olega Pakhmutova, 2014. 126 p. (in Russian)
Fel’dman, M.A. “Promyshlennye rabochie Rossii v 1917 g.: podkhody k ‘sotsialisticheskoi’
revolyutsii” [Industrial workers of Russia in 1917: Approaches to the ‘socialist’ revolution],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian)
Filiptseva, S.V. “Zavershenie deyatel’nosti gubernskogo zemstva v Voronezhe v 1918 g.” [End
of the provincial zemstvo functioning in Voronezh in 1918]. In Iz istorii Voronezhskogo kraya. References Sb. st.; otv. red. A.N. Akin’shin [From the history of the Voronezh Region. Collection of articles; Chief
editor A.N. Akin’shin], issue. 18, 218–21. Voronezh: VGU, 2011. (in Russian) Dva arkhivnykh dokumenta [Two Archival Documents; compiled by S.N. Tret’yakov]. Mos-
cow: Izdatelstvo Olega Pakhmutova, 2014. 126 p. (in Russian) cow: Izdatelstvo Olega Pakhmutova, 2014. 126 p. (in Russian)
Fel’dman, M.A. “Promyshlennye rabochie Rossii v 1917 g.: podkhody k ‘sotsialisticheskoi’
revolyutsii” [Industrial workers of Russia in 1917: Approaches to the ‘socialist’ revolution],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian)
Filiptseva, S.V. “Zavershenie deyatel’nosti gubernskogo zemstva v Voronezhe v 1918 g.” [End
of the provincial zemstvo functioning in Voronezh in 1918]. In Iz istorii Voronezhskogo kraya. Sb. st.; otv. red. A.N. Akin’shin [From the history of the Voronezh Region. Collection of articles; Chief Fel’dman, M.A. “Promyshlennye rabochie Rossii v 1917 g.: podkhody k ‘sotsialisticheskoi’
revolyutsii” [Industrial workers of Russia in 1917: Approaches to the ‘socialist’ revolution],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian) Filiptseva, S.V. “Zavershenie deyatel’nosti gubernskogo zemstva v Voronezhe v 1918 g.” [End
of the provincial zemstvo functioning in Voronezh in 1918]. In Iz istorii Voronezhskogo kraya. Sb. st.; otv. red. A.N. Akin’shin [From the history of the Voronezh Region. Collection of articles; Chief
editor A.N. Akin’shin], issue. 18, 218–21. Voronezh: VGU, 2011. (in Russian) Grazhdanskaya voina i voennaya interventsiya v SSSR. Entsiklopediia; gl. red. S.S. Khromov
[Civil War and Military Intervention in the USSR. Encyclopedia; edited by S.S. Khromov]. Mos-
cow: Sovetskaya entsiklopediya, 1983. 704 p. (in Russian) Grazhdanskaya voina i voennaya interventsiya v SSSR. Entsiklopediia; gl. red. S.S. Khromov
[Civil War and Military Intervention in the USSR. Encyclopedia; edited by S.S. Khromov]. Mos-
cow: Sovetskaya entsiklopediya, 1983. 704 p. (in Russian) Karmadonov, O.A. “Solidarnost’, integratsiya, konyunktsiya” [Solidarity, integration, conjunc-
tion], “Sotsis”, no. 2 (2015): 3–12 (in Russian) Korotun, S.N. “Sektsii natsionalnykh menshinstv v Voronezhskoi gubernii (1918–1921)” [Sec-
tions of national minorities in Voronezh Governorate (1918–1921)]. In “Iz istorii Voronezhskogo
kraya” [From the history of Voronezh region. Collection of articles; Chief ed. A.N. Akin’shin],
vol. 18, 224–29. Voronezh: Tsentral’no-Chernozemnoe knizhnoe izdatel’stvo, 2011. (in Russian) 146 2018 ∙ Vol. 2 ∙ № 4 http://hpchsu.ru RESEARCH Korotun, S.N., S.P. Tolkacheva, and E.A. Shevchenko. Natsional’nye men’shinstva
Voronezhskogo kraya v 1917–1941 gg. [The national minorities in Voronezh Region in 1917–
1941]. Voronezh: Voronezhskii gosudarstvennyi pedagogicheskii universitet, 2012. 328 p. (in Rus-
sian) Korotun, S.N., S.P. Tolkacheva, and E.A. References Shevchenko. Natsional’nye men’shinstva
Voronezhskogo kraya v 1917–1941 gg. [The national minorities in Voronezh Region in 1917–
1941]. Voronezh: Voronezhskii gosudarstvennyi pedagogicheskii universitet, 2012. 328 p. (in Rus-
sian) Krest’ianskii front 1918–1922 gg. Sb. statei i materialov; pod red. A.V. Posadskogo [Peasant
Front of 1918–1922. Collection of articles and materials; edited by. A.V. Posadskii]. Moscow:
AIRO-XXI, 2013. 740 p. (in Russian) Krest’ianskii front 1918–1922 gg. Sb. statei i materialov; pod red. A.V. Posadskogo [Peasant
Front of 1918–1922. Collection of articles and materials; edited by. A.V. Posadskii]. Moscow:
AIRO-XXI, 2013. 740 p. (in Russian) Krest’ianskii front 1918–1922 gg. Sb. statei i materialov; pod red. A.V. Posadskogo [Peasant
Front of 1918–1922. Collection of articles and materials; edited by. A.V. Posadskii]. Moscow:
AIRO-XXI, 2013. 740 p. (in Russian)
Kruzhinov, V.M., and Z.N. Sokova. “Organy mnogopartiinoi sotsialisticheskoi vlasti na Urale
osen’yu 1917 g.” [The bodies of multi-party socialist power in the Urals in the autumn of 1917],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian). Lenin, V.I. Polnoe sobranie sochinenii. V 55 t. [Lenin Collected Works. In 55 volumes]. Mos-
cow: Gospolitizdat, 1977. Vol. 34 (in Russian) Krest’ianskii front 1918–1922 gg. Sb. statei i materialov; pod red. A.V. Posadskogo [Peasant
Front of 1918–1922. Collection of articles and materials; edited by. A.V. Posadskii]. Moscow:
AIRO-XXI, 2013. 740 p. (in Russian)
Kruzhinov, V.M., and Z.N. Sokova. “Organy mnogopartiinoi sotsialisticheskoi vlasti na Urale
osen’yu 1917 g.” [The bodies of multi-party socialist power in the Urals in the autumn of 1917],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian). Lenin, V.I. Polnoe sobranie sochinenii. V 55 t. [Lenin Collected Works. In 55 volumes]. Mos-
cow: Gospolitizdat, 1977. Vol. 34 (in Russian) Front of 1918 1922. Collection of articles and materials; edited by. A.V. Posadskii]. Moscow:
AIRO-XXI, 2013. 740 p. (in Russian)
Kruzhinov, V.M., and Z.N. Sokova. “Organy mnogopartiinoi sotsialisticheskoi vlasti na Urale
osen’yu 1917 g.” [The bodies of multi-party socialist power in the Urals in the autumn of 1917],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian). Lenin, V.I. Polnoe sobranie sochinenii. V 55 t. [Lenin Collected Works. In 55 volumes]. Mos- Kruzhinov, V.M., and Z.N. Sokova. “Organy mnogopartiinoi sotsialisticheskoi vlasti na Urale
osen’yu 1917 g.” [The bodies of multi-party socialist power in the Urals in the autumn of 1917],
“Rossiiskaya istoriya” [Russian History], no. 5 (2017): 44–61. (in Russian). References L
i
V I P l
b
i
hi
ii V 55
[L
i C ll
t d W
k
I 55
l
] M Lenin, V.I. Polnoe sobranie sochinenii. V 55 t. [Lenin Collected Works. In 55 volumes]. Mos-
cow: Gospolitizdat, 1977. Vol. 34 (in Russian) Lenin, V.I. Polnoe sobranie sochinenii. V 55 t. [Lenin Collected Works. In 55 volumes]. Mos-
cow: Gospolitizdat, 1977. Vol. 34 (in Russian) p
(
)
Mawdsley, E. The Russian Civil War. Edinburgh: Birlinn, 2000. 362 p. Mawdsley, E. The Russian Civil War. Edinburgh: Birlinn, 2000. 362 p. Modeli obshchestvennogo pereustroistva Rossii. XX vek; otv. red. V.V. Shelokhaev [Models of
public restructuring in Russia. The 20th century; edited by V.V. Shelokhaev]. Moscow: ROSSPEN,
2004. 608 p. (in Russian) y,
g
,
p
Modeli obshchestvennogo pereustroistva Rossii. XX vek; otv. red. V.V. Shelokhaev [Models of
public restructuring in Russia. The 20th century; edited by V.V. Shelokhaev]. Moscow: ROSSPEN,
2004. 608 p. (in Russian) Morozova, O.M. Don v 1917 godu: mirnaya preliydiya revolyutsii [Don in 1917: A peaceful
prelude to the revolution]. In 1917 god v sudbakh regiona, strany i mira. Vzglyad iz XXI veka
[1917 in the Destinies of the Region, Country and the World. A glance from the 21st century, edited
by V.I. Goldin], 132–36. Arkhangelsk: SAFU, 2017. (in Russian) Morozova, O.M. Don v 1917 godu: mirnaya preliydiya revolyutsii [Don in 1917: A peaceful
prelude to the revolution]. In 1917 god v sudbakh regiona, strany i mira. Vzglyad iz XXI veka
[1917 in the Destinies of the Region, Country and the World. A glance from the 21st century, edited
by V.I. Goldin], 132–36. Arkhangelsk: SAFU, 2017. (in Russian) by V.I. Goldin], 132 36. Arkhangelsk: SAFU, 2017. (in Russian)
Politicheskie partii Rossii. Konets XIX – pervaya tret’ XX veka. Entsiklopediya; otv. red. V.V. Shelokhaev [Political parties of Russia. End of 19th – the first third of the 20th century. Encyclope-
dia; Edited by. V.V. Shelokhaev]. Moscow: ROSSPEN, 1996. 872 p. (in Russian)
Protasov, L.G. Vserossiiskoe Uchreditel’noe sobranie: istoriya rozhdeniya i gibeli [The All-
Russian Constituent Assembly: The History of Birth and Death]. Moscow: ROSSPEN, 1997. 368 p. (in Russian) Politicheskie partii Rossii. Konets XIX – pervaya tret’ XX veka. Entsiklopediya; otv. red. V.V. Shelokhaev [Political parties of Russia. End of 19th – the first third of the 20th century. Encyclope-
dia; Edited by. V.V. Shelokhaev]. Moscow: ROSSPEN, 1996. 872 p. (in Russian)
Protasov, L.G. Smele, J.D. The ‘Russian’ Civil Wars, 1916–1926. Ten years that shook the world. London:
Hurst & Company, 2015. 423 p.
Sobolev, P.N. Podgotovka sotsialisticheskoi revolyutsii i ustanovlenie Sovetskoi vlasti v
Voronezhskoi gubernii [Preparation of the socialist revolution and establishment of the Soviet pow-
er in Voronezh province]. Voronezh: Voronezhskoe knizhnoe izdatel’stvo, 1955. 152 p. (in Rus-
sian) References Vserossiiskoe Uchreditel’noe sobranie: istoriya rozhdeniya i gibeli [The All- Protasov, L.G. Vserossiiskoe Uchreditel’noe sobranie: istoriya rozhdeniya i gibeli [The All-
Russian Constituent Assembly: The History of Birth and Death]. Moscow: ROSSPEN, 1997. 368 p. (in Russian) Raleigh, D.J. Revolution on the Volga: 1917 in Saratov. Ithaca, N.Y.: Cornell University Press,
1986. 373 p. Raleigh, D.J. “Revolutionary Politics in Provincial Russia: The Tsaritsyn ‘Republic’ in 1917”,
Slavic Review, vol. 40, no. 2 (1981): 194–209. Raleigh, D.J. “The Revolution of 1917 and the Establishment of Soviet Power in Saratov”, in
Politics and Society in Provincial Russia: Saratov, 1590 – 1917; Edited by Rex A. Wade and Scott
Seregny, 277–306. Columbus, Ohio: Ohio State University Press, 1989. Raleigh, D.J. “The Revolution of 1917 and the Establishment of Soviet Power in Saratov”, in
Politics and Society in Provincial Russia: Saratov, 1590 – 1917; Edited by Rex A. Wade and Scott
Seregny, 277–306. Columbus, Ohio: Ohio State University Press, 1989. Razin’kov,
M.E. “Trudovaya
narodno-sotsialisticheskaya
partiya
i
Rossiiskaya
kommunisticheskaya partiya (bol’shevikov): sravnitelnyi analiz programmnykh ustanovok” [The
Popular Socialist Party and the Russian Communist Party (the Bolsheviks): A comparative analysis
of program instructions]. In Istoriia i istoriografiia pravogo narodnichestva [History and Histori-
ography of Right-wing Narodnichestvo: Collection of articles; edited by G.N. Mokshin and others],
141–52. Voronezh: Istoki, 2014. (in Russian) Revolyutsiya i Grazhdanskaya voina v Rossii: 1917 – 1923 gg.: Entsiklopediya. V 4 t.; Gl. red. S.A. Kondratov [Revolution and the Civil War in Russia: 1917 – 1923: Encyclopedia. In 4 vol-
umes; Chief editor S.A. Kondratov]. Moscow: TERRA, 2008 (in Russian)
Rosenberg, W.G. Liberals in the Russian Revolution: The Constitutional Democratic Party,
1917–1921. Princeton, N.J.: Princeton University Press, 1974. 534 p. Shatsillo, M.K. “Rossiiskie predprinimateli v poiskakh kontaktov s sovetskoi vlast’yu v 1917–
1918 gg.” [Russian entrepreneurs in search of contacts with the Soviet power in 1917–1918],
Rossiiskaya istoriya [Russian History], no. 1 (2016): 28–43. (in Russian) 2018 ∙ Vol. 2 ∙ № 4 147 http://hpchsu.ru RESEARCH RESEARCH 2018 ∙ Vol. 2 ∙ № 4 148
|
https://openalex.org/W4391217161
|
https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0298008&type=printable
|
English
| null |
Retraction: Inhibitory potentials of Streptomyces exfoliatus strain ‘MUJA10’ against bacterial pathogens isolated from rural areas in Riyadh, Saudi Arabia
|
PloS one
| 2,024
|
cc-by
| 252
|
1.
Alahadeb JI (2022) Inhibitory potentials of Streptomyces exfoliatus strain ‘MUJA10’ against bacterial
pathogens isolated from rural areas in Riyadh, Saudi Arabia. PLoS ONE 17(4): e0266297. https://doi.
org/10.1371/journal.pone.0266297 Retraction: Inhibitory potentials of
Streptomyces exfoliatus strain ‘MUJA10’ against
bacterial pathogens isolated from rural areas
in Riyadh, Saudi Arabia The PLOS ONE Editors The PLOS ONE Editors retract this article [1] because it was identified as one of a series of sub-
missions for which we have data concerns and concerns about authorship, peer review, and
data availability. We regret that the issues were not addressed prior to the article’s publication. The author either did not respond directly or could not be reached. The author either did not respond directly or could not be reached. Reference 1. Alahadeb JI (2022) Inhibitory potentials of Streptomyces exfoliatus strain ‘MUJA10’ against bacterial
pathogens isolated from rural areas in Riyadh, Saudi Arabia. PLoS ONE 17(4): e0266297. https://doi. org/10.1371/journal.pone.0266297 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: The PLOS ONE Editors (2024) Retraction:
Inhibitory potentials of Streptomyces exfoliatus
strain ‘MUJA10’ against bacterial pathogens
isolated from rural areas in Riyadh, Saudi Arabia. PLoS ONE 19(1): e0298008. https://doi.org/ Published: January 25, 2024 PLOS ONE PLOS ONE Published: January 25, 2024 Copyright: © 2024 The PLOS ONE Editors. This is
an open access article distributed under the terms
of the Creative Commons Attribution License,
which permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. 1 / 1 PLOS ONE | https://doi.org/10.1371/journal.pone.0298008
January 25, 2024
|
https://openalex.org/W2059867779
|
https://www.epj-conferences.org/articles/epjconf/pdf/2010/05/epjconf_ICEM14_15002.pdf
|
English
| null |
Experimental and numerical analysis of clamped joints in front motorbike suspensions
|
EPJ web of conferences
| 2,010
|
cc-by
| 3,902
|
D. Croccolo1,a, M. De Agostinis1, N. Vincenzi1 D. Croccolo1,a, M. De Agostinis1, N. Vincenzi1
1DIEM, Faculty of Engineering, University of Bologna, V.le Risorgimento 2, 40136 Bologna, Italy aculty of Engineering, University of Bologna, V.le Risorgimento 2, 40136 Bologna, Italy 1DIEM, Faculty of Engineering, University of Bologna, V.le Risorgimento 2, 40136 Bol Abstract. Clamped joints are shaft-hub connections used, as an instance, in front
motorbike suspensions to lock the steering plates with the legs and the legs with the
wheel pin, by means of one or two bolts. The preloading force, produced during the
tightening process, should be evaluated accurately, since it must lock safely the shaft,
without overcoming the yielding point of the hub. Firstly, friction coefficients have been
evaluated on “ad-hoc designed” specimens, by applying the Design of Experiment
approach: the applied tightening torque has been precisely related to the imposed
preloading force. Then, the tensile state of clamps have been evaluated both via FEM
and by leveraging some design formulae proposed by the Authors as function of the
preloading force and of the clamp geometry. Finally, the results have been compared to
those given by some strain gauges applied on the tested clamps: the discrepancies
between numerical analyses, the design formulae and the experimental results remains
under a threshold of 10%. a e-mail : dario.croccolo@unibo.it 1 Introduction Clamped joints are shaft-hub connections used, as an instance, in front motorbike suspensions to
lock the steering plates with the legs (fork clamp) and the legs with the wheel pin (wheel clamp) by
means of one or two bolts. The fundamental design parameter for this type of couplings is the
preloading force, produced during the tightening process: it should be accurately evaluated since it
must lock safely the shaft (legs or wheel pin) without overcoming the yielding point of the hub (fork
or wheel clamp). Bolts are normally tightened by means of a calibrated torque wrench so that the
preloading force results as a function of the total applied torque, of the screw geometry and of the
friction coefficients (underhead friction and thread friction). Friction coefficients, which can
typically assume values included in the range 0.05–0.5, are known to be strongly influenced by
several parameters, such as type of contact, surface finishing, lubrication, wear and spoiling. As a
matter of fact the same tightening torque produces a high locking force if friction coefficients are
low; conversely, high friction coefficients could provide an insufficient locking force. Therefore an
incorrect evaluation of friction parameters may lead to dangerous failures [1], especially in
applications where human safety is involved, such as front motorbike suspensions. In previous works [2, 3], Croccolo et al. investigated the tensile state of clamped joints in front
motorbike suspensions, via FEM: they developed and proposed some engineering design formulae,
in order to estimate the maximum stress on the clamp and the mean coupling pressure as functions of
the bolt preloading force and of the clamp geometry. The present work deals with the extension of © Owned by the authors, published by EDP Sciences, 2010
DOI:10.1051/epjconf/20100615002
EPJ Web of Conferences 6, 15002 (2010)
6 © Owned by the authors, published by EDP Sciences, 2010
DOI:10.1051/epjconf/20100615002
EPJ Web of Conferences 6, 15002 (2010)
6 Experimental and numerical analysis of clamped joints in
front motorbike suspensions D. Croccolo1,a, M. De Agostinis1, N. Vincenzi1 2 Methodology Firstly the well known relationships (Eq.(1a,b) [4]) between the applied tightening torque T [Nmm]
and the imposed preloading force FV [N] have been studied, by applying the Design of Experiment
(DOE) approach [5, 6] in order to evaluate the friction parameters accurately. A full factorial plane,
characterized by 4 variables with 2 levels each, has been designed. Three replicas have been carried
out, in order to reduce the influence of noise (experimental error) and of any non-investigated
factors: a total of 3!24=48 experimental tests have been run. The levels include cast versus forged
aluminium alloy, anodized versus spray-painted surfaces, lubricated versus dry screws and first
tightening (fresh unspoiled surfaces) versus sixth tightening (spoiled surfaces) [5]. In Tab.1 the DOE
parameters are summarized. a( ) T = FV " 0.16" p+ 0.58"µm "d2 + 0.5"µm "du
[
]
b( ) T = K "FV "d
(1) (1) p [mm] is the thread pitch, d [mm] is the nominal thread diameter, µm is the overall friction
coefficient according to [4, 7], d2 [mm] is the mean thread diameter (d2=d-0,6495!p), du [mm] is the
underhead mean diameter and K is the nut factor [8, 9]. p [mm] is the thread pitch, d [mm] is the nominal thread diameter, µm is the overall friction
coefficient according to [4, 7], d2 [mm] is the mean thread diameter (d2=d-0,6495!p), du [mm] is the
underhead mean diameter and K is the nut factor [8, 9]. Table 1. The Design of Experiment (DOE) parameters: variables and levels. Variable
Low Level (0)
High level (1)
A. Lubrication
Dry
Lubricated
B. Process
Cast
Forged
C. Surface finishing
Spray-painted
Anodized
D. Tightening
First tightening (unspoiled surfaces)
Sixth tightening (spoiled surfaces) Table 1. The Design of Experiment (DOE) parameters: variables and levels. Some “ad hoc designed” specimens reported in Fig.1 [5] have been used, according to Eq. (2a,b), to
calculate 48 different values of the overall friction coefficient µm and of the nut factor K: T is given
by a torque wrench, whereas FV has been evaluated by means of a strain gauge, located on the
external surface of the specimen, which is able to provide the axial compression strain !C. The
compression force acting on the specimen is equal, in magnitude, to the preloading force acting on
the screw, since the system works like series of mechanical stiffness during the tightening phase. EPJ Web of Conferences the results presented in Ref.[2, 3] using, as loading input parameter for the calculation, the tightening
torque (in the place of the preloading force), which is actually controlled during the manufacturing
process. the results presented in Ref.[2, 3] using, as loading input parameter for the calculation, the tightening
torque (in the place of the preloading force), which is actually controlled during the manufacturing
process. 2 Methodology The whole cross section (tubular) in the central part of the specimen (“calibrated length” in Fig.1),
has the same strain and, therefore, the same stress. Thus, it is possible to calculate the compression
force acting on the specimen, which is the same tensile force (preloading) acting on the screw. The
study considers M8x1.25, SAE Standard 8.8 galvanized screws. a( ) µm =
T FV " 0.16 # p
0.58 # d2 + 0.5# du
b( ) K =
T
FV # d a( ) µm =
T FV " 0.16 # p
0.58 # d2 + 0.5# du
b( ) K =
T
FV # d
(2) (2) 15002-p.2 14th International Conference on Experimental Mechanics The Analysis of Variance (ANOVA) statistical approach has been then applied to the results in order
to obtain the mathematical equations of friction coefficient µm (Eq.3) and nut factor K (Eq.4) as
functions of the investigated variables (or their interactions) which are actually significant in
changing the values [5]. Fig.1 The specimen useful for relating the tightening torque T to the preloading force FV
Strain
gauge
Calibrated
length Strain
gauge Fig.1 The specimen useful for relating the tightening torque T to the preloading force FV (3)
(4) (3) (4) As highlighted by equations (3) and (4), friction conditions are strongly affected by surface finishing
(C variable), lubrication (A variable) and number of tightening and loosening (D variable);
conversely, the forming process (cast or forged aluminium alloy) seems to have no significant
influence on friction conditions [5]. Spray-painted specimens (C=0) present the lower values of µm
and K (the higher preloading forces FV). Lubrication (A=1) always increases the preloading forces,
while the tightening replicas (D=1) progressively decrease the preloading forces, mainly in case of
dry surfaces, as demonstrated also in Ref.[10]. As highlighted by equations (3) and (4), friction conditions are strongly affected by surface finishing
(C variable), lubrication (A variable) and number of tightening and loosening (D variable);
conversely, the forming process (cast or forged aluminium alloy) seems to have no significant
influence on friction conditions [5]. Spray-painted specimens (C=0) present the lower values of µm
and K (the higher preloading forces FV). Lubrication (A=1) always increases the preloading forces,
while the tightening replicas (D=1) progressively decrease the preloading forces, mainly in case of
dry surfaces, as demonstrated also in Ref.[10]. Secondly the outcomes of the present analysis have been applied to an unlubricated, spray-painted,
cast aluminium wheel clamp, realized by the Paioli Meccanica S.p.A. of Bologna (IT), which
produces front motorbike suspensions. Two M6x1, SAE Standard 8.8 galvanized screws (d=6mm,
p=1mm, d2=5.35mm and du=8mm), have been tightened up to six times each. Strain gauges have
been placed on the critical section of the clamp (loaded by a bending stress, as deeply demonstrated
in [2]), where a stress concentration factor Kt occurs, mainly due to the presence of spot-facings and
holes, as reported in Fig.2. 14th International Conference on Experimental Mechanics Fig.2 Example of wheel clamp: stress concentration factor and geometrical dimensions
Kt
Critical
section ical
ion Fig.2 Example of wheel clamp: stress concentration factor and geometrical dimensions 15002-p.3 15002-p.3 EPJ Web of Conferences Referring to Fig.2, the theoretical bending stress in the critical section can be evaluated by applying
Eq.(5) [2], in which FV is the preloading force, a [mm] the lever arm of FV with respect to the critical
section, n the number of bolts, b [mm] and h [mm] are the width and the height of the rectangular
cross section, respectively. " b _ th = M b
Wb
= n # FV # a
b # h2
6
(5) " b _ th = M b
Wb
= n # FV # a
b # h2
6
(5)
" b_ max = " b_th # Kt = n # FV # a
b # h2
6
# Kt
Kt_M 6 = 2.438 + 0.548 # hs$ f
h
$1.131#
a
ds$ f
$ 0.393#
v
ds$ f
%
&
'
'
(
'
'
(6) (5) " b_ max = " b_th # Kt = n # FV # a
b # h2
6
# Kt
Kt_M 6 = 2.438 + 0.548 # hs$ f
h
$1.131#
a
ds$ f
$ 0.393#
v
ds$ f
%
&
'
'
(
'
'
(6) (6) 3 Results The maximum bending stress on the clamp can be calculated by applying Eq.(6) in which the stress
concentration factor Kt takes into account the perturbation produced by the spot-facings located close
to the coupling zone. The geometrical dimensions of clamps under investigation are reported in
Tab.2: the actual Kt value calculated applying Eq.(6) is equal to 1.37 [2, 3]. Table 2. Wheel clamp geometrical dimensions useful for the calculation according to Fig.2 Table 2. Wheel clamp geometrical dimensions useful for the calculation according to Fig.2
Description
Symbol
Value
Wheel pivot diameter
D [mm]
20
Distance between the wheel pivot centre and the bolt axis
L [mm]
15.5
Lever arm of the preloading force (L-D/2)
a [mm]
5.5
Distance between the wheel pivot and the clamp side
c [mm]
16
Spot-facing diameter
ds-f [mm]
11
Clamp total height
htot [mm]
45
Clamp height
h [mm]
18.5
Thread height
hth [mm]
24.5
Spot-facing height
hs-f [mm]
4.3
Clamp width
b [mm]
36
Distance between bolt axes
v [mm]
17.5
Mill radius
r [mm]
2 A tightening torque T=9.5Nm has been applied to the wheel clamp: the preloading forces produced
by the tightening have been evaluated by means of Eq.(7), in which the overall friction coefficient µm
is equal to 0.108 during the first tightening (A=B=C=D=0, according to Tab.1 and Eq.3) and equal to
0.118 during the sixth tightening (A=B=C=0, D=1, according to Tab.1 and Eq.3). FV =
T
0.16" p+ 0.58"µm "d2 + 0.5"µm "du
[
]
(7) T (7) V =
T
0.16" p+ 0.58"µm "d2 + 0.5"µm "du
[
]
(7) By applying the Von Mises equivalent stress criterion, the maximum preloading forces, with respect
to the bolt yielding or failure, can be evaluated by means of Eq.(8) (see also the sketch reported in
Fig.3), in which SY [MPa] is the yielding point and SU [MPa] is the ultimate point of the screw (SAE
Standard 8.8: SY=640MPa, SU=800MPa), while At [mm2] is the screw tensile stress area and dt its
diameter (At=20.1mm2, dt=5.06mm, in case of bolt M6x1) [4]. 3 Results By applying the Von Mises equivalent stress criterion, the maximum preloading forces, with respect
to the bolt yielding or failure, can be evaluated by means of Eq.(8) (see also the sketch reported in
Fig.3), in which SY [MPa] is the yielding point and SU [MPa] is the ultimate point of the screw (SAE
Standard 8.8: SY=640MPa, SU=800MPa), while At [mm2] is the screw tensile stress area and dt its
diameter (At=20.1mm2, dt=5.06mm, in case of bolt M6x1) [4]. 15002-p.4 14th International Conference on Experimental Mechanics FV _ yielding =
SY
1
At
"
# $
%
& '
2
+ 3( 0.16 ( p + 0.58 ( µm ( d2
) ( dt
(
)
3
16
"
#
$
$
$
$
%
&
'
'
'
'
2
FV _ failure =
SU
1
At
"
# $
%
& '
2
+ 3( 0.16 ( p + 0.58 ( µm ( d2
) ( dt
(
)
3
16
"
#
$
$
$
$
%
&
'
'
'
'
2
Fig.3 Sketch of the load diagrams (axial and torsional) acting on the bolt during the tighten FV _ yielding =
SY
1
At
"
# $
%
& '
2
+ 3( 0.16 ( p + 0.58 ( µm ( d2
) ( dt
(
)
3
16
"
#
$
$
$
$
%
&
'
'
'
'
2
FV _ failure =
SU
1
At
"
# $
%
& '
2
+ 3( 0.16 ( p + 0.58 ( µm ( d2
) ( dt
(
)
3
16
"
#
$
$
$
$
%
&
'
'
'
'
2 (8) Fig.3 Sketch of the load diagrams (axial and torsional) acting on the bolt during the tightening The numerical values of the preloading forces are reported in Tab.3, as a function of the overall
friction coefficient µm (Eq.3). The numerical values of the preloading forces are reported in Tab.3, as a function of the overall
friction coefficient µm (Eq.3). Table 3. Preloading force values as a function of the overall friction coefficient (bolt: M6x1, 8.8)
Clamp parameters (Tab.1)
T [Nm]
m
FV [kN] (Eq.7)
FV_yielding [kN] (Eq.8)
FV_failure [kN] (Eq.8)
A=B=C=D=0
9.5
0.108
10.223
10.641
13.301
A=B=C=0, D=1
9.5
0.118
9.497
10.430
13.038 Table 3. 3 Results Preloading force values as a function of the overall friction coefficient (bolt: M6x1, 8.8) During the first tightening (fresh and unspoiled surfaces) the strain gauge applied on the clamp
(Fig.4), gives a strain value that is equivalent to a stress of 79MPa. A numerical (FEM) nonlinear
analysis, with contact elements between the shaft and the hub, has been performed on the same joint
by imposing the preloading force accurately calculated by the theoretical formulae (FV=10.223kN of
Tab.3). The stress evaluated via FEM is equal to 82MPa, as shown in Fig.4, so that the difference
between the experimental test and the FEM values is lower than 4%. During the sixth tightening
(spoiled surfaces) the test provides a strain value equivalent to a stress of 73MPa: the ratio between
the sixth and the first tightening bending stresses (73/79=0.924) is very close to the ratio between the
first and the sixth preloading force calculated by the theoretical formulae (9.497/10.223=0.929). 15002-p.5 15002-p.5 EPJ Web of Conferences Fig.4 Experimental tightening test (T=9.5Nm) vs FEM analysis (FV =10.223kN) Fig.4 Experimental tightening test (T=9.5Nm) vs FEM analysis (FV =10.223kN) The engineering design formulae of Ref.[2], reported in Eq.(5) and (6), are able to provide, during
the first tightening, a maximum bending stress !b_max equal to 75MPa (theoretical bending stress !b_th
equal to 55MPa and stress concentration Kt equal to 1.37): the discrepancy with respect to the
experimental test value is equal to 5%. The aforementioned findings are summarized in Tab.4. Another clamp with the same geometry has been studied during the tightening phase: the bolt has
been tightened until its failure, in correspondence of the sixth tightening. Since the yielding of the
screw has been overcome, the torque-preloading relationship (Eq.7) is no more effective. However, The engineering design formulae of Ref.[2], reported in Eq.(5) and (6), are able to provide, during
the first tightening, a maximum bending stress !b_max equal to 75MPa (theoretical bending stress !b_th
equal to 55MPa and stress concentration Kt equal to 1.37): the discrepancy with respect to the
experimental test value is equal to 5%. The aforementioned findings are summarized in Tab.4. A
th
l
ith th
t
h
b
t di d d
i
th
ti ht
i
h
th
b lt h The engineering design formulae of Ref.[2], reported in Eq.(5) and (6), are able to provide, during
the first tightening, a maximum bending stress !b_max equal to 75MPa (theoretical bending stress !b_th
equal to 55MPa and stress concentration Kt equal to 1.37): the discrepancy with respect to the
experimental test value is equal to 5%. The aforementioned findings are summarized in Tab.4. Another clamp with the same geometry has been studied during the tightening phase: the bolt has
been tightened until its failure, in correspondence of the sixth tightening. Since the yielding of the
screw has been overcome, the torque-preloading relationship (Eq.7) is no more effective. However,
according to Eq.(8), it is possible to calculate the preloading force in correspondence of the bolt
failure, which is equal to 13.038kN (Tab.3). When the bolt failure occurs (Fig.5) the strain gauge
applied on the clamp gives a strain value equivalent to a stress of 107MPa. Another clamp with the same geometry has been studied during the tightening phase: the bolt has
been tightened until its failure, in correspondence of the sixth tightening. 15002-p.5 Since the yielding of the
screw has been overcome, the torque-preloading relationship (Eq.7) is no more effective. However,
according to Eq.(8), it is possible to calculate the preloading force in correspondence of the bolt
failure, which is equal to 13.038kN (Tab.3). When the bolt failure occurs (Fig.5) the strain gauge
applied on the clamp gives a strain value equivalent to a stress of 107MPa. Table 4. Comparison between the values provided by the experimental (strain gauge), the numerical (FEM) and
the design formulae
Clamp parameters
(Tab.1)
T
[Nm]
FV
[kN]
!strain_gauge
[MPa]
!FEM[MPa]
(e%)
!design_formulae [MPa]
(e%)
A=B=C=D=0
9.5 10.223
79
82 (+4%)
75 (-5%)
A=B=C=0, D=1 9.5
9.497
73
76 (+4%)
70 (-4%)
Fig.5 Experimental failure of a bolt, during the tightening phase parison between the values provided by the experimental (strain gauge), the numerical (FEM) and
the design formulae Fig.5 Experimental failure of a bolt, during the tightening phase Fig.5 Experimental failure of a bolt, during the tightening phase 15002-p.6 14th International Conference on Experimental Mechanics 14th International Conference on Experimental Mechanics By performing again the numerical nonlinear analysis on the joint and imposing the failure
preloading force FV_failure=13.038kN a bending stress equal to 104MPa is reached, as shown in Fig.4:
the discrepancy with respect to the experimental result is equal to 3%. The engineering design
formulae (Eq.6) provide a maximum bending stress !b_max equal to 96MPa: the discrepancy with
respect to the experimental result is equal to 10%. Finally, an original Software, Front Suspension Design©, realised by the authors in Visual Basic®
programming language [3], has been updated with the presented findings. The Software is a useful
tool for the designing and the validation phases of any type of clamps in front motorbike
suspensions. It is possible to calculate quickly the maximum bending stress on the clamp and the
mean coupling pressure (output window in Fig.7) by simply inserting the total applied torque T, the
clamp geometry and the production parameters of the clamp (input window in Fig.6) that are useful
to evaluate the actual friction coefficient and, therefore, the actual preloading force. 4 Conclusions Experimental tightening tests on clamped joints used in front motorbike suspensions have been
studied in the present work. The maximum bending stress on the clamp, generated during the
tightening, has been evaluated by applying some strain gauges on the actual component. The
tightening has been performed by means of a calibrated torque wrench. In order to calculate the
corresponding preloading force the overall friction coefficient of the joint has been calculated on
some specific specimens, designed and realised with the same process and surface finishing of the
actual components. The experimental bending stresses obtained by the strain gauges have been compared both with
those provided by some numerical nonlinear analyses and by some design formulae proposed and
developed by the Authors. The input parameter for the experimental tightening is the tightening
torque applied to the screw by a torque wrench, whereas the input parameter for the numerical
simulation and for the design formulae application is the preloading force. By leveraging the
accurate definition of the tightening torque-preloading force relationship the discrepancies in
evaluating the maximum bending stress between experimental tests, numerical analyses and design
formulae remains under a threshold of 10%, both in the elastic and in the elastic-plastic field for the
bolt. In light of the proposed results, it is possible to estimate precisely the preloading force starting from
the tightening torque and without performing any experimental tests. Furthermore it is possible to
evaluate accurately the maximum stress generated on the clamp by applying the proposed design
formulae: it is, therefore, easy to relate the applied tightening torque directly to maximum clamp
stress. An original software, Front Suspension Design©, realised by the authors in Visual Basic®
programming language, has been finally updated with the presented results. The Software is a useful
tool for the designing and the validation phases of any clamps in front motorbike suspensions. 15002-p.5 ,
,
p
g
Fig.6 Input windows of Front Suspension Design©
Fig.7 Output windows of Front Suspension Design©
Clamp Mechanical
properties
"b_th
Kt
"b_max
Clamp Safety
Ratios Fig.6 Input windows of Front Suspension Design© Fig.6 Input windows of Front Suspension Design© Fig.6 Input windows of Front Suspension Design©
Fig.7 Output windows of Front Suspension Design©
Clamp Mechanical
properties
"b_th
Kt
"b_max
Clamp Safety
Ratios Fig.7 Output windows of Front Suspension Design© 15002-p.7 References 1. N. Eliaz, G. Gheorghiu, H. Sheinkopf, O. Levi, G. Shemesh, A. Ben-Mordechai, H. Artzi. Engineering Failure Analysis 10, 443–451(2003). 2. D. Croccolo, R. Cuppini, N. Vincenzi, Finite Elements in Analysis and Design 45, 406-414
(2009). 3. D. Croccolo, M. De Agostinis, N. Vincenzi, Engineering Failure Analysis DOI:
10.1016/j.engfailanal.2010.02.002, in press (2010). 4. VDI Handbuch Konstruktion 2230, Systematic calculation of high duty bolted jo
with one cylindrical bolt (2001). 5. D. Croccolo, M. De Agostinis, N. Vincenzi, Experimental study of friction in aluminium bolted
joints, 14th International Conference on Experimental Mechanics, paper n.262, Poitiers, France
(2010). 6. D. Croccolo, R. Cuppini, N. Vincenzi, Strain 44, 170-179 (2008) 7. DIN946, Determination of coefficient of friction of bolt/nut assemblies under specified
conditions (1991). 8. S.A. Nassar, P.H. Matin, Journal of Pressure Vessel Technology 127, 387-393 (2005). 9. J.H. Bickford, An Introduction to the Design and Analysis of Bolted Joints, 3rd ed., Marcel
Dekker, New York (1997). 10. W. Eccles, I.Sherrington, R.D.Arnell, Tribology International 43, 700-707 (2010). 15002-p.8
|
https://openalex.org/W2806981202
|
https://ttu-ir.tdl.org/bitstream/2346/95237/1/Main%20article%20with%20TTU%20Libraries%20cover%20page.pdf
|
English
| null |
A dynamic allosteric pathway underlies Rad50 ABC ATPase function in DNA repair
|
Scientific reports
| 2,018
|
cc-by
| 11,706
|
Zachary K. Boswell, Samiur Rahman, Marella D. Canny & Michael P. Latham Zachary K. Boswell, Samiur Rahman, Marella D. Canny & Michael P. Latham The Mre11-Rad50 protein complex is an initial responder to sites of DNA double strand breaks. Many
studies have shown that ATP binding to Rad50 causes global changes to the Mre11-Rad50 structure,
which are important for DNA repair functions. Here we used methyl-based NMR spectroscopy on a
series of mutants to describe a dynamic allosteric pathway within Rad50. Mutations result in changes
in the side chain methyl group chemical environment that are correlated with altered nanosecond
timescale dynamics. We also observe striking relationships between the magnitude of chemical shift
perturbations and Rad50 and Mre11 activities. Together, these data suggest an equilibrium between a
ground state and an “active” dimerization competent state of Rad50 that has locally altered structure
and dynamics and is poised for ATP-induced dimerization and eventual ATP hydrolysis. Thus, this
sparsely populated intermediate is critical for Mre11-Rad50-directed DNA double strand break repair. The conserved and essential Mre11-Rad50 complex in archaea and bacteria and larger Mre11-Rad50-Nbs1 (or
Xrs1) complex in higher eukaryotes is responsible for detecting and initiating the repair of DNA double strand
breaks (DSBs)1,2. Mre11 is an obligate dimer that has Mn2+-dependent 3′-to-5′ exonuclease and ssDNA endo-
nuclease activity3,4. Each Mre11 dimer is bound to two molecules of Rad50 (i.e., M2R2), a member of the ATP
binding cassette (ABC) family of proteins5,6 whose structure is shown in Fig. 1. Nbs1 (or Xrs1) is a flexible scaf-
folding protein that uses phospho-protein binding domains to recruit downstream effectors to the site of the DNA
break7,8. The proper function of this protein complex is absolutely required for the repair of mutagenic or cyto-
toxic DNA DSBs1,2. A number of hypomorphic mutations have been observed in Mre11-Rad50-Nbs1 that lead to
neuromuscular developmental disorders, immunodeficiency, and a predisposition to cancer9–11, and spontaneous
mutations have been observed in a number of cancer types characterized by gross genomic instabilities12,13. yp
y g
g
Rad50 has a unique structural arrangement whereby the N- and C-terminal sub-domains, which are separated
by ~200–600 Å coiled-coil and apical Zn-hook domains, fold back onto each other to form a functional ABC
ATPase domain (“NBD”s in Fig. 1a)5,6. As with other members of this protein family, the binding of two ATP
molecules induces dimerization of the two Rad50 molecules within the M2R2 complex6. A dynamic allosteric pathway underlies Rad50 ABC
ATPase function in DNA repair
The Texas Tech community has made this publication openly
available. Please share how this access benefits you. Your
story matter to us.
Citation
Boswell, Z.K., Rahman, S., Canny, M.D., & Latham, M.P.. 2018. A
dynamic allosteric pathway underlies Rad50 ABC ATPase function in
DNA repair. Scientific Reports, 8(1).
https://doi.org/10.1038/s41598-018-19908-8
Citable Link
https://hdl.handle.net/2346/95237
Terms of Use
© 2018 The Author(s). cc-by Citation
Boswell, Z.K., Rahman, S., Canny, M.D., & Latham, M.P.. 2018. A
dynamic allosteric pathway underlies Rad50 ABC ATPase function in
DNA repair. Scientific Reports, 8(1). https://doi.org/10.1038/s41598-018-19908-8
Citable Link
https://hdl.handle.net/2346/95237
Terms of Use
© 2018 The Author(s). cc-by Title page template design credit to Harvard DASH. www.nature.com/scientificreports www.nature.com/scientificreports Department of Chemistry and Biochemistry, Texas Tech University, Lubbock, TX, 79423, USA. Correspondence and
equests for materials should be addressed to M.P.L. (email: michael.latham@ttu.edu) Received: 22 November 2017
Accepted: 10 January 2018
Published: xx xx xxxx A dynamic allosteric pathway
underlies Rad50 ABC ATPase
function in DNA repair Received: 22 November 2017
Accepted: 10 January 2018
Published: xx xx xxxx Zachary K. Boswell, Samiur Rahman, Marella D. Canny & Michael P. Latham Several high-resolution
X-ray crystal structures have revealed that Rad50 dimerization results in large structural rearrangements of the
entire M2R2 complex, dramatically rotating Rad50 from an “open” to a “closed” form when ATP is bound14–18. It is known that the functionality of the M2R2 complex changes depending on the ATP state of Rad50: Mre11 is
exonuclease active in the ATP-free, “open” form; M2R2 DNA tethering activities appear to be stimulated in the
ATP-bound, “closed” form; and Mre11 ssDNA endonuclease activity may arise from a proposed ADP-bound
intermediate state4,19–21. X-ray crystal structures and biochemical data have shown that ATP binding leads to the
local rearrangement of salt-bridge and hydrogen bonding interactions within Rad5018,19. This shuffling of ~20
charge-pair interactions is thought to transmit Rad50 ATP binding state information through the coiled-coil
domain to Mre11 and out to the apical Zn-hook domain - long-range allostery that would thus span several
hundreds of Ångstroms18,22,23. Included in these ionic interactions is a critical contact involving an arginine res-
idue in the extended signature helix, the so called basic switch (R805 in Fig. 1b). Disruption of this basic switch
via mutation of this residue from arginine to glutamate leads to changes in Rad50 ATP hydrolysis activity and
ATP-dependent dimerization and affects the ability of Mre11-Rad50-Nbs1 to repair DNA DSBs, an indication
that long-range allostery is being altered19. g
g
y
g
Here, we used nuclear magnetic resonance (NMR) spectroscopy to describe a system of residues spanning
the Rad50 ABC ATPase domain whose chemical shifts change upon mutation to the hinge region (V156 and Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 1 www.nature.com/scientificreports/ Walker A
His-loop
D-loop
Signature
Motif
Mre11HLH
Hinge
Extended
Signature
Helix
Arg805
Q-loop
Walker B
Coiled-Coil
Val156 & 160
1H (ppm)
13C (ppm)
0
1
2
10
15
20
25
-2M
840M
808M
1M
123M
100M
84I
146I 119I
748I
71I
839I
851I
138I
820I
143I
131I
103L
47L
800L
19V
778L
47L
800L
103L
176L
27L
161L
51L
51L
780V
6V
881V
733V
729L
806L
819L
127I
798I
53I
792L
157V
878V
850V
768V
Zn
Hook
NBD
N-
-C
Coiled-Coil
Linker
a
b
c
P-loop
C
-
-
N
Rad50
Rad50NBD
NBD
Figure 1. Domain architecture and NMR spectra of Rad50. (a) Cartoon representation of full length Rad50 (top)
and Rad50NBD (bottom). (b) Crystal structure of P. furiosus Mre11HLH-Rad50NBD (3QKS)18. Colors in (a) and
(b) illustrate conserved domains important for Rad50 function. Zachary K. Boswell, Samiur Rahman, Marella D. Canny & Michael P. Latham (c) 2D 13C,1H methyl-TROSY HMQC25 spectrum
of Mre11HLH-Rad50NBD collected at 14.1 T and 50 °C. The side chain methyl group assignments are given. Walker A
His-loop
D-loop
Signature
Motif
Mre11HLH
Hinge
Extended
Signature
Helix
Arg805
Q-loop
Walker B
Coiled-Coil
Val156 & 160
13C (ppm)
10
15
20
25
Zn
Hook
NBD
N-
-C
Coiled-Coil
Linker
a
b
P-loop
C
-
-
N
Rad50
Rad50NBD
NBD a b His-loop Figure 1. Domain architecture and NMR spectra of Rad50. (a) Cartoon representation of full length Rad50 (top)
and Rad50NBD (bottom). (b) Crystal structure of P. furiosus Mre11HLH-Rad50NBD (3QKS)18. Colors in (a) and
(b) illustrate conserved domains important for Rad50 function. (c) 2D 13C,1H methyl-TROSY HMQC25 spectrum
of Mre11HLH-Rad50NBD collected at 14.1 T and 50 °C. The side chain methyl group assignments are given. V160) and basic switch (R805) (see Fig. 1b). Analysis of these chemical shift changes via a covariation method
reveals three distinct clusters within Rad50. These clusters form an allosteric network that couples residues in
the vicinity of ATP binding to residues at the base of the coiled-coil and Mre11 interacting domains as well as
those in the Rad50 dimerization regions. Methyl group relaxation data shows that this pathway is not static in
nature, as the amplitudes of methyl group psec – nsec timescale motions correlate with the chemical shift changes. Furthermore, we show that interruption of this network leads to changes in Rad50 that increase both its propen-
sity for dimerization and ATP hydrolysis activity. We finally demonstrate that disruption of this allosteric pathway
within Rad50 has a profound effect on Mre11 exonuclease activity. When the effects of mutation on the structure
and dynamics are compared with biochemical activity, we see significant correlations for methyl groups in two of
the three clusters. Together, these data suggest a model whereby many local changes within the Rad50NBD struc-
ture are coupled with a general increase in side chain flexibility, ATP-induced dimerization, and ATP hydrolysis
– activities required for M2R2-directed DNA DSB repair activities. Results
Sid
h (b) Structure of Mre11HLH-Rad50NBD emphasizing side chain methyl groups
whose CSPs upon mutation cluster according to CHESCA as described in the Methods. Clusters are listed in
Supplementary Table S1 and were determined via the dendrogram in Supplementary Fig. S4. Methyl groups not
affected by the mutations are not shown. o methyl groups within a ~20 Å radius of the probe28 (Supplementary Fig. S1), confirming which residues are in
s vicinity. Mutations in the Rad50NBD hinge region and basic switch reveal an allosteric network cou-
pling ATP binding to the base of the coiled-coil domain. The hinge region of Rad50 (also called
the signature-coupling helices) is adjacent to the conserved ABC-ATPase signature motif (Fig. 1b) and cou-
ples ATP binding, as sensed by the Q-loop and Walker B motif, to the base of the coiled-coil domain, where
Mre11HLH binds, through a series of switchable ionic and hydrogen bonding interactions18,19. This region posed
a particularly difficult area in the structure for the NOE-based assignment process because it is densely packed
with ILVM residues, and an unambiguous network of side chain methyl groups was challenging to identify from
methyl-methyl NOE data. Four mutations were therefore made to this region to aid in assignments: V156M,
V157M, and V160M in the signature-coupling α2 helix and L163M at the base of the coiled-coil domain. Even
though these mutations did indeed provide methyl group assignments via the disappearance of peaks for the
mutated residue and changes to peak positions for nearby residues in the methyl-TROSY correlation spectra
(Supplementary Fig. S2), other widespread and systematic changes were surprisingly observed in the data for
V156M, V157M, and V160M, shown in the spectral overlay of Fig. 2a (L163M only showed the expected local
changes). These chemical shift perturbations (CSPs) radiated out from the site of mutation, and in the case of
V156M and V160M, included regions where ATP binds, the base of the coiled-coil domain, the P-loop, and
β-strands 8, 9, and 10, which are adjacent to the signature motif and would be near the ATP-binding site of the
second Rad50NBD upon dimerization (Figs 1b and 2b): a network that spans ~50 Å. Also shown in the overlay
of methyl-TROSY correlation spectra in Fig. 2a is the data for the Mre11HLH-Rad50NBD(R805E) basic switch
mutant (full spectra presented in Supplementary Fig. S2). Results
Sid
h Side chain methyl group assignment of P. furiosus Rad50NBD. P. furiosus (Pf) Rad50 and Mre11
have been used as a model M2R2 complex for a number of structural biology and biophysical studies4,5,17–19. Our
initial NMR studies have focused on a common truncated form of Pf Rad50 containing the N- and C-terminal
ABC-ATPase nucleotide binding sub-domains connected by a six-residue flexible linker (hereafter, Rad50NBD)
as depicted in Fig. 1a. Because of the size of the Mre112-Rad50NBD
2 complex (~160 kDa), we utilized uniformly
deuterated, side chain methyl Ileδ1-13CH3; Leuδ/Valγ-13CH3/12CD3; Metε-13CH3-labeled (referred to as ILVM-
labeled) protein samples coupled with methyl-Transverse Relaxation Optimized SpectroscopY (TROSY)24,25. For
ILVM side chain methyl group assignments of Rad50, we made monomeric ILVM-labeled Rad50NBD in complex
with protonated Mre11 helix-loop-helix (Mre11 HLH; light blue in Fig. 1b) domain. Mre11HLH is responsible for
complex formation between Rad50 and full length Mre1118 and is necessary for well-behaved Rad50NBD (see
Supplementary Information). Figure 1c shows the 2D 13C,1H methyl-TROSY correlation spectrum of Mre11HLH -
Rad50NBD; 152 out of 168 (~90%) Rad50NBD side chain methyl group assignments have been determined through
the comparison of experimental methyl-methyl distance observations (nuclear Overhauser effects – NOEs) with
theoretical distances calculated from a Pf Rad50NBD crystal structure (pdb: 1II85). Methyl group assignments were
supplemented and validated with conservative mutations of ILVM-residues based on a sequence alignment26
or with the mutation of surface ILVM-residues to cysteine followed by covalent modification with a paramag-
netic spin label27. The spin label broadens resonances in the methyl-TROSY correlation spectra corresponding Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 2 www.nature.com/scientificreports/ Figure 2. Mutations reveal an allosteric network in Rad50NBD. (a) 2D 13C,1H methyl-TROSY HMQC spectral
overlay of WT and mutant Mre11HLH-Rad50NBD recorded at 14.1 T and 50 °C. Arrows highlight side chain
methyl groups experiencing CSPs. (b) Structure of Mre11HLH-Rad50NBD emphasizing side chain methyl groups
whose CSPs upon mutation cluster according to CHESCA as described in the Methods. Clusters are listed in
Supplementary Table S1 and were determined via the dendrogram in Supplementary Fig. S4. Methyl groups not
affected by the mutations are not shown. Figure 2. Mutations reveal an allosteric network in Rad50NBD. (a) 2D 13C,1H methyl-TROSY HMQC spectral
overlay of WT and mutant Mre11HLH-Rad50NBD recorded at 14.1 T and 50 °C. Arrows highlight side chain
methyl groups experiencing CSPs. Results
Sid
h relaxation delay time for wildtype and mutant Mre11HLH-ILVM labeled
Rad50NBD. These data were fit to equation (3) to determine the η rates36, as described in the Methods, with
errors determined from the covariance matrix of the fit48. The coloring of the curves corresponds to the spectra
of the mutants in Fig. 2a. (b) Structure of Mre11HLH-Rad50NBD showing side chain methyl groups with altered
dynamics upon mutation. Red and orange spheres represent methyl groups that become more flexible upon
mutation, whereas green and blue spheres represent methyl groups that become more rigid upon mutation. Red
and green coloring denotes “Correlated” methyl groups with significant CSPs upon mutation (i.e., the range
in δMethyl > 0.13 ppm) that also have a correlation for η vs δMethyl of |RP| > 0.7. Orange and blue coloring denotes
“Not Correlated” methyl groups with small CSPs upon mutation (i.e., the range in δMethyl < 0.13 ppm) but have a
large difference in η rates between wildtype and the mutants (|ηWT – the average ηmutants| > 8 sec−1). Figure 3. Chemical shift perturbations and dynamics changes are correlated. (a) Representative η vs δMethyl
scatter plots for Met808Cε (top) and Ile131Cδ1 (bottom). δMethyl values were determined according to equation
(1), see Supporting Information. Pearson’s correlation coefficients (RP) are given in the upper right corner. Insets
show the build-up curves for the ratio of intensities arising from methyl group 1H triple-quantum “forbidden”
experiments36 (Iforbid/Iallow) vs. relaxation delay time for wildtype and mutant Mre11HLH-ILVM labeled
Rad50NBD. These data were fit to equation (3) to determine the η rates36, as described in the Methods, with
errors determined from the covariance matrix of the fit48. The coloring of the curves corresponds to the spectra
of the mutants in Fig. 2a. (b) Structure of Mre11HLH-Rad50NBD showing side chain methyl groups with altered
dynamics upon mutation. Red and orange spheres represent methyl groups that become more flexible upon
mutation, whereas green and blue spheres represent methyl groups that become more rigid upon mutation. Red
and green coloring denotes “Correlated” methyl groups with significant CSPs upon mutation (i.e., the range
in δMethyl > 0.13 ppm) that also have a correlation for η vs δMethyl of |RP| > 0.7. Results
Sid
h Again, a number of expected CSPs were observed for
residues in the area of the structure adjacent to the R805E mutation, and widespread methyl group CSPs were also
observed in the same regions that were affected by V156M and V160M.i gf
y
We initially used a median-absolute-deviations approach29,30, a common method to find outliers within a
distribution, to identify side chain methyl groups that have substantial changes in their resonance positions upon
mutation (Supplementary Fig. S3). For the residues that have significant deviations (modified Z-score > 0.25),
analysis of the CSPs like those shown in Fig. 2a revealed a linear change in peak position as a function of muta-
tion. The linear movement demonstrates that these CSPs are not simply the result of structural changes resulting
from the mutations to methionine, as one would expect those effects to not have systematic differences in the
methyl-TROSY spectra. Instead, the data of Fig. 2a can most easily be explained as a shift in equilibrium between
two states, where each of the mutants has a different population of the two states, that is fast on the NMR chemical
shift timescale and results in the observed population weighted average of chemical shifts31. We observed signif-
icant CSPs in the network of salt-bridge and hydrogen bond interactions that connect the Q-loop and R805 to
the P-loop (Supplementary Fig. S3)18. The disruption of this network has been noted in the crystal structure of a
further truncated Pf Rad50NBD(R805E) construct (i.e., it does not contain any of the coiled-coil domain) and is
thought to be responsible for the increased ATP-binding affinity observed for the R805E mutation19 (see below). Furthermore, we also observed methyl CSPs at the base of the coiled-coil domain and in methyl groups down the
extended signature helix to the R797 basic switch residue, which couples this helix to the ABC signature motif
and is important for dimerization18. Perturbations to the extended signature helix also affected methyl groups that Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 3 www.nature.com/scientificreports/ Figure 3. Chemical shift perturbations and dynamics changes are correlated. (a) Representative η vs δMethyl
scatter plots for Met808Cε (top) and Ile131Cδ1 (bottom). δMethyl values were determined according to equation
(1), see Supporting Information. Pearson’s correlation coefficients (RP) are given in the upper right corner. Insets
show the build-up curves for the ratio of intensities arising from methyl group 1H triple-quantum “forbidden”
experiments36 (Iforbid/Iallow) vs. Results
Sid
h Orange and blue coloring denotes
“Not Correlated” methyl groups with small CSPs upon mutation (i.e., the range in δMethyl < 0.13 ppm) but have a
large difference in η rates between wildtype and the mutants (|ηWT – the average ηmutants| > 8 sec−1). line a hydrophobic cavity that has been shown to collapse upon ATP binding19. However, a careful inspection of
the data shows that the effect of mutation is not uniform for every residue. For example, the V160M and R805E
mutations have the same CSP for L778, whereas the CSP for R805E is greater than V160M for L800 (Fig. 2a).t We therefore turned to chemical shift covariance analysis (CHESCA), which is a method to cluster CSPs in
fast exchange like those in Fig. 2a into groups of residues experiencing the same shift in populations upon per-
turbation31–34. Using the median-absolute-deviations filtered methyl residues (Supplementary Fig. S3), CHESCA
produced three distinct clusters of side chain methyl groups within Rad50NBD (Supplementary Fig. S4 and
Supplementary Table S1). Figure 2b highlights those clusters on the structure of Mre11HLH-Rad50NBD. Cluster
1 (blue spheres in Fig. 2b) largely encompasses the extended signature motif, β-strands 8, 9, and 10, P-loop, and
Walker A motif; cluster 2 (magenta spheres in Fig. 2b) consists of residues near the sites of the mutations but also
includes methyl groups along the salt-bridge and hydrogen bonding network that switch upon ATP binding18;
cluster 3 (green spheres in Fig. 3b) contains methyl groups within the hydrophobic core – an area that experiences
compaction upon dimerization19. Again, these three clusters connect the nucleotide binding site through the
Q-loop, R805 basic switch, and signature-coupling helix α2 to the coiled-coil domain at one end of Rad50NBD and
to the base of the signature motif at the other. The Rad50NBD allosteric network is a dynamic system. We next questioned the effect that the above
mutations would have on methyl group dynamics. The data in Fig. 2a is indicative of fast conformational exchange
on the chemical shift timescale, which can be quantified with relaxation dispersion Carr-Purcell-Meiboom-Gill
(CPMG) methods35. However, we did not observe any relaxation dispersions in wildtype or mutant
Mre11HLH-Rad50NBD (see Supporting Information) indicating that if exchange is happening it is faster than the Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 4 www.nature.com/scientificreports/ msec timescale. Results
Sid
h Fast timescale (psec – nsec) motions were quantified from the rate of the build-up for “forbidden”
methyl 1H triple quantum coherences36 (η) in Mre11HLH- Rad50NBD complexes (Fig. 3a, insets). The calculated η
rates directly report on the amplitude of methyl side chain motion (order parameter - Saxis
2 ) as well as the global
tumbling time (τc)36. These experiments were performed on the nucleotide-free state for each mutation, where
Mre11HLH-Rad50NBD is monomeric, and therefore relate to changes in methyl group dynamics upon mutation and
not changes in global tumbling resulting from dimerization. When the η rates for each Rad50NBD (i.e., WT or
V156M, V160M, or R805E) are plotted against the weighted combined methyl chemical shift37 (δMethyl), as shown
in Fig. 3a (and Supplementary Table 1), a clear linear relationship is observed for many of the residues that had
significant chemical shift deviations upon mutation (i.e., the range in δMethyl > 0.13 ppm corresponding to a mod-
ified Z-score > 0.25). Thus, the amplitudes of methyl side chain dynamics also experience a population weighted
shift upon mutation. We then analyzed the trend in the η rates versus δMethyl to extract a change in the amplitude
of the methyl group dynamics upon mutation. The changes in fast timescale methyl dynamics are highlighted on
the structure of Mre11HLH-Rad50NBD in Fig. 3b: red and green spheres represent methyl groups with η rate vs. δMethyl correlations that are experiencing increasing and decreasing dynamics, respectively. We also examined
methyl groups with small changes in methyl chemical shift (range in δMethyl < 0.13 ppm). Although the local envi-
ronment of these methyl groups was not affected by mutations, their fast timescale dynamics might be. Indeed,
the orange and blue spheres in Fig. 3b represent those methyl groups with small changes in δMethyl but with a sub-
stantial increase or decrease in side chain mobility, respectively. Together, these dynamics data, shown on the
structure in Fig. 3b, illustrate a dynamic allosteric network that is generally becoming more flexible upon muta-
tion. Specifically, we see increased flexibility (red and orange spheres) in and around the P-loop, the hinge (signa-
ture coupling helix α2) and base of the coiled-coil domain, including β-strands 8, 9, and 10, as well as parts of the
extended signature helix near a hydrophobic cavity. Results
Sid
h On the other hand, isolated regions where the hinge (both
signature coupling helices α1 and α2) interacts with the extended signature helix as well as the area around the
H-loop are becoming more rigid (green and blue spheres). Changes in the Rad50NBD allosteric network affect Rad50 activity. To determine the functional
role of the allosteric network shown in Figs 2b and 3b, we performed biochemical activity assays on Rad50NBD
to assess changes in ATP and ADP affinity, ATP hydrolysis, and ATP-induced dimerization upon mutation. We
hypothesized that since the mutations near the coiled-coil domain altered the structure and dynamics of methyl
groups at the sites of ATP binding and Rad50 dimerization then these biochemical processes would be affected
by mutation as well. y
ATP binding affinities were determined by monitoring the increase in the fluorescence polarization of
a BODIPY-ATP analog as a function of increasing Mre11HLH-Rad50NBD concentration. From these titrations
(Supplementary Figs S5 and S6), we determined a KD,ATP of 16.9 ± 3.9 μM for the wildtype complex. As pre-
dicted from our hypothesis, mutations to the signature coupling helix α2 (V156M and V160M) and basic switch
(R805E) did result in altered ATP binding affinities. The experimentally determined KD,ATPs (Supplementary
Table 2) for the mutants show a lower KD,ATP (i.e., a higher affinity) compared to wildtype. We used fluores-
cence resonance energy transfer (FRET) to determine the affinity of Rad50NBD for the hydrolysis product ADP. Titration of Mre11HLH-Rad50NBD to a modified MANT-ADP (Supplementary Figs S5 and S6) yielded an increase
in FRET as the acceptor MANT-ADP comes into proximity of a Rad50NBD tryptophan residue, likely W78219. From these data, a KD,ADP of 2.3 ± 0.2 μM was calculated for wildtype Mre11HLH-Rad50NBD, and Supplementary
Table 2 demonstrates that mutations to the hinge region and basic switch have similar KD,ADP values as wildtype. g
g
D,ADP
yp
Next, Rad50NBD ATP hydrolysis Michaelis-Menten kinetics were calculated from the increase in inorganic
phosphate product concentration, as detected by the BioMol green reagent. Because of the very low rate of ATP
hydrolysis observed for isolated Rad50NBD, we performed this assay with full-length Mre112-Rad50NBD
2 complex,
which has a much greater rate of ATP hydrolysis5. Similar to ATP binding, we observed a ~2-fold lower KM for
V160M and R805E mutants as compared to WT (Supplementary Table 2 and Supplementary Fig. S5), while the
kcat for these mutants increased by nearly 4-fold. Results
Sid
h V156M has Michaelis-Menten parameters that fall between
WT and V160M/R805E. Finally, the influence of the mutations on ATP-induced dimerization was assessed by
size exclusion chromatography. As previously observed, the R805E mutation has a dramatic effect on Rad50NBD
ATP-induced dimerization, increasing the dimer population to ~79% compared to the ~35% seen for wildtype
(Supplementary Table 2 and Supplementary Fig. S5)19. In line with the results above, the hinge mutations also
serve to enhance Mre11HLH-Rad50NBD ATP-induced dimerization, shifting the population of dimer upon ATP
binding to 64% and 57% for V156M and V160M, respectively.f g
p
y
Figure 4a illustrates the relative effect that each mutation has on Rad50NBD ATP hydrolysis and ATP-induced
dimerization activities. For each of these, the bars are ordered based on the general movement of peak positions
away from WT resonances in the methyl-TROSY correlation spectra (gray arrows in Fig. 2a and in the upper inset
of Fig. 4a). This representation shows the relationship between peak position in Fig. 2a and a higher rate of ATP
hydrolysis (Fig. 4a, left) and a greater propensity to form ATP-induced dimer (Fig. 4a, middle). Importantly, this
relationship demonstrates that altering the Rad50NBD dynamic allosteric network highlighted in Figs 2b and 3b
results in increased activities, which could possibly arise from either lowering the energy barrier for Rad50NBD
activity and/or increasing the population of an “active” Rad50NBD conformation in solution (i.e., conformational
capture). Mutations that probe Rad50NBD allostery affect Mre11 exonuclease activity. Since a correlation
was observed between the equilibrium peak positions of the hinge region and basic switch mutations in 2D
13C,1H methyl-TROSY spectra and Rad50NBD activity, we next sought to determine if these Rad50 mutations
had any effect on Mre11 nuclease activity. 3′-to-5′ Mn2+-dependent Mre11 exonuclease activity was monitored
as an increase in fluorescence of a 2-aminopurine (2-AP) nucleotide analog, which has low fluorescence when Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 5 www.nature.com/scientificreports/ Figure 4. Basic switch and hinge region mutations affect Rad50 activity. (a) Bar chart showing the effect of
mutation, relative to wildtype activity, for ATP hydrolysis (left - kcat/KM), ATP-dependent dimerization (middle
- % dimerization), and Mre11 exonuclease activity (right – relative fluorescence). Green, orange, purple, and
blue bars represent wildtype, V156M, V160M, and R805E, respectively. The order of the bars follows the general
order of peaks that experience significant CSPs upon mutation. Results
Sid
h For ATP hydrolysis and exonuclease assays,
bars represent the average of at least three independent measurements, and the error bars are the standard
deviation of the replicate experiments. Dimerization assays were performed once. *, ** and *** Represent
p-values less than 0.05, 0.01, and 0.001, respectively. The inset above shows the CSPs for L47Cδ1. (b) Structure
of Mre11HLH-Rad50NBD highlighting the side chain methyl groups that have a |mean[RP,Hydrolysis, RP,Dimerization,
RP,Exonuclease]| > 0.65. Figure 4. Basic switch and hinge region mutations affect Rad50 activity. (a) Bar chart showing the effect of
mutation, relative to wildtype activity, for ATP hydrolysis (left - kcat/KM), ATP-dependent dimerization (middle
- % dimerization), and Mre11 exonuclease activity (right – relative fluorescence). Green, orange, purple, and
blue bars represent wildtype, V156M, V160M, and R805E, respectively. The order of the bars follows the general
order of peaks that experience significant CSPs upon mutation. For ATP hydrolysis and exonuclease assays,
bars represent the average of at least three independent measurements, and the error bars are the standard
deviation of the replicate experiments. Dimerization assays were performed once. *, ** and *** Represent
p-values less than 0.05, 0.01, and 0.001, respectively. The inset above shows the CSPs for L47Cδ1. (b) Structure
of Mre11HLH-Rad50NBD highlighting the side chain methyl groups that have a |mean[RP,Hydrolysis, RP,Dimerization,
RP,Exonuclease]| > 0.65. incorporated into a DNA duplex but high fluorescence as the free nucleotide. This probe is placed at the second
position from the 3′-end of a 29 bp DNA duplex and is released upon exonuclease cleavage of the DNA. As
expected, the presence of the non-hydrolyzable ATP analog AMP-PNP resulted in a dramatic reduction in exo-
nuclease activity, as the closed form of the M2R2 complex is stabilized and the exonuclease active site of Mre11
is occluded (Supplementary Fig. S7)17,38,39. Although the Rad50 mutations did not have a significant effect on
Mre11 exonuclease activity in the absence of ATP, as seen in Supplementary Fig. S7, the addition of nucleotide
caused a statistically significant increase in 2-AP signal for all the mutants when compared to the WT complex
(p-value < 0.05). Again, when the relative activity is plotted in the order of NMR peak position, as shown in
Fig. 4a right, the observed increase in Mre11 exonuclease function correlates strongly with the observed CSPs
shown in the 2D 13C,1H methyl-TROSY spectra in Fig. 2a. Results
Sid
h Thus, the increase in Rad50NBD activity upon mutation
is also seen for Mre11 exonuclease activity.t To quantify the relationship between the shift in population of Rad50NBD structure and dynamics (Figs. 2 and 3)
and the changes in M2R2 activity (Fig. 4a and Supplementary Table S2), we calculated the Pearson’s correlation
coefficients (RP) of δMethyl versus Rad50NBD nucleotide binding, ATP hydrolysis, and dimerization activities as well
as M2R2 exonuclease activity (Supplementary Table S1). 15 of 25 residues in cluster 1 and eight of ten residues in
cluster 2 have a meaningful correlation (RP > 0.65) between dynamic changes in structure and ATP hydrolysis,
dimerization, and/or exonuclease activities. And 20 of these 23 residues show a meaningful correlation to all three
of these activities, underscoring the intimate association between Rad50 ATP-induced dimerization and subse-
quent ATP hydrolysis and Mre11 exonuclease activity within M2R2. Interestingly, all of the correlations in cluster
1 are positive, while all the correlations in cluster 2 are negative – a result that emphasizes the power of CHESCA
to cluster residues into relevant groups. None of the residues in cluster 3 correlate with these M2R2 activities (i.e.,
ATP-induced dimerization, ATP hydrolysis, or exonuclease). The side chain methyl groups of clusters 1 and 2 that
are correlated with activity are highlighted on the structure of Mre11HLH- Rad50NBD in Fig. 4b. This view shows a
path around the perimeter of Rad50NBD, from the signature motif to the hinge across the P-loop and down to the
Walker A motif, linking the two sites of ATP-binding with the dimerization interface (Supplementary Fig. S8). Discussion V156 is on the same face of the
signature-coupling α2 helix as V160, but the side chain points toward the signature-coupling α1 helix. We pos-
tulate that the V156M mutation begins the process of splaying these two helices apart, which occurs upon ATP
binding18. Although the movement of these two helices will affect the conserved Q-loop leading to changes in
basic switch R805 interactions, the effects would be lesser, resulting in the intermediate changes that we observe
in methyl group chemical shift.h y g
pt
The dynamics information supplied by our NMR data greatly enhances the pictures provided by X-ray crys-
tallography. The data presented in Figs 2 and 3 are unique in that many of the CSPs observed with mutation are
correlated with a change in the amplitude of side chain methyl group motion. Changes in the salt-bridge and
hydrogen bonding network noted by Deshpande et al.19, and seen in our CSPs (Fig. 2b), have been implicated in
the altered activities of the R805E mutation. Here, we show that a general loosening of side chain motions (~65%
of residues in the network are experiencing an increase in dynamics – Supplemental Table S1), probed by the
build-up of “forbidden” methyl 1H triple quantum coherences, also accompanies these previously observed
changes in structure. Among the residues with the largest change in η rates upon mutation, signifying a change in
Saxis
2 , are L802 and L806 which are in the extended signature helix and line a hydrophobic cavity. The R805E muta-
tion causes a decrease in their η rates that corresponds to ∆Saxis
2 , or change in methyl axis order parameters, of
~−0.3–−0.4 (when using an estimated τc of 30 nsec; see Supporting Information). This is a considerable decrease
for a parameter that ranges between 0 and 1 for a completely flexible or rigid methyl group, respectively. Previous
biochemical studies have shown that filling this cavity, via a L802W mutation, resulted in decreased ATP binding
and hydrolysis and ATP-induced dimerization19. The data in Fig. 3 now also suggest a dynamic role for this hydro-
phobic cavity in addition to a simple structural role. Discussion Even though X-ray crystallography has revealed the large structural changes that occur to the M2R2 complex upon
Rad50 ATP binding14–17, there are still unanswered questions about how this global change and underlying local
motions affect DNA DSB recognition, repair initiation, and downstream signaling. High-resolution solution-state
studies should be able to provide key information about structures and dynamics not accessible by static crystal-
lography or low-resolution small angle X-ray scattering (SAXS) data. Here, we use methyl-based solution state
NMR to further the existing structural biology studies on the essential M2R2 complex. We coupled our NMR data 6 Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 www.nature.com/scientificreports/ on Pf Rad50NBD with biochemical data to learn more about a dynamic allosteric network that transmits informa-
tion throughout Rad50 to promote function.hii g
p
The basic switch residue R805 was first identified through the comparison of monomer and ATP-induced
dimer Mre11HLH -Rad50NBD crystal structures18. Subsequent X-ray crystallography, biochemical, and in vivo data
has shown that the R805E mutant has altered ATP hydrolysis activity and a higher propensity to form dimers
in the presence of ATP, which in turn alters M2R2 DNA end tethering, Mre11 endonuclease activity, and down-
stream signaling for DNA DSB repair in yeast19. The methyl-TROSY 13C,1H correlation spectrum of Mre11HLH
-Rad50NBD (R805E) shows many large CSPs, including regions perturbed in the crystal structure of Pf Rad50NBD
(R805E) (i.e., the P-loop) and others that are not (i.e., the base of extended signature helix and β strands 8, 9,
and 10). The X-ray crystal structures of WT Rad50NBD (pdb: 3QKS18) and Rad50NBD(R805E) (pdb: 4NCI19) are
similar with a Cα and all atom r.m.s.d. of ~1.7 Å and ~2.0 Å, respectively. Yet, our data demonstrates that this
basic switch mutation affects every part of Rad50NBD involved in ATP binding and hydrolysis and dimerization. We have also identified two additional mutations, V160M and V156M in the signature-coupling α2 helix, that
affect the same residues as R805E in the Mre11 HLH-Rad50NBD methyl correlation spectra. V160 packs against
R805, so we hypothesize that the longer side chain of the V160M mutation acts to sterically hinder R805 from
its main chain interaction with the carbonyl group of N134. It is therefore not surprising that V160M has similar
effects as R805E in the methyl correlation spectra and in the biochemical assays. Discussion y
While these data provide a description for altered structure and dynamics (i.e., breaking non-covalent inter-
actions and increasing motions) of R805E, V160M, and V156M, these data more importantly provide a different
view into the changes in conformation and mobility within Rad50NBD that have to be overcome when ATP binds
in order to make a dimer and consequently productive ABC ATPase. Each of these mutations causes many small
changes across the structure of Rad50NBD spread across ~50 Å, in contrast to the large global rearrangements that
occur upon dimerization, which prepares Rad50NBD for ATP binding and subsequent dimerization. Moreover,
these mutations appear to increase conformational entropy, probed through a general increase in methyl group
dynamics40,41, unlocking dynamics that need to be accessed for ATP binding. These effects are what we observe in
the structural and dynamics data presented in Figs 2 and 3. As illustrated in the model in Fig. 5, these structural
and dynamics changes appear to lead to a more “active,” dimerization competent Rad50NBD conformation, either
through destabilizing the ATP-free ground state and/or increasing the population of this dimerization competent
state. The model for the ATP binding competent state in Fig. 5 is simplified as the data in Fig. 2 suggests the pres-
ence of more than one excited state. Yet, these states are very likely in a dynamic equilibrium interconverting on a
fast timescale, with one (or more) responsible for on-pathway ATP-dependent dimerization. Given the fast
exchange on the chemical shift timescale of Fig. 2a and the lack of observable relaxation dispersion CPMG, a
lower limit on the observed rate of exchange (kex) can be placed at ~2000 sec−1. Because of the populated weighted
average of the fast timescale methyl amplitudes shown in Fig. 3a, it is tempting to place the conformational
exchange on the nanosecond timescale; however, these correlations do not arise because exchange is fast relative
to τc or the timescale of Saxis
2
but rather fast relative to the η rates, which is actually slower than the CPMG win-
dow. Thus, we hypothesize an upper limit on the observed kex of ~107 sec−1 – a range of conformational exchange
rates that have yet to be accessed for methyl groups by NMR spectroscopy. The increased probability of an active
Rad50NBD then manifests itself in the observed increases in ATP hydrolysis, Rad50 dimerization, and Mre11 exo-
nuclease activity (Fig. 4). Materials and Methods
P
i
i
d Protein expression and purification. Codon optimized Pf Rad50 nucleotide binding domain (Rad50NBD:
aa1-195; GGAGGAGG linker; aa709-882) was synthesized by Life Technologies and subsequently cloned into a
modified pET-29 vector (Novagen). Point mutations were made using the Quikchange (Stratagene) approach. E. coli BL21(DE3) C41 cells (Sigma) were transformed and grown in deuterated M9 minimal media with 1 g/L
15NH4Cl and 3 g/L 2H,12C-glucose. U-[2H,15N], Ileδ1-[13CH3], Leuδ/Valγ-[13CH3,12CD3], Metε-[13CH3] (ILVM)
labeled samples of 6xHis-Rad50NBD were produced following the protocol of Tugarinov et al. with precursors
added to the bacterial culture 45 min before induction42. Protein expression was induced with 1 mM IPTG for
~16 h at 25 °C. Cells were lysed in 25 mM HEPES, pH 7.0, 300 mM NaCl, 25 mM imidazole via homogeniza-
tion, and then heated for 30 min at 65 °C. Clarified cell lysate was loaded onto a 5 mL HisTrap HP column (GE
Healthcare) and eluted with 300 mM imidazole. The 6xHis tag was removed with TEV protease and Rad50NBD was
repurified on the HisTrap column. The sample was subsequently diluted to decrease the NaCl concentration to
~80 mM, then loaded onto a HiTrap SP HP column (GE Healthcare), and eluted in a linear gradient into 25 mM
HEPES, pH 7.0, 1 M sodium acetate, 0.1 mM EDTA. The SP elution peak was concentrated using ultrafiltration
(Vivaspin, Sartorius) before loading onto a HiLoad 16/60 Superdex 200 pg column (GE Healthcare) equilibrated
in 25 mM HEPES, pH 7.0, 200 mM sodium acetate, 0.1 mM EDTA. Pf Mre11HLH (aa344-426) was sub-cloned from codon optimized full–length Pf Mre11 (synthesized by Life
Technologies) into a pETM-60 vector containing an N-terminal NusA-6xHis tag. The plasmid was transformed
into E. coli BL21(DE3) C41 cells, and protein expression was induced with 1 mM IPTG for 4 h at 37 °C. Cells
were lysed in 50 mM HEPES, pH 7.5, 30% (v/v) glycerol via homogenization. Clarified cell lysate was loaded
onto a 5 mL HisTrap HP column and eluted with 300 mM imidazole. The NusA-6xHis tag was removed with
TEV protease, followed by dialysis into 50 mM HEPES, pH 7.5, 300 mM NaCl, 10% (v/v) glycerol. Mre11HLH was
repurified on the HisTrap column. The sample was then brought up to 1.5 M ammonium sulfate and loaded onto
a HiTrap Phenyl HP column (GE Healthcare). Mre11HLH was eluted in a step gradient of decreasing ammonium
sulfate. Discussion An allosteric pathway between Mre11 and Rad50 has been implicated in the past with a likely conduit being
the Rad50 coiled-coil domain and Mre11HLH interaction18,19. However, we did not see any changes in methyl
group chemical shift or fast timescale dynamics in this area (Figs 2 and 3) with our mutations. We do observe
increased mobility at the base of the coiled-coil domain, which could lead to rigid body motions that would be
transmitted to Mre11 via the helix-loop-helix motif18, but the NMR data presented here would not be sensitive to
such rigid body motions. Furthermore, this route would require transmission of the Rad50 ATP state via a long
flexible linker between Mre11HLH and its capping domain. On the other hand, we observe changes in structure
and dynamics at the base of the extended signature helix, the signature motif, and β strands 8, 9, and 10. This area Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 7 www.nature.com/scientificreports/ Hinge
Extended
Signature
Helix
Signature
Motif
D-loop
Walker A
P-loop
Q-loop
Wildtype
Mutants
Rad50 Dimer
Rad50 Monomer
ATP Binding
ATP Hydrolysis
Dimerization Competent State
Conformational
Equilibrium
ATP Hydroly
TP Hydro
rium
ATP + 1
2
2 ADP + 1
Figure 5. Model for Rad50NBD “activation” to a binding competent state. Left, illustrates the “ground” state
Rad50NBD with stable interactions between the hinge, extended signature helix, basic switch, and Q-loop. This
state is in equilibrium (green reaction arrow) with an ensemble of “Dimerization Competent States,” middle,
in which the stable interactions are starting to break and increased side chain dynamics are present. The effect
of V156M, V160M, and R805E is to increase the population of this state, as denoted by the orange, purple, and
blue reaction arrows. ATP binds to this state, and dimerization can subsequently occur, right. The process is
reset by ATP hydrolysis and dimer dissociation. Hinge
Extended
Signature
Helix
Signature
Motif
D-loop
Walker A
P-loop
Q-loop
Wildtype
Mutants
Rad50 Dimer
Rad50 Monomer
ATP Binding
ATP Hydrolysis
Dimerization Competent State
Conformational
Equilibrium
ATP Hydroly
TP Hydro
rium
ATP + 1
2
2 ADP + 1 Dimerization Competent State Rad50 Monomer Figure 5. Model for Rad50NBD “activation” to a binding competent state. Left, illustrates the “ground” state
Rad50NBD with stable interactions between the hinge, extended signature helix, basic switch, and Q-loop. Discussion This
state is in equilibrium (green reaction arrow) with an ensemble of “Dimerization Competent States,” middle,
in which the stable interactions are starting to break and increased side chain dynamics are present. The effect
of V156M, V160M, and R805E is to increase the population of this state, as denoted by the orange, purple, and
blue reaction arrows. ATP binds to this state, and dimerization can subsequently occur, right. The process is
reset by ATP hydrolysis and dimer dissociation. of Rad50NBD makes contact with the Mre11 capping domain, a region thought to be important for exonuclease
substrate DNA unwinding and translocation4. Rad50NBD ATP-induced dimerization and subsequent hydrolysis
could power the conformational changes in this domain, which are necessary for efficient M2R2 nuclease activity. Thus, this second interaction could be an alternative or additional pathway for Mre11-Rad50 allostery. The muta-
tions that we have produced and characterized here are perfect tools for upcoming methyl-based NMR studies on
ILVM-labeled Mre11 to pin down the role of the Rad50 ABC ATPase in M2R2 DNA DSB activity. In conclusion,
we have shown that methyl-based NMR methods are sensitive to the subtle structural and dynamics changes
that accompany mutation in Rad50NBD and provide a view into the processes that underlie Rad50NBD functions
required for DNA DSB repair. Materials and Methods
P
i
i
d To determine which methyl groups experience a deviation due to mutation, we used a median-absolute-deviation
(MAD) approach29,30, which is routinely applied to distributions to find outliers. Here we assume that in the
absence of an effect, there will be small, random fluctuations in the peak position due to noise which will be
reflected in a small standard deviation. If one or two mutations have an effect then a slightly larger standard devi-
ation will be calculated. Finally, if the mutations have a systematic effect on the peak position, a large standard
deviation will be obtained. Thus, for each methyl group, the standard deviation of the four δMethyl values (i.e., WT,
R805E, V160M, and V156M) was determined. We then calculated the median of the δMethyl standard deviations,
and for each methyl group calculated the absolute value of the difference between the median and the methyl
group standard deviation. This value along with its median was then converted into a Z-score (see Supplementary
Fig. S3 for flow chart of analysis). Methyl groups with Z-scores greater than 0.25, 1.5, and 2.5 were used to color
atoms in Supplementary Fig. S3 light blue, blue, and dark blue respectively.t pp
y
g
g
p
y
Chemical shift covariation analysis (CHESCA)32 was performed with in-house written python scripts that
make use of the scientific python (scipy) library. Using methyl groups that had a significant deviation according
to the MAD approach (Z-score > 0.25), unit-less inter-residue correlation distances45,46 (dij) were calculated
between each side chain methyl group using the δMethyl values for each mutation according to δ
δ
δ
δ
δ
δ
δ
δ
=
−
−
⋅
−
−
−
(
) (
)
(
)
(
)
d
1
(2)
ij
methyl i
methyl i
methyl j
methyl j
methyl i
methyl i
methyl j
methyl j
,
,
,
,
,
,
2
,
,
2 (2) where δmethyl i, (δmethyl j, ) and δmethyl i, (δmethyl j, ) are a vector and mean of the δMethyl values for the i-th (j-th) residues,
respectively, the · is the dot product, and || ||2 is the norm. The correlation distance is similar to the Pearson’s cor-
relation coefficient; however, the correlation distance is zero only if the random vectors (i.e., δmethyl i, and δmethyl j, )
are truly independent45,46. dij values were not filtered prior to clustering. Materials and Methods
P
i
i
d A final HisTrap column purification was performed on the 95% B elution peak containing Mre11HLH and
Mre11HLH was collected in the flow through. HLH
NBD
NBD
HLH l
g
Mre11HLH-Rad50NBD complexes were made by mixing Rad50NBD with a slight excess of Mre11HLH and heating
at 60 °C for 10 min. Once cooled, the Mre11HLH-Rad50NBD complex was purified on the HiTrap SP HP column. 8 Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 www.nature.com/scientificreports/ For NMR samples, Mre11HLH-Rad50NBD complexes were buffer exchanged into deuterated NMR buffer (25 mM
HEPES, pH 7.0 [uncorrected], 150 mM NaCl) and concentrated. NMR assignments. Assignments were made using 3D 13C,13C,1H HMQC-NOESY-HMQC data (250 msec
mixing time) recorded on a 900 MHz (21.1 T) Varian VNMRS NMR spectrometer equipped with a cryogeni-
cally cooled z-axis gradient probe (Rocky Mountain Regional 900 MHz Facility, University of Colorado, Denver). NOE-based assignments were validated and extended by recording 2D 13C,1H methyl-TROSY HMQC spectra on
cysteine point mutations (I190C, V768C, V866C, L103C, L176C, and L51C) in the absence and presence of MTSL
nitroxide spin label (Toronto Research Chemicals). Additionally, Rad50 hinge region mutations (V156M, V157M,
V160M, and L163M) were produced to help resolve a crowded region in the Rad50NBD structure. The choice of the
mutation to methionine was derived from a sequence alignment of Rad50, which showed the need for a hydro-
phobic residue at these positions, and the desire to put the newly labeled methyl group in an uncrowded region
of the methyl-TROSY spectra. HMQC spectra on these mutations were recorded on a 600 MHz (14.1 T) Agilent
DD2 NMR spectrometer equipped with a room temperature z-axis gradient probe. All NMR data were collected
at 50 °C, and spectra were processed with NMRPipe43 and analyzed with CCPN analysis44. Methyl chemical shift perturbation analysis. To help analyze the effect that mutation has on each of the
side chain methyl groups, a combined weighted methyl chemical shift37 value (δMethyl) was calculated from the 13C
(δC) and 1H (δH) chemical shifts according to δ
δ
δ
=
+
w
w
/
/
Methyl
C
C
H
H δ
δ
δ
=
+
w
w
/
/
(1)
Methyl
C
C
H
H (1) where wc = (1.65, 1.6, 1.4, and 1.54) and wH = (0.29, 0.28, 0.27, and 0.41) are the standard deviations for δC and δH
from the Biological Magnetic Resonance Data Bank for Ileδ1, Leuδ, Valγ, and Metε methyl groups, respectively. Materials and Methods
P
i
i
d Parallel and perpendicular fluorescence were measured
using a Synergy Neo2 multimode reader equipped with a FL 485/530 filter (Biotek); polarizations were calculated
via BioTek software. Binding affinities were calculated by fitting polarization vs. unlabeled nucleotide concentra-
tion with an in-house script to the previously described inhibition function competitive binding function50. The
calculated KI,ATP and KI,ADP are in agreement with the data presented in Supplementary Table S2, showing the
same trends as observed for the KD’s determined with the fluorescently labeled nucleotide analogs. Dimerization. Mre11HLH-Rad50NBD dimerization was analyzed on a Superdex 200 Increase 10/300 GL col-
umn (GE Healthcare) as described by Desphande et al.19. Each sample contained 75 μM Mre11HLH-Rad50NBD and
5 mM MgCl2 in 50 μL with and without 5 mM ATP. Samples were incubated at 60 °C for 10 min, cooled briefly
on ice, and centrifuged for 10 min at 14,000 rpm. The samples were then loaded onto the column equilibrated in
25 mM HEPES, pH 7.0, 150 mM NaCl, and 0.1 mM EDTA at 4 °C. The fraction of dimeric Mre11HLH-Rad50NBD
was determined by measuring the area under the curve, using a box sum, for monomer and dimer peaks and
dividing the area of the dimer by the total area of the two peaks. ATP hydrolysis assay. ATP hydrolysis kinetics were measured in 50 mM Tris, pH 7.75, 100 mM NaCl, and
10 mM MgCl2. 60 μL reactions containing either 0.5 μM (for V160M and R805E) or 2 μM Mre112-Rad50NBD
2 (For
wildtype and V156M) with 1.2-fold excess Mre11 and 0–150 μM ATP were incubated for 60 min at 65 °C, then
cooled on the bench for 2 min before centrifuging at max speed for 1 min. Reactions without protein at each ATP
concentration (i.e., an ATP only titration) were included for each experiment as a control for ATP degradation/
PO4 contamination. 50 µL of each reaction was transferred into clear, flat-bottom 96-well plates, then 100 µL of
cold BIOMOL Green reagent (Enzo Life Sciences) was added to each well. The plates were centrifuged at 500 × g
for 1 min and the BIOMOL reaction was allowed to proceed at room temperature for 30 min. The plate was
read for BIOMOL Green signal at A640 in the Synergy Neo2 multi-mode reader using the path length correction
function to correct for any differences in volumes between the wells. Materials and Methods
P
i
i
d protein concentration ([P]) with an in-house script to the quadratic binding function, =
+
−
+
+
−
+
+
−
∗
F
F
F
F
K
ATP
P
K
ATP
P
ATP P
ATP
(
)(
[
]
[ ])
(
[
]
[ ])
4[
][ ]
2
[
]
Max
D
D
0
0
2 (4) where F0 and FMax are initial and final polarization values. Reported errors are the standard deviation of n ≥ 3
experiments. ADP binding affinity. Mre11HLH-Rad50NBD binding affinity to ADP was measured using FRET between
the intrinsic tryptophan residues in Rad50 and MANT-ADP (2′-(or-3′)-O-(N-Methylanthraniloyl) Adenosine
5′-Diphosphate, Thermo Scientific). Reactions were performed in 25 mM HEPES, pH 7.0, 150 mM NaCl, 0.1 mM
EDTA. MANT-ADP was titrated (0–50 µM) into a black, flat-bottom 384-well plate, where each well contained
5 µM Mre11HLH-Rad50NBD and 5 mM MgCl2. The plate was then centrifuged at 500 × g for 2 min and incubated
at room temperature for 10 min. Tryptophan residues were excited at 290 nm and MANT emission from FRET
was detected at 450 nm on the Synergy Neo2 plate reader. Spectral overlap was corrected using the tryptophan
emission from an unlabeled ADP titration with the appropriate protein concentration and the emission from a
titration of MANT-ADP alone, where the signal from FRET has the background contribution from donor and
acceptor subtracted from each point49. Binding affinities were calculated by fitting FRET intensity vs. protein
concentration to the quadratic binding function equation (4). Reported errors are the standard deviation of n ≥ 3
experiments. Nucleotide competition studies. Binding affinities for Mre11HLH-Rad50NBD to ATP and ADP were
also measured via a competition assay, as shown for the data in Supplementary Fig. S6. BODIPY FL ATP was
pre-bound to Mre11HLH-Rad50NBD (wildtype or R805E) to achieve ~80% fraction bound, and a decrease in fluo-
rescence polarization was monitored as a function of increasing unlabeled ATP or ADP (Supplementary Fig. S6). Reactions were performed in 25 mM HEPES, pH 7.0, 150 mM NaCl, and 0.1 mM EDTA. ATP or ADP (0–1 mM)
was titrated into a black, flat bottom 384-well plate where each well contained 5 nM BODIPY FL ATP, 5 mM
MgCl2, and 25 μM Mre11HLH-Rad50NBD (wildtype or R805E). The plate was then centrifuged at 500 × g for 2 min
and then incubated at room temperature for 10 min. Materials and Methods
P
i
i
d Connections were determined using the
complete linkage algorithm, which has been shown to minimize false positives compared to the original single
linkage method47. A unit-less distance cut off of 1.5, which was empirically determined based on the dendrogram
in Supplemental Fig. S4, was used to derive the three clusters. The python script to perform CHESCA on methyl
residues is available upon request. Methyl group relaxation and analysis. The build-up and decay of methyl 1H ‘forbidden’ triple-quantum
coherences were measured at 50 °C as described by Sun et al. using an Agilent 600 MHz (14.1 T) DD2 NMR spec-
trometer36. Relaxation delays (T) of 2, 4, 7, 12, 17, 22, 27, 32, 37, and 42 msec were recorded in an interleaved
manner. Datasets were processed and analyzed using NMRPipe and associated programs43. Intra-methyl 1H - 1H
dipolar cross-correlated relaxation rates (η) were calculated by fitting ratios of peak intensities as a function of
relaxation time, η
η
δ
η
δ
δ
η
δ
=
+
+
−
+
I
I
C
T
T
(
tanh(
))
tanh(
)
(3)
forbid
allow
2
2
2
2
2
2 (3) where Iforbid and Iallow are the intensity of the 1H triple- and single-quantum coherences, respectively, C = 0.75, and
δ accounts for relaxation from external protons36. The reported errors were calculated from the covariance matrix
of the fit48. where Iforbid and Iallow are the intensity of the 1H triple- and single-quantum coherences, respectively, C = 0.75, and
δ accounts for relaxation from external protons36. The reported errors were calculated from the covariance matrix
of the fit48. ATP binding affinity. ATP binding affinity of Mre11HLH-Rad50NBD was measured as described previously
by Majka et al. by observing the fluorescence polarization of BODIPY FL ATP (Adenosine 5′Triphosphate, Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 9 www.nature.com/scientificreports/ BODIPY FL 2′-(or-3′)-O-(N-(2-Aminoethyl)-Urethane), Life Technologies) in a Synergy Neo2 multi-mode
reader (BioTek)17. Reactions were performed in 25 mM HEPES, pH 7.0, 150 mM NaCl, 0.1 mM EDTA. Mre11HLH-Rad50NBD (0–70 μM) was titrated into a black, flat bottom 384-well plate where each well contained
5 nM BODIPY FL ATP and 5 mM MgCl2. The plate was centrifuged at 500 × g for 2 min and then incubated at
room temperature for 10 min. Parallel and perpendicular fluorescence were measured using a FP 485/530 filter;
polarizations were calculated via BioTek software. Binding affinities were calculated by fitting polarization (F) vs. References References
1. Rupnik, A., Lowndes, N. F. & Grenon, M. MRN and the race to the break. Chromosoma 119, 115–35 (2010). 1. Rupnik, A., Lowndes, N. F. & Grenon, M. MRN and the race to the break. Chromosoma 119, 115–35 (2010). 2. Williams, R. S., Williams, J. S. & Tainer, J. A. Mre11-Rad50-Nbs1 is a keystone complex connecting DNA repair machinery, d
strand break signaling, and the chromatin template. Biochem. Cell Biol. 85, 509–20 (2007). 3. Paull, T. T. & Gellert, M. The 3′ to 5′ Exonuclease Activity of Mre11 Facilitates Repair of DNA Double-Strand Breaks. Mol. Cell 1,
969–979 (1998). 4. Williams, R. S. et al. Mre11 dimers coordinate DNA end bridging and nuclease processing in double-strand-break repair. Cell 135
97–109 (2008). (
)
5. Hopfner, K.-P. et al. Structural biology of Rad50 ATPase: ATP-driven conformational control in DNA double-strand break repai
and the ABC-ATPase superfamily. Cell 101, 789–800 (2000). p
y
6. Hopfner, K.-P. & Tainer, J. A. Rad50/SMC proteins and ABC transporters: Unifying concepts from high-resolution structures. Curr
Opin. Struct. Biol. 13, 249–255 (2003). p
7. Lee, J.-H. & Paull, T. T. Activation and regulation of ATM kinase activity in response to DNA double-strand breaks. Oncogene 26
7741–7748 (2007).l 8. Williams, R. S. et al. Nbs1 flexibly tethers Ctp1 and Mre11-Rad50 to coordinate DNA double-strand break processing and repair. Cell 139, 87–99 (2009).h ,
(
)
9. Carney, J. P. et al. The hMre11/hRad50 protein complex and Nijmegen breakage syndrome: Linkage of double-strand break repair
to the cellular DNA damage response. Cell 93, 477–486 (1998).i 10. Waltes, R. et al. Human RAD50 Deficiency in a Nijmegen Breakage Syndrome-like Disorder. Am. J. Hum. Genet. 84, 605–616 (2009). 11. Stewart, G. S. et al. The DNA double-strand break repair gene hMRE11 is mutated in individuals with an ataxia-telangiectasia-like
disorder. Cell 99, 577–87 (1999).h (
)
2. Wang, Z. et al. Three Classes of Genes Mutated in Colorectal Cancers with Chromosomal Instability. Cancer Res. 64, 2998–3001
(2004).i (
)
13. Vilar, E. et al. MRE11 deficiency increases sensitivity to poly(ADP-ribose) polymerase inhibition in microsatellite unstable colorectal
cancers. Cancer Res. 71, 2632–2642 (2011). 14. Möckel, C., Lammens, K., Schele, A., Hopfner, K.-P. & Pemberton, T. ATP driven structural changes of the bacterial Mre11:Rad50
catalytic head complex. Nucleic Acids Res. 40, 914–27 (2012).h y
p
5. Lammens, K. et al. TheMre11:Rad50 structure shows an ATP-dependent molecular clamp in DNA double-strand break repair. Materials and Methods
P
i
i
d A640 values were corrected by subtracting
the A640 values of the ATP only reactions at each ATP concentration. This corrected A640 value was then trans-
formed into nmols of PO4 released/min based on a PO4 standard curve incubated in BIOMOL Green reagent for
30 min at room temperature. These values (v0) were plotted versus ATP concentration and the data were fit to the
Michaelis-Menten equation including a Hill coefficient (n) =
+
v
V
ATP
K
ATP
[
]
[
]
(5)
max
n
M
n
n
0 =
+
v
V
ATP
K
ATP
[
]
[
]
max
n
M
n
n
0 (5) to find the Vmax and KM. Plots are the average of least 3 replicate experiments. to find the Vmax and KM. Plots are the average of least 3 replicate experiments. Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 10 www.nature.com/scientificreports/ Mre11 exonuclease assay. The 2-aminopurine (2-AP) exonuclease assays were performed in
50 mM Tris pH 7.5, 150 mM NaCl, 0.1% PEG-6000, and 2.5% glycerol as described by Williams et al.4. Two DNA strands Exo2-5 (5′-GGCGTGCCTTGGGCGCGCTGCGGGCGG(2-AP)G-3′) and Exo2-3
(5′-CTCCGCCCGCAGCGCGCCCAAGGCACGCC-3′) were resuspended in 10 mM Tris, pH 7.5 at a concen-
tration of 100 μM. Equal volumes of strands were combined, heated for 5 min at 95 °C, then slowly cooled to room
temperature to allow the strands to anneal. 30 μL exonuclease reactions contained 0.5 μM Mre112-Rad50NBD
2
complex (with 1.2-fold excess Rad50NBD) and 1 μM 2-AP DNA duplex plus 1 mM MnCl2 or 1 mM MnCl2/5 mM
MgCl2/1 mM ATP or 1 mM MnCl2/5 mM MgCl2/1 mM AMP-PNP. Reactions were incubated at 60 °C for 45 min
in a heat block (and in the dark to prevent quenching of the fluorophore), then cooled on the bench for 2 min
before centrifuging at max speed for 1 min. 25 μL of each reaction was transferred to black, flat-bottom 384-well
plates. The plates were centrifuged at 500 × g for 1 min and then 2-AP fluorescence (ex310/em375) was read in a
Synergy Neo2 plate reader. Raw relative fluorescent units were corrected by subtracting the signal from a reaction
without MnCl2 or nucleotide. At least 3 replicate experiments were done for each mutant Mre112-Rad50NBD
2
complex across at least two preparations of complex. Data availability. The datasets generated during and/or analysed during the current study are available from
he corresponding author on reasonable request. References Cel
145, 54–66 (2011). 16. Lim, H. S., Kim, J. S., Park, Y. B., Gwon, G. H. & Cho, Y. Crystal structure of the Mre11-Rad50-ATPγS complex: understanding the
interplay between Mre11 and Rad50. Genes Dev. 25, 1091–104 (2011). 16. Lim, H. S., Kim, J. S., Park, Y. B., Gwon, G. H. & Cho, Y. Crystal structure o
interplay between Mre11 and Rad50. Genes Dev. 25, 1091–104 (2011). 17. Majka, J., Alford, B., Ausio, J., Finn, R. M. & McMurray, C. T. ATP hydrolysis by RAD50 protein switches MRE11 enzyme from
endonuclease to exonuclease. J. Biol. Chem. 287, 2328–2341 (2012). endonuclease to exonuclease. J. Biol. Chem. 287, 2328–2341 (201 8. Williams, G. J. et al. ABC ATPase signature helices in Rad50 link nucleotide state to Mre11 interface for DNA repair. Nat. Struct
Mol. Biol. 18, 423–31 (2011). 9. Deshpande, R. A. et al. ATP-driven Rad50 conformations regulate DNA tethering, end resection, and ATM checkpoint signaling
EMBO J. 33, 482–500 (2014).h 20. Hopkins, B. B. & Paull, T. T. The P. furiosus mre11/rad50 complex promotes 5′ strand resection at a DNA double-strand break. Cell
135, 250–60 (2008). 21. Seifert, F. U., Lammens, K., Stoehr, G., Kessler, B. & Hopfner, K.-P. Structural mechanism of ATP-dependent DNA binding and
end bridging by eukaryotic Rad50. EMBO J. 35, 759–72 (2016). 22. Hohl, M. et al. Interdependence of the Rad50 Hook and Globular domain functions. Mol. Cell 57, 479–492 (2015). 23. Gao, Y., Meyer, J. R. & Nelson, S. W. A network of allosterically coupled residues in the bacteriophage T4 Mre11-Rad50 c
Protein Sci. 25, 2054–2065 (2016). 24. Pervushin, K., Riek, R., Wider, G. & Wüthrich, K. Attenuated T2 relaxation by mutual cancellation of dipole-dipole coupling and
chemical shift anisotropy indicates an avenue to NMR structures of very large biological macromolecules in solution. Proc. Natl. Acad. Sci. USA 94, 12366–71 (1997). ,
(
)
25. Tugarinov, V., Hwang, P. M., Ollerenshaw, J. E. & Kay, L. E. Cross-Correlated Relaxation Enhanced 1 H− 13 C NMR Spectroscopy
of Methyl Groups in Very High Molecular Weight Proteins and Protein Complexes. J. Am. Chem. Soc. 125, 10420–10428 (2003). d
d b d
d
f h
b g
g
y
p
py
of Methyl Groups in Very High Molecular Weight Proteins and Protein Complexes. J. Am. Chem. Soc. 125, 10420–10428 (2003). 26. Sprangers, R. & Kay, L. E. Quantitative dynamics and binding studies of the 20S proteasome by NMR. www.nature.com/scientificreports/ k
l Th
d
d l f
d
l
f
ft
l g
p
p
g y
p p
44. Vranken, W. F. et al. The CCPN data model for NMR spectroscopy: development of a software pipeline. Proteins 59, 687–96 (2005). k l
k
d
d
d
b
l
f d 44. Vranken, W. F. et al. The CCPN data model for NMR spectrosc 44. Vranken, W. F. et al. The CCPN data model for NMR spectroscopy: development of a software pipeline. Proteins 59, 687–96 (2005). 45. Székely, G. J., Rizzo, M. L. & Bakirov, N. K. Measuring and testing dependence by correlation of distances. Ann. Stat. 35, 2769–2794
(2007). 44. Vranken, W. F. et al. The CCPN data model for NMR spectroscopy: development of a software pipeline. Proteins 59, 687–96 (2005). 45 Székely G J Rizzo M L & Bakirov N K Measuring and testing dependence by correlation of distances Ann Stat 35 2769–2794 k
,h
p
py
pt
p p
,
45. Székely, G. J., Rizzo, M. L. & Bakirov, N. K. Measuring and testing dependence by correlation of distances. Ann. Stat. 3
(2007). (
)
46. Székely, G. J. & Rizzo, M. L. Brownian distance covariance. Ann. Appl. Stat. 3, 1236–1265 (2009). G. J. & Rizzo, M. L. Brownian distance covariance. Ann. Appl. Stat. 3 . Székely, G. J. & Rizzo, M. L. Brownian distance covariance. Ann. A y
pp
7. Boulton, S., Akimoto, M., Selvaratnam, R., Bashiri, A. & Melacini, G. A tool set to map allosteric networks through the NMR
chemical shift covariance analysis. Sci. Rep. 4, 7306 (2014).hi t
y
p
8. Press, W. H., Flannery, B. P., Teukolsky, S. A. & Vetterling, W. T. Numerical Recipes in C: The Art of Scientific Computing. (Cambridge
University Press, 1992).i 49. Hieb, A. R. et al. Fluorescence strategies for high-throughput quantification of protein interactions. Nucleic Acids Res. 40, 1–13
(2012).f (
)
0. Wang, Z. X. An exact mathematical expression for describing competitive binding of two different ligands to a protein molecule
FEBS Lett. 360, 111–114 (1995). Acknowledgements g
We thank all members of the Latham laboratory for assistance and discussion. We are grateful to Dr. Lewis E. Kay
(University of Toronto) for critically reading this manuscript. This work was funded by a Welch Foundation Grant
D-1876-20150314 (M.P.L.). The Rocky Mountain Regional 900 MHz NMR facility is supported by the University
of Colorado Cancer Center Support Grant (P30 CA046934). We thank all members of the Latham laboratory for assistance and discussion. We are grateful to Dr. Lewis E. Kay
(University of Toronto) for critically reading this manuscript. This work was funded by a Welch Foundation Grant
D-1876-20150314 (M.P.L.). The Rocky Mountain Regional 900 MHz NMR facility is supported by the University
of Colorado Cancer Center Support Grant (P30 CA046934) Author Contributions Z.K.B., M.D.C., and M.P.L. conceived and designed the research; Z.K.B., S.R., M.D.C., and M.P.L. performed the
research and analyzed the data; Z.K.B. and M.P.L. contributed analysis tools; Z.K.B., M.D.C., and M.P.L. wrote the
paper; and M.P.L. supervised the project. www.nature.com/scientificreports/ www.nature.com/scientificreports/ 1. Boulton, S. & Melacini, G. Advances in NMR Methods to Map Allosteric Sites: From Models to Translation. Chem. Rev. 116
6267–6304 (2016). 2. Selvaratnam, R., Chowdhury, S., Vanschouwen, B. & Melacini, G. Mapping allostery through the covariance analysis of NMR
chemical shifts. Proc. Natl. Acad. Sci. USA 108, 6133–6138 (2011).h t
(
)
33. Selvaratnam, R., Mazhab-Jafari, M. T., Das, R. & Melacini, G. The Auto-Inhibitory Role of the EPAC Hinge Helix as Mapped by
NMR. PLoS One 7, 1–9 (2012). 3. Selvaratnam, R., Mazhab-Jafari, M. T., Das, R. & Melacini, G. The Auto-Inhibitory Role of the EPAC Hinge Helix as Mapped by
NMR. PLoS One 7, 1–9 (2012). 4 Akimoto M et al Signaling through dynamic linkers as revealed by PKA Proc Natl Acad Sci USA 110 14231 6 (2013) Akimoto, M. et al. Signaling through dynamic linkers as revealed by
l
k
l 35. Palmer, A. G., Kroenke, C. D. & Loria, J. P. Nuclear magnetic resonance methods for quantifying microsecond-to-millisecond
motions in biological macromolecules. Methods Enzymol. 339, 204–38 (2001). g
y
6. Sun, H., Kay, L. E. & Tugarinov, V. An optimized relaxation-based coherence transfer NMR experiment for the measurement o
side-chain order in methyl-protonated, highly deuterated proteins. J. Phys. Chem. B 115, 14878–84 (2011). Åi y p
g y
p
y
37. Ådén, J., Wolf-Watz, M., Adén, J. & Wolf-Watz, M. NMR identification of transient complexes critical to adenylate kinase catalysis. J. Am. Chem. Soc. 129, 14003–12 (2007). 8. Hopfner, K.-P. et al. Structural biochemistry and interaction architecture of the DNA double-strand break repair Mre11 nuclease
and Rad50-ATPase. Cell 105, 473–85 (2001). 9. Herdendorf, T. J., Albrecht, D. W., Benkovic, S. J. & Nelson, S. W. Biochemical characterization of bacteriophage T4 Mre11-Rad50
complex. J. Biol. Chem. 286, 2382–2392 (2011). 40. Frederick, K. K., Marlow, M. S., Valentine, K. G. & Wand, A. J. Conformational entropy in molecular recognition by proteins. Nature
448, 325–329 (2007). 41. Tzeng, S.-R. & Kalodimos, C. G. Protein activity regulation by conformational entropy. Nature 488, 236–40 (2012). 42. Tugarinov, V., Kanelis, V. & Kay, L. E. Isotope labeling strategies for the study of high-molecular-weight proteins by s
spectroscopy. Nat. Protoc. 1, 749–54 (2006). p
py
43. Delaglio, F. et al. A multidimensional spectral processing system based on pipes. J. Biomol. NMR 6, 277–293 (1995). References Nature 445, 618–22 (2007). 27. Venditti, V., Fawzi, N. L. & Clore, G. M. Automated sequence- and stereo-specific assignment of methyl-labeled proteins by
paramagnetic relaxation and methyl-methyl nuclear overhauser enhancement spectroscopy. J. Biomol. NMR, https://doi. org/10.1007/s10858-011-9559-4 (2011). p
g
y
y
g
p
y
27. Venditti, V., Fawzi, N. L. & Clore, G. M. Automated sequence- and stereo-specific assignment of methyl-labeled proteins by
paramagnetic relaxation and methyl-methyl nuclear overhauser enhancement spectroscopy. J. Biomol. NMR, https://doi. org/10.1007/s10858-011-9559-4 (2011). g
(
)
28. Battiste, J. L. & Wagner, G. Utilization of site-directed spin labeling and high-resolution heteronuclear nuclear magnetic resonance
for global fold determination of large proteins with limited nuclear overhauser effect data. Biochemistry 39, 5355–65 (2000). h
Th
d
d
b
l
d
h
d l
(
) g
g
29. Pham-Gia, T. & Hung, T. L. The mean and median absolute dev ,
g,h
p
,
(
)
30. Leys, C., Ley, C., Klein, O., Bernard, P. & Licata, L. Detecting outliers: Do not use standard deviation around the mean, use absolute
deviation around the median. J. Exp. Soc. Psychol. 49, 764–766 (2013). Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 11 Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 Additional Information Supplementary information accompanies this paper at https://doi.org/10.1038/s41598-018-19908-8. Supplementary information accompanies this paper at https://doi.org/10.1038/s4 Competing Interests: The authors declare that they have no competing interests. Competing Interests: The authors declare that they have no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and
institutional affiliations. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps an
institutional affiliations. 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 Cre-
ative 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 per-
mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2018 Scientific ReportS | (2018) 8:1639 | DOI:10.1038/s41598-018-19908-8 12
|
W2954760479.txt
|
https://www.mdpi.com/1996-1944/12/13/2131/pdf?version=1562065810
|
en
|
The Effects of Temperature on the Hydrothermal Synthesis of Hydroxyapatite-Zeolite Using Blast Furnace Slag
|
Materials
| 2,019
|
cc-by
| 6,446
|
materials
Article
The Effects of Temperature on the Hydrothermal
Synthesis of Hydroxyapatite-Zeolite Using Blast
Furnace Slag
G.U. Ryu 1 , G.M. Kim 2 , Hammad R. Khalid 3
1
2
3
*
and H.K. Lee 1, *
Department of Civil and Environmental Engineering, Korea Advanced Institute of Science and Technology,
Guseong-dong, Yuseong-gu, Daejeon 305-701, Korea
Center for Carbon Mineralization, Climate Change Mitigation and Sustainability Division, Korea Institute of
Geoscience and Mineral Resources, 124 Gwahak-ro, Yuseong-gu, Daejeon 34132, Korea
Civil & Environmental Engineering Department, King Fahd University of Petroleum & Minerals,
Dhahran 31261, Saudi Arabia
Correspondence: haengki@kaist.ac.kr; Tel.: +82-42-350-3623; Fax: +82-42-350-3610
Received: 4 June 2019; Accepted: 1 July 2019; Published: 2 July 2019
Abstract: Blast furnace slag, an industrial by-product, is emerging as a potential raw material to
synthesize hydroxyapatite and zeolite. In this study, the effects of temperature on the hydrothermal
synthesis of hydroxyapatite-zeolite from blast furnace slag were investigated. Specimens were
synthesized at different temperatures (room temperature, 50, 90, 120, or 150 ◦ C). The synthesized
specimens were analyzed qualitatively and quantitatively via X-ray diffraction (XRD), Fourier
transform infrared spectroscopy (FT-IR), BET/BJH, and scanning electron microscopy/energy
dispersive using X-ray analysis (SEM/EDX). It was found that the hydroxyapatite phase was
synthesized at all the reaction temperatures, while faujasite type zeolite appeared in the specimens
synthesized at 90 and 120 ◦ C. Moreover, faujasite was replaced by hydroxysodalite in the specimens
synthesized at 150 ◦ C. Additionally, the crystals of the hydroxyapatite tended to become larger and
total crystallinity increased as the reaction temperature increased.
Keywords: hydroxyapatite; zeolite; adsorbent; hydrothermal method; blast furnace slag
1. Introduction
Hydroxyapatite (Ca10 (PO4 )6 (OH)2 ) and zeolites (alumino-silicate materials represented by
Mm [Alm Sin O2(m+n) ] · H2 O where M represents alkali cations electrostatically bonded to the extra
skeleton) have been used for various applications, i.e., adsorption and catalysis [1,2]. Specifically,
they have been studied as adsorbents due to their high specific surface area and the ionic forces induced
by the presence of exchangeable ions in their structures [3–5].
The adsorption performance of zeolites for cations is much higher than that for anions since the
exchangeable ions in zeolites are usually alkali cations [6,7]. On the other hand, hydroxyapatite phases
have high adsorption performance for both the cations and anions [4,6,8,9]. Cations are exchanged
with calcium ions present in hydroxyapatite [6,10], while anions are exchanged with hydroxyl ions [4].
Hydroxyapatite and zeolites are normally synthesized by hydrothermal methods [11–13].
The reaction temperature for hydrothermal treatment is an important variable for the characteristics
of the resulting products [14,15]. If the reaction temperature is not high enough, hydroxyapatite and
zeolites cannot be synthesized, and it can result in a low specific surface area [14,16]. The formation
rate of different crystals and the aspect ratio of hydroxyapatite crystals also get affected by the reaction
temperature [17]. Similarly, an increase in the reaction temperature was favorable to synthesize zeolite
crystals through a hydrothermal process [16].
Materials 2019, 12, 2131; doi:10.3390/ma12132131
www.mdpi.com/journal/materials
Materials 2019, 12, 2131
2 of 12
In this study, blast furnace slag, which is a by-product of the iron industry, was used to synthesize
hydroxyapatite and zeolite as main phases. Both of these materials were targeted, considering the fact
that zeolites are efficient adsorbents for cations, and they can support hydroxyapatite to adsorb cations
and anions simultaneously. Because of its low price and mineral composition, it has been used in
various fields, especially the construction and environmental fields [1,18,19]. However, about 35% of
the slag is still being wasted in Europe alone [20]. Owing to the chemical composition of slag, it can be
used to synthesize hydroxyapatite and zeolites [12,21,22]. Recently, Khalid et al. [12] proposed a robust
one-step hydrothermal treatment method to synthesize geopolymer-supported zeolite adsorbents
using blast furnace slag and fly ash. Guo et al. [23] synthesized NaA-zeolite from blast furnace slag and
studied their performance for removal of ammonium. Kuwahara et al. [1] and Li et al. [24] studied the
effects of reaction time on the synthesis of zeolite and sodalite using Ti-bearing electric arc furnace slag.
Despite the high potential of slag utilization for the synthesis of these adsorbents, only two studies
have been reported on the synthesis of hydroxyapatite using blast furnace slag [1,11]. Furthermore,
it is known that the reaction temperature during hydrothermal treatment can significantly affect the
resulting crystalline phases and total crystallinity [14,15,25]. Therefore, it is crucial to investigate the
effects of the reaction temperature on the synthesis of hydroxyapatite using blast furnace slag, which has
not been reported in the literature to the best of our knowledge. Hence, this study specifically focused
on the investigation of effects of reaction temperature on the crystallinity, content, and dimension of
synthesized hydroxyapatite and zeolite via the hydrothermal synthesis method. The specimens were
synthesized at different reaction temperatures (room temperature, 50 ◦ C, 90 ◦ C, 120 ◦ C, or 150 ◦ C).
The characteristics of the specimens were investigated by X-ray diffraction (XRD), Fourier transform
infrared spectroscopy (FT-IR), and scanning electron microscopy/energy dispersive using X-ray analysis
(SEM/EDX), while microstructural characteristics were investigated via BET/BJH method.
2. Materials and Methods
2.1. Materials
The chemical composition of the blast furnace slag used in the present study was investigated by
XRF; results are listed in Table 1. The slag was mainly composed of CaO, Al2 O3 , and SiO2 components,
which are needed to synthesize hydroxyapatite and zeolites.
Table 1. Chemical components of blast furnace slag.
Compound
Proportion (wt.%)
Al2 O3
SiO2
SO3
K2 O
CaO
TiO2
MnO
Fe2 O3
NiO
CuO
SrO
ZrO2
7.50
18.20
3.10
0.76
67.60
0.95
0.44
1.0
0.04
0.046
0.019
0.082
Materials 2019, 12, 2131
3 of 12
2.2. Test Methods
The synthesis process for hydroxyapatite-zeolite consisted of three steps. In the first step, 25 g
of slag and 100 mL of 1.77 M phosphoric acid (H3 PO4 , Samchun Pure Chemical, Pyeongtaek, Korea)
solution were stirred at 350 rpm using a magnetic stirrer at ambient temperature for 2 h. In this step,
the molar ratio of Ca/P was fixed at 1.67 considering the theoretical Ca/P ratio of hydroxyapatite is
1.67. In the second step, 350 mL of 2 M sodium hydroxide (NaOH, Daejung Chemical & Materials Co.,
LTD, Goryeong, Korea) solution was added to the prepared suspension. Mixtures were stirred at
450 rpm for 4 h at their respective temperatures (such as room temperature, 50, 90, 120, or 150 ◦ C) on
the bottom of the beakers and specimens were denoted by HZ-R, HZ-50, HZ-90, HZ-120, and HZ-150,
respectively. The mixture containers were fully covered with an aluminum foil to prevent the mixtures
from water evaporation during stirring. In the last step, the prepared suspensions were transferred to
sealed Teflon bottles and heated for 24 h in an oven again at their respective temperatures (i.e., room
temperature, 50, 90, 120, or 150 ◦ C). After the last step, white powders were obtained. The obtained
powders were washed several times with distilled water, followed by filtration and drying.
X-ray diffraction (XRD), Fourier transform infrared spectroscopy (FT-IR) measurement, scanning
electron microscopy/energy dispersive using X-ray analysis (SEM/EDX), and BET/BJH tests were
conducted to characterize the crystallinity of the prepared specimens. The XRD analysis was conducted
in a 5◦ –65◦ 2θ scan range at 0.2◦ /min scanning rate using PANalytical X’Pert PRO-MPD (DA107 at
KBSI Daegu Center). Then, to investigate the quantities of hydroxyapatite and zeolites produced
under the different synthesis conditions, the content of the crystalline phases was estimated from XRD
diffraction patterns. It should be noted that the reference intensity ratio method, which is suitable
method for zeolitic samples synthesized from blast furnace slag, was used to approximate the amount
of crystalline phase of the samples [12,26]. SEM images were obtained to investigate the morphology of
the crystalline phases in the synthesized specimens. FT-IR measurements (6300FV and IRT5000 device,
JASCO, Tokyo, Japan) were conducted in the range of 4000–450 cm−1 under a vacuum state using the
KBR tablets in the transmission mode. The specific surface areas of the specimens were measured by
BET test, and BJH pore volume tests were conducted to investigate the pore size distribution (PSD).
EDX analysis was carried out to investigate the elemental composition of the reaction products. Before
the EDX analysis, the samples were coated with Pt to enhance the conductivity of the samples, thereby
increasing the visibility of the morphologies. It should be noted that the EDX spectra of the samples
presented in this study excluded the intensity originated from the presence of Pt for a better comparison
with other spectra.
3. Results and Discussion
3.1. Crystalline Characteristics
The XRD test results of the specimens synthesized at different reaction temperatures are shown
in Figure 1. The XRD pattern of the blast furnace slag indicated that the slag included amorphous
phases and crystalline peaks of anhydrite (PDF #01-072-0916) and melilite (solid solution of gehlenite,
PDF #00-035-0755 and åkermanite, PDF #01-074-0990) [1,12]. The XRD patterns of the specimens
synthesized at room temperature and 50 ◦ C showed broader peaks corresponding to hydroxyapatite
(PDF #98-003-4457), possibly due to low crystallinity. Alternatively, the peaks of the specimens
synthesized at 90 ◦ C, 120 ◦ C, and 150 ◦ C were quite sharp, showing well-developed crystals in these
specimens as verified with SEM images.
Materials 2019, 12, 2131
4 of 12
The XRD patterns of the specimens synthesized at room temperature and 50 ◦ C showed only
hydroxyapatite peaks (PDF #98-003-4457), while those of the specimens synthesized at 90 ◦ C and
120 ◦ C showed faujasite (FAU) type zeolite (PDF #98-008-5622) peaks as well. This indicated that
zeolite phases can also be synthesized when the reaction temperature was 90 ◦ C or more. However,
the XRD patterns of the specimens synthesized at 150 ◦ C showed the inclusion of hydroxysodalite (PDF
#98-016-3788) instead of faujasite because hydroxysodalite can be synthesized at a higher temperature
than that to synthesize zeolite [27]. Hydroxysodalite is zeolite-like material, which also possess an
affinity to adsorb cations such as heavy metals [12,28].
The crystallinity and quantitative content of the specimens synthesized at different reaction
temperatures are listed in Table 2. It was observed that the crystallinity of the specimens fabricated
at room temperature and 50◦ C was similar, meaning that reactivity was the same when the reaction
temperature increased to 50◦ C. The crystallinity of the specimens got doubled when the temperature
increased to 90 ◦ C, compared to that of specimens synthesized at lower temperatures. Moreover,
the crystallinity of specimens tended to increase with reaction temperature.
Compared to the content in specimens synthesized at reaction temperatures lower than 50 ◦ C,
the content of the hydroxyapatite phase increased when the reaction temperature was more than
90 ◦ C. The content of the hydroxyapatite phase did not change significantly at reaction temperatures
more than 90◦ C. Meanwhile, the content of FAU type zeolite or hydroxysodalite increased as the
reaction temperature increased. This means that zeolite or zeolite-like phases formed well when the
reaction temperature increased beyond 90 ◦ C. On the other hand, the reaction temperature did not
significantly influence the quantity of formation of hydroxyapatite, although crystallinity does increase
with reaction temperature.
The intensity of the peaks at 603 and 566 cm−1 , representing PO4 3− groups in hydroxyapatite,
increased with the increase in reaction temperature from room temperature to 90 ◦ C; this peak intensity
slightly decreased with further increase in the reaction temperature [1]. This indicates the formation
of zeolite crystals in the specimens synthesized above 90 ◦ C. On the other hand, the peak intensities
of the SiO4 4− and PO4 3− groups decreased with the increase of the reaction temperature to 90 ◦ C.
Moreover, the intensities of the CO3 peaks (1465–1468 and 1417 cm−1 ) and the dicalcium phosphate
dehydrate peak (875 cm−1 ) were highest in the specimen synthesized at room temperature. This seems
to be because dicalcium phosphate dehydrate was transformed into hydroxyapatite as the reaction
temperature increased. The intensity of two water peaks at 3449–3438 and 1640 cm−1 decreased with
increasing reaction temperature due to the evaporation of water. It should be noted that the samples
were oven dried at the identical temperature used for their synthesis, which resulted in the decrease in
the water content in the samples synthesized at high temperatures.
Table 2. Crystallinity and quantitative content of the materials synthesized at the different
reaction temperature.
Reaction
Temperature
Amorphous
Phase (%)
Crystallinity (%)
Phases
Quantitative
Content (%)
Room temperature
50 ◦ C
64
66
36
34
90 ◦ C
37
63
120 ◦ C
43
57
150 ◦ C
30
71
Hydroxyapatite
Hydroxyapatite
Hydroxyapatite
FAU type zeolite
Hydroxyapatite
FAU type zeolite
Hydroxyapatite
Hydroxysodalite
36
34
50
13
50
7
46
25
Materials 2019, 12, 2131
5 of 12
Materials 2019, 12, x FOR PEER REVIEW
5 of 12
H: Hydroxyapatite
F: FAU type zeolite
S: Hydroxysodalite
A: Anhydrite
M: Melilite
S
H
S
S
H
H
S
H
H
H H
S
H
H
H H
S
H
H
S
S
H H
H
H
S
S
S
150 ℃
F
H
F
F
Intensity (a.u.)
F
F
F
F
H
H
H
F F
FH
H
F
H
H
H
H
H
120 ℃
F
H
H
F
F
H
F
H
F
F
F
H
H
H
H
H
H
90 ℃
H
H
H
H
H
H
H
H
50 ℃
H
H
M
A
H
H
Room
temperature
M
A
Raw slag
A
0
10
20
30
40
50
60
70
2θ(◦ )
Figure
The pattern
XRD pattern
rawand
slag
the specimens
synthesized
at the different
Figure
1. The1.XRD
of rawofslag
theand
specimens
synthesized
at the different
reaction reaction
temperature.
temperature.
FT-IR spectra of the specimens synthesized at different reaction temperatures are presented in
FT‐IRspectra
spectraof
ofthe
the synthesized
specimens synthesized
at showed
different clear
reaction
temperatures
areatpresented
in 963,
Figure 2. The
specimens
absorption
peaks
1093, 1037,
Figure 2. The spectra
of
the
synthesized
specimens
showed
clear
absorption
peaks
at
1093,
1037,
963,
875, 603, and 566 cm−1 , which
are generally assigned to the vibration of the PO 3− groups, although
−1, which are generally assigned to the vibration of the PO43− 4groups, although
875, 603, and 566 cm
3−
some parts of the PO4 absorption
peaks are difficult to discern due to the superposition of the
some parts of the PO43− absorption peaks are difficult to discern due to the superposition of the
absorption
bands
with
those
of
the
silica
shouldbebenoted
noted
that
silica
matrix
absorption bands with those of the silicagroup
group [1,29].
[1,29]. ItItshould
that
thethe
silica
matrix
and and
4−
the hydroxyapatite
share
many
similar
vibration
Thisisisdue
duetotothe
the
similarity
of the
44− 4
the hydroxyapatite
share
many
similar
vibrationmodes
modes [1].
[1]. This
similarity
of the
SiOSiO
3−
−1
−1 (Si–O–Si
and PO
tetrahedral
units
[1,29].
modesare
are460
460cm
cm
(Si–O–Si
stretch/P–O
bending),
and
units
[1,29].The
Thevibration
vibration modes
stretch/P–O
bending),
43− tetrahedral
4 PO
−1
−1
−1
−1
963
cm
(Si–O/P–O
symmetric
stretch),
1037
cm
(Si–OH
deformation
vibration/vibration
mode
of of
963 cm (Si–O/P–O symmetric stretch), 1037 cm (Si–OH deformation vibration/vibration mode
3−
−1
3−
−1
group),
1093
(Si–O/P–O stretch)
stretch) [1,29].
thethe
four
peaks
at 1465–1468,
1417,1417,
4
PO4 PO
group),
andand
1093
cmcm (Si–O/P–O
[1,29].However,
However,
four
peaks
at 1465–1468,
−1 are distinctly indicative of hydroxyapatite [1]. The peaks at 1465–1468 and 1417
−1 cm
603,565
andcm
565
603, and
are distinctly
indicative of hydroxyapatite [1]. The peaks at 1465–1468 and 1417 cm−1
3−
32− groups replacing the PO
cm−1 are assigned
to the carbonate
thehydroxyapatite.
hydroxyapatite. The
are assigned
to the carbonate
CO3 2− CO
groups
replacing the PO4 3−4 ininthe
Thepeaks
peaks of
of the carbonate groups usually appear in all the hydroxyapatite synthesized in the air [30]. The last
the carbonate groups usually appear
in
all
the
hydroxyapatite
synthesized
in
the
air
[30].
The
last two
two peaks at 603 and −1
566 cm−1 can represent hydroxyapatite formation [1]. The small peak at 875 cm−1 −1
peaks at 603 and 566
cm
can
represent
hydroxyapatite
formation
[1].
The
small
peak
at
875
cm is
is due to HPO42− groups from the reactant, which is dicalcium phosphate dehydrate (CaHPO4·2H2O),
2−
·2H2 O),
due to
HPO4 groups
from
the reactant,
which
dicalciumacid
phosphate
dehydrate
(CaHPO
synthesized
from blast
furnace
slag mixed
withis
phosphoric
without NaOH
solution
[1,31].4On
synthesized
from
blast
furnace
slag
mixed
with
phosphoric
acid
without
NaOH
solution
[1,31].
On the
−1
the other hand, the left two peaks at 3449–3438 and 1640 cm represent water [32].
−1
other hand, the left two peaks at 3449–3438 and 1640 cm represent water [32].
Materials 2019, 12, 2131
Materials 2019, 12, x FOR PEER REVIEW
6 of 12
6 of 12
Figure 2. The FT-IR spectra of the materials synthesized at the different reaction temperature.
Figure 2. The FT‐IR spectra of the materials synthesized at the different reaction temperature.
3.2. Microstructural Characteristics
3.2. Microstructural
Characteristics
BET/BJH test was
conducted to investigate the specific surface area and microstructure of the
specimens
synthesized
this study.toThe
specific surface
area and
pore characteristics
of specimens
BET/BJH
test wasinconducted
investigate
the specific
surface
area and microstructure
of are
the
presented
in
Table
3.
The
test
results
show
that
the
specific
surface
area
of
the
specimens
synthesized
at
specimens synthesized in this study. The specific surface area and pore characteristics of specimens
◦
50
decreased in
compared
the specimens
synthesized
room
temperature.
the specimens
are Cpresented
Table 3.toThe
test results
show thatatthe
specific
surfaceHowever,
area of the
specimens
◦ C had the largest specific surface area because FAU type zeolite formed, while
synthesized
at
90
synthesized at 50 °C decreased compared to the specimens synthesized at room temperature.
◦ C decreased continuously.
the
specificthe
surface
area ofsynthesized
the specimens
at 120 ◦specific
C and 150
However,
specimens
at 90synthesized
°C had the largest
surface
area because FAU type
This
tendency
is
similar
for
the
cumulative
volume
of
pores
from
BJH
adsorption.
zeolite formed, while the specific surface area of the specimens synthesized at 120The
°C decrease
and 150 in
°C
the
specific
surface
area
of
the
synthesized
specimens
was
possibly
attributable
to
changes
content
decreased continuously. This tendency is similar for the cumulative volume of pores in
from
BJH
among
hydroxyapatite,
FAU
typespecific
zeolite,surface
and hydroxysodalite
(see Table specimens
2). The reason
the
adsorption.
The decrease
in the
area of the synthesized
was that
possibly
◦ C was lowest seems to be the formation of
specific
surface
area
of
the
specimens
synthesized
at
150
attributable to changes in content among hydroxyapatite, FAU type zeolite, and hydroxysodalite (see
hydroxysodalite,
which
has
lower
specific
surface
than
that of the
FAU type zeolite
[12].
The
BJH
Table 2). The reason
that
the
specific
surface
areaarea
of the
specimens
synthesized
at 150 °C
was
lowest
◦
adsorption
pore diameter
of the specimens
synthesized
120 Csurface
was thearea
largest
of
seems to beaverage
the formation
of hydroxysodalite,
which
has lower at
specific
thanand
thatthat
of the
◦ C was the smallest. These results seem to be due to differences in pore
the
specimens
synthesized
at
50
FAU type zeolite [12]. The BJH adsorption average pore diameter of the specimens synthesized at
distribution
of specimens
at differentsynthesized
reaction temperatures.
the specific
120 °C was the
largest andsynthesized
that of the specimens
at 50 °C wasOverall
the smallest.
Thesesurface
results
area
decreases
as
the
temperature
increases
within
the
temperature
range
for
producing
the
same
seem to be due to differences in pore distribution of specimens synthesized at different reaction
crystal
phase
[33,34].
Moreover,
the
higher
specific
surface
area
can
help
to
improve
the
adsorption
temperatures. Overall the specific surface area decreases as the temperature increases within the
capacity
[35,36].
temperature
range for producing the same crystal phase [33,34]. Moreover, the higher specific surface
area can help to improve the adsorption capacity [35,36].
Table 3. BET/BJH results of the materials synthesized at the different reaction temperature.
Table 3. BET/BJH results of the materials
synthesized at the different reaction temperature.
Room
Reaction Temperature
50 ◦ C
90 ◦ C
120 ◦ C
150 ◦ C
Temperature
Reaction Temperature
Specific surface area (m2 /g)
84.84
BJH
Adsorption
Specific
surfacecumulative
area (m2/g)
0.28
volume of cumulative
pores (cm3 /g)volume of
BJH Adsorption
3/g) pore
BJH Adsorption
average
pores (cm
11.30
diameter
(nm)
BJH Adsorption average pore diameter
(nm)
Room
50
90
69.35
98.74 °C 78.57
Temperature
°C
84.84
69.35 98.74
0.19
0.30
0.28
9.44
11.30
0.19
0.19
9.96
0.30
13.37
9.44
9.96
120
78.57
150
°C
51.34
0.19
0.18
51.34
°C
0.18
13.18
13.37
13.18
The pore size distributions (PSD) of the specimens are plotted in Figure 3. For all the specimens,
the pores were mostly distributed in the mesoporous range (10 nm and 30 nm). The specimens
synthesized at room temperature and 90 °C have a relatively high specific surface area and, compared
Materials 2019, 12, 2131
7 of 12
The pore size distributions (PSD) of the specimens are plotted in Figure 3. For all the specimens,
Materials 2019, 12, x FOR PEER REVIEW
7 of 12
the pores
were mostly distributed in the mesoporous range (10 nm and 30 nm). The specimens
◦ C have a relatively high specific surface area and, compared
synthesized
at room
temperature
and 90
to the other
specimens,
were found
to contain
a large number of pores with sizes between 10 and 30
to thenm.
other
specimens,
found
to contain abecause
large number
of pores
with sizes
10 andfor
30 nm.
This
pore sizewere
range
is encouraging
mesoporous
materials
are between
advantageous
This pore
size
range
is
encouraging
because
mesoporous
materials
are
advantageous
for
adsorbing
adsorbing contaminants [12,21,37]. However, it should be noted that the contaminant adsorption
contaminants
[12,21,37].
However, it should
be noted
thatthan
the contaminant
adsorption capacity
capacity of
the hydroxyapatite‐zeolite
could
be higher
that of pure hydroxyapatite
becauseof the
zeolite has the higher
specific
surface
area
andofadsorption
capacity than
those of
hydroxyapatite,
hydroxyapatite-zeolite
could
be higher
than
that
pure hydroxyapatite
because
zeolite
has the higher
implying
zeolite,
which can only
adsorb
cations,
can
complement
other
specific
surfacethat
area
and adsorption
capacity
than
thoseand
of hydroxyapatite
hydroxyapatite,
implying
thateach
zeolite,
which
[1,11].
can only adsorb cations, and hydroxyapatite can complement each other [1,11].
Figure
3. The pore distribution of the materials synthesized at the different reaction temperature.
Figure 3. The pore distribution of the materials synthesized at the different reaction temperature.
3.3. SEM/EDX Test
3.3. SEM/EDX Test
SEMSEM
images
of crystals
areare
shown
Thehydroxyapatite
hydroxyapatite
crystals
in the
specimens
images
of crystals
shownininFigure
Figure 4.
4. The
crystals
in the
specimens
◦ C look like irregular clusters of needles [38] (Figure 4a). The size of the hydroxyapatite
synthesized
at
120
synthesized at 120 °C look like irregular clusters of needles [38] (Figure 4a). The size of the
crystals
was about 300
µm. The
withμm.
a size
approximately
120ofµm
and hierarchical
poreand
system
hydroxyapatite
crystals
wascrystals
about 300
Theofcrystals
with a size
approximately
120 μm
hierarchical
pore which
systemwas
are FAU
type zeolite,
which was
observed[39]
in the
identical
[39]
are FAU
type zeolite,
observed
in the identical
specimens
(Figure
4b).specimens
Hydroxysodalite,
4b). Hydroxysodalite,
had spherical
that aggregate
form
agglomerates with
which(Figure
had spherical
crystals thatwhich
aggregate
to form crystals
agglomerates
with a to
size
of approximately
40 µm,
◦
a
size
of
approximately
40
μm,
was
observed
in
the
specimens
synthesized
at
150
was observed in the specimens synthesized at 150 C, as shown in Figure 4c [28]. °C, as shown in
Figure
4c [28].
The
EDX
test results for each crystal are presented in Figure 5. The (Ca + Mg + Na)/P molar ratio
The EDX test results for each crystal are presented in Figure 5. The (Ca + Mg + Na)/P molar ratio
of the hydroxyapatite crystals, shown in Figure 5a, corresponding to a stoichiometric composition
of the hydroxyapatite crystals, shown in Figure 5a, corresponding to a stoichiometric composition of
of 1.68, which means that Ca is partially substituted with Mg and Na components [1]. From an
1.68, which means that Ca is partially substituted with Mg and Na components [1]. From an elemental
elemental
analysis,
the
FAU
typeappears
zeolitetoappears
to beX‐zeolite
a Na-type
X-zeolite
molar
ratio of
analysis,
the FAU
type
zeolite
be a Na‐type
having
a molarhaving
ratio of aSiO
2/Al2O3 =
SiO2 /Al
2.47.
The
ratio of the hydroxyapatite
crystals
wasofhigher
than
that of
2 OThe
3 = SiO
2 O3hydroxyapatite
2/Al
2O3 SiO
2.47.
ratio2 /Al
of the
crystals (4.24) was
higher(4.24)
than that
the FAU
type
the FAU
typecrystals.
zeolite This
crystals.
This the
indicates
theAlSi3+4+ions
andbound
Al3+ ions
bound
to the hydroxyapatite
lattice
zeolite
indicates
Si4+ and
to the
hydroxyapatite
lattice during
hydroxyapatite
formation
[1].
during hydroxyapatite formation [1].
Materials
2019,
12,12,
2131
Materials
2019,
x FOR PEER REVIEW
of 12
8 of 812
Materials 2019, 12, x FOR PEER REVIEW
(a)
8 of 12
(b)
(c)
(a)
(b)
(c)
Figure4.4.SEM
SEMimages
images of
of (a)
(a) hydroxyapatite,
hydroxyapatite, (b)
hydroxysodalite.
Figure
(b)FAU
FAUtype
typezeolite,
zeolite,and
and(c)(c)
hydroxysodalite.
Figure 4. SEM images of (a) hydroxyapatite, (b) FAU type zeolite, and (c) hydroxysodalite.
(a)
(a)
(b)
(b)
(c)
(c)
Figure
5. EDX
spectraofof(a)
(a) hydroxyapatite,
hydroxyapatite, (b)
type
zeolite,
andand
(c) hydroxysodalite.
Figure
5. EDX
spectra
(b)FAU
FAU
type
zeolite,
(c) hydroxysodalite.
Figure 5. EDX spectra of (a) hydroxyapatite, (b) FAU type zeolite, and (c) hydroxysodalite.
Lastly, the effects of reaction temperature on hydroxyapatite are shown in Figure 6. As the reaction
temperature increased, the crystallinity and the size of the hydroxyapatite crystals tended to increase.
The hydroxyapatite crystals synthesized at room temperature were about 500 nm in size, and the
Materials 2019, 12, x FOR PEER REVIEW
9 of 12
Materials
2019, 12,
Lastly,
the2131
effects
12
of reaction temperature on hydroxyapatite are shown in Figure 6. As9 ofthe
reaction temperature increased, the crystallinity and the size of the hydroxyapatite crystals tended to
increase. The hydroxyapatite crystals synthesized at room temperature were
about 500 nm in size,
crystallinity seemed to be low. The hydroxyapatite crystals synthesized at 50 ◦ C showed good growth
and the crystallinity seemed to be low. The hydroxyapatite crystals synthesized at 50 °C showed good
compared to those synthesized at room temperature; needle-like shapes of specimens can be confirmed
growth compared to those synthesized at room temperature;◦needle‐like shapes of specimens can be
in the SEM images [40,41]. In the specimens synthesized at 90 C, hydroxyapatite crystals had irregular
confirmed in the SEM images [40,41]. In the specimens synthesized at 90 °C, hydroxyapatite
crystals
cluster needle shapes, which is similar to the shape of the specimen synthesized at 120 ◦ C, but smaller.
had irregular cluster needle shapes, which is similar to the shape of the specimen synthesized at 120
The growth of the hydroxyapatite crystal size, as the reaction temperature increase, is consistent with
°C, but smaller. The growth of the hydroxyapatite crystal size, as the reaction temperature increase,
other studies [33,42,43]. This is the reason why the specific surface area decreases as the temperature
is consistent with other studies [33,42,43]. This is the reason why the specific surface area decreases
increases with the same crystal phase (see Table 3) [33,42].
as the temperature increases with the same crystal phase (see Table 3) [33,42].
Figure 6. Hydroxyapatite crystalline synthesized at different reaction temperature.
Figure 6. Hydroxyapatite crystalline synthesized at different reaction temperature.
4. Concluding Remarks
4. Concluding Remarks
In this study, the effects of reaction temperature on the synthesis of hydroxyapatite-zeolite from
In
this study,
effects
of reaction temperature
the synthesisSpecimens
of hydroxyapatite‐zeolite
from
blast furnace
slag the
by the
hydrothermal
method wereon
investigated.
were synthesized
at
blast
furnace
slag
by
the
hydrothermal
method
were
investigated.
Specimens
were
synthesized
at
five different reaction temperatures; followed by characterization through XRD, FT-IR, BET/BJH, and
five
different
reaction
temperatures;
followed
bystudy
characterization
through
XRD, FT‐IR,
and
SEM/EDX
analyses.
The
results presented
in this
will contribute
to broadening
the BET/BJH,
knowledge
of
SEM/EDX analyses.
The results presented
in this study willmaterials
contribute
to broadening
the
knowledge
physicochemical
characteristics
of hydroxyapatite-zeolite
synthesized
from
blast
furnace
of
physicochemical
hydroxyapatite‐zeolite
from blast
slag,
especially withcharacteristics
regard to the of
reaction
temperature. Thematerials
findingssynthesized
from the present
studyfurnace
can be
slag,
especially
with
regard
to
the
reaction
temperature.
The
findings
from
the
present
study
can
be
summarized as follows.
summarized as follows.
◦ C reaction temperature, only hydroxyapatite was synthesized, while FAU type zeolite
Up to
to 50
50 °C
1.
1. Up
reaction temperature, only hydroxyapatite was synthesized, while FAU type zeolite
◦
was formed
120 ◦120
C in addition
to hydroxyapatite.
With further
increase
in temperature
was
formedatat9090C and
°C and
°C in addition
to hydroxyapatite.
With
further
increase in
◦
to
150
C,
hydroxysodalite
was
synthesized
instead
of
FAU
type
zeolite
along
with
hydroxyapatite.
temperature to 150 °C, hydroxysodalite was synthesized instead of FAU type zeolite along with
2. hydroxyapatite.
As the reaction temperature increased, the crystallinity of the specimens tended to increase,
andthe
thereaction
contenttemperature
of crystallineincreased,
phases also
The content
of hydroxyapatite
2. As
thechanged.
crystallinity
of the specimens
tended toincreased
increase,with
and
◦
temperature
up
to
90
C,
while
no
change
was
observed
with
further
increment
in
the
temperature.
the content of crystalline phases also changed. The content of hydroxyapatite increased with
Materials 2019, 12, 2131
3.
4.
5.
10 of 12
The specimens synthesized at 90 ◦ C had the highest specific surface area of 98.7 m2 /g, and the
specimen synthesized at 150 ◦ C had the lowest specific surface area (51.3) potentially due to the
formation of the hydroxysodalite, which has a relatively small specific surface area.
The pore size distributions of the specimens prepared at room temperature and 90 ◦ C were largely
in the mesoporous range, which is advantageous for adsorbing contaminants.
SEM test results showed that hydroxyapatite and FAU type zeolite phases could be clearly
observed at the reaction temperature of 120 ◦ C, while hydroxysodalite phase was observed at the
reaction temperature of 150 ◦ C instead of FAU type zeolite.
Hence, it can be concluded that 90 ◦ C was the most optimized reaction temperature to synthesize
the hydroxyapatite-zeolite using blast furnace slag by the hydrothermal treatment. The results of
this study indicate the potential of the synthesized materials to be used as absorbents to remove
contaminants [6,7,10,35,38]. However, further study will be needed to investigate the contaminant
adsorption capacity of hydroxyapatite-zeolite synthesized by the hydrothermal method.
5. Patents
This section is not mandatory, but may be added if there are patents resulting from the work
reported in this manuscript.
Author Contributions: Conceptualization, G.M.K.; methodology, G.M.K. and G.U.R.; validation, G.U.R.; formal
analysis G.U.R.; investigation, G.U.R.; writing—original draft preparation, G.U.R.; writing—review and editing,
G.U.R., G.M.K., H.R.K., H.K.L.; supervision, H.K.L.; project administration, H.K.L.; funding acquisition, H.K.L.
Funding: This research was supported by a grant (18CTAP-C143331-01) from Technology Advancement Research
Program (TARP) Program funded by Ministry of Land, Infrastructure and Transport of Korean government.
Conflicts of Interest: The authors declare no conflict of interest.
References
1.
2.
3.
4.
5.
6.
7.
8.
9.
10.
Kuwahara, Y.; Ohmichi, T.; Kamegawa, T.; Mori, K.; Yamashita, H. Synthesis of Hydroxyapatite–Zeolite
Composite Material from Disposed Steel Slag and Investigation of Its Structural and Physicochemical
Characteristics. Chem. Lett. 2009, 38, 626–627. [CrossRef]
Saito, M.; Maruoka, A.; Mori, T.; Sugano, N.; Hino, K. Experimental studies on a new bioactive bone cement:
Hydroxyapatite composite resin. Biomaterials 1994, 15, 156–160. [CrossRef]
Roy, D.M.; GLinnehan, S.K. Hydroxyapatite formed from coral skeletal carbonate by hydrothermal exchange.
Nature 1974, 247, 220–222. [CrossRef]
He, J.; Zhang, K.; Wu, S.; Cai, X.; Chen, K.; Li, Y.; Sun, B.; Jia, Y.; Meng, F.; Jin, Z.; et al. Performance of novel
hydroxyapatite nanowires in treatment of fluoride contaminated water. J. Hazard. Mater. 2016, 303, 119–130.
[CrossRef]
Kendrick, E.; Dann, S. Synthesis, properties and structure of ion exchanged hydrosodalite. J. Solid State Chem.
2004, 177, 1513–1519. [CrossRef]
Gómez del Río, J.A.; Morando, P.J.; Cicerone, D.S. Natural materials for treatment of industrial effluents:
Comparative study of the retention of Cd, Zn and Co by calcite and hydroxyapatite. Part I: Batch experiments.
J. Environ. Manag. 2004, 71, 169–177. [CrossRef]
Lee, N.K.; Khalid, H.R.; Lee, H.K. Adsorption characteristics of cesium onto mesoporous geopolymers
containing nano-crystalline zeolites. Microporous Mesoporous Mater. 2017, 242, 238–244. [CrossRef]
Corami, A.; Mignardi, S.; Ferrini, V. Copper and zinc decontamination from single- and binary-metal
solutions using hydroxyapatite. J. Hazard. Mater. 2007, 146, 164–170. [CrossRef]
Choi, S.; Jeong, Y. The removal of heavy metals in aqueous solution by hydroxyapatite/cellulose composite.
Fibers Polym. 2008, 9, 267–270. [CrossRef]
Bailliez, S.; Nzihou, A.; Bèche, E.; Flamant, G. Removal of lead (Pb) by hydroxyapatite sorbent. Process Saf.
Environ. Prot. 2004, 82, 175–180. [CrossRef]
Materials 2019, 12, 2131
11.
12.
13.
14.
15.
16.
17.
18.
19.
20.
21.
22.
23.
24.
25.
26.
27.
28.
29.
30.
31.
32.
33.
34.
35.
11 of 12
Kuwahara, Y.; Ohmichi, T.; Kamegawa, T.; Mori, K.; Yamashita, H. A novel synthetic route to
hydroxyapatite-zeolite composite material from steel slag: Investigation of synthesis mechanism and
evaluation of physicochemical properties. J. Mater. Chem. 2009, 19, 7263–7272. [CrossRef]
Khalid, H.R.; Lee, N.K.; Park, S.M.; Abbas, N.; Lee, H.K. Synthesis of geopolymer-supported zeolites via
robust one-step method and their adsorption potential. J. Hazard. Mater. 2018, 353, 522–533. [CrossRef]
[PubMed]
Yao, G.; Lei, J.; Zhang, X.; Sun, Z.; Zheng, S. One-step hydrothermal synthesis of zeolite X powder from
natural low-grade diatomite. Materials (Basel) 2018, 11, 906. [CrossRef] [PubMed]
Wang, Y.; Zhang, S.; Wei, K.; Zhao, N.; Chen, J.; Wang, X. Hydrothermal synthesis of hydroxyapatite
nanopowders using cationic surfactant as a template. Mater. Lett. 2006, 60, 1484–1487. [CrossRef]
Ma, M.G. Hierarchically nanostructured hydroxyapatite: Hydrothermal synthesis, morphology control,
growth mechanism, and biological activity. Int. J. Nanomed. 2012, 7, 1781–1791. [CrossRef] [PubMed]
Querol, X.; Moreno, N.; Alastuey, A.; Herna´ndez, E.; Lo´pez-Soler, A.; Plana, F. Synthesis of zeolites from
coal fly ash: an overview. Int. J. Coal Geol. 2002, 50, 413–423. [CrossRef]
Ren, F.; Ding, Y.; Ge, X.; Lu, X.; Wang, K.; Leng, Y. Growth of one-dimensional single-crystalline hydroxyapatite
nanorods. J. Cryst. Growth 2012, 349, 75–82. [CrossRef]
Tsakiridis, P.E.; Papadimitriou, G.D.; Tsivilis, S.; Koroneos, C. Utilization of steel slag for Portland cement
clinker production. J. Hazard. Mater. 2008, 152, 805–811. [CrossRef]
Kim, G.M.; Khalid, H.R.; Kim, H.J.; Lee, H.K. Alkali activated slag pastes with surface-modified blast furnace
slag. Cem. Concr. Compos. 2017, 76, 39–47. [CrossRef]
Motz, H.; Geiseler, J. Products of steel slags an opportunity to save natural resources. Waste Manag. 2001, 21,
285–293. [CrossRef]
Lee, N.K.; Khalid, H.R.; Lee, H.K. Synthesis of mesoporous geopolymers containing zeolite phases by a
hydrothermal treatment. Microporous Mesoporous Mater. 2016, 229, 22–30. [CrossRef]
Khalid, H.R.; Lee, N.K.; Choudhry, I.; Wang, Z.; Lee, H.K. Evolution of zeolite crystals in
geopolymer-supported zeolites: Effects of composition of starting materials. Mater. Lett. 2019, 239,
33–36. [CrossRef]
Guo, H.; Tang, L.; Yan, B.; Wan, K.; Li, P. NaA zeolite derived from blast furnace slag: Its application for
ammonium removal. Water Sci. Technol. 2017, 76, 1140–1149. [CrossRef] [PubMed]
Li, Y.; Peng, T.; Man, W.; Ju, L.; Zheng, F.; Zhang, M.; Guo, M. Hydrothermal synthesis of mixtures of NaA
zeolite and sodalite from Ti-bearing electric arc furnace slag. RSC Adv. 2016, 6, 8358–8366. [CrossRef]
Huang, L.Y.; Xu, K.W.; Lu, J. A study of the process and kinetics of electrochemical deposition and the
hydrothermal synthesis of hydroxyapatite coatings. J. Mater. Sci. Mater. Med. 2000, 11, 667–673. [CrossRef]
Jenkins, R.; Snyder, R.L. Introduction to X-Ray Powder Diffractometry; Wiley: New York, NY, USA, 1996.
Belviso, C.; Cavalcante, F.; Fiore, S. Synthesis of zeolite from Italian coal fly ash: Differences in crystallization
temperature using seawater instead of distilled water. Waste Manag. 2010, 30, 839–847. [CrossRef] [PubMed]
Golbad, S.; Khoshnoud, P.; Abu-Zahra, N. Hydrothermal synthesis of hydroxy sodalite from fly ash for the
removal of lead ions from water. Int. J. Environ. Sci. Technol. 2017, 14, 135–142. [CrossRef]
Bianco, A.; Cacciotti, I.; Lombardi, M.; Montanaro, L. Si-substituted hydroxyapatite nanopowders- Synthesis,
thermal stability and sinterability. Mater. Res. Bull. 2009, 44, 345–354. [CrossRef]
Suchanek, W.L.; Byrappa, K.; Shuk, P.; Riman, R.E.; Janas, V.F.; Tenhuisen, K.S. Mechanochemicalhydrothermal synthesis of calcium phosphate powders with coupled magnesium and carbonate substitution.
J. Solid State Chem. 2004, 177, 793–799. [CrossRef]
Clarkin, O.M.; Towler, M.R.; Insley, G.M.; Murphy, M.E. Phase transformations of calcium phosphates formed
in wet field environments. J. Mater. Sci. 2007, 42, 8357–8362. [CrossRef]
Ludvigsson, M.; Lindgren, J.; Tegenfeldt, J. FTIR study of water in cast Nafion films. Electrochim. Acta 2000,
45, 2267–2271. [CrossRef]
Loo, S.C.J.; Siew, Y.E.; Ho, S.; Boey, F.Y.C.; Ma, J. Synthesis and hydrothermal treatment of nanostructured
hydroxyapatite of controllable sizes. J. Mater. Sci. Mater. Med. 2008, 19, 1389–1397. [CrossRef] [PubMed]
Kothapalli, C.; Wei, M.; Vasiliev, A.; Shaw, M.T. Influence of temperature and concentration on the sintering
behavior and mechanical properties of hydroxyapatite. Acta Mater. 2004, 52, 5655–5663. [CrossRef]
Fontes, M.P.F.; Weed, S.B. Phosphate adsorption by clays from Brazilian Oxisols: Relationships with specific
surface area and mineralogy. Geoderma 1996, 72, 37–51. [CrossRef]
Materials 2019, 12, 2131
36.
37.
38.
39.
40.
41.
42.
43.
12 of 12
Chiang, P.C.; You, J.H. Use of sewage sludge for manufacturing adsorbents. Can. J. Chem. Eng. 1987, 65,
922–927. [CrossRef]
Zhang, Z.; Provis, J.L.; Reid, A.; Wang, H. Fly ash-based geopolymers: The relationship between composition,
pore structure and efflorescence. Cem. Concr. Res. 2014, 64, 30–41. [CrossRef]
Yang, L.X.; Yin, J.J.; Wang, L.L.; Xing, G.X.; Yin, P.; Liu, Q.W. Hydrothermal synthesis of hierarchical
hydroxyapatite: Preparation, growth mechanism and drug release property. Ceram. Int. 2012, 38, 495–502.
[CrossRef]
Rioland, G.; Albrecht, S.; Josien, L.; Vidal, L.; Daou, T.J. The influence of the nature of organosilane surfactants
and their concentration on the formation of hierarchical FAU-type zeolite nanosheets. New J. Chem. 2015, 39,
2675–2681. [CrossRef]
Smolen, D.; Chudoba, T.; Malka, I.; Kedzierska, A.; Lojkowski, W.; Swieszkowski, W.; Kurzydlowski, K.J.;
Kolodziejczyk-Mierzynska, M.; Lewandowska-Szumiel, M. Highly biocompatible, nanocrystalline
hydroxyapatite synthesized in a solvothermal process driven by high energy density microwave radiation.
Int. J. Nanomed. 2013, 8, 653–668. [CrossRef] [PubMed]
Chen, S.; Zhu, Z.; Zhu, J.; Zhang, J.; Shi, Y.; Yu, K.; Wang, W.; Wang, X.; Feng, X.; Luo, L.; et al. Hydroxyapatite
coating on porous silicon substrate obtained by precipitation process. Appl. Surf. Sci. 2004, 230, 418–424.
Chen, C.W.; Oakes, C.S.; Byrappa, K.; Riman, R.E.; Brown, K.; TenHuisen, K.S.; Janas, V.F. Synthesis,
characterization, and dispersion properties of hydroxyapatite prepared by mechanochemical-hydrothermal
methods. J. Mater. Chem. 2004, 14, 2425–2432. [CrossRef]
Wang, A.; Yin, H.; Liu, D.; Wu, H.; Ren, M.; Jiang, T.; Cheng, X.; Xu, Y. Size-controlled synthesis of
hydroxyapatite nanorods in the presence of organic modifiers. Mater. Lett. 2007, 61, 2084–2088. [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/).
|
|
https://openalex.org/W4232541687
|
https://periodicos.ufpa.br/index.php/nra/article/download/10021/6973
|
Portuguese
| null |
Ver ou baixar revista completa
|
Nova Revista Amazônica
| 2,021
|
cc-by-sa
| 113,481
|
REVISTA DO PROGRAMA DE PÓS-GRADUAÇÃO EM LINGUAGENS E
SABERES NA AMAZÔNIA
UNIVERSIDADE FEDERAL DO PARÁ – CAMPUS BRAGANÇA
VOLUME IX – NÚMERO 01 – MARÇO 2021 – ISSN – 2318-1346
QUALIS B3
Os artigos publicados na Nova Revista Amazônica são indexados por:
Periódicos – CAPES; Diadorim; LivRe – Revistas de Livre Acesso; latindex – Sistema
Regional de Información en Línea para Revistas Científicas de América Latina, el Caribe,
España y Portugal; ROAD – Directory of Open Access Scholarly Resources; CiteFactor –
Academic Scientific Journals Os artigos publicados na Nova Revista Amazônica são indexados por: Periódicos – CAPES; Diadorim; LivRe – Revistas de Livre Acesso; latindex – Sistema
Regional de Información en Línea para Revistas Científicas de América Latina, el Caribe,
España y Portugal; ROAD – Directory of Open Access Scholarly Resources; CiteFactor –
Academic Scientific Journals REVISTA DO PROGRAMA DE PÓS
-
GRADUAÇÃO
EM LINGUAGEN
S
E
SABERES NA AMAZÔNIA
UN IVER SID ADE FED ERA L DO PARÁ
–
CAMPUS BRAGANÇA
VOLUME
IX
–
NÚMERO 01
–
M REVISTA DO PROGRAMA DE PÓS GRADUAÇÃO
EM LINGUAGEN
S
E Karley dos Reis Ribeiro
Raquel Amorim dos Santos
Camila de Cássia Brito ____ Karley dos Reis Ribeiro
Raquel Amorim dos Santos
Camila de Cássia Brito ____ _63 DOSSIÊ II - PRÁTICAS SOCIOAMBIENTAIS COMUNITÁRIAS APRESENTAÇÃO
Cristina Maria Coimbra Vieira
Norma Cristina Vieira ________ APRESENTAÇÃO
Cristina Maria Coimbra Vieira
Norma Cristina Vieira _________ _80 NARRATIVAS
DE
CRIANÇAS
SOBRE
O
SABER/FAZER
EM
FESTAS
AMAZÔNICAS: O CASO DA MARUJADA DE SÃO BENEDITO E SÃO SEBASTIÃO
EM TRACUATEUA/PA
Dilma Oliveira da Silva Dilma Oliveira da Silva
Nazaré Cristina Carvalho _ _83 Rita Cassia de Quadros Castro
Gisela Macambira Villacorta __ _143 SEÇÃO LIVRE _163 _205 REVISTA DO PROGRAMA DE PÓS - GRADUA ÇÃO EM LIN GUAGENS E rotinas sociais, enquanto o segundo, nas fases da juventude e posteriores, podemos ser
desafiados a questionar criticamente estes processos de socialização, muitas vezes construídos
de maneira acrítica e pouco consciente. Por isso mesmo é que, a educação para as primeiras
idades da vida deve ser predominantemente formativa, enquanto a destinada às idades do
segundo período deve assumir uma dimensão transformativa. Para que seja possível garantir o direito de todas as pessoas à educação, propiciando
atividades educativas transformativas, condizentes com os avanços do conhecimento neste
domínio, é preciso defender políticas públicas responsáveis e credíveis, integradas por
profissionais com formação adequada e envolvida por uma pesquisa preocupada e atuante. Estas serão as condições para a educação e o desenvolvimento (social, cultural, político e
econômico) se desafiarem mutuamente, tendo a transformação contínua da interação das
pessoas e dos seus espaços de vida como preocupação dominante. No ano em que celebramos o centenário do nascimento de Paulo Freire, um dos nomes
maiores e mais reconhecidos, a nível mundial, neste domínio, a Nova Revista Amazônica,
publica um dossiê testemunhando os esforços de pesquisadores, na tarefa de contribuir para
dignificar a educação de jovens e adultos, com textos que se orientam, em particular, a
reflexão sobre as práticas e a análise dos contextos. Assim, os artigos integrantes do dossiê “Educação de Jovens e Adultos em diferentes
espaços da vida” promoveram um diálogo entre países, Brasil e Portugal, estados brasileiros e
se evidenciou a diversidade étnica, com ênfase aos povos quilombolas. A Amazônia se
destacou em grande parte das investigações apresentadas e Paulo Freire foi figura presente em
todas as pesquisas. Temas atuais como a Pandemia da Covid-19 e as Metodologias ativas
também estão presentes na coletânea. No artigo Formação profissional e desenvolvimento local: relações e oportunidades a
partir da elaboração do projeto educativo de um município Português promoveu-se a
discussão das políticas de formação profissional alinhadas às inovações tecnológicas por meio
de um projeto estratégico para a educação em contexto municipal, projeto desenvolvido entre
a Universidade de Coimbra e o município de Sintra, em Portugal. No artigo A EJA em tempos de Pandemia de Covid -19: Reflexões sobre os direitos e
políticas educacionais na Amazônia bragantina analisou-se as políticas educacionais em
tempos de pandemia na Amazônia bragantina, com olhar voltado para a Educação de Jovens e
Adultos. Evidenciou-se as políticas compensatórias de diminuições de tempos e conteúdos,
fechamento de turmas, redução do número de matrículas, além do fechamento dos programas
específicos para a EJA, agravando a situação pandêmica. No artigo Aprendizagem Significativa como alicerce para Metodologias Ativas no
ensino de Ciências: uma interlocução em prol da Educação de Jovens e Adultos, as reflexões
sobre a EJA na busca de uma participação ativa do aluno, frisou a importância da formação
docente em diálogo com os autores Freire, Ausubel, Moran e Chassot, os quais promoveram
uma nova compreensão de estratégias eficazes à Aprendizagem Significativa em Ciências. Paulo Freire é o ponto central do artigo A questão do tema gerador em Paulo Freire:
práticas e experimentações em Tracuateua-PA, suas bases teóricas e práticas foram tomadas
como referência nas escolas do município de Tracuateua-PA e suas ideias possibilitaram a
resistência às pressões no cenário político atual brasileiro, mantendo o trabalho pedagógico
alicerçado na escuta e dialogicidade. Por fim, o artigo Retratos da EJA na Amazônia Marajoara: desafios do ensino da
Língua Inglesa na educação escolar Quilombola, discutiu o ensino da Língua Inglesa para
alunos da Educação de Jovens e Adultos na perspectiva da Educação Escolar Quilombola, do
município de Salvaterra. A pesquisa realçou as questões étnico-raciais nas aulas como sendo
um campo desafiador no alcance da qualidade do ensino. A necessidade de formação
continuada dos professores de Língua Inglesa pautada nas relações étnico-raciais é uma
necessidade emergencial, pois os dados indicaram desafios associados especialmente às suas
práticas pedagógicas. Desejamos uma boa leitura deste rico e denso material, que ora vos apresentamos. Dr. Luís Alcoforado Doutor em Ciências da Educação pela Universidade de Coimbra, Professor na Faculdade de
Psicologia e de Ciências da Educação da Universidade de Coimbra e Investigador do Grupo
de Políticas Educativas e Dinâmicas Educacionais (GRUPOEDE) do Centro de Estudos
Interdisciplinares do Século XX (CEISXX). Foi Coordenador do Mestrado em Educação e
Formação de Adultos e Intervenção Comunitária (2012 - 2018), é Coordenador do Mestrado
em Ciências da Educação e Membro da Comissão de Coordenação do Doutoramento em
Ciências da Educação, da Faculdade de Psicologia e de Ciências da Educação da
Universidade de Coimbra. E-mail: lalcoforado@fpce.uc.pt. Dra. Nívia Maria Vieira Costa Doutora em Educação pela Universidade Federal do Ceará- UFC. Pós-doutora em Educação
de Adultos pela Faculdade de Psicologia e de Ciências da Educação da Universidade de
Coimbra. Professora do Instituto Federal de Educação, Ciência e Tecnologia do Pará-
IFPA/Campus Bragança. Pesquisadora da Cátedra Paulo Freire da Amazônia e Coordenou o
Projeto de Pesquisa Interinstitucional "Paulo Freire: Diversidade e Educação", entre IFPA e
UFPA. Avaliadora do INEP/MEC de Instituições e Cursos Superiores; Membro do grupo de
pesquisa ETTHOS, do IFPA/ Campus Bragança e NUPEEFT, do IFG/ Campus Goiânia. E-
mail: nivia.costa@ifpa.edu.br. VOLUME DOSSIÊ AMAZÔNIA 9 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 10 By combining professional training policies with technological innovations, changes in production and
work organization seek to define strategies that result in the individual’s effective participation in their
production environment. With an integrative intention and by taking into account the processes and
contexts’ changes of the economy sectors, professional training entities should, by adopting a broader
view of action, focus on the development of training initiatives adjusted to society’s real needs and,
specially, adjusted to the local community in which the citizens act. As a result, within a municipal
context’s education strategic project – Local Educational Project – developed between the University
of Coimbra and a Lisbon’s Metropolitan Area County (Sintra), still in a diagnostic phase and by using
the Focus Group technique, some companies and training institutions representatives of the territory
counties were heard about the business characterization and its needs in terms of human resources and
training areas. Assuming that local development calls for the participation of all agents and all people,
based on a holistic preparation, professional education, as a vital contribution to economic, social and
cultural development, becomes a multidimensional phenomenon essentially focused on promoting
action capacities and strengthening the conditions for individual and group participation, in the
processes of integrated and sustained development, based on the realities of people and their
communities. eywords: Local educational project. Professional education. Partnerships and local developmen Data da submissão 15.10.2020
Data da aprovação 07.12.2020 – – VOLUME NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 11 científica e técnica ou tecnológica, variando o peso de cada componente de acordo com a
tipologia do curso”, situação que se mantém até 2004 (fase de nova reforma do ensino
secundário), em cursos predominantemente orientados para o prosseguimento de estudos – os
cursos gerais - e cursos predominantemente orientados para o ingresso na vida ativa – os
cursos tecnológicos (CERQUEIRA & MARTINS, 2011). Para além das iniciativas levadas a
cabo pelo Ministério da Educação, no âmbito dos ensinos básico e secundário, há que
salientar a experiência acumulada nesta área, mormente através dos cursos de formação em
alternância, pelo Instituto do Emprego e Formação Profissional (IEFP), sob a tutela do
Ministério da Segurança Social e do Trabalho. g
ç
As Escolas Profissionais surgem, portanto, na sequência das tendências verificadas a
partir da década de oitenta, nas políticas educativas portuguesas, numa situação favorável de
existência de recursos económicos (provenientes dos fundos estruturais da, então,
Comunidade Económica Europeia para a formação profissional), sendo encaradas como uma
via alternativa de ensino secundário, “de iniciativa eminentemente local” para os jovens que
tivessem concluído o 9º ano de escolaridade. Tal como se enunciava nas decisões políticas,
com as Escolas Profissionais (Decreto-Lei nº 26/89, de 21, de janeiro, Artº 3º) pretendia-se, […]
contribuir para
a realização
pessoal
dos
jovens,
proporcionando,
designadamente, a preparação adequada para a vida activa; fortalecer, em
modalidades alternativas às do sistema formal de ensino, os mecanismos de
aproximação entre a escola e o mundo do trabalho; facultar aos jovens contactos
com o mundo do trabalho e experiência profissional; prestar serviços directos à
comunidade, numa base de valorização recíproca; dotar o País dos recursos humanos
de que necessita, numa perspectiva de desenvolvimento nacional, regional e local;
preparar o jovem com vista à sua integração na vida activa ou ao prosseguimento de
estudos
numa
modalidade
de
qualificação
profissional;
proporcionar
o
desenvolvimento integral do jovem, favorecendo a informação e orientação
profissional, bem como a transição para a vida activa, numa modalidade de iniciação
profissional, a nível do 3.º ciclo do ensino básico e até à efectivação da escolaridade
obrigatória de nove anos.” (PORTUGAL, 1989). 1 FORMAÇÃO PROFISSIONAL EM PORTUGAL- BREVE CONTEXTUALIZAÇÃO As políticas educativas portuguesas ganham especial enfoque em 1986, ano que ficou
marcado por dois acontecimentos charneira, “com repercussões que podemos considerar
muito importantes para a evolução futura do sistema de ensino, particularmente, para a
componente técnica e profissional” (PARDAL et al., 2003, p. 105). Se, por um lado,
assistimos à aprovação em 14 de outubro, da Lei de Bases do Sistema Educativo (LBSE), que
definiu o enquadramento legal para a educação, nomeadamente, estabilizando o lugar do
ensino técnico e profissional de nível secundário, por outro lado, verifica-se a integração de
Portugal na então Comunidade Económica Europeia, facto que se assumiria como de extrema
relevância, designadamente, para o financiamento da formação profissional para jovens e
adultos (ALCOFORADO et al., 2013) com o objectivo, explicitamente enunciado, de
incrementar a produtividade do trabalho e a competitividade da economia. A formação profissional surgiu, deste modo, com a pretensão de se adequar “às
necessidades conjunturais nacionais e regionais de emprego”, sendo “dever das escolas
básicas e secundárias do país assegurar o funcionamento destes cursos” destinados a jovens
que frequentavam o ensino básico e secundário, através do estabelecimento de protocolos de
colaboração com o tecido empresarial e as autarquias locais, fomentando uma ligação entre a
formação e o emprego (RODRIGUES, 2011, p. 46). A LBSE, na sequência deste processo de
reconstrução da oferta de formação profissional inicial, possibilitou, igualmente, o
aparecimento de Escolas Profissionais de iniciativa privada, apoiadas pelo Estado Português e
pela União Europeia (UE), criadas pelo Decreto-Lei nº 26/89, de 21 de janeiro (PORTUGAL,
1989). A criação destas escolas constituiu-se, desta forma, como um instrumento essencial
para a afirmação do ensino profissionalmente qualificante, como modalidade alternativa ao
ensino secundário regular (DIAS, 2012). No âmbito da Revisão Curricular dos Ensinos Básico e Secundário, consagrada no
Decreto-Lei nº 286/89, de 29 de agosto, prevê-se que o ensino secundário se organize numa
estrutura curricular constituída por três componentes: “geral ou sociocultural, específica ou NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 12 Estamos, portanto, na actualidade (PELIZ, 2014), perante uma via de ensino
secundário que se alarga a dimensões profissionais, desportivas e artísticas, procurando
contribuir decisivamente para o cumprimento da escolaridade obrigatória (entretanto,
aumentada para doze anos), sendo capaz, em simultâneo, de proporcionar oportunidades a
diferentes níveis, nomeadamente o prosseguimento de estudos e a perspetiva de
desenvolvimento pessoal e social, mas sempre com a finalidade central de preparar para o
incremento da empregabilidade, formando trabalhadores capazes de aumentar a produtividade
do trabalho e das empresas. No que concerne à formação profissional, para pessoas adultas, a adesão de Portugal à
Comunidade Económica Europeia, constituiu, igualmente, um momento fundacional de novas
opções e de concentração de recursos para enfrentar novas prioridades (CRUZ et al., 2013). Na verdade, se da aposta na formação de jovens poderíamos esperar, na lógica da dimensão
ideológica predominante, um futuro com maior produtividade do trabalho e uma economia
mais competitiva, a dimensão dos défices que Portugal apresentava, em relação aos seus
parceiros do novo bloco económico, nos indicadores que eram privilegiados pelas políticas
europeias, eram tão significativos que se tornava urgente empreender mudanças imediatas. E
essas, naturalmente, só poderiam advir do investimento na formação das pessoas em idade
ativa. Foram, então, disponibilizados meios muito significativos, primeiro, para uma
formação profissional muito próxima das, eventuais, necessidades das empresas e depois, já
no final do século passado e início deste século, orientadas para uma aposta muito forte na
elevação dos níveis de qualificação da população portuguesa, considerando ser esse o melhor
preditor para, em simultâneo, atender às necessidades de aumentar a empregabilidade,
promover a mobilidade e contribuir para uma economia competitiva, mais suportada no
conhecimento e em contributos mais intelectuais. Já no presente século, torna-se imperativo atribuir particular destaque à Resolução do
Conselho de Ministros n.º 173/2007 (PORTUGAL, 2007), que aprovou uma nova reforma da
formação profissional. A Iniciativa Novas Oportunidades surgiu (ALCOFORADO et al.,
2018), nesse contexto, como uma estratégia direcionada para a concretização de um amplo
conjunto de reestruturações que, na verdade, vinham colocar novas ambições e disponibilizar
novos recursos para os objectivos já enunciados para o sistema de formação profissional,
suportando-se em dois pilares fundamentais. Em primeiro lugar, visava fazer do ensino profissionalizante, de nível secundário, uma
verdadeira e real opção, dando oportunidades novas aos jovens. DOSSIÊ AMAZÔNIA O surgimento do ensino técnico e profissional era, então, apresentado com o objetivo
primordial de fornecer ao mercado de trabalho mão-de-obra especializada, através de
profissionais de nível intermédio, com uma boa formação integral, permitindo contribuir para
o desenvolvimento socioeconómico do país, para a minimização do desemprego jovem e para
a redução do insucesso e abandono escolares. Anteriormente, o ensino técnico e profissional
sempre esteve associado a um meio de seleção escolar precoce, que reproduzia a origem
social (já que os jovens pertencentes às classes mais baixas eram “orientados” para esta
tipologia de ensino, tendo em vista a necessidade de um emprego a curto prazo) e promovia
uma formação sem grandes possibilidades de continuidade, não dando, de forma primordial,
acesso direto ao ensino superior contribuindo, assim, para a ideia de um ensino
desprestigiado. Estas iniciativas procuravam fazer estes percursos valer pela sua qualidade
intrínseca, devendo constituir-se como uma via com igual dignidade, sendo, por isso mesmo,
uma opção entre outras. Se é certo que entre o legislado e o conseguido existiu sempre uma distância muito
considerável, ao longo dos últimos anos, na sequência de compromissos internacionais e do
esforço para garantir o ensino secundário como nível mínimo de formação para todos os
portugueses, o ensino profissionalizante, mesmo que nunca tenha sido alcandorado ao mesmo
prestígio e dignidade de outras vias, passou a envolver mais de metade dos jovens
portugueses do ensino secundário, tendo-se procedido a uma reformulação dos objetivos e
conteúdos curriculares, procurando reforçar, progressivamente, o reconhecimento social do
ensino técnico e profissional, como uma alternativa credível, proporcionando, inclusivamente,
possibilidades de continuação para o ensino superior. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 13 bem como das respectivas prioridades nos processos negociais dos contratos-programa
plurianuais com a União Europeia. Ainda que no caso dos jovens se consiga identificar uma
certa persistência do essencial das opções políticas, no caso das pessoas adultas foram sendo
registradas demasiadas oscilações para que hoje possamos assinalar a existência de uma
política estável e previsível. Em qualquer dos casos, contudo, nos anos mais recentes,
mantendo-se o essencial das dimensões ideológicas, também se criaram condições para um
evidente reforço da centralidade discursiva e de práticas com um novo apelo à participação do
poder e sociedade civil locais. Têm sido, exactamente, estas novas responsabilidades e competências atribuídas e
assumidas pelos municípios, também no domínio da formação profissional, que nos tem
ocupado ao longo dos anos mais recentes, em diferentes trabalhos colaborativos de pesquisa e
elaboração de políticas de base local. Fomos assumindo a necessidade de reequacionar os
pressupostos de elaboração dos princípios orientadores de novas opções, partindo de um
entendimento alargado sobre a relação da educação com o desenvolvimento local, acreditando
que as políticas públicas municipais devem resultar de uma articulação entre diferentes
parceiros, constituindo-se como um instrumento facilitador das dinâmicas das pessoas e das
diferentes comunidades que elas integram. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 O segundo pilar estava
voltado para elevar a formação de base dos ativos (ALCOFORADO, 2008; ALCOFORADO
et al., 2018; ALCOFORADO et al., 2020). Para estas duas dimensões são estabelecidas metas
muito ambiciosas, enunciando uma absoluta profissão de fé na necessidade de elevar
definitivamente os níveis de qualificação da população e no conhecimento como base para a
transformação desejada dos processos produtivos. Em síntese, era declarada a intenção de que toda a formação pudesse assegurar uma
progressão escolar e profissional, aumentando a sua relevância para a modernização
empresarial, através de uma agenda reformista centrada em cinco linhas fundamentais:
estruturar uma oferta formativa, relevante e certificada; reformar as instituições e a regulação
da formação; definir prioridades e modelos de financiamento adequados; promover a
qualidade da formação e facilitar o acesso e promover a procura da formação (PORTUGAL,
2007). Como tem sido demonstrado (ALCOFORADO et al., 2018), as políticas de Educação
e Formação de Adultos, em Portugal, se têm vindo a revelar alguma persistência em termos de
recursos disponíveis e finalidades enunciadas, do ponto de vista das iniciativas nacionais e da
organização, têm reflectido, de forma recorrente, as sensibilidades dos diferentes governos, NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 14 vizinhança…), ajudando a dar sentido às aspirações e projetos dos seus membros,
humanizando-os e humanizando as suas diferentes ações. vizinhança…), ajudando a dar sentido às aspirações e projetos dos seus membros,
humanizando-os e humanizando as suas diferentes ações. Olhando de um outro viés, a sociedade atual vem-se caracterizando por céleres
mudanças tecnológicas, sociais e económicas, sendo hoje atribuído aos sistemas educativos,
pelas diferentes instâncias de poder, o mandato de acompanhar ou antecipar essas
transformações. Assiste-se, assim, nos últimos anos, a uma mudança das relações educação-
economia e educação-mercado de trabalho, na qual vão sendo definidos, continuamente,
novos perfis escolares e profissionais. Por um lado, as idiossincrasias da globalização económica e as ambições competitivas
das economias apelam ao reforço das competências relacionadas com a produtividade do
trabalho, enquanto, ao mesmo tempo, o conhecimento das Ciências da Formação procuram,
ainda que timidamente, influenciar políticas públicas promotoras de dimensões mais
qualitativas e de contracorrente, alargando o conceito de formação profissional para lá de um
alinhamento natural com as transformações produtivas, as inovações tecnológicas e com a
organização do trabalho, mas, principalmente, possibilitando experiências educativas mais
holísticas, capazes de preparar os/as trabalhadores/as para uma acção responsável e autónoma
na transformação dos seus diferentes contextos de vida. ç
Desde há várias décadas, como oportunamente lembrou Lesourne (1988), que os
desafios económicos estão a exigir, tanto a nível individual como coletivo, um aumento
considerável das competências da população ativa, jovem ou adulta. Este facto remete para
uma “melhoria na formação geral dos jovens, no sentido de desenvolver as atitudes e aptidões
desejáveis, uma formação profissional facilitadora do acesso ao primeiro emprego, tendo em
conta que esta será tanto mais frágil quanto mais especializada, e, por último, uma formação
contínua que acompanhe o indivíduo ao longo do seu desenvolvimento profissional e pessoal”
(MADEIRA, 2006, p. 124). p
É, então, crucial e determinante proporcionar aos jovens uma formação inicial que
assegure uma base cultural e técnico-científica alargada que possibilite a adaptabilidade e a
mobilidade exigidas numa sociedade em constante mudança. Para além da preparação para o
exercício de uma atividade profissional, é essencial atender a dimensões como a inovação, a
iniciativa e a aprendizagem ao longo da vida. 1.1 FORMAÇÃO PROFISSIONAL E DESENVOLVIMENTO LOCAL O binómio educação e trabalho sempre deixou transparecer uma relação controversa,
complexa e dialética, desafiando a que sejam considerados os princípios educativos e
formativos, independentes e resultantes da interceção dos dois campos, os vínculos entre vida
produtiva, ciência, cultura e humanismo e levando à necessidade de assumir, em primeiro
lugar, o entendimento da formação profissional, como um fator determinante do processo de
construção de conhecimentos totalizadores e libertadores do sujeito integrado numa
determinada comunidade. Associada a esta relação entre educação e trabalho encontra-se a necessidade do
desenvolvimento socioeconómico, político e cultural da sociedade, o qual necessita de um
tempo e de um espaço para acontecer, relacionados diretamente com a procura de formas
integradas e sustentadas de desenvolvimento local (PIVETEAU, 2010; ALCOFORADO et
al., 2014), devendo a formação profissional impulsionar o aparecimento de indivíduos críticos
e conscientes das relações que se estabelecem no mundo do trabalho (SOUZA, 2011) e nos
contextos territoriais, onde todas as dimensões da vida acontecem. A compreensão do desenvolvimento local, a partir da educação, pressupõe a aceitação
de que o pensamento recebe influência do contexto, sendo esta ideia reforçada por Freire
(1983, p.17), ao afirmar que “como não há homem sem mundo, nem mundo sem homem, não
pode haver reflexão e ação fora da relação homem-realidade”. Assim, para o mesmo autor, faz
parte do leque de responsabilidades da escola potenciar o despertar crítico do indivíduo e
trazer à realidade este “homem” no seu mundo, com o compromisso de organizar os seus
“saberes históricos e escolares”, estruturando currículos de maneira a considerarem saberes
significativos para este indivíduo e sua comunidade, de forma que se internalizem as
transformações sociais e culturais da sociedade envolvida, numa conceção de interação com o
seu meio. Através da formação e da educação, o indivíduo constrói-se e reconstrói-se, adapta-se
e transforma as condições dadas pelo seu contexto social, enfrenta desafios pessoais e
coletivos, devendo assumir-se como agente de desenvolvimento, em termos pessoais e
sociais. Dito de outra forma, acredita-se que a apropriação do saber pelo indivíduo provoca
direta e efetivamente o progresso de uma comunidade (profissional, cultural, de 2 METODOLOGIA Na sequência do desafio lançado aos municípios portugueses para assumirem
responsabilidades e competências, no domínio da educação, foi sendo criada a necessidade de
ser desenvolvido, por cada executivo municipal, um planeamento estratégico, primeiro, no
domínio da rede escolar e, depois, de todas as ações que se deseja que possam vir a contribuir
para o início da configuração de uma real política local de educação e formação profissional. Dando sentido a estes reptos e obrigações e corporizando a vontade de pensar
estrategicamente a evolução da educação, a nível municipal, foi desenvolvido um trabalho
conjunto entre uma equipa de investigação interdisciplinar da Universidade de Coimbra e o
Departamento de Educação do Município de Sintra e respectivos responsáveis políticos e
diferentes agentes com ação e interesse nesta temática, nesse espaço territorial, que resultou
em diagnósticos circunstanciados da realidade existente e se propôs elaborar um projeto com
um sentido e recursos para o prosseguir, capaz de se traduzir como denominador comum de
aspirações e vontades no âmbito educativo, para o curto e o médio prazo – Projeto Educativo
Local (PEL). Assumindo este planeamento estratégico no âmbito da educação, para além das suas
funções tradicionais, o Município acumula a responsabilidade de desenvolvimento
permanente de uma função educadora, orientada para a formação, promoção e
desenvolvimento de todos os cidadãos e das respectivas comunidades, tornando-se essencial
desenvolver práticas ecoeducativas capazes de permitir que todos aprendam em conjunto, nos
seus espaços e em todas as idades da vida, num desafio indutor de desenvolvimento integrado
e sustentável com o meio em que vivem e que partilham. Neste processo, a articulação entre as organizações educativas e outros parceiros locais
com responsabilidades no sucesso do cidadão municipal revela-se determinante, na medida
em que, esta visão estratégica da educação e da formação, procura potenciar todos os recursos
educativos do território para construir o melhor caminho que responda à necessidade de uma
formação humanista integral, que incremente a criação de riqueza, com emprego digno,
multiplique as oportunidades de acesso e produção de bens culturais e vise um bem-estar
individual e coletivo, ancorado na ambição da construção continuada de um Município
inteligente, inovador, inclusivo e participado. O planeamento do Projeto Educativo Local (PEL), suportado por todas estas
características e convicções, assentes nas necessidades dos cidadãos e, concludentemente,
num quadro desejável com todos e para todos, suportou-se numa metodologia totalmente
participada, ao longo das diferentes etapas do processo. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 A este nível ressalta a importância das
competências transversais, como são exemplo a criatividade, a capacidade de comunicação e
de resolução de problemas, a capacidade de trabalhar em equipa e de avaliar as contínuas
situações de imprevisibilidade com que, inevitavelmente, se irão deparar (AZEVEDO, 1991). Um tal entendimento de formação obriga a uma relação mutuamente desafiante com
um projecto de desenvolvimento local ideologicamente consonante e, por maioria de razão,
impele à construção de comunidades locais de educação e formação, integradas por todos os
parceiros, capazes de garantir a diversidade e continuidade de experiências que estas opções
holísticas, integradas e transformadoras exigem. Por isso mesmo, pensar e planear políticas
locais exige o compromisso de escutar todos os parceiros e criar hábitos de diálogo e trabalho
conjunto para encontrar novas respostas, baseadas em processos mais democráticos,
específicos, participados e inovadores. Conscientes desta necessidade e obrigação, e no âmbito dos trabalhos para a
elaboração de um plano estratégico educativo municipal, foram implementadas metodologias
participativas de envolvimento de todos os agentes, dando nota, neste artigo, das perceções
iniciais de um grupo de representantes das empresas e instituições de formação do Município
de Sintra, ao nível das necessidades e da disponibilidade para o envolvimento sincero numa
outra forma de planear e desenvolver actividades de formação de jovens e adultos. 15 DOSSIÊ AMAZÔNIA NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 16 elegendo uma abordagem moderadamente estruturada, cujo guião de debate terá assumido a
forma de um conjunto de linhas orientadoras para a discussão pretendida. elegendo uma abordagem moderadamente estruturada, cujo guião de debate terá assumido a
forma de um conjunto de linhas orientadoras para a discussão pretendida. Assim, foram lançadas várias questões para reflexão: O que podemos dizer do tecido
empresarial do concelho? E sobre a sua evolução a curto e médio prazo? Como podemos
perspectivar a sua evolução em termos de qualificações? De que trabalhadores necessitam as
empresas do concelho em termos de formação geral e formação técnica específica? Como
podem ser formados esses trabalhadores? Que contributos podem dar as empresas na
formação inicial de jovens, na formação contínua e em programas de informação profissional
para os adolescentes das escolas do município? 3 RESULTADOS Tendo como referência algumas das linhas orientadoras de reflexão e debate lançadas
aos representantes das empresas e entidades de formação do concelho, antecipadamente,
torna-se possível estruturar a informação recolhida por blocos temáticos, os quais permitirão
evidenciar algumas das características do tecido empresarial do município, bem como
principais lacunas e necessidades sentidas no âmbito da formação dos seus recursos humanos. Assim, de forma a facilitar a análise dos dados recolhidos optou-se pela construção de um
quadro que sintetiza as áreas temáticas abordadas, unidades de registro e exemplos de
transcrições das declarações dos participantes (Tabela 1). ç
ç
p
p
Uma análise global das diversas intervenções das entidades presentes tornou visível a
opinião generalizada no que concerne à pouca atratividade e falta de mão-de-obra no setor da
indústria, resultando em entraves ao nível dos processos de “recrutamento de recursos
humanos qualificados” (nomeadamente, jovens) em áreas técnicas (e.g. serralharia, mecânica,
canalização, soldadura, química, manutenção industrial, carpintaria, eletricidade, mecatrónica,
entre outros), principalmente, quando surgem picos de produção. A mobilidade dos trabalhadores constituiu mais uma das temáticas evidenciadas por
vários empresários, tendo estes referido que a ausência de transportes públicos, em
determinadas zonas do concelho, torna a viatura própria um requisito obrigatório para a
admissão de recursos humanos. Tal facto traduz-se numa acentuada dificuldade no que diz
respeito aos processos de recrutamento. No âmbito dos cursos profissionais foi referido o facto de alguns deles terem sido
extintos, com particular ênfase na área da química, colocando ao dispor das empresas apenas
licenciados e mestres em áreas afins, o que não corresponde às suas necessidades. Importante
será também mencionar a disponibilidade manifestada pelas empresas para apoiar as Escolas
Profissionais na criação de cursos/ações de formação voltadas para as áreas em análise. Tabela 1. Organização da informação recolhida – Temas, unidades de registo e principais indicadores
Temas
Unidades
de Registo
Exemplos
Setor industrial
8
“(...) pouca atratividade e falta de mão de obra. Temos dificuldade
em recrutar jovens para áreas técnicas, principalmente quando
surgem picos de produção”. Mobilidade
3
“Não existe transporte público em algumas zonas, o que dificulta
bastante a vida de quem procura trabalho (...) ”. Cursos
profissionais
extintos
4
“Alguns cursos profissionais simplesmente deixaram de existir,
como por exemplo, a química (...) acabamos por apenas ter ao
dispor licenciados e mestres em áreas afins”. Falta de reconhecimento
6
“ (...) hoje em dia ainda é evidente o estigma associado ao ensino ela 1. 2 METODOLOGIA Não obstante o alargado conjunto de
procedimentos metodológicos elencados na construção do PEL, atendendo às diferentes áreas
temáticas e respetivos parceiros locais, neste trabalho, em concreto, centramo-nos,
exclusivamente numa das dimensões do eixo estratégico do trabalho, qualificação e inovação. Neste sentido, considerando a importância que o tecido empresarial encerra no
desenvolvimento concelhio, ainda numa fase de diagnóstico do PEL, através de um Focus
Group, foi proposto a diferentes entidades locais de âmbito empresarial e com intervenção ao
nível da qualificação da população jovem e adulta, um momento de reflexão conjunta em
torno das características do tecido empresarial do município e respectivas necessidades de
formação. Para esta etapa do diagnóstico e, atendendo ao vasto número de atores implicados
neste processo (empresários), com a colaboração do Gabinete de Apoio Empresarial do
Município, foi estabilizada a participação de vinte e quatro elementos, entre representantes do
tecido empresarial e entidades promotoras de formação do município. Tendo em consideração
o elevado número de elementos, optou-se por formar dois grupos de doze participantes, 3 RESULTADOS Organização da informação recolhida – Temas, unidades de registo e principais indicadore DOSSIÊ AMAZÔNIA 17 Fonte: Elaborada pelos autores
do Ensino Profissional
profissional e áreas técnicas (...) é preciso atuar, trabalhar para o
reconhecimento social do ensino profissional e de algumas
profissões”. Formação
prática
no
Ensino Profissional
5
“Falta prática nestes cursos, é um facto (...) é essencial aumentar as
atividades dentro das empresas”. Estágios-Emprego (IEFP)
5
“O processo para financiamento de um estágio profissional é
extremamente lento (...) é urgente criar estratégias que permitam
agilizar todo este processo”. Competências transversais
3
“Sentimos grandes lacunas nas competências pessoais e sociais dos
jovens (...) ”. Colaboração Empresas –
Escolas Profissionais
6
“A nossa empresa está completamente disponível para colaborar
com as escolas profissionais no sentido da criação de ações de
formação voltadas para estas áreas”
“ (...) e portanto, reconhecemos a necessidade de ajustar a
formação às necessidades das empresas. Temos trabalhado neste
sentido com a ajuda das empresas ao nível da adaptação dos planos
curriculares (...) e têm surgido novas áreas de formação”. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 18 próprias entidades de formação a mencionar que têm procedido à adaptação dos planos
curriculares dos cursos em conjunto com as empresas, no sentido de aproximar os percursos
formativos, o mais possível, às necessidades do mercado de trabalho. Ainda de salientar, por
parte das entidades formadoras, o reconhecimento de que os cursos profissionais não são
consentâneos com as reais necessidades das empresas, destacando-se o ensino
tendencialmente teórico e, por outro lado, o esforço de algumas entidades no que se refere à
implementação de novas áreas de formação, ajustadas às necessidades das empresas (e.g. mecatrónica automóvel, turismo, etc). Outra das temáticas a merecer destaque neste trabalho prendeu-se com a intervenção
de um representante dos serviços públicos de emprego e formação, a qual incidiu sobre os
Jovens NEET (Not in Employment Education or Training) - jovens até aos 29 anos que não
estão integrados em qualquer modalidade de ensino, formação ou mercado de trabalho -,
procurando divulgar a iniciativa Garantia Jovem. Esta iniciativa, da responsabilidade do IEFP,
vem reforçar a importância de uma metodologia de intervenção assente num trabalho de
(re)construção de redes a nível local, integrando as entidades e os atores melhor posicionados
e capacitados, para sinalizar e captar os jovens que se encontrem em situação de maior
fragilidade. Neste contexto, a lógica deste trabalho em rede direciona-se para a conciliação de
respostas ao nível da qualificação, da inserção e das transições. De notar que, de acordo com dados de 2017, dos serviços públicos de emprego, o
ensino básico é o nível mais representativo na estrutura de habilitações da população
desempregada em Sintra (52,7%), enquanto dados do ano anterior (2016) indicam que a taxa
de desemprego dos jovens (inscritos nos serviços de emprego) atingia 1001 jovens (7.5%)
com idade inferior a 25 anos e 2382 jovens (17.8%) na faixa etária dos 25-34 anos. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 O trabalho
de diagnóstico por nós realizado no âmbito do projecto educativo local revelou claras
preocupações, associadas a uma grande percentagem (18,2%) de população residente com
idades entre os 18 e os 24 anos que completou o 3º Ciclo do Ensino Básico (9º ano de
escolaridade), mas que não se encontra a frequentar o sistema de ensino, assim como a uma
taxa de retenção e desistência do ensino básico superior à média da região de Lisboa (AML) e
do país e a uma taxa de transição/conclusão no ensino secundário inferior às unidades
desejáveis de referência. Por tudo isto se justifica a especial atenção que devem merecer os jovens afastados do
sistema formal de educação, formação e emprego, Jovens Nem-Nem, principalmente, aqueles
que estão ocultos nas estatísticas oficiais, dificultando a sua sinalização e aumentando o risco
de marginalização e exclusão social. Todos estes indicadores reforçam as novas exigências
colocadas ao município e aos diferentes parceiros que nele atuam, no que se refere ao
aumento das qualificações de todos os jovens e ativos empregados e desempregados, tendo
sempre em linha de conta o equilíbrio entre as necessidades das pessoas/famílias e as das
dinâmicas socioeconómicas, numa lógica de trabalho digno. Fonte: Elaborada pelos autores Fonte: Elaborada pelos autores De acordo com alguns participantes, nos dias que correm, ainda se assiste a uma
considerável falta de reconhecimento do Ensino Profissional e áreas técnicas, pelo que urge
criar um conjunto de estratégias que potenciem a mudança de mentalidades e,
consequentemente, o reconhecimento social do Ensino Profissional e de algumas profissões
que têm sido desvalorizadas. Esta atuação é, assim, percecionada como profícua para uma
completa resposta às necessidades do tecido empresarial. Outro dos tópicos mencionados pelos empresários diz respeito à falta de trabalho
prático associada aos cursos, não só profissionais, mas também universitários, implicando
(apesar da formação on job que as empresas realizam) um retorno tardio da atividade dos
trabalhadores. Esta situação acaba por desencadear um desajustamento entre as competências
dos trabalhadores e as necessidades das empresas daí que, no âmbito dos percursos
formativos, tenha sido reforçada a importância de um equilíbrio entre a formação teórica e
prática, fomentando um aumento das atividades em contexto empresarial. Os estágios-emprego financiados pelos serviços públicos de emprego e formação
profissional constituíram, igualmente, um dos temas abordados pelos representantes das
empresas, tendo as intervenções incidido na morosidade dos processos. De facto, foi
manifestada grande abertura à integração de estagiários do ensino profissional (curriculares
e/ou profissionais), porém fica também patente a necessidade de criar uma estratégia que
agilize este processo (e.g. após um estágio curricular – 3 meses, criar uma rápida resposta
para a integração dos jovens num estágio-emprego – 9 meses). p
g ç
j
g
p g
Relativamente ao domínio das competências, à semelhança do que tem vindo a ser
comprovado através de vários estudos, assiste-se a uma valorização das competências
transversais (autonomia, responsabilidade, iniciativa, trabalho em equipa, línguas
estrangeiras) em detrimento das competências técnicas, evidenciando-se mais uma vez um
desfasamento entre as competências pessoais dos jovens e a realidade do mundo empresarial. A oportunidade de reunir no mesmo espaço representantes quer de entidades locais de
âmbito empresarial, quer de entidades com intervenção ao nível da qualificação da população,
desencadeou uma importante dimensão: a cooperação entre as mesmas. Se por um lado
assistimos à total disponibilidade das empresas para colaborar com as Escolas Profissionais
no que concerne à criação de cursos voltados para as suas necessidades, por outro lado, surge
a constatação de que esta complementaridade tem vindo a ocorrer, uma vez que são as económicas predominantes. Indubitavelmente, a formação profissional de jovens, associada ao mundo do trabalho,
tem de adaptar-se à evolução do mesmo, designadamente no que respeita aos objetivos e
conteúdos. Tal como ficou demonstrado, as contribuições dos representantes das empresas do
município em análise, apontam para a vontade de verem o ensino profissional encetar o
desejável percurso, no sentido da adaptação dos percursos formativos às suas reais
necessidades, não só ao nível das áreas de formação, mas também ao nível das competências
técnicas e das competências pessoais e sociais (transversais). Sendo bem conhecido o que as
empresas pretendem traduzir com este discurso, esta constatação aponta para a vontade de
verem emergir processos formativos enquadrados com necessidades de recursos humanos
adaptáveis às culturas empresariais e capazes de evoluírem na lógica das suas estratégias
futuras. Todavia, embora seja importante levar em consideração as exigências formativas das
empresas, é imprescindível que os sistemas de formação potenciem um leque de competências
e atitudes que possibilitem aos jovens integrar-se na vida ativa e favoreçam, no futuro, uma
navegação profissional sustentada em projetos de vida informados, desafiantes e realistas,
capazes de lidar com resiliência e criatividade com as constantes mudanças tecnológicas,
sociais e culturais, conjugando dinamicamente, de acordo com a realidade e as possibilidades
de mudança, saberes técnicos relacionais e emancipatórios. Numa nova conjuntura, em que as mudanças aceleradas se constituem como regra, é
essencial criar condições para ancorar a preparação dos trabalhadores no futuro e criar
estratégias diferenciadas, encarando o profissional como um agente no processo de tomada de
decisão e de construção de novas realidades, tendo sempre como premissa a necessidade de
um contínuo envolvimento em práticas de educação e formação que se devem prologar e
alargar longo e a todos os espaços da vida. Partindo das declarações dos participantes no grupo focal, foi notória a preocupação
quanto à falta de reconhecimento do ensino profissional e de profissões associadas a áreas
mais técnicas. Evidentemente, estamos perante uma dimensão sobre a qual deverão ser
tomadas medidas e ser definidas sólidas estratégias que promovam uma nova visão, visando a
valorização e o prestígio da formação profissional. A elevada burocracia subjacente aos
processos dos serviços públicos, ao representar para as empresas locais um dos entraves à
dinâmica do recrutamento e seleção de estagiários, facilitando os seus processos de
socialização profissional, deverá ser também objeto de reflexão, passando pela criação
estratégias que melhorem a comunicação e agilizem todos os procedimentos. 4 CONSIDERAÇÕES FINAIS Apesar do significativo esforço de qualificação da população, em todos os níveis, feito
por Portugal, ao longo das últimas décadas, no sentido de recuperar o atraso que nos distancia
de países mais desenvolvidos, a verdade é que a realidade ainda se distancia da situação de
grande parte dos países da União Europeia, persistindo baixos níveis de qualificação. Tal
facto, associado a elevadas taxas de abandono e saída precoce do sistema de ensino, acaba por
dificultar substancialmente o acesso à formação e à aquisição e aplicação de novos
conhecimentos, impedindo a criação de uma base sólida de competências e,
consequentemente, desencadeando grandes dificuldades ao nível do envolvimento da
população ativa em contextos de mobilidade profissional e reorientação das orientações DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 19 económicas predominantes. I d bi
l
f
fi i
l d j
i d
d d
b lh económicas predominantes. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 20 melhorar a informação, as práticas de orientação, os recursos necessários ao incremento da
qualidade da formação e dos estágios e aumentar as possibilidades e oportunidades de
emprego, de acordo com as expectativas e os projetos das pessoas. Revelou-se, igualmente,
perentória a aposta num aumento significativo das atividades educativas e de formação para
adultos, nomeadamente as unidades de formação de curta duração, aproximando-as a curto
prazo do objetivo desejável de envolver, todos os anos, uma maior percentagem de pessoas
adultas, com particular atenção aquelas que apresentam menores níveis de escolaridade e de
qualificação e se situam em grupos etários mais elevados. Afigurou-se, ainda, determinante
potenciar o envolvimento de mais trabalhadores em atividades de Educação e/ou Formação de
Adultos, visando a elevação dos níveis de escolaridade e de qualificação da população
empregada. p g
Entendeu-se, assim, que a capacidade de resposta aos desafios futuros deverá passar
por uma adequação da oferta formativa e por uma atuação prospetiva, empenhada e
responsável dos atores envolvidos na estrutura das ofertas formativas, promovendo, ao
mesmo tempo, novas abordagens junto dos destinatários, incentivando-os a procurar as
melhores opções de formação e informando-os, claramente, sobre as condições de
empregabilidade. p g
De igual modo, fez parte das linhas de ação do projecto educativo local a promoção de
uma maior aproximação entre as instituições de ensino e o tecido empresarial do território,
solicitando junto destas a colaboração para a definição dos perfis e conteúdos formativos, bem
como para a elaboração de programas e metodologias de formação. Procurou-se caminhar no
sentido da criação de uma rede colaborativa potenciadora da construção de um território
verdadeiramente comprometido com a qualidade de vida dos cidadãos e, consequentemente,
com o sucesso dos seus percursos. Para isso, como também se percebeu, é incontornável que
as políticas locais potenciem experiências educativas diferenciadas e espaços de interacção e
debate, destinados a promover reflexões e acções problematizadoras, a partir e sobre o
trabalho. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Face ao indubitável aumento da precariedade do emprego jovem, o projecto educativo
local procurou, também, centrar a sua missão na criação de oportunidades para que os jovens
que não estão a trabalhar, nem inseridos no sistema educativo/formativo e que abandonaram
precocemente o sistema de ensino, concluam um percurso qualificante, por via do ensino
profissional ou superior, implementando estratégias que promovam transições bem-sucedidas
entre o sistema educativo/formativo e o mercado de trabalho. A construção do Projeto Educativo Local de Sintra revelou-se uma notável
oportunidade de criação de políticas locais de educação e formação, associando-as a
determinadas opções de desenvolvimento, e consequentemente, aos recursos e dinâmicas
existentes ou passíveis de ser mobilizadas e desenvolvidas no município. Neste contexto, o
planeamento concertado – agentes educativos, empresários, outros parceiros – de uma oferta
diversificada e adaptada às necessidades do município em termos de ensino profissional e
tecnológico, a implementação de um sistema de orientação vocacional que preveja e evite
situações de insucesso e de abandono do percurso escolar e formativo por parte da população
jovem, afigurou-se determinante, face à nova visão para a educação do território. económicas predominantes. Tendo em consideração todas as dimensões abordadas e analisadas pelas empresas e
entidades de formação, não ficámos indiferentes à disponibilidade demonstrada para uma
efetiva cooperação entre elas, traduzida pela complementaridade e adaptação dos percursos
formativos, nas variadas vertentes, às reais necessidades das dinâmicas do trabalho naquele
território. Neste sentido, importa reforçar a ideia e a necessidade de trazer novas lógicas de
partilha de responsabilidades na articulação e otimização de meios e recursos, essenciais à
concretização de práticas concertadas, alcançando o grande desígnio de um trabalho em rede
local para a qualificação capaz de promover mudanças ao nível dos processos produtivos e do
incremento contínuo de emprego de qualidade. Paralelamente a outras estratégias de envolvimento e auscultação dos parceiros locais,
todos os contributos resultantes deste momento reflexivo permitiram consolidar alguns
princípios orientadores para a definição de um eixo estratégico com objetivos e ações
consentâneas com as transformações ambicionadas no âmbito da qualificação da população. Do diagnóstico realizado, e atendendo à diversidade de oferta implementada no Município de
Sintra, ficou demonstrada a necessidade de consagrar práticas de trabalho em rede, entre a
autarquia, organizações educativas, jovens, famílias, empresas e associações, por forma a NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 AZEVEDO, Joaquim. A Educação Tecnológica nos Anos 90. Porto: Edições ASA,1991. CERQUEIRA, Maria de Fátima; MARTINS, Alcina Manuela. A Consolidação da Educação e
Formação Profissional na Escola Secundária nos últimos 50 anos em Portugal. Revista
Lusófona de Educação, n. 17, p. 123-145, 2011. CRUZ, Helena Cristina; ALBUQUERQUE, Cristina Pinto; ALCOFORADO, Luís. A
formação profissional: da qualificação à “gestão do não trabalho”. Mutações nas trajetórias e
identidades dos técnicos de serviço social no sistema de formação profissional português. In:
ESTRELA, Teresa et al. (Eds.). Formação Profissional: Investigação Educacional sobre
teorias, políticas e práticas. Atas do XX Colóquio da Association Francophone
Internationale de Recherche Scientifique en Education. Lisboa: EDUCA/Secção
Portuguesa da AFIRSE, 2013. DIAS. Ensino profissional: razões para a sua escolha: um estudo de caso. Dissertação de
Mestrado. Universidade Católica Portuguesa, Braga, 2012. REFERÊNCIAS AZEVEDO, Joaquim. A Educação Tecnológica nos Anos 90. Porto: Edições ASA,1991. REFERÊNCIAS ALCOFORADO, Joaquim Luís; VIEIRA, Cristina; MOIO, Isabel. Revisitando as Políticas de
Educação e Formação de Adultos dos Últimos 20 Anos em Portugal. In: DANTAS, Tânia
Regina; LAFFIN, Maria Hermínia Lage Fernandes; AGNE, Sandra Aparecida Antonini
(Eds.). Educação de jovens e adultos em debate. Pesquisa e formação. Curitiba: CRV,
2017. p. 17 – 40. ALCOFORADO, Joaquim Luís; VIEIRA, Cristina; MOIO, Isabel. Revisitando as Políticas de
Educação e Formação de Adultos dos Últimos 20 Anos em Portugal. In: DANTAS, Tânia
Regina; LAFFIN, Maria Hermínia Lage Fernandes; AGNE, Sandra Aparecida Antonini
(Eds.). Educação de jovens e adultos em debate. Pesquisa e formação. Curitiba: CRV,
2017. p. 17 – 40. DOSSIÊ AMAZÔNIA 21 ALCOFORADO, Luís. Competências, Cidadania e Profissionalidade: Desafios e Limites
para a Construção de um Modelo Português de Educação e Formação de Adultos. Tese
de Doutoramento. Faculdade de Psicologia e de Ciências da Educação da Universidade de
Coimbra, Coimbra, 2008. ALCOFORADO, Luís. Competências, Cidadania e Profissionalidade: Desafios e Limites
para a Construção de um Modelo Português de Educação e Formação de Adultos. Tese
de Doutoramento. Faculdade de Psicologia e de Ciências da Educação da Universidade de
Coimbra, Coimbra, 2008. ALCOFORADO, Luís; CORDEIRO, António Rochette; FERREIRA, António Gomes. Territórios, Comunidades Educadoras e Desenvolvimento Sustentável. In: CORDEIRO,
António Rochette; ALCOFORADO, Luís; FERREIRA, António Gomes (Eds.). Territórios,
Comunidades Educadoras e Desenvolvimento Sustentável. Coimbra: Departamento de
Geografia, Faculdade de Letras da Universidade de Coimbra, 2014. p. 7-14. ALCOFORADO, Luís; FERREIRA, António Gomes; MOUTINHO, José. A Educação
Profissional na Educação Básica em Portugal: reflexões a partir de um estudo de caso. Revista Espaço do Currículo v. 6, n. 2, p. 261-279, 2013. ALCOFORADO, Luís; PREGUIÇA, Cláudia; FRIAS, Mafalda. A Emergência de Novas
Profissionalidades na Educação e Formação de Adultos em Portugal: necessidade e
consolidação do perfil do mediador na perspetiva dos diferentes agentes. In: BARROS,
Rosanna; LIMA, Paulo Gomes; AZEVEDO, Márcio (Eds.). Rumos da Educação e
Formação de Jovens e Adultos em Portugal e no Brasil: um balanço comparado de
políticas e práticas. Natal: Editora IFRN, 2020. p. 132-152. ALCOFORADO, Luís; PREGUIÇA, Cláudia; FRIAS, Mafalda. A Emergência de Novas
Profissionalidades na Educação e Formação de Adultos em Portugal: necessidade e
consolidação do perfil do mediador na perspetiva dos diferentes agentes. In: BARROS,
Rosanna; LIMA, Paulo Gomes; AZEVEDO, Márcio (Eds.). Rumos da Educação e
Formação de Jovens e Adultos em Portugal e no Brasil: um balanço comparado de
políticas e práticas. Natal: Editora IFRN, 2020. p. 132-152. FREIRE, Paulo. Educação e mudança. Rio de Janeiro: Paz e Terra, 1983. FREIRE, Paulo. Educação e mudança. Rio de Janeiro: Paz e Terra, 1983. KRUEGER, Richard; CASEY, Mary. Anne. Focus groups: A pratical guide for applied
research. 4 ed. California: Sage, 2009. LESOURNE, Jacques. Éducation et société: Les défis de l’an 2000. Paris: Éditions la
Découverte e Jornal Le Monde, 1988. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 22 MADEIRA, Maria Helana. Ensino Profissional de Jovens Um Percurso Escolar Diferente
para a (Re)Construção de Projetos de Vida. Revista Lusófona de Educação, n. 7, p. 121-141,
2006. MARQUES. As Escolas Profissionais: um modelo de formação. Inovação, n. 3, p. 45-52,
1990. MORGAN, David. Focus group. Annual Review Sociology, n. 22, p. 129-152, 1996. MORGAN, David. Focus group. Annual Review Sociology, n. 22, p. 129-152, 1996. PARDAL, Luís; VENTURA, Alexandre; DIAS, Carlos. O Ensino Técnico em Portugal. Aveiro: Universidade de Aveiro, 2003. PELIZ, Marina. O Ensino Profissional de Nível Secundário em Portugal, 2000-2014. Quase-Mercado e Isomorfismo. Lisboa: ESCXEL, 2014. PIVETEAU, Vincent. Territoire-formation-développement: un triptyque à revisiter par temps
changeant. Education Permanente, n. 185, p. 7-13, 2010. PORTUGAL. Decreto-Lei nº 26/89, de 21 de Janeiro de 1989a. Diário da República: nº 18, I
Série. Ministério da Educação, 1989. PORTUGAL. Decreto-Lei nº 286/89, de 29 de Agosto de 1989b. Revisão Curricular do
Ensino Básico e Secundário, 1989. PORTUGAL. Decreto-Lei nº 46/86, de 14 de Outubro de 1986. Lei de Bases do Sistema
Educativo, 1986. PORTUGAL. Resolução do Conselho de Ministros nº 173/2007. Diário da República nº
214, I Série. Presidência do Conselho de Ministros, 2007. RODRIGUES, Liliana. Ensino Profissional, o Estigma das Mãos Mais do que a Cabeça. ORTUGAL. Resolução do Conselho de Ministros nº 173/2007. Diário da República nº
14, I Série. Presidência do Conselho de Ministros, 2007. PORTUGAL. Resolução do Conselho de Ministros n 173/2007. Diário da República n
214, I Série. Presidência do Conselho de Ministros, 2007. RODRIGUES, Liliana. Ensino Profissional, o Estigma das Mãos Mais do que a Cabeça. Mangualde: Edições Pedago, 2011. ODRIGUES, Liliana. Ensino Profissional, o Estigma das Mãos Mais do que a Cabeç
Mangualde: Edições Pedago, 2011. SOUZA, Dalva garcia de. A Formação Profissional como Estratégia para o
Desenvolvimento Local: a construção endógena do conhecimento no senai/dr-ms. 2011. Dissertação apresentada ao Programa de Pós-graduação em Desenvolvimento Local. Universidade Católica Dom Bosco, Campo Grande, 2011. DOSSIÊ AMAZÔNIA 23 DOSSIÊ AMAZÔNIA REVISTA DO PROGRAMA DE PÓS NÚMERO 01
–
M
ARÇO GRADUAÇÃO EM LINGUAGENS E UNIVERSIDADE FEDERAL DO PARÁ
– INTRODUÇÃO O presente trabalho teve como foco de estudo o silenciamento e negação dos direitos à
Educação de Jovens e Adultos – EJA, em especial em tempos da Pandemia do Covid-19. O
interesse por esta temática é resultado de inquietações que permeiam enquanto pesquisadoras
que têm como campo de estudo a modalidade da EJA. Historicamente o movimento em defesa ao direito de educação aos jovens e adultos que
foram excluídos da educação escolarizada, tem se contrapondo às políticas públicas e é com
muita frequência ainda visto como educação compensatória, de forma pontual e reproduções
de modelos escolares para as crianças. A educação no contexto da pandemia global do novo coronavírus (COVID-19) marcado
por incertezas, teve um grande impacto e provocou muitas reflexões, mudanças rápidas e exigiu
repensar novas formas de ensinar e aprender a partir da suspensão das aulas presenciais e do
isolamento social. Tal cenário, segundo os dados da Organização das Nações Unidas para a
Educação, a Ciência e a Cultura - UNESCO no mês de abril de 2020, foram suspensas às aulas
em 194 países, atingindo cerca de 1,6 bilhão de crianças e jovens no mundo inteiro (UNESCO,
2020). O reflexo da educação no mundo, agravou ainda mais a realidade da educação brasileira
que além de desmascarar a situação precária ficou mais sucateado o ensino das escolas públicas,
principalmente, em determinadas regiões e populações como a Amazônica. No contexto
amazônico e diante da situação atual pandêmica, a EJA enfrenta grandes desafios por se tratar
de sujeitos com processos de exclusões históricas e com diversidades muito específicas. Os diálogos sobre os movimentos em defesa da necessidade de criar e de dar
continuidade às políticas públicas para a EJA que tenham por princípios, o respeito às
diversidades, às realidades e às especificidades dos alunos, assegurando não apenas o acesso,
mas também, a permanência dos mesmos no âmbito escolar, assim como a compreensão da
EJA como princípio fundamental do ser humano, trouxeram também novas reflexões entre o
que diz a legislação e o que de fato conseguem implementar e materializar, o que nos levou a
questionar: que estratégias ou políticas públicas são construídas para a garantia da EJA como
direito humano em tempos de pandemia? Essas estratégias conseguem materializar um projeto
de EJA que potencializa a cidadania dos jovens e adultos que a acessam? CAMPUS BRAGANÇA IX – NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 24 Data de submissão: 30.09.2020
Data de aprovação: 06.12.2020 Data de submissão: 30.09.2020
Data de aprovação: 06.12.2020 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 25 documentos nacionais (Constituição de 88, LDB 96, Diretrizes Curriculares da EJA,
Documentos orientadores dos Fóruns de EJA); c) Os documentos locais (Plano Municipal de
Educação, Diretrizes Operacionais da EJA, Conselho Municipal de Educação); as estatísticas
da EJA no município e nas plataformas de informação IBGE, DEEPASK, INEP. A escolha do Município de Bragança, na Amazônia bragantina, configura-se em virtude
do município ter 407 anos de existência, com uma rica diversidade ambiental e sociocultural,
contexto de diferentes formas de produção de existências: agricultores, pescadores, coletores,
ribeirinhos e quilombolas. Entretanto, 49,8% da população bragantina possui uma renda média
de até meio salário mínimo e ocupa a posição 1.938 na escala de renda entre 5.570 municípios
brasileiros. Aliada ainda, ao fato de apresentar um quadro de 11.690 pessoas acima de 15 anos
analfabetas, ou seja, 15,33% do total da população do município, necessitam que seus direitos
à escolarização sejam garantidos pelo poder público municipal (DEEPASK, 2018). Os dados coletados foram organizados num movimento circulatório onde se cruzaram
as informações das diferentes fontes documentais, visando qualificar o corpus de análise
(SAMPIERI, CALLADO E LUCIO, 2013). Os resultados desse movimento de cruzar informações e interpretar os sentidos e
significados, encontram-se organizados nos três tópicos desse trabalho: o primeiro discorre
sobre as políticas educacionais brasileiras e a constituição da Educação de Jovens e Adultos
como modalidade para assegurar o direito dessa população a educação; o segundo apresentamos
a EJA na Amazônia bragantina, suas políticas, concepções e as implicações no campo do direito
à educação em tempos de pandemia do Covid-19; e o terceiro traz reflexões sobre os possíveis
caminhos e estratégias de inclusão da EJA ao universo educacional em meio à pandemia ainda
em curso. INTRODUÇÃO Tais questionamentos nos impulsionaram à organização da pesquisa; assim traçamos
como objetivo geral: analisar os direitos e as políticas para Educação de Jovens e Adultos em
um município da Amazônia bragantina, frente ao contexto da pandemia de Covid-19; E para
tanto se delineou: a) Estabelecer a relação teórica entre as políticas da educação de jovens e
adultos como campo de disputas e lutas de garantia do direito; b) Analisar as formas de
organização educacional da EJA em um município da Amazônia bragantina; c) Analisar os
possíveis impactos no processo de escolarização de Jovens e Adultos na Amazônia bragantina
em tempos de pandemia de Covid-19; d) Propor estratégias que visam a garantia desse direito
em contexto de pandemia de Covid-19; Com o objetivo de interpretar o fenômeno em questão, ou seja, a garantia do direito à
Educação de Jovens e Adultos em tempos de pandemia, apoiamos nossos estudos na abordagem
qualitativa (LÜDKE E ANDRÉ, 2013). Para tal, usamos a pesquisa documental. A pesquisa documental nos permitiu investigar de forma indireta, por meio do estudo
dos documentos produzidos a respeito da EJA, dentre os quais destacamos: a) Os documentos
internacionais (Declaração dos direitos humanos e as Cartas das CONFINTEAS); b) Os NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 26 mais variadas: alfabetização de adultos, pós-alfabetização, educação rural, educação familiar,
educação da mulher, educação em saúde e nutrição, educação cooperativa, educação
vocacional, educação técnica, ou ainda, temáticas correlacionada ao desenvolvimento
ecológico sustentável, da democracia, da justiça, da igualdade entre os sexos, do
desenvolvimento socioeconômico e científico (NEVES, SILVA JÚNIOR E GONÇALVES,
2019). No Brasil em diferentes momentos históricos, projetos de educação jovens e adultos
pautados: a) nos setores populares, incentivam a organização e autonomia da classe
trabalhadora, engajando-os num projeto de transformação social; b) na lógica da educação
escolar supletiva; ou ainda c) na lógica mercadológica, fomentaram/fomentam tensões e
disputas que delineiam as políticas públicas escolar. A Constituição Federal de 1988, inaugura no cenário educacional Brasileiro o debate
sobre a garantia obrigatória e gratuita da oferta de educação para todos que não tiveram acesso
em idade própria, conforme artigo 208, inciso I, em que afirma, O dever do estado com a educação será efetivado mediante a garantia de: I – educação
básica obrigatória e gratuita dos quatro aos dezessete anos de idade, assegurada
inclusive sua oferta gratuita para todos os que a ela não tiveram acesso na idade própria
(BRASIL, 1988). Ressalta-se que o reconhecimento desse direito permite, por sua vez, que a escolarização
de jovens e adultos deixe de ser pensada como ensino suplência, voltada para instrução e,
provoca mudanças que vão como descreve Soares (2002), muito além do que atualização
vocabular que levam a reafirmação da EJA como uma modalidade de educação básica. Contraditoriamente, autores como Neves, Silva Júnior e Gonçalves (2019) destacam
que apesar da Lei de Diretrizes e Bases da Educação – LDB, n° 9.394/96 trazer a concepção
EJA como modalidade da educação básica, isso não significou a superação por completo da
EJA como supletivo. Entretanto, como analisam Di Pierro e Haddad (2015), a mobilização da sociedade
civil no Brasil foi propulsora da conquista de direitos, como o reconhecimento dos jovens e
adultos dentre os sujeitos do direito humano à educação, antes restrito às crianças e
adolescentes. 1 EDUCAÇÃO DE JOVENS E ADULTOS COMO CAMPO DE DISPUTAS POR
DIREITOS A Educação de Jovens e Adultos, como modalidade de ensino no Brasil, tem se
configurado em um campo de disputas acerca do direito à educação de jovens e adultos que
historicamente sofreram e sofrem diferentes formas de exclusão social. A garantia do direito à
educação, não se trata apenas do direito à escola, trata-se do direito à própria vida, na medida
em que o acesso a ele potencializa afirmação da dignidade humana, [...] o direito à educação enquanto direito humano fundamental assume papel relevante
para a afirmação da dignidade humana, pois sem a possibilidade de crescimento
intelectual, de desenvolvimento de suas aptidões cognitivas, o ser humano não poderá
desfrutar de outros direitos, uma vez que será excluído da sociedade letrada, tratado à
margem desse contexto, não sendo visto como igual em direitos e nem tratado com
dignidade. Daí o caráter de Direito Humano Fundamental atribuído à educação, tão
precioso e necessário quanto a própria vida, pois tal direito é a alavanca para a realização
de tantos outros. Sendo assim, a educação deve ser compreendida como um bem
fundamental da humanidade. (CARVALHO, BARBOSA, RODRIGUES, TEIXEIRA,
2010, p.3). Neste sentido, versar sobre a Educação de Jovens e Adultos como um direito humano
fundamental, implica compreender as políticas construídas em prol desse princípio de que estão
marcadas por conflitos e contradições em torno das concepções da educação. Ao longo de todo o século passado em nível internacional a Conferência Internacional
de Educação de Adultos-CONFINTEAS, apresenta esse movimento de construções que
destacam inicialmente a necessidade da especificidade, da alfabetização para cidadania; da
educação para superação da carência cultural, a defesa da educação ao longo da vida, o
reconhecimento do direito de aprender, como também, apresentam articulações à temáticas DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 27 Ensino Médio que se desenvolvem em instituições próprias integrantes dos Sistemas de Ensino
Federal, Estaduais, Municipais e do Distrito Federal (BRASIL, 2010). Ensino Médio que se desenvolvem em instituições próprias integrantes dos Sistemas de Ensino
Federal, Estaduais, Municipais e do Distrito Federal (BRASIL, 2010). Neste contexto, os fóruns de EJA defendem políticas para esta modalidade de ensino
que objetivem uma escolarização básica de qualidade para que todos os sujeitos da EJA tenham
uma boa qualidade de vida, o que para Machado (2009, p. 34) implica em “processo de
convencimento das pessoas não escolarizadas de que faz sentido a luta pelo acesso ao
conhecimento”. Entretanto, ressalta-se que nas contradições existentes em projetos educacionais que se
encontram mergulhados no neoliberalismo e na busca em torno do direito à educação, os
esforços por colocar a EJA na agenda dos governos não resultam em avanços significativos. Como analisa de Di Pierro (2010, p. 952), No plano Nacional da Educação o tópico dedicado à EJA no Eixo VI, da CONAE,
intitulado "Justiça Social, Educação e Trabalho: Inclusão, Diversidade e Igualdade", foi
ampliado em mais de dez páginas, nas quais se distribui - sem qualquer hierarquia - um
extenso rol de proposições de diferentes ordens, relativas às concepções pedagógicas,
ao planejamento e às estratégias de políticas públicas, à ampliação da oferta e do
financiamento, melhoria da infraestrutura, da formação inicial e continuada dos
educadores e das condições de trabalho docente, consideração da diversidade dos
educandos, fiscalização do setor privado, produção de estatísticas e pesquisas,
supervisão e normas, organização escolar, currículos, materiais e meios de ensino. A
Conferência também incluiu todo um tópico sobre a educação básica e profissional das
pessoas privadas de liberdade. Fica a impressão de que, para contrapor-se à redação
enxuta e compensar o último lugar atribuído à EJA do Documento de Referência, a
plenária do Eixo VI optou por acolher toda sorte de propostas, sem estabelecer entre
elas uma escala de prioridades, o que dificulta sua tradução em um número limitado de
diretrizes e metas no novo PNE. A própria Base Nacional Curricular Comum – BNCC aprovada em fevereiro de 2019,
aliada a modelos de ranking educacionais por meio de avaliações externas, silencia a respeito
do direito à especificidade da modalidade da EJA e, em sua organização, não considera as
singularidades dos seus sujeitos. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 O que terminou por potencializar inúmeros marcos legais dentre os quais: o
Parecer CNE/CEB n°11/2000 que institui as Diretrizes Curriculares Nacionais para a Educação
de Jovens e Adultos e a Resolução nº 3/ 2010 que Institui Diretrizes Operacionais para a
Educação de Jovens e Adultos. O Parecer CNE/CEB n°11/2000, que define a Educação de Jovens e Adultos como, Uma dívida social não reparada para com os que não tiveram acesso e nem domínio
da escrita e leitura como bens sociais, na escola ou fora dela, e tenham sido a força de
trabalho empregada na constituição de riquezas e na elevação de obras públicas. Ser
privado deste acesso é, de fato, a perda de um instrumento imprescindível para uma
presença significativa na convivência social contemporânea (BRASIL, 2000, p. 5). Neste documento a EJA reassume as funções reparadoras, equalizadoras e
qualificadoras e, como destaca o próprio documento, “representa uma promessa de efetivar um
caminho de desenvolvimento de todas as pessoas, de todas as idades” (BRASIL, 2000, p.10). Já a Resolução nº 3 /2010 Institui Diretrizes Operacionais para a Educação de Jovens e
Adultos nos aspectos relativos à duração dos cursos e idade mínima para ingresso nos cursos
de EJA; idade mínima e certificação nos exames de EJA; e Educação de Jovens e Adultos
desenvolvida por meio da Educação a Distância, a serem obrigatoriamente observadas pelos
sistemas de ensino, na oferta e na estrutura dos cursos e exames de Ensino Fundamental e 2 A EDUCAÇÃO DE JOVENS E ADULTOS EM TEMPOS DE PANDEMIA DE
COVID-19 NA AMAZÔNIA BRAGANTINA De modo espantoso e evidenciando a fragilidade humana para os chamados “seres
invisíveis”, o mundo inteiro foi tomado por um vírus, SARS-CoV-2 (do inglês Severe Acute
Respiratory Syndrome Coronavirus 2) ou síndrome respiratória aguda grave do coronavírus 2,
que iniciou em Dezembro de 2019 na China, na cidade de Wuhan, causando uma suposta
pneumonia viral e rapidamente ganhou proporções gigantescas alcançando à todos e impondo
novos modos de vida. A Organização Mundial da Saúde (OMS) passou a chamar oficialmente
a doença causada pelo novo coronavírus de Covid-19. COVID significa COrona VIrus Disease
(Doença do Coronavírus), enquanto “19” se refere ao ano de 2019 (FIOCRUZ, 2020). O planeta parou para que o vírus parasse, mas milhares de pessoas no mundo não
puderam parar e ficar em casa, porque milhares não tem casa e outros milhares não tiveram
escolha: ou saiam de casa para trabalhar ou perdiam seus empregos evidenciando a
desigualdade social existente no mundo e no Brasil, de modo geral. No Brasil o vírus continua se alastrando e alcançou, a título de exemplo, no dia 24 de
setembro de 2020, o número de 4.657.702 milhões de casos confirmados e 139.808 mil óbitos,
com 831 óbitos nesse dia (BRASIL, 2020a). Quando esse artigo for lido por você certamente
os números serão maiores. Os impactos da pandemia são enormes, tanto a nível social, como econômico, político,
cultural, histórico e educacional sem precedentes na história recente das epidemias. Na
educação, a crise vivenciada pela Covid-19 resultou no encerramento das aulas em escolas e
em universidades, afetando mais de 90% dos estudantes do mundo (UNESCO, 2020). Segundo a Unesco, se não forem criadas políticas públicas que invistam em melhorias
na infraestrutura, tecnologias, formação, metodologias e salários, além do reforço da merenda,
melhor aproveitamento do tempo, tutoria fora do horário usual das aulas e material adicional,
os impactos serão sentidos por mais de uma década (UNESCO, 2020). O Ministério da Educação (MEC) publicou a portaria nº 343 de 17 de março de 2020,
que orienta as Instituições de Ensino a substituírem as aulas presenciais por aulas em meios
digitais pelo prazo de 30 dias ou pelo tempo que durar a pandemia (BRASIL, 2020b). DOSSIÊ AMAZÔNIA Pautada em discursos que desqualificam o serviço público, a
BNCC fortalece iniciativas privadas que apresentam como solução para qualidade do ensino,
pacotes pedagógicos prontos em detrimento de práticas curriculares da EJA que deveriam
considerar “conhecimentos e capacidades que os fortaleçam como coletivo, que os tornem
menos vulneráveis, nas relações de poder” (ARROYO, 2007, p.10). Assim, embora a Educação de Jovens e Adultos seja defendida como uma estratégia
para escolarizar, como nos diz Arroyo (2007, p.7), “(…) sujeitos concretos, em contextos
concretos, com histórias concretas, com configurações concretas”, contraditoriamente
vivenciamos nos últimos anos o aprofundamento das desigualdades sociais, cenário em que
pessoas que ficaram à margem da sociedade, que não puderam ou foram impedidos de concluir
seus estudos, nos fazendo inferir que políticas generalistas não atendem às necessidades
educacionais e a diversidade dos sujeitos da EJA. Na esteira das disputas em que a educação de jovens e adultos é defendida como
estratégia para escolarizar e ao mesmo tempo em que vivemos o fortalecimento de uma política
neoliberal que tem agravado as desigualdades sociais pelas lógica generalista, o mundo é
surpreendido pela pandemia Covid-19, as contradições entre o desafio de promoção do direito
à educação, a defesa de emprego, da saúde e adoção de alternativas que reproduzem e ampliam
as desigualdades sociais demonstrando as impossibilidades dessa saídas imediatista para
educação de jovens e adultos na e para Amazônia bragantina. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 28 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 29 Corroboramos com Di Pierro e Ximenes (2011) ao afirmarem que não faz sentido as
turmas estarem em redução no Brasil se os números de brasileiros com baixa escolaridade se
mantém elevado, conforme segue, Como compreender que a oferta escolar esteja em declínio, se existe uma demanda
potencial de mais de 60 milhões de brasileiros com idade igual ou superior a 14 anos
que são analfabetos absolutos, pessoas com escolaridade reduzida ou que não
concluíram o ensino fundamental? É possível imaginar que não exista demanda social
por EJA se o mercado de trabalho requer níveis cada vez mais altos de escolaridade e
qualificações profissionais? Por que os jovens e adultos não buscariam oportunidades
de estudos se a participação na vida social, cultural e política é cada vez mais mediada
por informação, conhecimento e tecnologia? (DI PIERRO E XIMENES, 2011, p.6). A explicação para essa questão da redução na oferta de turma da EJA se pauta na
escassez de recursos para essa modalidade de ensino e no pouco estímulo para continuidade da
escolaridade em meio à rotina do jovem e adulto trabalhador que se sente exaurido pelo mundo
do trabalho, sem ter condições de priorizar sua escolarização. Soma-se a isso o fato de que pela
ausência de políticas públicas para incentivá-lo a estudar, por meio de auxílios ou bolsas de
estudo, o aluno da EJA fica sem escolha ao fazer a opção entre trabalho e estudo. Essa redução de oferta de turmas de EJA na Amazônia bragantina ocasionou, desde o
ano de 2018, em uma nova forma de oferta: a nucleação, ou seja, só seriam ofertadas turmas
em “escolas núcleo” da cidade, não mais em todas as escolas como antes. O processo de nucleação se configura como uma oferta de turmas da EJA, cuja
distribuição é realizada a partir de processos avaliativos como forma de controle de resultados,
de modo que, pouca ou nenhuma evasão passa a ser o critério para manutenção da oferta ou
fechamento de turmas em escolas do campo ou cidade, transformando algumas escolas como
referência para a oferta da EJA, em bairros da área urbana ou em comunidades para os territórios
do campo. Para Messina (1993), há tempos as pesquisas demonstram que a demanda por EJA é
modelada pela natureza e características da oferta educativa. 2 A EDUCAÇÃO DE JOVENS E ADULTOS EM TEMPOS DE PANDEMIA DE
COVID-19 NA AMAZÔNIA BRAGANTINA O parecer do Conselho Nacional de Educação - CNE do Ministério da Educação do
Brasil reconheceu os problemas causados pela pandemia e procurou reorganizar as atividades
acadêmicas com a permissão para aulas aos sábados – em horários de contraturno e durante as
férias –, para que os alunos da Educação Básica não percam o ano letivo e apontou outras
medidas semelhantes àquelas já defendidas pela Unesco (BRASIL, 2020c) Todavia, e diante de toda essa situação mundial pandêmica, os alunos da EJA ficaram
esquecidos. São alunos trabalhadores que precisam conciliar trabalho, estudo, família, filhos, e
tantas outras responsabilidades e em meio a toda essa pandemia lutam por suas vidas e pela
manutenção de seus empregos e sua condição de alunos que lhes é negada. Assim como nas demais regiões do Brasil, na região Norte e na Amazônia bragantina
também houve redução das turmas de EJA. No ano de 2005, em Bragança-PA, haviam 1.507
jovens e adultos matriculados, aumentando em 2012 para 2.642 matriculados e diminuindo, em
2017, para 1.388, ou seja, menos 1.254 matrículas, o que significa que em apenas cinco anos
houve uma redução de 47,4% de alunos na EJA (NEVES, SILVA JÚNIOR E GONÇALVES,
2019). De acordo com os dados do Instituto Nacional de Pesquisas Educacionais Anísio
Teixeira (INEP) houve uma queda de 7,7% no número de alunos da EJA no Brasil, tanto no
ensino fundamental quanto no ensino médio (INEP, 2019), isso representa 1.051.919 de
matrículas a menos que no ano de 2010, por exemplo. 3 REPENSANDO AS ESTRATÉGIAS DA EJA EM TEMPOS DE PANDEMIA:
DESAFIOS E POSSIBILIDADES Diante desse contexto geral apontamos algumas provocações para repensar os caminhos
da EJA no território da Amazônia bragantina em tempos da pandemia de Covid-19, no campo
das estratégias e das possibilidades, no sentido de materializar uma política de EJA que
potencialize a cidadania dos jovens e adultos neste território. Todavia, é de fundamental importância que tenhamos conhecimento de um documento
elaborado, em julho de 2020, pelos Fóruns de EJA do Brasil que tratam de ações necessárias
para a EJA em tempos da pandemia de Covid-19. O documento aponta três pautas de luta, a
saber: 1. O primeiro ponto da pauta de luta diz respeito a disponibilizar banda larga, como
direito social, na forma de serviço público gratuito; plataforma pública, com expansão
da Rede Nacional de Pesquisa (RNP); integração com TVs públicas, rádios públicas
e redes sociais; e infraestrutura de tecnologia virtual, em sala de aula, como
instrumentos de inserção no chamado ciberespaço com produção de transvídeos e
construção de tipos textuais no celular, demonstrando as funcionalidades e aplicações
na vida de cada educando(a) (FÓRUNS EJA BRASIL, 2020, p. 2). 2. O segundo ponto
da pauta de luta é que reafirmamos que a oferta da EJA precisa tornar parte da
constituição de políticas públicas de Estado (em âmbito federal, estadual, municipal e
distrital) e não por meio de programas. Defendemos o direito à educação de qualidade
e nos posicionamos contrários à oferta de atendimento compulsório da EJA na
modalidade EaD. Exigimos que, para esse atendimento, o poder público e suas
instituições (nos âmbitos federal, estadual, municipal e distrital) realizem o
recenseamento, a mobilização da sociedade por meio de chamada pública e
divulgação de vagas da demanda e garanta a abertura e manutenção de turmas/escolas
de EJA na educação básica (Fundamental e Médio) na forma integrada à Educação
Profissional nos termos do artigo 5o da LDB 9394/96 e Lei 13.005/2014 do Plano
Nacional de Educação (Metas 9 e 10) (FÓRUNS EJA BRASIL, 2020, p. 3). 3.O
terceiro ponto da pauta de luta é a defesa de que o ano letivo não precisa coincidir
com o ano civil, principalmente, em situações excepcionais como a que nos
encontramos. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Se no Brasil os dados apontam que apenas 39% dos domicílios brasileiros possuem
computador (CETIC.BR, 2019), imaginem ter computador com acesso à internet na Amazônia
bragantina quando as desigualdades sociais são extremas e cerca de 50% das pessoas vivem
apenas com uma renda média mensal de até meio salário mínimo (DEEPASK, 2018). Desse modo, a Educação a distância - EaD não pode ser a única solução, uma vez que
esta metodologia tende a exacerbar as desigualdades já existentes, que são parcialmente
niveladas nos ambientes escolares, simplesmente, porque nem todos possuem o equipamento
necessário (SOUZA, FRANCO E COSTA, 2016). Registra-se ainda que há um grande
movimento de luta nacional contra a oferta de aulas no modelo EaD para as turmas de EJA,
aderir à essa concepção significa negar o direito à educação para todos com as mesmas
condições de igualdade de acesso e permanência na escola. ç
g
p
A seguir apresentaremos algumas estratégias que podem se apresentar como alternativas
para lidar com a situação da EJA em tempos de Pandemia de Covid-19 na Amazônia bragantina. DOSSIÊ AMAZÔNIA Em São Paulo, por exemplo, desde
2011 já haviam estudos que apontavam a existência da política de nucleação na EJA, conforme
afirmam Di Pierro e Ximenes (2011, p.10), “de fato, os dados e documentos reunidos
evidenciam que, assumindo ou não as autoridades centrais, há uma política de nucleação e
desestímulo em franca aplicação na rede estadual de ensino”. A lógica que permeia essa política é cruel e intencional, deseja o fim da educação
pública e a não garantia de direitos aos jovens e adultos brasileiros, uma vez que, “diante do
decréscimo de estudantes, reduz-se a oferta, o que, por sua vez, implica em crescente redução
da demanda (DI PIERRO E XIMENES, 2011, p. 8). Freire (1997) já destacava que a prática educativa para a EJA deveria ser pautada na
realidade, na diversidade do aluno e nos conhecimentos construídos historicamente, para que a
construção do saber fosse consolidada de maneira crítica, ou seja, assumir a realidade concreta
para transformá-la. Desse modo, em meio à toda essa precariedade na EJA na Amazônia bragantina as aulas
são suspensas por conta da pandemia. A primeira proposta, e parece ser a única, que se
considera em meio a essa situação vivida é a oferta de atividades de ensino por meio
tecnológico, todavia a integração ao mundo tecnológico, midiático e informacional impõe-se
como uma exigência quase universal, embora venha se realizando de forma desigual e até
mesmo marginal, conforme as diferenças sociais, econômicas, políticas e culturais entre as
regiões do planeta e do país, entre os grupos sociais e entre os indivíduos (SOARES E
SANTOS, 2012). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 30 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 3 REPENSANDO AS ESTRATÉGIAS DA EJA EM TEMPOS DE PANDEMIA:
DESAFIOS E POSSIBILIDADES É possível organizar os dias letivos e horas, de modo a garantir o ensino
presencial para todos(as), assegurando- se que: não haja discriminação devido às
condições de vida dos(as) trabalhadores(as) estudantes e à estrutura das instituições
educacionais; a autonomia aos sistemas (municipais, estaduais, federais e distrital)
para definir suas formas de recuperação, com GESTÃO DEMOCRÁTICA,
assegurando a participação das comunidades escolares, para propor e deliberar sobre
as alternativas; a reorganização dos calendários escolares possibilitarão a reposição
das aulas e atividades de modo presencial, assim que seja superada a pandemia da
COVID-19, e as condições sanitárias permitam a viabilidade do retorno às escolas, DOSSIÊ AMAZÔNIA 31 garantindo a igualdade de condições .para todos(as), ainda que para isso se reconheça
a necessidade de que as atividades do ano letivo de 2020, sejam estendidas até 2021
(FÓRUNS EJA BRASIL, 2020, p. 4). Quanto ao primeiro ponto da pauta de luta, caso haja necessidade de opção pelo ensino
remoto nas escolas, será vital que se garanta igualdade de condições para acesso e permanência
às aulas aos alunos da EJA. A renda baixa dos alunos trabalhadores do munícipio de Bragança,
na Amazônia bragantina, os impossibilita de fornecer a si próprios recursos tecnológicos e
acesso à internet banda larga, por isso será necessário que a secretaria municipal de Educação,
em parceria a outros órgãos governamentais, lhes dê as condições para tal. Em meio à pandemia
sabemos que grande número de trabalhadores perderam seus empregos e, apesar do auxílio
emergencial do governo federal que milhares de brasileiros receberam, ele se destina
basicamente ao suprimento das necessidades básicas como alimentação e compras de remédios,
além de que foi temporário e somente aos que não tinham nenhum vínculo empregatício. Todavia, registra-se que essa oferta por meio do ensino remoto deve ser uma exceção
pela situação vivida e que a Amazônia bragantina também deve se posicionar contrariamente à
oferta compulsória da Educação a Distância às turmas de EJA, uma vez que se luta
nacionalmente por uma educação de qualidade socialmente referenciada para todos. No segundo ponto da pauta de luta exige-se políticas de EJA efetivas e não mais via
programas governamentais, para garantir as condições necessárias de acesso, permanência e
êxito à escolarização dos jovens, adultos e idosos, não somente neste contexto de pandemia,
mas permanentemente. 3 REPENSANDO AS ESTRATÉGIAS DA EJA EM TEMPOS DE PANDEMIA:
DESAFIOS E POSSIBILIDADES Nesse
sentido, a escola precisa se tornar cada vez mais um lugar de acolhimento das necessidades e
interesses do aluno(a) da EJA, contribuindo diretamente na construção das suas histórias de NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 32 vida. Na realidade da Amazônia Bragantina, como as aulas foram suspensas, houve como
desdobramento o isolamento do contexto escolar que pode ser superado se a escola mantiver
um vínculo comunicativo com os alunos, mesmo sem aulas. vida. Na realidade da Amazônia Bragantina, como as aulas foram suspensas, houve como
desdobramento o isolamento do contexto escolar que pode ser superado se a escola mantiver
um vínculo comunicativo com os alunos, mesmo sem aulas. O cenário atual que estamos vivendo é uma situação que vai mudar a sociedade, vai
exigir da educação um novo design, currículos humanizados e mais interessantes, diálogos mais
potentes, olhares mais afetuosos e sensíveis, discussão sobre a cultura escolar, que ainda
impera, de expulsar o jovem da escola, e, fomentar a elaboração de outra cultura, do acolher e
não excluir. A secretaria de educação do município de Bragança-PA precisa fortalecer os esforços
de qualificação dos gestores, professores, coordenadores pedagógicos e técnicos
administrativos, para além de motivar, acolher, aprender como desenvolver competências
socioemocionais no contexto da escola, realizar escutas mais ativas e fazer uso de novas
ferramentas. Para além dos pontos circunstanciados sobre a EJA em tempos de pandemia nos
territórios da Amazônia bragantina, os impactos e traumas causados pela pandemia terão de ser
considerados e explorados de um novo ponto de vista pedagógico. É um momento que as
escolas possuem para repensar a sua função social na vida dos jovens e adultos, com
expectativas, projetos e sonhos, como retrata muito bem no documentário “Nunca me
Sonharam”, 2017. 3 REPENSANDO AS ESTRATÉGIAS DA EJA EM TEMPOS DE PANDEMIA:
DESAFIOS E POSSIBILIDADES A EJA integrada à Educação Profissional e Tecnológica -EPT precisa
se tornar política pública para garantir uma melhor qualificação aos alunos da educação básica,
bem como a manutenção e a ampliação da oferta presencial nos três turnos como uma opção
para os diferentes sujeitos que à acessam. No terceiro ponto de pauta assegura-se a flexibilização do calendário do ano letivo
vigente e que este não precisa coincidir com o ano civil, priorizando o aprendizado do aluno,
seu processo formativo em detrimento de avaliações, aligeiramento, redução do calendário,
bem como por questões meramente burocráticas da educação. Esses três pontos pautam a compreensão da importância do diálogo coletivo para criar
alternativas que tenham como foco os sujeitos da EJA e suas lutas pelo direito à educação e
alternativas emancipatórias. Nesta perspectiva será necessário que se repense não apenas o
conteúdo de ensino, mas o modo de ensinar e de aprender em seus tempos, sempre em diálogo
com a diversidade dos alunos da EJA, aqui em especial destaca-se a Amazônia Bragantina. Além das questões ponderadas e proposições acerca do contexto atual pandêmico para
a EJA já descritas, provocamos outras reflexões sobre pontos que merecem visibilidade neste
momento, tais como: a escola deve oportunizar aos jovens e adultos o protagonismo nos
diferentes contextos de vida, assim como o trabalho deveria investir e incentivar no mesmo
sentido, mas percebemos que há entraves nesta relação. Todavia, se o trabalho faz o jovem
abandonar a escola, ele posteriormente o motiva à sua volta, porque compreende que a elevação
da escolaridade melhora a qualificação profissional. Faz-se necessário que a política de escolarização dialogue com os diferentes modos de
trabalho e com os tipos de oferta para jovens e adultos no mundo do trabalho. A escola precisa
estabelecer e fortalecer ainda mais os vínculos com os jovens, adultos e idosos e não deve travar
as portas quando estes não voltarem ou perderem a motivação pelo estudo no decorrer deste
período pandêmico e para além dele. Por conseguinte, faz-se necessário observar os alunos que estão vivenciando o luto, que
tiveram perda de referências e afetividades em suas vidas, que tem sofrido com queixas de
ansiedade, insônia, depressão e ainda precisam trabalhar para fazer a manutenção da vida. 4 CONSIDERAÇÕES FINAIS Este artigo se propôs analisar os direitos e as políticas para Educação de Jovens e
Adultos em um município da Amazônia bragantina, frente ao contexto da pandemia de Covid-
19. Ao longo do texto tratamos questões referentes aos direitos, políticas educacionais, a EJA
na Amazônia bragantina em tempos de pandemia e apresentamos proposições para a educação
da EJA. Todavia, compreende-se que os desafios das políticas educacionais sobre a
permanência e êxito das pessoas jovens, adultas e idosas nos contextos escolares em tempos de
pandemia precisam ser ainda mais efetivos e cuidadosos no sentido de garantir esse direito que
ao longo da história foi negado e compensado com muitas fragilidades. Tal contexto, ainda
pode ser mais excludente entre estes jovens se não considerar a relação com trabalho, pobreza,
gravidez precoce, violência, problemas emocionais e o sentido da escola para eles. A suspensão das atividades de ensino presenciais de forma regular, embora
considerando parte dos estudantes tiveram acesso às atividades remotas, ocasionou uma ruptura
na rotina de estudo de todos os estudantes brasileiros, entre eles, crianças, adolescentes, jovens,
adultos e idosos de forma substancial, o que não representa e alcança a realidade educacional
de onde estamos falando – Amazônia bragantina, que ainda não retornou as atividades de ensino
presencial, assim como não conseguiram realizar atividades de ensino remotas a distância
devido a dificuldade de acesso à internet e falta de recursos tecnológicos. Outro fator mais
desafiante é alcançar os sujeitos da EJA em seus diferentes contextos de vidas, tais como:
campo, ribeirinhos, agricultura familiar, territórios pesqueiros, coletores, dentre outros
contextos sociais. Assim sendo, em tempos de pandemia não deveria ser um momento de ataque aos
direitos humanos conquistados e garantidos, de mais cortes na Educação e de eliminação de
direitos trabalhistas, assim como a negação da valorização da modalidade de ensino de jovens
e adultos e de outros conceitos e ideias que encontram-se alinhavadas à falta de equidade,
qualidade e à amortização desta, mas de repensar as políticas de escolarização que dialoguem
com os modos de trabalhos, de escolas que realmente tenham sentidos nos projetos de vidas das
pessoas jovens e adultas. 33 DOSSIÊ AMAZÔNIA REFERÊNCIAS ARROYO, Miguel. Balanço da EJA: o que mudou nos modos de vida dos jovens-adultos
populares?. REVEJ@ - Revista de Educação de Jovens e adultos, v. 1, n. 0, p. 1-10, ago. 2007. BRASIL. Constituição (1988). Constituição da República Federativa do Brasil. Brasília,
DF: Senado Federal: Centro Gráfico, 1988. 292 p. BRASIL. Constituição (1988). Constituição da República Federativa do Brasil. Brasília,
DF: Senado Federal: Centro Gráfico, 1988. 292 p. BRASIL. Lei nº 5692 de 11 de agosto de 1971. Estabelece as diretrizes e bases da educação
nacional. Diário Oficial da União, Brasília, DF, v. 1, p. 6.377, de 12/08/71. BRASIL. Lei nº. 9.394, de 20 de dezembro de 1996. Estabelece as diretrizes e bases da
educação nacional. Diário Oficial da União, Brasília, DF, 23 dez. 1996. BRASIL. Parecer CNE n.º 11/2000. Ministério da Educação. Disponível em:
http://confinteabrasilmais6.mec.gov.br/images/documentos/parecer_CNE_CEB_11_2000.pdf. Acesso em: 12 mar. de 2018. BRASIL. MEC. Resolução Nº 3, de 15 de Junho de 2010. Diretrizes Operacionais para a
Educação de Jovens e Adultos. CNE/CEB. Disponível em: www.forumeja.org.br. Acesso em:
19 de março 2018. BRASIL. Lei n.13.005, de 25 de junho de 2014. Aprova o Plano Nacional de Educação –
PNE e dá outras providências. Diário Oficial da União, Brasília, DF. 26 jun. 2014. BRASIL. CORONAVÍRUS BRASIL. Ministério da Saúde. Painel Coronavirus. 2020a
Atualizado em 24/09/2020, às 18h30. Disponível em: https://covid.saude.gov.br/. Acesso em:
24 set. 2020. BRASIL. Ministério da Educação. Portaria nº 343 de 17 de Março de 2020. Dispõe sobre a
substituição das aulas presenciais por aulas em meios digitais enquanto durar a situação de
pandemia do Novo Coronavirus – Covid 19. 2020b. Disponível em:
https://epge.fgv.br/files/default/portaria-no-343-de-17-de-marco-de-2020.pdf. Acesso em: 24
set. de 2020 BRASIL. Conselho Nacional de Educação - CNE. Ministério da Educação. Parecer CNE/CP
Nº 5/2020. Reorganização do Calendário Escolar e da possibilidade de cômputo de atividades
não presenciais para fins de cumprimento da carga horária mínima anual, em razão da
Pandemia da COVID-19. 2020c. Diário Oficial da União, Brasília, DF, 1 jun. 2020. FIOCRUZ, Fundação Oswaldo Cruz. Por que a doença causada pelo novo vírus recebeu o
nome de Covid-19? Disponível em: https://portal.fiocruz.br/pergunta/por-que-doenca-
causada-pelo-novo-virus-recebeu-o-nome-de-covid-19. Acesso em: 24 set. 2020. CARVALHO, Maria Elizete Guimarães.; BARBOSA, Maria das Graças da
Cruz; RODRIGUES, Susy Cristina de O.; TEIXEIRA, Luciana Martins. Contribuições da
Educação em Direitos Humanos para as salas da EJA. In: I Congresso Internacional da
Cátedra UNESCO de educação de jovens e adultos. João Pessoa: Editora Universitária da
UFPB, 2010. v. 01. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 34 CETIC.BR. Centro Regional de Estudos para o Desenvolvimento da Sociedade da
Informação. Pesquisa TIC Educação 2018(Cetic.br, 2018). Disponível em:
https://cetic.br/media/analises/tic_educacao_2018_coletiva_de_imprensa.pdf. Acesso em: 12
jun. 2020. DEEPASK. O mundo e as cidades através de gráficos e mapas. Ano 2018. Disponível em:
http://www.deepask.com/goes?page=Renda-domiciliar:-Veja-a-renda-media-familiar-per-
capita-no-seu-municipio. Acesso em: 26 set. 2020. FÓRUNS EJA BRASIL. Mobilização Nacional dos Fóruns de EJA, Julho/2020.
Disponível em:
h
//f
j
b / i
/f
j
b /fil
/M bili
%C3%A7%C3%A3 %20N FÓRUNS EJA BRASIL. Mobilização Nacional dos Fóruns de EJA, Julho/2020. Disponível em:
http://forumeja.org.br/sites/forumeja.org.br/files/Mobiliza%C3%A7%C3%A3o%20Nacional
%20dos%20F%C3%B3runs%20de%20EJA 0 pdf Acesso em: 22 set de 2020 spo ve e :
http://forumeja.org.br/sites/forumeja.org.br/files/Mobiliza%C3%A7%C3%A3o%20Nacional
%20dos%20F%C3%B3runs%20de%20EJA_0.pdf. Acesso em: 22 set. de 2020. INEP, Instituto Nacional de Estudos e Pesquisas Educacionais Anísio Teixeira. Matrículas
na educação de jovens e adultos caem; 3,3 milhões de estudantes na EJA em 2019. Disponível em: http://portal.inep.gov.br/artigo/-
/asset_publisher/B4AQV9zFY7Bv/content/matriculas-na-educacao-de-jovens-e-adultos-cai-
3-3-milhoes-de-estudantes-na-eja-em-2019/21206. Acesso em: 21 set. de 2020. LÜDKE, Menga; ANDRE, Marli E.D.A. A Pesquisa em educação: abordagens qualitativas.
2 ed. Rio de Janeiro: E.P.U., 2013 LÜDKE, Menga; ANDRE, Marli E.D.A. A Pesquisa em educação: abordagens qualitativas. 2 ed. Rio de Janeiro: E.P.U., 2013 MACHADO, Maria Margarida. A educação de jovens e adultos no Brasil pós-Lei nº
9.394/96: a possibilidade de constituir-se como política pública. Em Aberto, v. 22, n. 82,
2009. MESSINA, Graciela. La educación básica de adultos: la otra educación. Santiago de Chile,
Redalf/ Orealc, 1993. BRASIL. Constituição (1988). Constituição da República Federativa do Brasil. Brasília,
DF: Senado Federal: Centro Gráfico, 1988. 292 p. DI PIERRO, Maria Clara; HADDAD, Sérgio. Transformações nas Políticas de Educação de
Jovens e Adultos no Brasil no início do Terceiro Milênio: Uma Análise das Agendas Nacional
e Internacional. Cad. Cedes, Campinas, v. 35, n. 96, p. 197-217, maio-ago., 2015. DI PIERRO, Maria Clara. A Educação de Jovens e Adultos no Plano Nacional de Educação:
Avaliação, Desafios e Perspectivas. Educ. Soc., Campinas, v. 31, n. 112, p. 939-959, jul.-set. 2010. DI PIERRO, Maria Clara; XIMENES, Salomão Barros. Políticas e direitos educativos dos
jovens e adultos no Estado de São Paulo: notas de Pesquisa e relato de intervenção. Conferência: 25º Simpósio Brasileiro de Política e Administração da Educação (ANPAE). São Paulo, Janeiro de 2011. FREIRE, Paulo. Pedagogia da autonomia: saberes necessários à prática educativa. 24. ed. São Paulo: Paz e Terra, 1997. MESSINA, Graciela. La educación básica de adultos: la otra educación. Santiago de Chile,
Redalf/ Orealc, 1993. NEVES, Joana d’Arc de Vasconcelos; SILVA JUNIOR, Sebastião Rodrigues da;
GONÇALVES, Gabriela Oliveira. A Educação de Jovens e Adultos como direito
fundamental: um olhar sobre o município de Bragança-PA. 3112 - Trabalho Completo - 2ª DOSSIÊ AMAZÔNIA 35 Reunião Científica Regional Norte da ANPED (2018) GT 18 - Educação de Pessoas Jovens e
Adultos. Rio Branco: Acre, 2019. ISSN:2595-7945 SAMPIERI, Roberto Hernández.; COLLADO, Carlos Fernández; LUCIO, Pilar Baptista. Metodologia de pesquisa. (Série Métodos de Pesquisa) 5. ed. Porto Alegre: AMGH, 2013 SOARES, Leôncio José Gomes. Educação de jovens e adultos. Rio de Janeiro: DP&A,
2002. SOARES, Leôncio José Gomes. Educação de jovens e adultos. Rio de Janeiro: DP&A,
2002. SOUZA, Simone de.; FRANCO, Valdeni S.; COSTA, Maria Luisa F. Educação a distância na
ótica discente. Educação e Pesquisa, São Paulo, v. 42, n. 1, p. 99-114, jan./mar. 2016 SOARES, Conceição; SANTOS, Edméa. Artefatos tecnoculturais nos processos pedagógicos:
usos e implicações para os currículos. In: ALVES, Nilda. Libâneo, José Carlos. Temas de
Pedagogia: diálogos entre didática e currículo. São Paulo: Editora Cortez, 2012. (p.308-330). UNESCO. A Comissão Futuros da Educação da Unesco apela ao planejamento
antecipado contra o aumento das desigualdades após a COVID-19. Paris: Unesco, 16 abr. 2020. Disponível em: https://pt.unesco.org/news/comissao–futuros–da–educacao–da–unesco–
apela–ao–planejamento–antecipado–o–aumento–das. Acesso em: 4 jun. 2020. DOSSIÊ AMAZÔNIA 37 UNIVERSIDADE FEDERAL DO PARÁ
– CAMPUS BRAGANÇA VOLUME – REVISTA DO PROGRAMA DE PÓS GRADUAÇÃO EM LINGUAGENS E SABERES NA AMAZÔN IA M
ARÇO NÚMERO 01 38 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Vivemos em tempos de ressignificações, de profundas mudanças, de contestações de
toda ordem, de crise da ciência e da sociedade moderna. Época marcada pela
transitoriedade, pela busca de novos sentidos e de novas práticas. Práticas que sejam
mais próximas da contingência histórica da condição humana e que contribuam para
a reconstrução do atual contexto (SILVA, 2003, p.7). Repensar e reconstruir tal contexto é imprescindível; rever velhas ações e práticas
pedagógicas que não são coerentes com um cenário que se pretende ser mais humanizado. Portanto, não cabe mais à escola a função exclusiva de transmissão de conteúdo. As novas
tecnologias oportunizaram o acesso às informações pelas mais variadas fontes. Assim, se faz
necessário ressignificar a educação, especialmente a educação de jovens e adultos (EJA), para
que haja coerência com essa nova realidade e, consequentemente, é imprescindível um novo
perfil de professor e uma concepção de aprendizagem em consonância com esse projeto. Freire
(2007, p.29), ressalta que “o saber se faz através de uma superação constante. O saber superado
já é uma ignorância. Todo saber humano tem em si o testemunho do novo saber que já anuncia. Todo saber traz consigo sua própria superação.” Assim, o autor nos apresenta a relativização
do saber, do conhecimento. Nesse contexto, a escola precisa reconhecer a transitoriedade das informações e o
professor tem um novo papel, mais adequado a essa realidade: o de mediador da aprendizagem. Ele é aquele que cria o ambiente propício para o desenvolvimento dos alunos e para a
colaboração mútua. Portanto, esse profissional precisa conhecer bem seus alunos para poder
escolher metodologias adequadas ao seu público, buscando garantir a participação ativa desses,
enquanto sujeitos de suas aprendizagens, bem com a construção de uma aprendizagem
significativa. Uma aprendizagem que faça a diferença na vida dos alunos, que seja crítica e
reflexiva, contribuindo para a construção e reconstrução permanente de cada um como cidadão
e ser social. Assim, repensar a função da escola, do professor, da aprendizagem representam desafios
importantes que estão postos, principalmente quando falamos de EJA. Essa modalidade de
ensino que inclui uma parcela da população marcada pela exclusão de direitos e por
desigualdades sociais. 1 CONHECIMENTOS PARA A VIDA E A EDUCAÇÃO DE JOVENS E ADULTOS Para aprender, o sujeito elabora hipóteses sobre a realidade, interage com o meio e com
os outros, reconstruindo suas percepções e avançando na compreensão desta realidade. Fávero
(2007, p. 45) afirma que “o conhecimento é adquirido através de um processo construtivo, no
qual a aprendizagem dos sujeitos não é dada a priori e nem mesmo resulta do acúmulo de
informações recebidas do meio externo.” Desta maneira, realiza-se um processo dialético de
elaboração e reelaboração do conhecimento, no qual os conhecimentos prévios adquiridos ao
longo da vida servem como ponto de partida para novas aprendizagens. Assim, aprendemos
desde que nascemos e iremos aprender até o fim da vida. Nesse contexto, quando pensamos na EJA, as estratégias de seleção e organização dos
conteúdos curriculares, bem como os critérios dessa escolha, devem considerar os
conhecimentos, experiências, interesses e expectativas desses jovens e adultos, em consonância
com a realidade vivenciada por eles. Souza (2011) acrescenta que: mais do que diagnosticar que saberes os jovens e adultos trazem [...], é preciso saber
quem e quantos são, que necessidades de escolarização e de outras formações culturais
demandam, que condições socioeconômicas e motivações de aprendizagem
apresentam (SOUZA, 2011, p.191). Portanto, a adequação da linguagem e de propostas curriculares diferenciadas para a
EJA também merecem destaque quando falamos em metodologia adequada a este público, pois
ainda se observa em sala de aula a infantilização da EJA com o uso de expressões e atitudes
usadas com crianças. Oliveira (2007), destaca que expressões e atitudes, como: resolver a
folhinha, fazer a continha, realizar o dever de casa são totalmente inapropriadas para jovens e
adultos, reafirmando uma visão compensatória da EJA e o sentimento de não pertencimento à
escola. É preciso reconhecer que esse aluno, jovem ou adulto, retorna aos bancos escolares com
uma bagagem já construída, com uma história de vida e conhecimentos acumulados que podem
e devem ser valorizados pela escola. O aluno trabalhador é concebido com um ser social que traz experiências de vida e
conhecimentos acumulados. Um sujeito fazedor de história que intervém na realidade
e que se constrói nas ações coletivas. Um ser integral, cujas dimensões cognitivas,
físicas, emocionais, econômicas, políticas, sociais, culturais, éticas e estéticas e
espirituais interagem no processo de construção do conhecimento (FÁVERO, 2007,
p. 45). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 39 ensino de ciências, em prol de uma educação de jovens e adultos coerente com as demandas
atuais da sociedade. NÚMERO 01 Refletir sobre como esses jovens e adultos pensam e aprendem envolve, portanto,
transitar pelo menos por três campos que contribuem para a definição de seu lugar
social: a condição de “não-crianças”, a condição de excluídos da escola e a condição
de membros de determinados grupos culturais (OLIVEIRA, 1999, p. 60). Nesse sentido, a EJA representa uma modalidade de ensino que deve problematizar as
questões do cotidiano, indo além de uma simples compensação do tempo perdido e possuir uma
proposta mais abrangente, de emancipação social, participativa, cidadã, de formação política
para a construção de uma educação mais inclusiva, humanizada, seguindo os ideais de Paulo
Freire. Nessa perspectiva, o Ensino de Ciências a ser implementado nessa modalidade deve
priorizar questões atuais, que tenham relevância para o seu público, que problematizem o
cotidiano e o modo de vida das pessoas, ou seja, pensar no Ensino de Ciências adequado à EJA,
através de metodologias ativas de ensino que levem a aprendizagem significativa de seus
sujeitos. Com esse propósito, o presente artigo foi elaborado, a partir da observação prática da
realidade da sala de aula e de um estudo de vasto material bibliográfico. Trata-se de uma
pesquisa bibliográfica, de cunho descritivo, que se propõe a apresentar aspectos relevantes para
a prática pedagógica crítica e reflexiva na EJA, buscando alinhar estudos da teoria da
aprendizagem significativa como alicerce para a implementação de metodologias ativas no 2 A APRENDIZAGEM SIGNIFICATIVA O conceito de aprendizagem significativa apresentado nesse trabalho tem como
referencial o postulado de Ausubel (2003), ao elaborar a teoria da assimilação da aprendizagem
e da retenção significativas, a partir dos mecanismos de explicação dos processos psicológicos
de aprendizagem e de retenção cognitivas humanas. Assim, a aprendizagem significativa ocorre
quando uma nova informação se relaciona com um aspecto relevante da estrutura de
conhecimento do aprendiz, produzindo novos significados. Moreira (2012, p. 5) destaca que os
“aspectos relevantes da estrutura cognitiva que servem de ancoradouro para a nova informação
são chamados subsunçores”. Acrescenta que, à medida que o conhecimento prévio serve de
base para a atribuição de significados à nova informação, ele também se modifica, ou seja, os
subsunçores vão adquirindo novos significados se tornando mais diferenciados, mais estáveis. Para Ausubel, O conhecimento é significativo por definição. É o produto significativo de um
processo psicológico cognitivo (saber) que envolve a interação entre ideias
logicamente (culturalmente) significativas, ideias anteriores (ancoradas) relevantes
da estrutura cognitiva particular do aprendiz (ou estrutura dos conhecimentos deste) e
o mecanismo mental do mesmo para aprender de forma significativa ou para adquirir
e reter conhecimentos (AUSUBEL, 2003, p. vi). O autor destaca algumas definições importantes para apreensão de sua teoria. Ele
apresenta os tipos de aprendizagem por recepção significativa como sendo: aprendizagem
representacional, aprendizagem conceitual e aprendizagem proposicional. A aprendizagem
representacional é definida por ele como sendo aquela que se aproxima da aprendizagem por
memorização, porém é significativa, pois ocorre sempre que o significado dos símbolos
arbitrários se equipara aos referentes (objetos, acontecimentos, conceitos) e tem para o aprendiz
o significado, seja ele qual for, que os referentes possuem. A aprendizagem conceitual é uma
extensão da representacional e ocorre quando há formação e assimilação de conceitos,
possuindo fases sucessivas de aperfeiçoamento. A aprendizagem proposicional é aquela que
necessita do conhecimento prévio (de conceitos e símbolos) para atingir a compreensão sobre
uma proposição. Moreira; Masini (2006) ratificam a teoria de Ausubel, na qual aquilo que o aluno já sabe
é o fator isolado mais importante que influencia a aprendizagem. Assim, o conhecimento prévio
é condicionante para a nova aprendizagem, ocorrendo uma interação entre o novo e o já
existente, sendo ambos modificados. Dessa forma, Moreira (2012, p. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 40 sinônimo de redução nem simplificação. O aluno da EJA necessita de uma formação de
qualidade na Educação Básica, integrada ao mundo do trabalho sempre que possível,
respeitando suas especificidades, mas que o permita a prosseguir seus estudos na Educação
Superior, se esse for o seu desejo. Portanto, a aprendizagem precisar ser significativa e os
conhecimentos construídos devem servir para a melhoria da vida de seus sujeitos. Como aponta
Alarcão (2003), o conhecimento tem que ser um bem comum e a aprendizagem ao longo da
vida, deve ser mais que um direito, e sim, uma necessidade humana. 1 CONHECIMENTOS PARA A VIDA E A EDUCAÇÃO DE JOVENS E ADULTOS É esse sujeito real que deve receber uma educação coerente com sua realidade, com seus
interesses e objetivos; e o currículo e as práticas metodológicas da EJA devem ser selecionados
e planejados de acordo com essa realidade. Souza (2011, p.191) ratifica pontuando que “cabe,
também, ajustar as propostas pedagógicas às peculiaridades dos contextos locais e dos
subgrupos sociais [...].” Portanto, uma educação adequada aos sujeitos da EJA. De acordo com o Parecer CNE/CEB nº 11/2000, que trata das Diretrizes Curriculares
Nacionais para a Educação de Jovens e Adultos, “a EJA necessita ser pensada como um modelo
pedagógico próprio, a fim de criar situações pedagógicas e satisfazer necessidades de
aprendizagem de jovens e adultos”. Assim, não cabe oferecer ao aluno da EJA uma educação aligeirada ou fragmentada; é
necessário pensar em um ensino adequado à sua realidade. Porém, essa adequação não é DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 41 A aprendizagem por recepção e a aprendizagem pela descoberta não só possuem
basicamente uma natureza e processos essencialmente diferentes como também
diferem no que toca aos próprios papéis principais no desenvolvimento intelectual e
no funcionamento cognitivo. Essencialmente adquirisse grandes conjuntos de
matérias na escola através de aprendizagem por recepção ao passo que os problemas
cotidianos se resolvem através da aprendizagem pela descoberta (AUSUBEL, 2003,
p. 49). Tendo a aprendizagem significativa como referencial para uma educação que preconiza
a participação ativa do aluno na EJA, há de se pensar no papel do professor que vá ao encontro
desse postulado. Se levarmos em conta que o público da EJA possui peculiaridades próprias, a
aprendizagem por descoberta é, sem dúvida, a mais adequada e que deve ser priorizada pelo
professor. p
A partir dessa constatação, reforça-se que é imprescindível pensar no aluno da EJA
como um sujeito que possui conhecimentos prévios, saberes, experiências e que constrói seus
conhecimentos a partir deles. Nesse contexto, Freire (2001, p. 65-66) destaca como um saber
necessário à prática educativa “é o que fala do respeito devido à autonomia do ser do educando”. A reflexão sobre quem é esse educando, quais as suas aspirações e expectativas devem ser
consideradas de grande relevância, principalmente nessa modalidade, cujos alunos são jovens
e adultos com histórias de vida diversas e que, em sua maioria, precisam encontrar sentido no
ambiente escolar. Tendo essa premissa, o professor deve fazer das experiências concretas dos alunos a
base dos processos de aprendizagem. Essa prática, como aponta Sobreira (2001), é denominada
pedagogia orientada no participante, na qual o aluno, assim como o professor, é sujeito-ativo
do seu processo de aprendizagem, buscando a construção de significados, ou seja, a
aprendizagem significativa. Portanto, quando o professor da EJA se propõe a trabalhar com
metodologias ativas, deve-se buscar desenvolver a aprendizagem pela descoberta e evitar a
aprendizagem por recepção, pois trazer proposições, problematizar os conteúdos são ações que
representam um estímulo a mais para o aluno e oportunizam a aprendizagem significativa. 2 A APRENDIZAGEM SIGNIFICATIVA 6) ressalta que “na
aprendizagem significativa, o novo conhecimento nunca é internalizado de maneira literal
porque no momento em que passa a ter significado para o aprendiz, entra em cena o componente
idiossincrático da significação.” Esse componente é único, pessoal, de cada indivíduo. Outra distinção importante feita por Ausubel (2003) está relacionada aprendizagem por
recepção e aprendizagem pela descoberta, que são dois tipos de processos bastante diferentes. O autor destaca que a maioria da instrução na sala de aula está organizada nas linhas da
aprendizagem por recepção. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 42 aprende como um educando que possui conhecimentos prévios, saberes e experiências. E
quando a referência é a EJA, essa realidade se apresenta de maneira ainda mais marcante, pois
este sujeito já possui uma história de vida, que ao serem valorizadas em sala de aula
oportunizam seu protagonismo na aprendizagem, contribuindo para a sua permanência e o seu
interesse pelos estudos. aprende como um educando que possui conhecimentos prévios, saberes e experiências. E
quando a referência é a EJA, essa realidade se apresenta de maneira ainda mais marcante, pois
este sujeito já possui uma história de vida, que ao serem valorizadas em sala de aula
oportunizam seu protagonismo na aprendizagem, contribuindo para a sua permanência e o seu
interesse pelos estudos. p
Nesse contexto, as metodologias ativas são caracterizadas como metodologias
alternativas ao ensino tradicional porque apresentam uma abordagem diferenciada de
apresentação e desenvolvimento do trabalho pedagógico em sala de aula. Contudo, para
classificar uma metodologia como viável ao processo de ensino e aprendizagem, é necessário
estudar mais a fundo como o aluno aprende, conhecer esse universo e, assim, atender a essas
expectativas, que podem ser alcançadas aprofundando o estuda das teorias de aprendizagem. p
q
p
ç
p
p
g
Nesse caso, elege-se para esse contexto reflexivo uma parceria das metodologias ativas
com o embasamento teórico da aprendizagem significativa, pois acredita-se que o ensino deve
culminar com a aprendizagem significativa dos alunos, sujeitos de suas aprendizagens. Essa
abordagem vai ao encontro de uma perspectiva transformadora da realidade na qual, segundo
Gemignani (2012, p. 3), “a complexidade dos problemas atuais exige novas competências, além
do conhecimento específico, tais como: colaboração, conhecimento interdisciplinar, habilidade
para a inovação, trabalho em grupo, educação para o desenvolvimento sustentável, regional e
globalizado.” Ou seja, uma concepção na qual as questões sociais, culturais, éticas, econômicas,
ambientais, políticas são problematizadas para uma tomada de decisão participativa e
responsável. Nesse sentido, Auler (2011, p. 93-94) “aponta para a educação, particularmente
uma educação em ciências, que contribua para a constituição de valores democráticos e
sustentáveis”. O autor (apud Auler 2002, p. 3 AS METODOLOGIAS ATIVAS E SUA INTERLOCUÇÃO COM A EJA Considerando que o mundo se encontra em constante transformação, permeado pela
revolução tecnológica, científica e mudanças sociais, a instituição escolar e o ensino,
propriamente dito, precisam estar em consonância com essa nova realidade. Pensar em
propostas pedagógicas mais adequadas às demandas atuais e às necessidades humanas e sociais,
como a sustentabilidade, representam uma mudança de paradigma. Assim, na realidade atual, a discussão de tendências mais adequadas e apropriadas aos
processos de ensino e aprendizagem se apresenta de extrema relevância, pois a prática da sala
de aula ainda é marcada, em sua maioria, pela passividade do aluno e por metodologias
aristotélicas. Nesse sentido, as metodologias ativas se apresentam como uma possível mudança,
por meio de estratégias de ensino, que buscam garantir uma maior participação do aluno em
sala de aula, destacando a sua liderança no seu processo de aprendizagem, tendo o professor
como mediador desse processo. Moran (2018, p. 5) ressalta que “o papel principal do
especialista ou docente é o de orientador, tutor dos estudantes individualmente ou nas atividades
em grupo, nas quais os alunos são sempre protagonistas”. Segundo Gemignani (2012, p. 14), esse protagonismo do aluno “implica em uma nova
visão sobre o ensino e a aprendizagem e representa o deslocamento do foco da dialética para o
dialógico, para uma mudança da prática docente, voltada à sensibilização e à conscientização
do sujeito para esta transformação”. Nessa perspectiva, é importante pensar no sujeito que 3 Denominação dada pelo próprio autor aos professores de Ensino Fundamental e Médio. O autor argumenta que
se deve levar em conta o conhecimento do trabalho dos professores, seus saberes cotidianos. Tal postura
desconstrói a ideia tradicional de que os professores são apenas transmissores de saberes produzidos por outros
grupos. Sua proposta é que a pesquisa universitária pare de ver os professores de profissão como objetos de
pesquisa e que passem a ser considerados como sujeitos do conhecimento, como colaboradores, como
copesquisadores. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 43 Nessa perspectiva, Morin (2008, p. 21) ressalta que “a primeira finalidade do ensino foi
formulada por Montaigne: mais vale uma cabeça bem-feita que bem cheia”. Assim, ao invés de
acumular o saber, o mais importante é dispor, ao mesmo tempo, de uma aptidão para colocar e
tratar os problemas e princípios organizadores que permitam ligar os saberes e lhes dar sentido. Dessa forma, o que se objetiva é a construção do conhecimento e não apenas a sua
memorização, alcançando, assim, a aprendizagem significativa. Portanto, as metodologias ativas corroboram para se alcançar a aprendizagem
significativa, especialmente na EJA, na medida em que colocam o sujeito como atuante e no
centro do processo de aprendizagem, representando uma oportunidade de trabalho diferenciado
para o professor de ciências. p
p
Segundo Cachapuz et al. (2001), a didática das ciências na formação de professores deve
ser vista como uma disciplina de caráter investigativo, sendo capaz de articular a teoria e a
prática, a cultura da investigação e a cultura da ação. Tardif (2002) destaca que o trabalho dos professores de profissão3 deve ser considerado
como um espaço prático e específico de produção, de transformação e de mobilização de
saberes e, portanto, de teorias, de conhecimentos e do saber-fazer, específicos do trabalho
docente. Portanto, o professor de ciências que busca a aprendizagem significativa de seus
alunos da EJA deve primar pela seleção e planejamento de conteúdos, estratégias e
metodologias que sejam coerentes com esse pressuposto. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 76) se aproxima da proposta freireana quando
“defende a necessidade da problematização de construções historicamente realizadas sobre a
atividade científico-tecnológica [...]”; uma proposta de educação libertadora, transformadora,
emancipatória, na qual a criticidade se faz necessária, quando se reflete sobre a realidade vivida,
não havendo espaço para a neutralidade. Portanto, acredita-se que as metodologias ativas se constituem como opção para uma
educação coerente com essa conjuntura. Pode-se exemplificar, de acordo com Rocha e Lemos
(2014), como pertencentes a essas metodologias: Aprendizagem Baseada em Problemas,
Aprendizagem Baseada em Projetos, Instruções por pares (Peer Instruction), Ensino sob medida
(Just-In-Time Teaching), Aprendizagem Baseada em Times, Método de Caso, Simulações. Greca; Villagrá (2018) destacam o Ensino por investigação. Todas essas metodologias possuem
o objetivo comum de proporcionar uma aprendizagem contextualizada ao aluno, por meio de
uma construção do conhecimento. O ensino por investigação, considerado uma metodologia ativa, de acordo com Greca;
Villagrá (2018), representa uma opção relevante quando se pretende romper a lógica disciplinar
e reconhecer as áreas de conhecimento como integradas; propõe abordagens didáticas em que
o aluno trabalhe colaborativamente ou cooperativamente enfrentando problemas,
desenvolvendo projetos ou respondendo a questões de seu interesse ou coletivo, após fases ou
estágios relativamente flexíveis, guiados ou orientados pelo professor. Essa metodologia didática surge para ser usada, principalmente, no ensino de disciplinas
científicas, para ampliar o conhecimento científico dos alunos, promovendo não apenas o
conhecimento da ciência, mas também o fazer ciência e o conhecimento sobre ciência. Assim,
as atividades de investigação científica buscam desenvolver nos alunos habilidades para
formular perguntas e encontrar formas de coletar dados, por meio de observação e medição para
respondê-las, analisar e interpretar dados e participar da discussão dos resultados e o processo
para alcançá-los; sendo uma metodologia que leva ao conhecimento e compreensão do mundo
natural e artificial (GRECA; VILLAGRÁ, 2018). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 44 Nesse contexto, há que se refletir, ainda, sobre o trabalho experimental no ensino de
ciências, pois a experimentação desperta um forte interesse nos alunos, devido ao seu caráter
lúdico e interativo, essencialmente vinculado aos sentidos. Porém, é necessário superar a
concepção de simples prática de laboratório em situações de ensino, sustentada pela aplicação
do Método Científico, de influência positivista. Bachelard (apud Giordan, 1999, p. 46) destaca
o papel do erro no progresso da ciência, rompendo como a linearidade da sucessão “fenômeno
corretamente observado/medido → interpretação inequívoca”, destacando que essa concepção
obstrui o pensamento reflexivo e corrobora as explicações imediatas. Dessa forma, a
experimentação coerente com uma proposta pedagógica que promova aprendizagem
significativa deve permitir as possibilidades de erro e acerto, utilizando-os como estratégia de
ensino. Nessa conjuntura, a democratização do ensino de ciências ainda é necessária,
principalmente quando nos referimos à modalidade EJA. É preciso um bom ensino de ciências
para todos e que seja desmistificada a ideia de que a ciência está à disposição de apenas alguns
privilegiados. Essa premissa necessita ser priorizada, principalmente quando se acredita no
papel da educação como mecanismo de inclusão social. Assim, o ensino de ciências na EJA representa uma oportunidade de desenvolvimento
da chamada alfabetização ou letramento científico, de acordo com Chassot (2003), contribuindo
para a inclusão desses sujeitos e com a popularização da ciência. Nesse contexto, os
conhecimentos científicos e tecnológicos devem instrumentalizar os alunos para atuarem como
cidadãos, participando do desenvolvimento da humanidade. Chassot (2003, p. 91) acrescenta a
ideia de que a ciência seja encarada como uma linguagem. Assim, para ele, “ser alfabetizado
cientificamente é saber ler a linguagem em que está escrita a natureza.” Essa leitura do mundo
natural, segundo ele, nos ajuda a entender o mundo em que vivemos, como também contribui
para a inclusão social, sendo “facilitadora do estar fazendo parte do mundo” (CHASSOT, 2003,
p. 93). Santos (2007, p. 478) ressalta que “os grandes domínios da educação científica estão
centrados na compreensão do conteúdo científico e na compreensão da função social da ciência
[...], estando estes interrelacionados e imbricados”. 4 O ENSINO DE CIÊNCIAS NA EDUCAÇÃO DE JOVENS E ADULTOS Ao fazer uma retrospectiva histórica, se percebe uma evolução no ensino de ciências,
ao longo dos anos, sendo permeado por diversos movimentos, que refletem diferentes objetivos
da educação, modificados em função de transformações no âmbito da política e economia
nacional e mundial. Porém, esse processo tem sido marcado por avanços e retrocessos, erros e
acertos, no qual o que se busca é atender aos objetivos de cada sociedade, bem como às
necessidades do momento. Nesse sentido, à medida que a ciência e a tecnologia foram evoluindo e se tornando
essenciais para o desenvolvimento econômico, cultural e social das nações, o ensino das
Ciências também foi crescendo de importância em diversos níveis. Alguns autores, como Krasilchik (2000), Cachapuz (2005), Santos (2007), destacam que
vários estudos mostraram a necessidade de uma reavaliação crítica do ensino de ciências nas
escolas. Nesse sentido, é preciso que ocorram alterações profundas no papel da escola e
reformulações curriculares, especialmente nas disciplinas científicas. Krasilchik (2000) pontua a incoerência entre o disposto nas reformas educacionais,
especialmente no ensino das ciências, e a realidade. A autora enfatiza que os resultados das
pesquisas nessa área ainda não atingiram os centros de decisão, o que ocasiona falhas na
preparação e avaliação dos currículos, nos projetos de aperfeiçoamento dos docentes e nas
relações entre os elementos que interagem nas escolas. Cachapuz et al. (2005, p. 39) ressalta que a forma como o ensino vem sendo
implementado, transmite uma percepção equivocada da ciência e dos conhecimentos
científicos, “visões empobrecidas e distorcidas que criam o desinteresse, quando não a rejeição,
de muitos estudantes e se convertem num obstáculo para a aprendizagem”. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 De acordo com o autor, não se pode pensar
a educação científica de forma neutra; como também não é possível questionar a função social
do conhecimento científico, sem a compreensão do seu conteúdo. Mais recentemente, Lederman et al. (2018) realizaram uma pesquisa colaborativa em
vários países do mundo, incluindo o Brasil, para avaliar como a investigação científica é
compreendida por alunos do ensino fundamental. Ao analisar as respostas dos estudantes
brasileiros, percebeu-se que eles podem conceituar alguns aspectos da investigação científica,
mas não conseguem identificá-los em situações reais. Esse resultado reflete a falta de ênfase
curricular nacional sobre a investigação científica no ensino de ciências do ensino fundamental
e a ausência de experiência em investigar nas salas de aula de ciências. Esse resultado não foi
muito diferente dos demais países participantes da pesquisa, pois, de um modo geral, os
resultados mostraram, predominantemente, que estudantes no segundo segmento do ensino
fundamental têm muito pouco entendimento sobre o que é investigação científica, apesar de ser
considerado um objetivo altamente valorizado da educação científica em todo o mundo e de ser
um componente significativo da alfabetização científica. Nessa perspectiva, percebe-se que os currículos escolares ainda precisam superar a
fragmentação e especialização do saber científico. Tornar a educação científica uma cultura científica é desenvolver valores estéticos e
de sensibilidade, popularizando o conhecimento científico pelo seu uso social como
modos elaborados de resolver problemas humanos. Para isso, torna-se relevante o uso
de meios informais de divulgação científica, como textos de jornais e revistas e
programas televisivos e radiofônicos em sala de aula. Além disso, visitas programadas DOSSIÊ AMAZÔNIA 45 a espaços não-formais de educação, como museus de ciência, jardins zoológicos,
jardins botânicos, planetários, centros de visita de instituições de pesquisa e de
parques de proteção ambiental e museus virtuais, entre outros, são importantes
estratégias para inculcar valores da ciência na prática social (SANTOS, 2007, p. 487). O desenvolvimento dessa cultura científica é extremamente relevante na Educação de
jovens e adultos, já que estes sujeitos têm acesso a muitos desses meios de comunicação e
também podem comparecer, de forma independente, a espaços não-formais, desde que sejam
incentivados, tenham interesse e/ou percebam sua importância. Porém, apesar de estarmos no século XXI, ainda existe a necessidade de se superar o
cientificismo, ou seja, a supervalorização do conhecimento científico em detrimento às demais
áreas do conhecimento humano. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Como destacado por Santos (1991), a crise do paradigma
dominante se apresenta como sendo, não só profunda, como também irreversível, visto que o
paradigma vigente não dá mais conta das complexidades de nossa realidade. A visão holística
e transdisciplinar do paradigma emergente supera uma visão fragmentada e disciplinar. Nessa
perspectiva, é mister perceber o ser humano como um ser complexo, inserido numa sociedade
em constante transformação, bem como repensar as funções da escola e planejar um ensino
mais adequado e coerente com os objetivos dos alunos para o qual essa educação se destina. q
j
p
q
ç
Nesse contexto, a interdisciplinaridade e a contextualização devem ser priorizadas na
elaboração do currículo escolar na EJA, favorecendo uma maior interlocução entre os
conteúdos trabalhados e a realidade dos alunos. Em se tratando do ensino das Ciências, essa
prática se torna extremamente relevante, pois as disciplinas científicas estão intimamente
relacionadas e, planejadas adequadamente, despertam o interesse do aluno e a sua participação
mais efetiva. Assim, no que tange à EJA, a interdisciplinaridade e a contextualização
representam uma oportunidade de se obter uma aprendizagem significativa. A
interdisciplinaridade leva o alunado a perceber a inter-relação entre os conteúdos curriculares,
rompendo com a divisão das disciplinas; a busca pela contextualização é realizada quando se
trabalha com questões atuais, da vivência dos alunos. Ao trazer para a sala de aula a realidade
vivida pelos alunos, estes se sentem mais motivados e participam das aulas com mais empenho. Essa atitude aumenta a autoestima dos alunos e contribui para uma melhor aprendizagem, o que
na EJA é de extrema relevância. É É importante destacar, ainda, uma prática que, cada vez mais, tem sido incorporada ao
ensino de ciências: a aprendizagem colaborativa. É necessário criar oportunidades não somente para realizar experimentos em equipe,
mas também para a colaboração entre equipes. A formação de um espírito
colaborativo de equipe pressupõe uma contextualização socialmente significativa para
a aprendizagem, tanto do ponto de vista da problematização – temas socialmente
relevantes, como também da organização do conhecimento científico – temas
epistemologicamente significativos (GIORDAN, 1999, p. 6). Quando o processo de ensino de ciências é desenvolvido nessa perspectiva, o professor
caminha para a promoção de uma aprendizagem significativa, promovendo a interação entre os
alunos, a troca de experiências, contextualizando e dando sentido ao conhecimento. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 É digna de nota a capacidade que tem a experiência pedagógica para despertar,
estimular e desenvolver em nós o gosto de querer bem e o gosto da alegria sem a qual
a prática educativa perde o sentido. É esta força misteriosa, às vezes chamada vocação,
que explica a quase devoção com que a grande maioria do magistério nele permanece,
apesar da imoralidade dos salários. E não apenas permanece, mas cumpre, como pode,
seu dever. Amorosamente [...] (FREIRE, 2001, p. 161). Nessa perspectiva, é necessário competência técnica e sensibilidade para poder intervir
de forma consciente e planejada, visando a melhoria da qualidade do processo educativo e
atendendo as demandas apresentadas pelos alunos da EJA. Portanto, o uso de metodologias ativas no ensino de ciências, adequado à realidade dessa
modalidade de ensino, se apresenta como estratégia eficaz para aprendizagem significativa
desses sujeitos da EJA, favorecendo uma formação humana e educacional, coerente com seus
anseios e suas reais necessidades. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Portanto, deve-se estimular no ensino de ciências da EJA a prática em sala de aula de
desenvolver o processo educativo, a partir de concepções prévias dos alunos e seus contextos,
oportunizando que os saberes desses jovens e adultos sejam compartilhados e valorizados. Esses saberes, muitas vezes, acabam sendo desmistificados e, outras vezes, ratificados por
fazerem parte da cultura popular. Segundo Pozo (1998), para a inserção de um novo assunto, a utilização de técnicas,
como: entrevistas, questionários e situações-problemas devem levar o professor a conhecer as
concepções alternativas (ou concepções prévias) dos alunos, auxiliando-o no seu planejamento; NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 46 bem como oportunizar espaços para que os alunos manifestem suas concepções alternativas e
propiciar discussões que favoreçam a integração de ideias, concepções e o trabalho
colaborativo. bem como oportunizar espaços para que os alunos manifestem suas concepções alternativas e
propiciar discussões que favoreçam a integração de ideias, concepções e o trabalho
colaborativo. Independente da estratégia adotada, para verificar qual o nível de conhecimento que
os alunos trazem para a sala de aula, o professor deverá elaborar um roteiro de
atividades, por meio da inserção de um problema que faz parte do cotidiano do aluno. Este problema deverá abordar indiretamente os aspectos mais importantes sobre o
conteúdo e, ao mesmo tempo, fazer com que o conteúdo seja compatível com o grau
de conhecimento em que o aluno se encontra (OLIVEIRA, 2005, p. 239). Cabe destacar, outra questão relevante apontada por Moran (2018, p. 9) “a combinação
de aprendizagens personalizadas, grupais e tutoriais no projeto pedagógico é poderosa para
obter os resultados desejados”. Nesse contexto, fica evidente a importância do papel do
professor no planejamento e organização das atividades de ensino na EJA e, consequentemente,
a formação do mesmo frente à essa realidade. Se ao professor é atribuído o papel de organizador
do processo ensino aprendizagem, interlocutor entre os alunos e o conhecimento, sua formação
deve ser permeada pela reflexão, ou seja, pelo repensar contínuo do ser e fazer pedagógico, de
forma crítica, humana e responsável, buscando a parceria com seus pares e o desejo permanente
de fazer a diferença na vida dos alunos. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 47 É necessário reorientar as estratégias educativas, em busca de um novo modelo de
aprendizagem das ciências, mediante um processo de investigação científica, que leve a
reconstrução de conhecimentos e que pode ser alcançado, a partir de situações problemáticas
de interesse dos alunos. Romper com a abordagem disciplinar do currículo e propor um currículo integrado,
exige uma formação adequada dos professores e o desenvolvimento de novos recursos de
ensino (livros, materiais, software etc.). O magistério exige comprometimento, estudo, questionamento, reflexão e pesquisa. Assim, a formação do professor deve ser realizada numa perspectiva técnica (não alienada),
prática e crítica, emancipatória, na qual se busque respostas para as indagações e necessidades
reais dos alunos e da sociedade. Assim, pensar em aprendizagem significativa no ensino de ciências na EJA representa
almejar um ensino significativo, em uma escola que faça sentido para o aluno trabalhador e
para a sociedade; concebida como um organismo vivo, em constante desenvolvimento, norteada
pelo objetivo maior de educar, que se concretiza através de um projeto educativo crítico. As reflexões aqui apresentadas não representam apenas um discurso inovador, mas uma
concepção de aprendizagem e proposta de metodologias adequadas ao contexto atual; e que, de
fato, colocam o aluno da EJA como sujeito protagonista do ato educativo; sujeito este capaz de
colaborar para as transformações que a sociedade tanto necessita. É papel da educação
contribuir para um país e um mundo melhor, em que a tolerância, a igualdade, a justiça social
e o respeito pelos outros constituam valores humanos imprescindíveis. LARCÃO, Isabel. Professores reflexivos em escola reflexiva. São Paulo: Cortez, 2003 AULER, Décio; SANTOS, Widson Luiz Pereira dos. CTS e educação científica: desafios,
tendências e resultados de pesquisa. Brasília: Editora UnB, 2011. AULER, Décio; SANTOS, Widson Luiz Pereira dos. CTS e educação científica: desafios,
tendências e resultados de pesquisa. Brasília: Editora UnB, 2011. AUSUBEL, David Paul. Aquisição e retenção de conhecimentos: uma perspectiva
cognitiva. Tradução Lígia Teopisto. 1. ed. Lisboa: Paralelo Editora, 2003, 226 p. Título
original: The acquisition and retention of knowledge: a cognitive view. ISBN 972-707-364-6 AUSUBEL, David Paul. Aquisição e retenção de conhecimentos: uma perspectiva
cognitiva. Tradução Lígia Teopisto. 1. ed. Lisboa: Paralelo Editora, 2003, 226 p. Título
original: The acquisition and retention of knowledge: a cognitive view. ISBN 972-707-364-6 REFERÊNCIAS ALARCÃO, Isabel. Professores reflexivos em escola reflexiva. São Paulo: Cortez, 2003. 5 CONSIDERAÇÕES FINAIS Este artigo não tem a pretensão de esgotar o assunto, e sim apresentar algumas reflexões
sobre como a educação de jovens e adultos pode ser ressignificada, na busca de uma
participação ativa do aluno, para que ele se torne protagonista e sujeito de sua aprendizagem. Repensar e reconstruir permanentemente a prática pedagógica é primordial no exercício
docente, especialmente na EJA, uma modalidade de ensino que possui uma especificidade em
relação aos seus sujeitos: jovens e adultos que já possuem as marcas da exclusão social. Assim,
o professor da EJA deve promover um ambiente acolhedor em sala de aula, no qual o aluno se
sinta pertencente àquele espaço educativo. As metodologias ativas são vistas como uma oportunidade de desenvolver nos alunos
da EJA, um conjunto de habilidades de pensamento, raciocínio, trabalho em equipe, pesquisa,
comunicação e criatividade, de modo que possam usar essas habilidades em todas as áreas em
que atuarem. Nesse sentido, implementar o ensino de ciências a partir de metodologias ativas
e priorizar a aprendizagem significativa representam um compromisso com esses sujeitos e com
as demandas emergentes do mundo atual. CHASSOT, Áttico. Alfabetização científica: uma possibilidade para a inclusão social.
Revista Brasileira de Educação, ANPEd, n. 26, p.89-100, 2003. Disponível em: BRASIL. Parecer CNE/CEB nº 11/00. Diretrizes Curriculares Nacionais para a Educação
de Jovens e Adultos. Brasília: MEC, 2000. BRASIL. Parecer CNE/CEB nº 11/00. Diretrizes Curriculares Nacionais para a Educação
de Jovens e Adultos. Brasília: MEC, 2000. CACHAPUZ, António; CARRASCOSA ALÍS, Jaime; GIL-PÉREZ, Daniel; TERRADES,
Isabel Martinéz . A emergência da didática das ciências como campo específico de
conhecimento. Revista Portuguesa de Educação, Minho, v. 14, n. 1, p. 155-95, 2001. Disponível em:
https:www.researchgate.net/publication/26464941_A_emergencia_da_didactica_das_ciencias
_como_campo_especifico_de_conhecimento. Acesso em: 29 set. 2020. p
https:www.researchgate.net/publication/26464941_A_emergencia_da_didactica_das_ciencias
_como_campo_especifico_de_conhecimento. Acesso em: 29 set. 2020. CACHAPUZ, António; CARVALHO, Ana Maria Pessoa de; GIL-PEREZ, Daniel; PRAIA,
João.; VILCHES, Amparo (Org.) A necessária revolução do ensino de ciências. São Paulo:
Cortez, 2005. CHASSOT, Áttico. Alfabetização científica: uma possibilidade para a inclusão social. Revista Brasileira de Educação, ANPEd, n. 26, p.89-100, 2003. Disponível em: NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 48 https:www.scielo.br/scielo.php?pid=S1413-
24782003000100009&script=sci_abstract&tlng=pt. Acesso em: 27 set.2020. FÁVERO, Osmar. Materiais didáticos para a educação de jovens e adultos. Cadernos Cedes,
Campinas, v. 27, n. 71, p. 39-62, 2007. Disponível em:
https:www.scielo.br/pdf/ccedes/v27n71/a04v2771.pdf. Acesso em: 27 set.2020 FREIRE, Paulo. Educação e Mudança. São Paulo: Paz e Terra, 2007. FREIRE, Paulo. Pedagogia da Autonomia. São Paulo: Paz e Terra, 2001. FREIRE, Paulo. Pedagogia da Autonomia. São Paulo: Paz e Terra, 2001. GEMIGNANI, Elizabeth Yu Me Yut. Formação e professores e metodologias ativas de
ensino -aprendizagem: ensinar para a compreensão. Revista Fronteiras da educação. Recife, v.1, n. 2, 2012. Disponível em:
http:www.fronteirasdaeducacao.org/index.php/fronteiras/article/view/14. Acesso em: 22 maio
2019. EMIGNANI, Elizabeth Yu Me Yut. Formação e professores e metodologias ativas de
nsino -aprendizagem: ensinar para a compreensão. Revista Fronteiras da educação. ecife, v.1, n. 2, 2012. Disponível em: ensino aprendizagem: ensinar para a compreensão. Revista Fronteiras da educação. Recife, v.1, n. 2, 2012. Disponível em:
http:www.fronteirasdaeducacao.org/index.php/fronteiras/article/view/14. Acesso em: 22 maio
2019. p
http:www.fronteirasdaeducacao.org/index.php/fronteiras/article/view/14. Acesso em: 2
2019. GIORDAN, Marcelo. O papel da experimentação no ensino de ciências. Química Nova na
Escola, São Paulo, n. 10, p. 43-49, Nov. 1999. Disponível em:
http:qnesc.sbq.org.br/online/qnesc10/pesquisa.pdf. Acesso em: 27 set. 2020 GRECA, Ileana M.; VILLAGRÁ, Jesús Ángel Meneses. (Coords.) STEAM en Educación
Primaria: aplicaciones prácticas. Madrid: Dextra Editorial, 2018. KRASILCHIK, Myriam. Reformas e realidade: o caso do ensino das ciências. São Paulo em
Perspectivas, São Paulo, v. 14, n. 1, p. 85-93, 2000. Disponível em:
https:www.scielo.br/scielo.php?script=sci_arttext&pid=S0102-88392000000100010. Acesso
em: 28 set. 2020 LEDERMAN, Judith; LEDERMAN Norman; BARTELS, Selina; JIMENEZ Juan. An
international collaborative investigation of beginning seventh grade students'
understandings of scientific inquiry: establishing a baseline. J Res Sci Teach, p. 1–30, 2019. Disponível em: https:doi.org/10.1002/tea. 21512. Acesso em: 02 fev 2020. MORAN, José. Metodologias ativas para uma aprendizagem mais profunda. In: BACICH,
Lilian.; MORAN, José. (org.) Metodologias ativas para uma educação inovadora. Porto
Alegre: Penso, 2018, p. 2-25. MOREIRA, Marco Antonio; MASINI, Elcie F. Salzano. Aprendizagem significativa: a
teoria de aprendizagem de David Ausubel. 2 ed. São Paulo: Centauro Editora, 2006. MOREIRA, Marco Antonio. Mapas conceituais e Aprendizagem significativa. Revista
Chilena de Educação Científica, v. 4, n. 2, 2005 p. 38-44. (Revisado em 2012). Disponível
em http:www.if.ufrgs.br/~moreira/mapasport.pdf. Acesso em: 29 set. 2020. MORIN, Edgar. A cabeça bem-feita: repensa a reforma, reformar o pensamento. Rio de
Janeiro: Bertrand Brasil, 15 ed. 2008. DOSSIÊ AMAZÔNIA 49 OLIVEIRA, Inês Barbosa. Reflexões acerca da organização curricular e das práticas
pedagógicas da EJA. Educar, Curitiba, n. 29, p. 83-100, 2007. Disponível em:
https:www.scielo.br/pdf/er/n29/07.pdf. Acesso em: 28 set. 2020. OLIVIERA, Marta Kohl de. Jovens e adultos como sujeitos de conhecimento e aprendizagem. Revista Brasileira de Educação, Rio de Janeiro, p.59-73, set. 1999. OLIVEIRA, Silmara Sartoreto. Concepções alternativas e ensino de biologia: como utilizar
estratégias diferenciadas na formação inicial de licenciados. Educar, Curitiba, n. FREIRE, Paulo. Pedagogia da Autonomia. São Paulo: Paz e Terra, 2001. 26, p. 233-
250, 2005. Disponível em: https:www.scielo.br/pdf/er/n26/n26a16.pdf. Acesso em: 28 set. 2020. POZO, Juan Ignácio. A aprendizagem e o ensino de fatos e conceitos. In: COLL, Cesar. et
al. Os conteúdos na reforma. Porto Alegre: Artes médicas, 1998. p. 17-71. ROCHA, Henrique Martins; LEMOS, Washington Macedo. Metodologias ativas: do que
estamos falando? Base conceitual e relato de pesquisa em andamento. IX Simpósio
Pedagógico e Pesquisas em Educação, 2014. Disponível em: https:www.aedb.br/wp-
content/uploads/2015/05/41321569.pdf. Acesso em: 29 set. 2020. SANTOS, Boaventura Souza. Um discurso sobre as Ciências. Porto Alegre:
Melhoramentos, 1991. SANTOS, Boaventura Souza. Um discurso sobre as Ciências. Porto Alegre:
Melhoramentos, 1991. SANTOS, Wildson. Luiz. Pereira dos. Educação científica na perspectiva de letramento como
prática social: funções, princípios e desafios. Revista Brasileira de Educação, ANPED, Rio
de Janeiro, v. 12, n.36, p. 474-550, 2007. Disponível em:
https:www.scielo.br/pdf/rbedu/v12n36/a07v1236.pdf. Acesso em: 28 set.2020. SILVA, Janssen Felipe da. Avaliação do ensino e da aprendizagem numa perspectiva
formativa reguladora. In: ESTEBAN, Maria Teresa.; HOFFMANN, Jussara; SILVA, Janssen
Felipe da. (org.) Práticas avaliativas e aprendizagens significativas em diferentes áreas do
currículo. Porto Alegre: Mediação, 2003, p. 7-18. SOBREIRA, Henrique Garcia. Anotações éticas e estéticas sobre a educação do educador. In:
RAMOS-DE-OLIVEIRA, Newton; ZUIN, Antônio Álvaro Soares; PUCCI, Bruno. (Org.)
Teoria crítica, estética e educação. Campinas: Autores associados, Unimep, 2001, p. 161-
75. SOBREIRA, Henrique Garcia. Anotações éticas e estéticas sobre a educação do educador. In:
RAMOS-DE-OLIVEIRA, Newton; ZUIN, Antônio Álvaro Soares; PUCCI, Bruno. (Org.)
Teoria crítica, estética e educação. Campinas: Autores associados, Unimep, 2001, p. 161-
75. SOUZA, Marta Lima de. Alfabetização e aprendizagem ao longo da vida: armadilhas e
refúgios. In: SOUZA, José Santos.; SALES, Sandra Regina. (Org.) Educação de Jovens e
Adultos: políticas e práticas educativas. Rio de Janeiro: NAU Editora, 2011. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 51 – – M 202 202 REVISTA DO PROGRAMA DE PÓS-
GRADUAÇÃO EM LINGUAGENS E 2318
- M 2318 2318
- CAMPUS BRAGANÇA VOLUME NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 52 currículo por Tema Gerador, bem como do uso de produções que situam essa experiência no
município pesquisado, desde uma experiência piloto em 2009 até o retorno em 2015 na Rede
Municipal de Educação de Tracuateua. currículo por Tema Gerador, bem como do uso de produções que situam essa experiência no
município pesquisado, desde uma experiência piloto em 2009 até o retorno em 2015 na Rede
Municipal de Educação de Tracuateua. Na escuta das vozes dos técnicos pedagógicos que estiveram na Secretaria Municipal
de Educação (SEMED), visualizou-se as dificuldades, os avanços e os recuos estratégicos
marcados, sobretudo, pela conjuntura política nacional brasileira desses últimos anos. A questão que se apresenta é saber: de que maneira a percepção se fez presente nas
práticas educacionais de jovens e adultos, em particular no processo de implantação do
currículo via Tema Gerador em Tracuateua-PA? O ponto de partida para responder a essa
indagação reside em reconstruir o caminho iniciado no ano de 2009 por ser ele o marco de
referência de um projeto piloto em uma única escola de Tracuateua. Nessa caminhada, apontamos de que forma ocorreu este tipo de organização curricular,
seus pressupostos epistemológicos, os avanços e desafios na materialização desse currículo. Para dar conta da apresentação desse percurso, organizamos o trabalho a partir de uma
introdução que apresenta os elementos essenciais que propusemos a refletir. Em seguida,
adentramos no item que trata da concepção de Paulo Freire como base teórica e prática para a
implementação da EJA no Brasil, no qual apresentamos suas ideias acerca da educação. Por
fim, traçamos uma análise do currículo via Tema Gerador implantado em Tracuateua em 2015-
2017. Nas considerações finais, sinalizamos aspectos importantes desse currículo que ora toma
lugar central como projeto de educação libertadora, ora é silenciado pela resistência de sujeitos
que estão à frente da dinâmica educacional nacional. q
A conjuntura política nacional e local, a partir dos anos de 2009, foram fundamentais
para os atores educacionais de Tracuateua experimentarem uma organização curricular
diferente das que estavam em curso. Essa conjuntura fez surgir um desejo de mudança nos
sujeitos que reivindicavam outras pedagogias, com existência e resistência transformadora, a
partir de um currículo dialógico e participativo. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 53 se intimamente associado à tomada de consciência da situação real vivida pelos educandos. Nesse contexto, o educador Paulo Freire preocupado com a situação do analfabetismo e, mais
ainda, com a opressão das pessoas, deveriam atuar a serviço da libertação de homens e
mulheres, acreditando na sua capacidade de criação e de crítica. se intimamente associado à tomada de consciência da situação real vivida pelos educandos. Nesse contexto, o educador Paulo Freire preocupado com a situação do analfabetismo e, mais
ainda, com a opressão das pessoas, deveriam atuar a serviço da libertação de homens e
mulheres, acreditando na sua capacidade de criação e de crítica. E, assim, na cidade de Angicos em 1962, estado do Rio Grande do Norte, Freire constrói
uma proposta de educação de adultos cujo resultado foi a alfabetização de 300 trabalhadores
rurais em apenas 45 dias. Uma educação que tinha como base a libertação dos sujeitos
oprimidos, capaz de despontar a confiança na pessoa humana e na sua capacidade de educar-se
como sujeito histórico e social. A educação de Freire, visava uma postura proativa, dialogal, horizontal, participante e
crítica para todos os sujeitos educacionais envolvidos com a alfabetização de adultos. Uma
experiência de educação disseminada em várias partes do país, cujo desejo era ainda maior,
com o plano elaborado no governo Goulart em 1964. Esse plano objetivava a implantação de
20 mil Círculos de Cultura em todo o território brasileiro. O Círculo se constituía em um grupo
de trabalho cujo interesse seria o debate da linguagem no contexto de uma prática social livre
e crítica. Os educadores do Círculo de Cultura eram chamados de coordenadores e os seus papéis
eram dialogar com os alfabetizandos oferecendo-lhes os instrumentos para uma alfabetização
além das letras. Essa atitude de diálogo proporcionava de fato uma educação libertadora e não
simplesmente a domesticação dos sujeitos, visto que o diálogo é uma relação de ida e volta, de
intertrocas, ou seja, uma relação de dois sujeitos interlocutores. Devemos reforçar no âmbito da proposta de Freire, a prática libertadora de educação. Esta se corporifica a partir do processo de construção de conhecimento, diferentemente da
concepção bancária ou tradicional, a qual prioriza a transmissão de conteúdo, ora pelo
professor, ora pelo aluno. A prática libertadora de educação se faz pelo diálogo crítico, na troca
de experiências. 1 A CONCEPÇÃO DE PAULO FREIRE COMO BASE TEÓRICA E PRÁTICA PARA
A IMPLEMENTAÇÃO DA EJA NO BRASIL As concepções teóricas que embasam a educação em Paulo Freire são resultado de uma
construção marcada pelo contexto histórico e fruto das diferentes experiências pelas quais ele
passou. Foram estas experiências que o ajudaram a construir conceitos essencialmente
necessários à elaboração e consolidação de sua proposta educacional na década de 1960. Reportamo-nos ao pensamento de Paulo Freire quando ele diz que a educação vigente
na época não encorajava o homem a debater as problemáticas do momento. Isso acontecia por
falta de embasamento teórico capaz de despertar o gosto pelo conhecimento, invenção e
pesquisa. Diante da transição da sociedade brasileira, Freire se via angustiado e esperava ser ele,
o educador que poderia contribuir incitando os sujeitos a reivindicarem mudanças nas condições
objetivas de existência. Almejava uma educação diferente daquela que até então existia. Uma educação crítica capaz de mudar o pensamento, que saísse da transitividade
ingênua para uma proposta dialógica crítica. Freire entendia que era necessária uma educação
para o protagonismo, capaz de colocar os sujeitos em diálogo permanente com seus pares, pois
o sentido da democracia implicava participação, mudança, tomar partido, debater ideias. Nas
palavras desse teórico, “uma educação que possibilitasse ao homem a discussão corajosa de sua
problemática” (FRERE, 1983, p. 89) permitindo-os ver que o mundo não estava acessível a
todos. Freire (1983) se debruça sobre a alfabetização por ser ela o campo inicial e ao mesmo
tempo, o tema da maior relevância social e política no Brasil. O aprendizado deveria encontrar- DOSSIÊ AMAZÔNIA 113). A alfabetização abre os trabalhos do Círculo de Cultura, e é também o início da
conscientização. Ao educador cabe registrar fielmente o vocabulário dos alfabetizandos,
selecionar algumas palavras básicas que aparecem com frequência no seu universo vocabular,
garantindo que estas sejam relevantes e carregadas de sentido e, sobretudo, que apresentem
complexidade fonêmica. p
Freire (1983) anuncia as fases de estruturação de sua proposta de educação apresentando
cinco passos: Freire (1983) anuncia as fases de estruturação de sua proposta de educação apresentando
assos: p
1 – Levantamento do universo vocabular dos grupos com quem se trabalha; 2 – Escolha das palavras selecionadas do universo vocabular pesquisado, a partir de
critérios, (riqueza fonêmica, dificuldades fonéticas e teor pragmático da palavra); q
p g
p
3 – Criação de situações existenciais típicas do grupo com quem vai se trabalhar; 4 – Elaboração de fichas roteiros que auxiliem os coordenadores de debate no seu
trabalho, estas vão servir apenas como subsídios para os mesmos; p
p
5 – Feitura de fichas com a decomposição das famílias fonêmicas correspondentes aos
vocábulos geradores. É interessante destacar algumas palavras geradoras dos Círculos de Cultura que Freire
acompanhou nessa sua experiência, como: favela, chuva, arado, terreno, comida, batuque, poço,
bicicleta, trabalho, tijolo, riqueza. É interessante destacar algumas palavras geradoras dos Círculos de Cultura que Freire
acompanhou nessa sua experiência, como: favela, chuva, arado, terreno, comida, batuque, poço,
bicicleta, trabalho, tijolo, riqueza. Fazemos menção à primeira palavra geradora pesquisada e aplicada no Estado do Rio
de Janeiro, a palavra FAVELA, quando da organização do Círculo de Cultura. Naquela ocasião,
o uso de fotografia ampliava os debates, ao passo que faziam emergir os problemas de
habitação, alimentação, vestuário, saúde e educação. Os participantes descobriram a favela como situação problemática, percebendo como
ela se formava enquanto texto/contexto. Outras experimentações foram evidenciadas, por
exemplo, o grupo de alfabetizandos começaram a criar palavras com as combinações a sua
disposição. Essa experiência de educação de Freire nos mostra que a alfabetização e a
conscientização jamais se separam. É possível ler as palavras e ler o mundo concomitantemente. No entanto, o referido autor, alerta que o maior desafio reside em fazer os educandos se
perceberem como sujeitos ou não do processo educativo. A tomada de consciência possibilita abrir os olhos para aquilo que julgam “normal”,
“natural”, desnaturalizando as condições de opressão, de pobreza, de fome, de exploração, de
analfabetismo. DOSSIÊ AMAZÔNIA Um processo que escapa à polaridade professor/aluno, visto que se ramifica
pelo diálogo, pois ambos têm muito a ensinar e muito o que aprender em uma concepção
dialética de conhecimento. Freire (1983) informa que com menos de seis meses os resultados do seu trabalho de
alfabetização eram surpreendentes. Os sujeitos não alfabetizados começaram a demostrar a
tomada de consciência, reconhecendo-se não apenas sujeitos no mundo, sem propósito, mas
sentindo-se parte dele. É É importante destacar que a prática pedagógica de Paulo Freire, revela o respeito à
liberdade dos educandos que nunca são chamados de analfabetos, mas de alfabetizandos. O fato
de chamá-los desta forma evidencia o caráter processual em que ocorre a tomada de
consciência, cujo desejo se reveste de esperança de que eles possam sair de sua condição de
não alfabetizados para sujeitos alfabetizados, leitores das palavras e do mundo. A educação como uma prática libertadora mostra-se mais democrática do que o ensino
tradicional. Nessa perspectiva, o papel do professor e do aluno são colocados em discussão,
visto que o professor não é o detentor do conhecimento e, tampouco, se julga transmissor
daquilo que julga saber aos alunos. Estes não são considerados apenas assimiladores de
conteúdos de forma passiva e receptiva, no qual o conhecimento em nada contribui para/na
construção de um sujeito crítico. Nesse sentido, a educação em uma perspectiva libertadora considera tanto professores
quanto alunos sujeitos protagonistas do processo de ensino/aprendizagem. Considera-os como
sujeitos cognoscentes da realidade em uma prática emancipatória, ainda que, o conhecimento
se apresente de forma diferenciada. Com isso, o conhecimento pode ser produzido de diferentes formas, seja por meio dos
saberes, das experiências historicamente acumuladas, das histórias de vida. O fato é que a
Pedagogia Libertadora, não cabe apenas nos espaços tradicionais de educação chamados NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 54 escolas, ela viabiliza ações que vão possibilitar uma reflexão em uma perspectiva de mudança
na sociedade como um todo. Assim, pensar a educação não restringindo-a ao sentido meramente
pedagógico, mas também como “um ato político!” (FREIRE, 1986, p. 113). escolas, ela viabiliza ações que vão possibilitar uma reflexão em uma perspectiva de mudança
na sociedade como um todo. Assim, pensar a educação não restringindo-a ao sentido meramente
pedagógico, mas também como “um ato político!” (FREIRE, 1986, p. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 55 Jovens e Adultos. Com um projeto pedagógico piloto inovador, mostrou-se capaz de atender os
educandos desenvolvendo sua criticidade. Permanentemente reinventado e reelaborado, o projeto via Tema Gerador de base
freiriano, longe de ser perfeito, mostra os avanços e suas dificuldades ao longo dos anos de
implementação. O destaque que queremos dar a essa experiência, reside na perspicácia de
alguns protagonistas, agentes do processo educativo que estiveram como condutores em seus
contextos, seja a escola, o sistema de ensino ou a comunidade. DOSSIÊ AMAZÔNIA Embora interrompido pela ditadura militar, observa-se que a proposta
pedagógica de Paulo Freire para a educação de Jovens e Adultos é aplicável até hoje em nossa
educação, sofrendo reinvenções e reelaborações. Quanto ao problema de analfabetismo, verifica-se que o perfil descompromissado da
educação escolar com as classes trabalhadoras questionado por Paulo Freire na década de 1960,
ainda prevalece nos dias atuais. Podemos dizer que os militares impediram, em grande medida, a concretização do que
ficou conhecido como proposta de Alfabetização de Adultos e imprimiram uma pedagogia
tecnicista que respondia às necessidades do processo de internacionalização da economia
brasileira na década de 1960 (FREIRE, 1986). No entanto, as lutas pela redemocratização do
país no final da década de 1970, trouxeram as propostas pedagógicas de Paulo Freire para os
sistemas educativos atuais, cujo desejo é o de uma educação não fragmentada pelas artimanhas
do autoritarismo. Movente como os sonhos de Freire, Tracuateua a partir dos anos 90 veio
experimentando a pedagogia libertadora em seus currículos escolares para a Educação de 2 CURRÍCULO VIA TEMA GERADOR E A EXPERIÊNCIA DO MUNICÍPIO DE
TRACUATEUA-PA Tabela 1- Demonstrativo da demanda escolar na rede municipal de Tracuateua desde a sua implantação
em 1997
MUNICIPIO DE TRACUATEUA
Nº DE ALUNOS
DA ZONA
URBANA
Nº DE ALUNOS
DA ZONA RURAL
ANO
LETIVO
Nº DE ESCOLAS
Nº DE
ALUNOS
DA REDE
MUNICIPAL
EJA
EJA
TOTAL
ZONA
URBANA
ZONA
RURAL
EJA
SÉRIES
INICIAIS
SÉRIES
FINAIS
SÉRIES
INICIAIS
SÉRIES
FINAIS
1997
49
1
48
0
0
0
0
0
1998
55
1
54
166
0
166
0
0
1999
59
2
57
334
0
334
0
0
2000
59
2
57
434
0
186
0
248
2001
59
2
57
893
32
191
427
243
2002
58
2
56
1012
36
194
479
303
2003
54
2
52
725
31
96
407
191
2004
54
2
52
602
42
181
260
119
2005
61
4
57
565
0
361
0
204 Tabela 1- Demonstrativo da demanda escolar na rede municipal de Tracuateua desde a sua imp
em 1997 monstrativo da demanda escolar na rede municipal de Tracuateua desde a sua implantação NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 56 2006
64
5
59
466
0
302
0
164
2007
56
4
52
472
0
338
0
134
2008
67
5
62
461
21
255
23
162
2009
59
5
54
376
22
191
21
142
2010
60
5
55
531
19
217
116
179
2011
58
5
53
533
23
198
104
208
2012
59
5
54
517
34
169
108
206
2013
58
5
53
668
38
182
209
239
2014
60
5
55
558
31
163
148
216
2015
59
5
54
329
23
139
30
137
2016
59
5
54
241
19
77
45
100
2017
59
5
54
188
15
101
30
42
Fonte: Sistema Educacenso / MEC/INEP – Consulta a Matrícula / SEMED, 2017 Os dados mostram que as matrículas na Educação de Jovens e Adultos tem diminuído
drasticamente nos últimos anos. Isso nos leva a refletir sobre o futuro dessa modalidade de educação em Tracuateua
forjando um cenário de perguntas: Quais os motivos que levam os alunos a evadirem da escola? O que o município tem feito para evitar a evasão escolar? Longe de ter respostas para essas questões, queremos evidenciar os caminhos
percorridos em aproximadamente uma década de educação municipal. 3 https://pt.scribd.com/document/107190461/os-temas-geradores-na-formacao-de-educadoras-e-educadores-e-na-
alfabetizacao-de-jovens-e-adultoS 2 CURRÍCULO VIA TEMA GERADOR E A EXPERIÊNCIA DO MUNICÍPIO DE
TRACUATEUA-PA Diante das escutas realizadas com os técnicos educacionais da Secretaria Municipal de
Educação, sempre houve preocupação acerca da educação municipal e os seus rumos. Uma
delas, diz respeito à organização pedagógica das escolas em seus níveis e modalidades de
ensino. Percebeu-se na polissemia das vozes desses sujeitos um desejo materializado em ato, o
de buscar outras perspectivas de currículos que não se distanciassem da realidade dos seus
educandos e que, sobretudo, primasse pela dialogicidade e pela construção coletiva. Ressaltamos que nos últimos anos, o trabalho pedagógico mostra-se promissor desse ato
coletivo, do fazer com o outro, envolvendo diferentes sujeitos da escola, como os professores,
alunos, gestores, técnicos pedagógicos, profissionais de apoio e comunidade Considera-se na experiência relatada sobre o projeto via Tema Gerador, que todos os
sujeitos são importantes, agindo como construtores da educação de Tracuateua. Nas vozes dos
técnicos pedagógicos, as resistências por parte de alguns grupos eram presentes, mas o que se
coloca é antes, o esforço para materializar uma proposta que necessitava, em sua essência, do
outro como sujeito de voz. Foi nessa tentativa, diante da grande evasão dos alunos da Educação de Jovens e
Adultos, que Tracuateua experimentou em 2009 outra organização curricular, o currículo via
Tema Gerador. No que compete a essa evasão escolar, podemos visualizar e compreender
melhor analisando a Tabela a seguir, que traz um levantamento dos últimos 20 anos. 2 CURRÍCULO VIA TEMA GERADOR E A EXPERIÊNCIA DO MUNICÍPIO DE
TRACUATEUA-PA Talvez as respostas
estejam imbricadas na conjuntura política, cujo cenário nem sempre esteve a favor da educação
libertadora. Portanto, iniciemos falando da ocasião em que o projeto via Tema Gerador foi
implantado em uma escola piloto de Tracuateua. Na ocasião em que se colocou em prática o
currículo por Tema Gerador em 2009, havia apenas três escolas dentro do quantitativo de 59 de
toda a Rede Municipal que ofertavam essa modalidade. E foi em uma delas que o projeto foi
implantado sob a orientação e assessoria de professores da Universidade Federal do Pará -
UFPA. Em um texto produzido por estes professores (NEVES; MARCIEL, 2009) que encontra-
se disponível em endereço eletrônico3, eles descrevem como se deu essa primeira experiência,
os seus desdobramentos e a organização da proposta. Dentre os objetivos almejados estava o
desenvolvimento de uma formação comprometida com a vida das pessoas e com a história do
município de forma que o resultado fosse a transformação. Os formadores/autores chamam esta
experiência de teia do conhecimento. A teia direcionava o trabalho educativo, tomando como ponto de partida a realidade dos
alunos, pois só assim eles estariam preparados para lidarem com as problemáticas sociais. A
construção da teia se fazia via processo formativo diante das falas significativas. Estavam em
cenas educadores, educadoras e a escolarização dos Jovens e Adultos. Para fazer a formação
dos educadores era preciso se colocar no contexto onde atuavam para transformar aquela
realidade. Diante disso, a equipe técnica pedagógica da escola formada pelo diretor e
coordenadores pedagógicos tinham um papel central enquanto articuladores e orientadores da
proposta. Todos eram convidados a assumirem o lugar de formadores nos seus contextos. Empoderados das discussões, os polos eram frutificados com debates, discussões e proposições. Essa produção coletiva revestia-se pela importância dada pelos sujeitos à essa construção. DOSSIÊ AMAZÔNIA 57 Russo (2011, p. 504) destaca o trabalho do diretor e coordenador pedagógico,
responsabilizando-os pela: Russo (2011, p. 504) destaca o trabalho do diretor e coordenador pedagógico,
responsabilizando-os pela: [...] mediação para que o ensino se realize com o máximo de eficácia e de eficiência
possível em cada caso concreto, isto é, com os recursos humanos, materiais e
financeiros disponíveis em cada escola. 2 CURRÍCULO VIA TEMA GERADOR E A EXPERIÊNCIA DO MUNICÍPIO DE
TRACUATEUA-PA O trabalho desses agentes tem efeito direto
no processo de ensino aprendizagem porque tem como finalidade criar condições
favoráveis à sua realização, à preparação adequada dos docentes e dos discentes, à sua
participação no processo ou, ainda, à correção de desvios que possam contribuir para
o fracasso do processo. Assim, acreditar que eles poderiam empoderar-se para construir condições favoráveis
ao ensino dos alunos. Para os formadores da UFPA, o conhecimento não seria apenas uma
doação daquilo que julgavam possuir, mas uma ferramenta importante na construção da
compreensão da realidade e na conquista da escolarização de Jovens e Adultos. Os professores que lançaram essa proposta no município se reportam a teia enquanto
perspectiva que possibilitaria desnaturalizar as situações, no qual os sujeitos estão em
movimento para alcançar a autonomia. Uma experiência que se traduz no trabalho coletivo
entre educadores, educadoras, rede de educação e apoio pedagógico. As etapas da construção e escolha do tema gerador nascia da pesquisa da realidade sobre
a história e o fazer dos sujeitos do processo, neste caso, os alunos da EJA da escola Raimundo
Pinheiro de Melo4. Os autores descrevem que durante o processo de formação em 2009
percorreram dois caminhos, conforme mostra a narrativa a seguir: O primeiro foi fazer a pesquisa a partir das histórias de vida dos educandos e
educandas, alunos da Escola RPM, num processo de escuta, diálogo e reflexão. Este
material foi organizado em Teia de conhecimento tanto a formação dos/as
educadores/as quanto para organização da estrutura curricular da EJA. Para este
levantamento, os sujeitos da EJA, coordenados pelos/as educadores/as, registram em
todas as turmas, através do desenho, o que era significativo em sua história de vida. Depois socializaram as suas histórias. Neste processo, os/as educadores/as buscaram
registrar o que havia de comum nas histórias de educandos e educandas e, a partir daí,
encontramos o tema gerador e os eixos temáticos que possibilitarão a reflexão sobre
o contexto em que os sujeitos da EJA vivem e no qual se inserem também os/as
educadores/as dessa modalidade de ensino. [...]. O segundo caminho articulado ao primeiro, foi organizado no sentido de que os/as
educadores/as possam desenvolver pesquisa em suas turmas, utilizando–se da
metodologia de projetos. Cabe ressaltar que um projeto não é apenas um plano de
trabalho ou um conjunto de atividades bem organizadas. Há muito mais na essência
de um bom projeto. 4 Escola da rede municipal de educação, localizada no Bairro Água-Fria. Naquele momento, atendia crianças da
Educação Infantil, do ensino fundamental e da Educação de Jovens e Adultos. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 58 Este foi um recorte de como se deu essa experiência em 2009, uma vez que pouco foram
os achados para nos permitir reconstruir o início de uma trajetória que pensamos ser a mais
indicada para o trabalho com a Educação de Jovens e Adultos. Uma experiência que gerou
muitas expectativas por parte dos professores, pois eles não estavam sozinhos, mas podiam
contar com a parceria de outras instituições, de outros sujeitos, como os gestores, coordenadores
pedagógicos e alunos. p
g g
Durante todo o ano de 2009 foram ofertadas formações docentes sobre o que significava
trabalhar com os temas geradores. De certa forma, havia o reconhecimento de que a educação
necessitava dos sujeitos, professor, aluno, gestor, coordenador. Um trabalho árduo, mas que potencializava a educação libertadora. As formações
constantes direcionadas pela Rede Municipal de Educação e o apoio da gestão escolar
colaboraram na caminhada dos professores rumo a autonomia na elaboração e construção das
suas práticas. Houve a redescoberta por parte dos alunos da sua importância e centralidade dentro do
processo educativo. Um projeto novo baseado nos princípios da “democracia, da solidariedade
e da esperança” (ESTÊVÃO, 2013, p. 24) que foi freado com as mudanças no campo político
de Tracuateua a partir das eleições municipais. Refletimos que a política partidária tem mudado drasticamente os rumos da educação
do município. Os discursos ensaiados por quem ocupa os cargos de gestão nas secretarias reside
em não continuar os projetos de gestões anteriores, sob a alegação de quererem deixar sua
marca, construir outra história. O problema disso, é que a história não pode ser apagada, pois a
memória, sobretudo a coletiva, se encarrega de avivar aquilo que muitos querem deixar
adormecido. Em 2015 e 2016 o projeto retorna para a Rede Municipal, dessa vez não apenas para a
EJA, mas para todos os níveis e modalidades de educação. Orientado pelos mesmos professores
que estiveram em 2009, o currículo via Tema Gerador se dividiu entre os críticos e os adeptos. Para este início foram realizadas formações intensas e periódicas com a equipe técnica
da Secretaria Municipal de Educação. O objetivo dessas formações era aproximar os docentes
e técnicos daquilo que seria a base de sua atuação, a epistemologia de Paulo Freire como
subsídio teórico e prático na construção de um currículo que tomasse como ponto de partida, o
lugar e a história dos sujeitos. 2 CURRÍCULO VIA TEMA GERADOR E A EXPERIÊNCIA DO MUNICÍPIO DE
TRACUATEUA-PA Esta metodologia pretende possibilitar elementos teórico/
metodológicos aos/as educadores/as, ou seja, a forma que procedemos no
levantamento dos Temas Geradores e na organização da programação deve servir de
referência para suas práticas em suas turmas de escolarização. Não posso investigar o
pensar dos outros, referido ao mundo, se não penso. Mas não penso autenticamente se
os outros também não pensam. Simplesmente não posso pensar pelos outros nem para
os outros, nem sem os outros (NEVES; MARCIEL, 2009. p. 4). Sobre as escolhas dos Temas Geradores, Neves e Marciel (2009) indicam que eles
partiam das necessidades e não das vontades pessoais dos sujeitos do processo. Por isso, as
necessidades compunham um patamar que precisavam ser entendidas teoricamente, para que o
planejamento e o processo de tomada de decisão (escolhas) fossem coerentes com a realidade. As orientações eram de que a escolha do tema para trabalhar o bimestre fossem resultado da
vontade do coletivo, tomando como referência os alunos, a comunidade e a sociedade. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Nós partirmos das experiências vividas acreditando que a formação dos professores,
a ideia do planejamento ela tem que estar correlacionada ao processo de formação dos
professores, onde o próprio texto que a gente trabalha é um texto que discute a
categoria da ideia da formação no exercício. Nós trabalhamos com a visão de que o
planejamento não pode ser algo estanque. Essa é uma das coisas que a gente pauta. (Professora Joana D’arc, docente da UFPA, comunicação oral, Secretaria Municipal
de Educação, 08, fevereiro de 2018). As formações sempre focavam nas diretrizes desse currículo, incitando o diálogo com a
realidade dos sujeitos. O diálogo possibilitaria o desenvolvimento de uma consciência crítica e
transformadora. O texto de apoio utilizado para aprofundar as discussões teóricas foi uma tese
de doutorado de Silva (2004), na qual o autor fundamenta as concepções deste currículo. O referido autor vai buscar em Freire (1992) e Dussel (2000) as bases epistemológicas
de um currículo ético e crítico que parte das falas significativas no processo de problematização
da realidade para trabalhar com práticas contextualizadas. Com isso, ele assume a importância
do outro no processo de construção da educação. Freire (1987, p. 49) indica o caminho que
devemos fazer para chegar a essas falas significativas: O que temos de fazer, na verdade, é propor ao povo, através de certas contradições
básicas, sua situação existencial, concreta, presente, como problema que, por sua vez, DOSSIÊ AMAZÔNIA 59 o desafia e, assim, lhe exige resposta, não só no nível intelectual, mas no nível da
ação. o desafia e, assim, lhe exige resposta, não só no nível intelectual, mas no nível da
ação. As contradições presentes nas situações existenciais do povo, surgiria mediante a
pesquisa sociocultural, a qual revelaria as situações significativas e conflituosas, uma vez que
“é na realidade mediatizadora, na consciência que dela tenhamos educadores e povo, que iremos
buscar o conteúdo programático da educação (FREIRE, 1987, p. 50). O conteúdo da educação seria aquele que surge das vozes do povo diante da realidade
que vivem. Um conteúdo vivo, dinâmico e em construção. Nesta perspectiva, ele confronta
com os modelos anti-dialógicos que chegam sem nenhum questionamento. Freire, educador
que defende o caráter dialógico da educação, vem dizer que é pelo diálogo que se chega ao
“universo temático do povo ou o conjunto de seus temas geradores” (FREIRE, 1987, p. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 50),
como explicita a fala da professora Joana quando diz “Nós tínhamos um formato de diálogos
com os professores e gestores e eles ficavam responsáveis em realizar as formações com os
professores das escolas”. (Joana D’arc, docente da UFPA, comunicação oral, Secretaria
Municipal de Educação, 08, fevereiro de 2018). O diálogo ocorria entre os sujeitos da escola
sempre com a intenção de chegar aos temas de maior relevância para serem trabalhados. De 2015 a 2016 foram dois anos de debate, estudos e construções com o mesmo grupo
que iniciou o projeto em 2009. Novamente, as mudanças no cenário político provocaram (re)
laborações no campo curricular das escolas de Tracuateua. Desta vez, os temas geradores se
restringem apenas a modalidade da Educação de Jovens e Adultos. A fala de uma coordenadora
que esteve responsável pela EJA na Secretaria Municipal de Educação, reflete a preocupação
em permanecer com o trabalho que vinha sendo desenvolvido em anos anteriores: [...] eu não queria que adotassem outro currículo, eu não queria que fosse feito de
outra forma, eu queria que dessem continuidade a um trabalho que a gente já tinha
construído no decorrer dos anos anteriores, essa era a minha maior preocupação (Esp. Danubia Ribeiro, técnica da SEMED, comunicação oral, Secretaria Municipal de
Educação, 05, janeiro de 2018). Permanecer nessa perspectiva curricular na modalidade de EJA foi um desafio, uma vez
que a rotatividade dos professores de um nível para outro ou mesmo a saída deles da função
docente tem provocado quebras na dinâmica formativa e prática nas escolas. Há ainda, o fato
de que nem todos os professores se alinham bem ao projeto por Tema Gerador, optando em
seguir os conteúdos de ensino das matrizes curriculares. Diante disso, fica explícito que Tracuateua foi audaciosa em buscar construir um projeto
coletivo de educação, no qual o foco eram os sujeitos e suas problemáticas. Uma educação para
a mudança privilegiando a coparticipação, a dialogicidade, a humanização. Sem deixar de
refletir nos desafios encontrados, vemos essa tentativa como uma possibilidade para alcançar
graus mais elevados de democracia e autonomia. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 60 As bases epistemológicas que ajudaram na construção desse projeto nas escolas de
Tracuateua, tomaram como ponto de partida a concepção de que a escola não pode servir como
depósito de conhecimento, mas é preciso senso crítico para enfrentar os problemas da
atualidade. Uma educação que problematiza as situações existenciais, tornando as pessoas
sujeitos de sua história. Em diálogo permanente é possível chegar ao conteúdo da educação que emerge das
vozes dos sujeitos nos seus lugares de vida e de cultura. Nesses termos, é imperativo para
qualquer projeto de EJA o diálogo como prática de liberdade, de autonomia, de mudança, de
esperança. A partir dos pressupostos freireanos, o município de Tracuateua tem buscado nesses
anos em que o projeto esteve em vigor, construir uma educação problematizadora que fosse
capaz de revelar a identidade dos seus sujeitos, agora vistos como protagonistas de história, da
sua própria história. Apesar dos grandes desafios, é possível frisar que os ganhos são evidentes,
ainda que não tenham contemplado todos, uma vez que para isso é preciso vontade,
responsabilidade e compromisso político associado a uma boa dose de utopia. DUSSEL, Henrique. Ética da Libertação na idade da globalização e da exclusão.
Petrópolis: Vozes, 2000. DUSSEL, Henrique. Ética da Libertação na idade da globalização e da exclusão. Petrópolis: Vozes, 2000. ESTÊBÃO, Carlos Vilar. A qualidade da educação: suas implicações na política e na gestão
pedagógica. RBPAE – v.29, n. 1, p.15-26, 2013. Disponível em:
http://seer.ufrgs.br/index.php/rbpae/article/view/42818. Acesso em: 12 ago. 2020. BRASIL, Ministério da Educação. INEP. Município- Resultado do Censo Escolar. 2017. BRASIL, Ministério da Educação. INEP. Município- Resultado do Censo Escolar. 2017. BRASIL, Ministério da Educação. INEP. Município- Resultado do Censo Escolar. 2017. 3 CONSIDERAÇÕES FINAIS Trazer para o centro da discussão a efetivação de experiências freireanas realizadas em
um município da região bragantina não é um exercício fácil de realizar. A implantação do
currículo via Tema Gerador não foi tão simples, mas muito promissor. Foi preciso ir ao encontro
de vozes que desde o começo foram imprescindíveis na provocação sobre o ato de planejar, de
pensar a escola e a educação. Necessário ainda, foi o encontro com as ideias de Paulo Freire enquanto base
epistemológica na materialização de um currículo que considera os sujeitos como verdadeiros
autores desse projeto. Fato que verbera o sentido mais autêntico da educação. Uma educação
partilhada com os sujeitos que dela se fazem produto e processo. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 FREIRE, Paulo. Educação como prática da liberdade. 14ª ed. Rio de Janeiro: Paz e terra,
1983. FREIRE, Paulo. Educação como prática da liberdade. 14ª ed. Rio de Janeiro: Paz e terra,
1983. FREIRE; Paulo; SHOR; Ira. Medo e Ousadia: o cotidiano do professor. Trad. LOPES,
Adriana. Rio de Janeiro: Paz e Terra, 1986. FREIRE, Paulo. Pedagogia do oprimido. 17ª. ed. Rio de Janeiro: Paz e Terra, 1987. FREIRE, Paulo. Pedagogia da Esperança. Rio de Janeiro: Paz e Terra, 1992. NEVES, Joana Dárc; MARCIEL, Rogerio. Os temas geradores na formação de
educadoras e educadores na escolarização de jovens e adultos. Disponível em:
http://pt.scribd.com/document/107190461/os-temas-geradores-na-formacao-de-educadoras-e-
educadores-e-na-alfabetizacao-de-jovens-e-adultoS. Acesso em: 19 nov. 2019. RUSSO, Miguel Henrique. Trabalho e administração da escola: desenvolvimento e
apropriação do sentido que assumem no processo de produção pedagógica. RBPAE – v.27,
n.3, p. 361-588, set./dez. 2011. Disponível em: http://seer.ufrgs.br/rbpae/article/view/26416. Acesso em: 18 nov. 2019. SILVA, Antônio Fernando Gouvêa da. Construção do currículo na Perspectiva Popular
crítica: das falas significativas às práticas contextualizadas. Tese (Doutorado em Educação) SILVA, Antônio Fernando Gouvêa da. Construção do currículo na Perspectiva Popular
crítica: das falas significativas às práticas contextualizadas. Tese (Doutorado em Educação) Programa de pós-graduação em educação: currículo. Pontifícia Universidade Católica de São
Paulo. São Paulo, 2004. Disponível em:
http://websmed.portoalegre.rs.gov.br/escolas/quintana/tese_gouvea.pdf. Acesso em: 12 ago.
2020. rograma de pós-graduação em educação: currículo. Pontifícia Universidade Católica de S
aulo. São Paulo, 2004. Disponível em: DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 61 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 63 REVISTA DO PROGRAMA DE P VOLUME
IX
– GRADUAÇ SABERES NA AMAZÔNIA 4 O Termo Amazônia Marajoara é entendido como o arquipélago da ilha do Marajó, localizado no estado do
Pará, compreendido por 15 municípios do território. O recorte espacial é o município de Salvaterra, concebido da
necessidade geográfica de entender os diferentes movimentos sociais, políticos, ideológicos, religiosos,
econômicos e culturais que constituíram as diferentes visões acerca do Marajó. O termo produz uma
representação dos amazônidas presentes no arquipélago do Marajó, como uma forma de reproduzir a identidade
marajoara a partir dos diversos recortes que caracterizam a Amazônia (PACHECO, 2010). INTRODUÇÃO Este estudo analisa a disciplina de Língua Inglesa (LI) da Educação de Jovens e
Adultos (EJA) na perspectiva da Educação Escolar Quilombola (EEQ) na comunidade
quilombola de Vila União do município de Salvaterra, da Amazônia Marajoara4. Pesquisas
recentes na área da educação brasileira apontam a necessidade de descortinar olhares sob as
práticas socioeducativas para uma ação pedagógica inclusiva e mais próxima das identidades
dos alunos da EJA (ARROYO, 2011; PENNYCOOK, 1998; RAJAGOPALAN, 2003). Por
essa razão, propusemos a entender quais os desafios existentes no ensino de Língua
Estrangeira (LE) – LI em uma turma de EJA do Ensino Fundamental - Anos Finais de uma
escola quilombola do município de Salvaterra da Amazônia Marajoara. O ensino de LI no Brasil tem se tornado uma tarefa desafiadora para professores e
alunos no âmbito da educação pública, sobretudo para a EJA. Em linhas gerais, pesquisas de
British Council (2015) apontam que o ensino da LI na escola pública apresenta desafios
estruturais e funcionais. Nesse interim, percebe-se que há falta de materiais didáticos voltados
para a realidade dos educandos, ausência de um ambiente propício para a aprendizagem em
LI, carga horária insuficiente para o ensino do idioma e professores com baixa proficiência
em LI, e até mesmo com escasso conhecimento linguístico do idioma, e tais questões têm
implicado indiretamente na qualidade do ensino aprendizagem de LI na escola pública. p
q
p
g
p
Na EJA essa realidade atravessa tempos e espaços que dificultam a qualidade do
ensino da LI para jovens e adultos. O ensino do idioma apresenta-se bastante complexo e
desafiador para muitos estudantes da EJA, uma vez que boa parte deles não são alfabetizados
em sua língua materna, dificultando o aprendizado na LI. Além disso, a maioria dos
professores de LI que atuam na EJA não possuem formação voltada para o ensino do idioma
nessa modalidade de ensino, e são habituados a ensinarem o idioma a partir de suas crenças
pedagógicas (BRITISH COUNCIL, 2015; ARROYO, 2011). p
g g
O ensino da LI é indispensável para o desenvolvimento de qualquer educando no
mundo globalizado, caracterizando uma condição essencial para a inclusão nas sociedades
modernas, definida por uma sociedade assentada por diversas identidades sociais. Na
Amazônia Marajoara, essa diversidade é marcada pela presença de comunidades indígenas,
ribeirinhas, camponesas e quilombolas, nas quais precisam compreender a importância do
aprendizado do idioma, para assim terem mais chances de inclusão nesse mundo globalizado. UNIVERSIDADE FEDERAL DO PARÁ
– CAMPUS BRAGANÇA NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 64 field to reach the quality of the teaching of EL in the EEQ proposal. The need for continuing education
of IL teachers for ethnic-racial relations is na emergency need, as the data indicated that the challenges
are mostly associated with the pedagogical practices of the EL teacher. Keywords: School Education. Quilombola. EJA. English Language. Keywords: School Education. Quilombola. EJA. English Language. Data de submissão: 29.09.2020
Data de aprovação: 26.12.2020 Data de submissão: 29.09.2020
Data de aprovação: 26.12.2020 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 65 conforme estabelece as Diretrizes Curriculares para a Educação Escolar Quilombola
(DCNEEQ). As comunidades quilombolas possuem um saber peculiar, desenvolvem
dinâmicas temporais de vinculação a um espaço físico que se torna território coletivo,
resultantes das múltiplas formas de relações integradas à natureza, constituído por
conhecimentos gerados e transmitidos pela tradição (BRANDÃO, 2010). g
p
ç
Neste estudo, a configuração da EJA na EEQ é fundamentada em uma memória
coletiva que permeia tempos e espaços, e diversos elementos que caracterizem a cultura
quilombola, as línguas remanescentes, práticas culturais, produção de trabalho, acervos e
repertórios orais. As tradições e demais elementos que configuram o patrimonial cultural das
comunidades quilombolas do Brasil, em especial para sua territorialidade. (BRASIL, 2012). Nesse bojo, apontamos a necessidade de dialogar e analisar as interfaces da LI na EJA, na
perspectiva da EEQ, saber como os alunos quilombolas marajoaras da EJA constroem seus
conhecimentos a partir da relação de cultura, linguagem e sociedade. A EJA é uma modalidade de ensino que vem se consolidando no Brasil há alguns
anos, amparada por lei e voltada para pessoas que não tiveram acesso ao ensino regular na
idade apropriada, com foco no processo de alfabetização, reingresso e permanência do aluno
nas salas de aulas. Entretanto, esta modalidade de ensino acarreta diversas implicações que
impedem sua total eficiência no ensino, como: idade, nível de conhecimento, preconceito,
exclusão e estereótipos (grifo nosso) (BRASIL, 2000). Nesse sentido, o ensino da LI nesta
modalidade para a EEQ, tem um papel importante na formação interdisciplinar e intelectual
dos alunos quilombolas da EJA, quando contribui para a construção da cidadania e da sua
própria identidade, favorecendo a participação na sociedade brasileira, sobretudo no mundo
globalizado. A EJA na EEQ da Amazônia Marajoara, apresenta grandes desafios em seu processo
de escolarização para os alunos quilombolas. No município de Salvaterra, esse cenário
apresenta fortes implicações no aprendizado da LI para os alunos da EJA. Este estudo buscou
dialogar sobre o ensino da LI na EJA da Escola Municipal de Ensino Infantil e Fundamental
Quilombola Maria Lúcia Ledo Carvalho, da comunidade quilombola de Vila União do
município de Salvaterra-Marajó-PA, no sentindo de compreender as diferentes práticas
pedagógicas do professor de LI da EJA no âmbito da EEQ, considerando DCNEEQ, Estrutura
Curricular Pedagógica da EEQ da Rede Municipal de Salvaterra e as Diretrizes Curriculares
Nacionais para a Educação de Jovens e Adultos (DCNEJA). DOSSIÊ AMAZÔNIA Desta maneira, apresentamos na primeira seção deste estudo, o percurso
metodológico, na segunda seção abordamos o contexto histórico da identidade quilombola
marajoara, e em seguida discutimos a concepção da EJA na EEQ, e o contexto da EJA a partir
de alunos quilombolas da Amazônia Marajoara. Ao longo do trabalho, discorremos sobre o
ensino da LI na EJA e por final apresentamos nossas considerações finais. 5 É também denominada de tradição interpretativista ou hermenêutica-dialética (BORTONI-RICARDO, 2008). INTRODUÇÃO Na Amazônia Marajoara os quilombos são entendidos como povos ou comunidades
tradicionais, “[...] grupos culturalmente diferenciados que se reconhecem como tais; [...]
possuidores de formas próprias de organização social; detentores de conhecimento,
tecnologias, inovações e práticas geradas e transmitidas pela tradição” (BRASIL, 2012, p. 4), 1 PERCURSO METODOLÓGICO Considerando o objetivo da nossa pesquisa e suas características peculiares, buscou-se
a compreensão dos significados produzidos pelos sujeitos: os alunos e professores de LI no
contexto social em que atuam. Optamos pela abordagem qualitativa de cunho
interpretativista5, a qual visa analisar os significados que permeiam o ensino da LI na EJA da
EEQ da Amazônia Marajoara. A abordagem qualitativa é considerada interpretativa e procura descrever os “[...]
padrões característicos da vida dos participantes” (MOITA LOPES, 1994, p. 23-24). A
abordagem qualitativa busca “[...] a compreensão da realidade humana vivida socialmente” a NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 66 partir dela, trabalha-se com a vivência, a experiência, a compreensão dos resultados da ação
humana objetiva, do “[...] ponto de vista onde as práticas e as coisas são inseparáveis”
(MINAYO, 1994, p. 23-24). partir dela, trabalha-se com a vivência, a experiência, a compreensão dos resultados da ação
humana objetiva, do “[...] ponto de vista onde as práticas e as coisas são inseparáveis”
(MINAYO, 1994, p. 23-24). O paradigma interpretativista pode auxiliar de forma significativa no desenvolvimento
de uma compreensão das escolhas e decisões dos participantes em seu tratamento do ensino e
aprendizagem em LI. Para Bortoni-Ricardo (2008), esta perspectiva surgiu como uma
alternativa para interpretar ações e significados que as pessoas atribuem a tais ações na vida
social. Utilizamos da pesquisa bibliográfica como ponto de partida para mapear a produção
intelectual da área e verificamos que a pesquisa qualitativa ajuda na compreensão e
interpretações dos fenômenos sociais inseridos no contexto do ensino de LI da EJA na EEQ. Em face disso, podemos reiterar que a pesquisa qualitativa-interpretativista é a mais adequada
para este tipo de estudo, uma vez que ela busca descrever o que os sujeitos fazem em seus
contextos, e como percebem as suas ações, e como constroem a tecitura do seu mundo social. O estudo foi realizado na Escola Municipal de Ensino Infantil e Fundamental
Quilombola Maria Lúcia Ledo Carvalho, situada na comunidade quilombola de Vila União,
com aproximadamente 115 km de distância do centro urbano da cidade de Salvaterra, Marajó-
Pará. 1 PERCURSO METODOLÓGICO Na pesquisa de campo, foram realizadas algumas visitas ao lócus da pesquisa (Figura 1),
a fim de conhecer a realidade escolar e entender o processo socioeducativo dos alunos
quilombolas da EJA, além disso foram observadas algumas aulas de LI na EJA, para saber
como é trabalhada a cultura quilombola marajoara a partir de seu contexto. Figura 1 – Escola Municipal de Ensino Infantil e Fundamental Maria Lúcia Ledo Carvalho
Fonte: Acervo Pessoal dos Pesquisadores, 2020
O Corpus de Análise deste estudo se constituiu na observação e na aplicação de
questionário semiestruturado, que foram aplicados com (=1) professora de LI da EJA e com
(=18) alunos da 3ª Etapa da EJA (6º e 7º anos) com um universo de alunos pertencentes a uma
faixa etária de 23 a 43 anos de idade, sendo uma turma composta por 11 homens e 7
mulheres. Com o objetivo de analisar as práticas pedagógicas da professora de LI acerca do
ensino da LI na EJA da EEQ, os questionários permitiram compreender se as aulas de LI eram
articuladas com a proposta da EJA da EEQ na perspectiva das relações étnico-raciais, e
perceber como se configura o ensino da LI na EJA da EEQ. Para análise dos dados,
consideraram-se as respostas mais expressivas dos alunos e da professora de LI tendo como
escopo as representações do ensino da LI na EJA da EEQ, com vista à construção positiva da
identidade quilombola marajoara. Figura 1 – Escola Municipal de Ensino Infantil e Fundamental Maria Lúcia Ledo Carvalho
Fonte: Acervo Pessoal dos Pesquisadores, 2020 Figura 1 – Escola Municipal de Ensino Infantil e Fundamental Maria Lúcia Ledo Carvalho
Fonte: Acervo Pessoal dos Pesquisadores, 2020 Figura 1 – Escola Municipal de Ensino Infantil e Fundamental Maria Lúcia Ledo Carvalho Fonte: Acervo Pessoal dos Pesquisadores, 2020 O Corpus de Análise deste estudo se constituiu na observação e na aplicação de
questionário semiestruturado, que foram aplicados com (=1) professora de LI da EJA e com
(=18) alunos da 3ª Etapa da EJA (6º e 7º anos) com um universo de alunos pertencentes a uma
faixa etária de 23 a 43 anos de idade, sendo uma turma composta por 11 homens e 7
mulheres. 2 NAS TRILHAS DOS QUILOMBOS DE SALVATERRA: DA RESISTÊNCIA A
SOBREVIVÊNCIA DOS JOVENS QUILOMBOLAS DA AMAZÔNIA MARAJOARA A presença de negros e africanos nas regiões brasileiras, estiveram sempre marcadas
pela exploração da mão de obra barata e pela vida compulsória nas relações econômicas no
período colonial no Brasil. Na Amazônia Marajoara, esse percurso iniciou-se durante o
período de criação da Companhia Geral do Comércio do Grão-Pará e do Maranhão em 1755. A presença de negros e africanos na região se intensificou cada vez mais com o aumento da
produção agrícola na região Norte e, assim, os negros e africanos foram trazidos
compulsoriamente da sua terra natal para a região amazônica (LISBOA, 2012). Grande parte dessa população formada de negros e africanos, e até indígenas foram
direcionadas para a Amazônia Marajoara, com a finalidade de trabalhar nas lavouras,
fazendas e criatórios, que gradativamente se organizavam para suas atividades econômicas. A
concentração maior dos negros e africanos foi na região do criatório, formada pelas fazendas
de gado e búfalos, localizadas nos municípios de Soure, Salvaterra, Cachoeira do Arari, Santa
Cruz do Arari e Chaves (LISBOA, 2012). Ao longo desse período, evidenciou-se uma relação subalterna e compulsória em que
os negros e africanos viviam para atender as atividades econômicas impostas pelas
autoridades da Coroa Portuguesa. Essa relação estabelecia uma ordem e orientação para que
os oficiais acabassem com os antigos mocambos e aldeias (DIAS, 2016). Quanto à questão subalterna e compulsória de negros e africanos nessa porção da
região da Amazônia Marajoara, Baena (2004) considera que haviam 31 negros e africanos em
Salvaterra na década de 1830. O autor também apresenta dados historiográficos do século
XVIII que estão vinculados à atual formação de territórios quilombolas nessa região. Baena descreve a “roça São Macário”, no século XVIII, “aderente” à fazenda São
Lourenço ou Paracauari que pertenceu aos padres mercedários e, no ano de 1794,
foi-lhes sequestrada. Essa informação é um elo importante dos povoados negros de
Salvaterra, pois nas terras dessa ordem surgem as terras de Santa Mercês, ocupadas
pelos “pretos velhos” de Bacabal, do Bairro Alto. (ACEVEDO, 2009, p. 214). Nesse interim, Salvaterra é considerada a cidade da Amazônia Marajoara que
apresenta maior número de comunidades quilombolas. De acordo com os dados da Fundação
Cultural dos Palmares (FCP), o município de Salvaterra apresenta 17 comunidades
quilombolas: Bacabal, Santa Luzia, Rosário, Campina, Vila União, Valentim, Boa Vista,
Deus Ajude, Bairro Alto, Caldeirão, Pau Furado, São Benedito Salvá, Mangueiras,
Providencia, Siricarí. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 67 Portanto, foram analisadas e consideradas no questionário, as assertivas mais
expressivas, tendo como parâmetro os significados da LI da EJA na EEQ, pela professora de
LI e pelos alunos quilombolas. As demais assertivas foram comentadas no decorrer da análise,
conforme a relação existente entre o ensino da LI e a EEQ e os seus desdobramentos na EJA. 1 PERCURSO METODOLÓGICO Com o objetivo de analisar as práticas pedagógicas da professora de LI acerca do
ensino da LI na EJA da EEQ, os questionários permitiram compreender se as aulas de LI eram
articuladas com a proposta da EJA da EEQ na perspectiva das relações étnico-raciais, e
perceber como se configura o ensino da LI na EJA da EEQ. Para análise dos dados,
consideraram-se as respostas mais expressivas dos alunos e da professora de LI tendo como
escopo as representações do ensino da LI na EJA da EEQ, com vista à construção positiva da
identidade quilombola marajoara. O Corpus de Análise deste estudo se constituiu na observação e na aplicação de
questionário semiestruturado, que foram aplicados com (=1) professora de LI da EJA e com
(=18) alunos da 3ª Etapa da EJA (6º e 7º anos) com um universo de alunos pertencentes a uma
faixa etária de 23 a 43 anos de idade, sendo uma turma composta por 11 homens e 7
mulheres. Com o objetivo de analisar as práticas pedagógicas da professora de LI acerca do
ensino da LI na EJA da EEQ, os questionários permitiram compreender se as aulas de LI eram
articuladas com a proposta da EJA da EEQ na perspectiva das relações étnico-raciais, e
perceber como se configura o ensino da LI na EJA da EEQ. Para análise dos dados,
consideraram-se as respostas mais expressivas dos alunos e da professora de LI tendo como
escopo as representações do ensino da LI na EJA da EEQ, com vista à construção positiva da
identidade quilombola marajoara. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 68 como coletiva e legítima, associada pelo vínculo com a terra, modo de vida, produção e
cultura. Essa relação buscou ampliar as políticas públicas de ações afirmativas, como saúde e
educação. Segundo Acevedo (2009), o município é eminentemente quilombola: como coletiva e legítima, associada pelo vínculo com a terra, modo de vida, produção e
cultura. Essa relação buscou ampliar as políticas públicas de ações afirmativas, como saúde e
educação. Segundo Acevedo (2009), o município é eminentemente quilombola: Quilombolas de Salvaterra produziram um processo de territorialização que
experimenta mudanças devido à existência de condições limitantes à sua existência,
aos modos de produzir e de organizar a vida social. As cercas construídas pelos
fazendeiros, cujo primeiro significado é de identificação e de relação com um “dono,
proprietário”, privatizam os recursos (igarapés, lagos) e estabelecem impedimento,
coerção, restrição de deslocamentos, de gozo da liberdade de movimentar-se
livremente no território. (ACEVEDO, 2009, p. 215). Segundo os dados do Centro de Estudos e Defesa do Negro no Pará (CEDENPA),
Instituto de Colonização e Reforma Agrária (INCRA), Instituto de Terras do Pará (INTERPA)
e Coordenação das Associações Remanescentes de Quilombo do Pará (MALUNGU), as
comunidades quilombolas de Salvaterra começaram a requerer a titulação e certificação de
suas terras desde 2000. O município de Salvaterra é eminentemente quilombola, e suas
comunidades estão concentradas no espaço rural, e foi a partir de 2004 que as comunidades
começaram a ser certificadas perante aos Órgãos Competentes. ç
p
g
p
A partir de vários movimentos de reivindicações para o reconhecimento de suas terras,
foram que as comunidades quilombolas de Salvaterra começaram a se organizar e se
estruturar de maneira mais sólida. Doravante, as comunidades começaram a lutar por seus
direitos, dentre eles o de construir uma sociedade que respeitasse sua identidade e cultura,
surge então, o sentimento de construção de escolas nas comunidades quilombolas de
Salvaterra. A EEQ foi implantada no município de Salvaterra em 2013, através do Parecer nº
392/13 e a Resolução nº 418/213, emitido pelo Conselho Estadual de Educação do Estado do
Pará (CEE/PA), com a implementação das Estruturas Curriculares para a EEQ do Ensino
Fundamental no município de Salvaterra. Art. 9º: A Educação Escolar Quilombola compreende:
I – escolas quilombolas
II – escolas que atendem estudantes oriundos de territórios quilombolas. I – escolas quilombolas 2 NAS TRILHAS DOS QUILOMBOS DE SALVATERRA: DA RESISTÊNCIA A
SOBREVIVÊNCIA DOS JOVENS QUILOMBOLAS DA AMAZÔNIA MARAJOARA Segundo Arruti (2017), o conceito de quilombo é amplo e complexo, e permeia por
discussões referentes ao uso comum da terra e da identidade étnica das populações
quilombolas. Nesse sentido, o conceito de quilombo neste estudo remete à variação de
identidade quilombola, ancestralidade, a vinculação com a terra ligada a coletividade do
grupo social. Para Almeida (2005), esse sentido possui uma relação com áreas doadas,
repassadas ou conquistadas por um grupo ou uma pessoa de origem negra que possua
documentação legalizada. Esse percurso referente à definição de quilombo foi o que demarcou os territórios das
comunidades quilombolas de Salvaterra, e caracterizou a identidade quilombola marajoara NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 A necessidade de implantar a EEQ no município
surgiu a partir das reivindicações das lideranças das comunidades quilombolas de Salvaterra,
que ora foram representados pelo Movimento Quilombola de Salvaterra (MQS), que lutaram
pela construção e/ou readaptação de escolas em Comunidades Remanescentes Quilombolas
(CQR), e que atendessem as peculiaridades da população quilombola marajoara, reafirmando
o compromisso e implementação da Lei nº 10.639/2003. A EEQ possui um contexto histórico de institucionalização sob a conquista do
Movimento Negro e Quilombola no Brasil, que possibilitou o acesso ao ensino básico da
população negra, como reconhecimento do direito à educação. Uma luta que foi enfrentada e
conquistada como proposta desde o processo de implementação da Lei nº. 10.639/03, sendo
referenciada no Plano Nacional de Implementação das Diretrizes Curriculares Nacionais para
a Educação das Relações Étnico-raciais e para o Ensino de História e Cultura Afro-brasileira e
Africana. Diante de um panorama de reivindicações do Movimento Negro e Quilombola acerca
do direito a educação, diversas discussões e atividades foram organizadas pelo Grupo de
Trabalho para Educação Quilombola, junto ao Conselho Nacional de Educação (CNE). Nesse
sentido, no ano de 2012, as DCNEEQ’s, foram elaboradas e aprovadas pela Câmara de
Educação Básica do Conselho Nacional de Educação. Dessa forma, o ensino é destinado às
populações quilombolas como política pública educacional é concebida como: DOSSIÊ AMAZÔNIA 69 Parágrafo Único: Entende-se por escola quilombola aquela localizada em território
quilombola. (BRASIL, 2012, p. 18). Parágrafo Único: Entende-se por escola quilombola aquela localizada em território
quilombola. (BRASIL, 2012, p. 18). Ao compreender que a EEQ concebe o território como uma categoria principal na
modalidade de ensino, esta define como essa política pública educacional deve ser adotada na
educação básica. Nesse sentido, a definição de quilombo no Brasil, transita por diferentes
momentos e processos históricos de ancestralidade das populações negras no país, buscando
não recair sobre uma conotação que naturaliza esse termo somente ao processo de exploração
dos negros em séculos passados. De acordo com a DCNEEQ, a EJA é uma modalidade legalmente amparada na EEQ,
com uma proposta pedagógica flexível, com finalidades e funções específicas, levando em
consideração os conhecimentos das experiências de vida dos jovens e adultos quilombolas,
atendendo às realidades socioculturais e interesses das comunidades quilombolas. A proposta
pedagógica deve ser contextualizada, levando em consideração seus tempos e espaços, às suas
questões históricas, sociais, políticas, culturais e econômicas das comunidades quilombolas
(BRASIL, 2012). As DCNEEQ’s, no art. nº. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 23 preconizam que a oferta da EJA no Ensino Fundamental
da EEQ, deva substituir a oferta regular dessa etapa da Educação Básica na EEQ,
independentemente da idade: § 4º Na Educação Escolar Quilombola, as propostas educativas de EJA, numa
perspectiva de formação ampla, devem favorecer o desenvolvimento de uma
Educação Profissional que possibilite aos jovens, adultos e idosos quilombolas atuar
nas atividades socioeconômicas e culturais de suas comunidades com vistas ao
fortalecimento do protagonismo quilombola e da sustentabilidade de seus territórios. (BRASIL, 2012, p. 11). § 4º Na Educação Escolar Quilombola, as propostas educativas de EJA, numa
perspectiva de formação ampla, devem favorecer o desenvolvimento de uma
Educação Profissional que possibilite aos jovens, adultos e idosos quilombolas atuar
nas atividades socioeconômicas e culturais de suas comunidades com vistas ao
fortalecimento do protagonismo quilombola e da sustentabilidade de seus territórios. (BRASIL, 2012, p. 11). A EJA na EEQ, portanto, vai além dos sujeitos tradicionalmente compreendidos como
adultos e fora da escola, estabelecendo diferentes conexões e trajetórias daquela que, por
algum motivo, foi estabelecida e considerada como “padrão” ou norma na sociedade, trazendo
em seu escopo, também, grupos sociais que possuem cultura e produção de conhecimentos
peculiares, como indígenas, ribeirinhos, camponeses, imigrantes entre outros. De uma forma
ou de outra, a EJA da EEQ se configura com identidades que são socialmente ignoradas,
silenciadas e invisibilizadas, tidas como irregulares indesejáveis e fora do padrão, que sofrem
tentativas de “normalização” (SKLIAR, 2006, p. 23), e apagamento quando silenciam suas
características peculiares em prol de um padrão assumido como único. A Constituição Federal Brasileira de 1988, declarou a obrigatoriedade e o acesso à
educação a toda a população brasileira. Nesse sentido, 3 EDUCAÇÃO DE JOVENS E ADULTOS E A EDUCAÇÃO ESCOLAR
QUILOMBOLA A EJA passou a ser reconhecida em vários países devido às conferências organizadas
pela a Organização das Nações Unidas para a Educação, Ciência e Cultura (UNESCO) nos
anos 1940. A partir de então, surgiu no Brasil um movimento de mobilização nacional, no
sentido de diagnosticar metas e ações para a EJA (SCHNEIDER; FONSECA, 2013). Contudo, a educação formal e escolar de jovens e adultos só começou a ter condições reais de
existência e execução como política pública a partir de 1990 (HADDAD; DI PIERRO, 2000),
sendo solidificada e reconhecida como modalidade com a criação da Lei de Diretrizes e Bases
da Educação (LDB nº. 9.394/96). A Constituição Federal Brasileira de 1988, declarou a obrigatoriedade e o acesso à
educação a toda a população brasileira. Nesse sentido, 70 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 [...] educação é direito de todos e dever do Estado e da família, será promovida e
incentivada com a colaboração da sociedade, visando ao pleno desenvolvimento da
pessoa, seu preparo para o exercício da cidadania e sua qualificação para o trabalho. (BRASIL, 1988, p. 63). Dessa maneira, todos os cidadãos brasileiros têm direito a educação pública,
independentemente de suas desigualdades sociais. O Estado é obrigado a ofertar e ampliar
vagas para todos os níveis da educação básica, incluindo a EJA (BRASIL, 2000). A LDB nº. 9.394/96 é o documento basilar que ampara legalmente as diretrizes para a EJA na educação
brasileira. Nesse sentido, o art. nº. 37, da Lei nº. 9.394/96, considera que “A educação de
jovens e adultos será destinada àqueles que não tiveram acesso ou continuidade de estudos no
ensino fundamental e médio na idade própria” (BRASIL, 1996) Destarte, Arroyo (2011), adensa que para atender os processos socioeducativos a EJA
não se pode tomar apenas os documentos oficiais e as políticas públicas que abalizam e
orientam essa modalidade de ensino, mas compreender como os sujeitos se constituem e se
organizam: A Educação de Jovens e Adultos tem de partir, para sua configuração como um
campo específico, da especificidade dos sujeitos concretos, históricos que vivenciam
esses tempos da vida – juventude e vida adulta – e da especificidade dos sujeitos
concretos históricos que vivenciam esses tempos. (ARROYO, 2011, p. 22). A EJA possui uma longa trajetória no Brasil, galgada de lutas e enfrentamos em face
das grandes desigualdades sociais que assolam a sociedade brasileira. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 71 educação, visto que o preconceito e discriminação difundidos de maneira (in)consciente, são
entendidos como uma barbárie, caracterizando uma violência simbólica, e que por sua vez
deve ser combatido com uma intervenção pedagógica. A presença de alunos quilombolas nas salas de aula nessa modalidade de ensino, não
tem sido suficiente para a garantia e realização de um trabalho pedagógico de qualidade. Ensinar na EJA da EEQ exige a aceitação do novo e o abandono de qualquer forma de
preconceito e discriminação. O ensino da LI nessa modalidade de ensino é considerado um
sistema muito complexo, por entender que a fase da vida dos alunos exige da EJA demandas
educativas específicas, características diferentes de aprendizado, práticas adequadas de
trabalho e representações distintas acerca da idade escolar. O professor de LI da EJA na EEQ deve (des)construir seus conceitos e pensamentos
no seu cotidiano escolar, considerando as pluralidades de seu alunado. Diante disso, o
educador de LI da EJA deve oferecer um ensino que valorize os saberes, as tradições e o
patrimônio cultural das comunidades quilombolas e fortalecer a implementação da Lei nº
10.639/2003 sobre o ensino das relações étnico-raciais na educação brasileira. Além dos aspectos apontados até aqui, a relação de ensinar e aprender a LI na EJA
perpassa o reconhecimento de múltiplos saberes e a relação dialógica de Freire entre
“educador-educando” e “educando-educador” que trazem saberes diversos para dialogar
(FREIRE, 1987, p. 46) e aprender um com o outro. Na próxima seção discorreremos sobre o
contexto em que se insere a EJA da Amazônia Marajoara, sob as luzes da EEQ. 3 EDUCAÇÃO DE JOVENS E ADULTOS E A EDUCAÇÃO ESCOLAR
QUILOMBOLA “[...] a história da EJA
transitou à margem da construção do Sistema Escolar: campanhas, movimentos sociais,
Organizações Não Governamentais – ONG’s, Igrejas, Sindicatos e Voluntários” (ARROYO,
2011, p. 43). No âmbito das políticas públicas, a EJA passou por diversas transições e tensões,
até chegarmos aos dias atuais. Arroyo (2011, p. 19) já asseverava que este é “[...] um campo
ainda não consolidado nas áreas de pesquisa, políticas públicas e diretrizes educacionais, da
formação de educadores e intervenções pedagógicas”. É É preciso considerar neste estudo que os alunos quilombolas marajoaras da EJA,
especificamente das escolas quilombolas de Salvaterra, possuem vivências, experiências e
conhecimentos que os diferem dos alunos da educação regular. Entretanto, é indispensável
descortinar os olhos e focar nos desafios existentes quando se almeja uma educação de
qualidade no âmbito da Amazônia Marajoara. Sendo necessário proporcionar reflexões sobre
os desafios da EJA na EEQ no campo do ensino da LI, a fim de que possam avançar
gradualmente no mundo do conhecimento e do trabalho, respeitando suas especificidades,
onde a escola e os professores passem a refletir ainda mais sobre o ensino da LI para estes
alunos tanto na vida escolar quanto na vida social. A EJA atende principalmente a população mais carente da sociedade brasileira, que se
viu durante muito tempo excluída do processo educacional por múltiplas causas. Diante de
uma realidade marcada por desigualdades sociais (BRASIL, 2000), as questões étnico-raciais
e a EJA, nunca andaram separadas, percebemos que os negros sempre estiveram presentes
nessa modalidade de ensino, especialmente por fazer parte das populações subalternas,
silenciadas e negligenciadas, neste caso das comunidades quilombolas que por várias vezes
foram excluídas do processo educacional. Pensar a realidade da EJA é pensar a realidade dessas pessoas excluídas e
marginalizadas pela sociedade e pela educação, pois desde quando a EJA se constituiu, os
alunos jovens e adultos sempre foram considerados pobres, desempregados e excluídos
(ARROYO, 2011). Os métodos de combate às desigualdades sociais na EJA devem ter lugar
priorizado nos seus processos educativos, principalmente sob o olhar dos profissionais da NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 72 De acordo com os documentos curriculares legais da educação brasileira, o ensino da
LI deve priorizar um aprendizado em multiletramentos e competências comunicativas. No
município de Salvaterra, os documentos curriculares que abalizam a EEQ no âmbito do
ensino da LI, tem uma proposta curricular dividida em quatro eixos em sua redação, e que
devem ser aplicados, articulados e trabalhados a todos os conteúdos dos diversos
componentes curriculares elencados na matriz curricular, são eles: Memória e Cultura;
Saberes e Tecnologia; Relações Ambientais; Promoção e Igualdade Racial e de Gênero. (SALVATERRA, 2017). O documento orienta ainda que os conteúdos devem contemplar a
amplitude da diversidade cultural das comunidades quilombolas e da sociedade afro-
brasileira. Nesse sentido, o documento apresenta uma perspectiva de trabalho galgada no caráter
interdisciplinar, no qual constitui o campo de estudos teóricos dessa proposta curricular. Para
isso, discute aspectos não somente culturais, mas políticos, econômicos, geográficos,
pedagógicos e éticos, como conteúdos inseridos à pluralidade cultural, necessários para a
construção de uma identidade nacional. O documento orienta também a seleção dos conteúdos que devem ser articulados na
proposta da EEQ, buscando contemplar a amplitude da diversidade cultural das comunidades
quilombolas e da sociedade afro-brasileira. Segundo o documento, o ensino da LI faz parte
juntamente com os conteúdos de Português e Literatura: 1- Textos Leituras, interpretação e produções diversas; concursos de frases, poesias,
músicas, paródias;
1.1 Contadores de histórias locais (narrativas, contos e causos);
1.2 Provérbios populares;
1.3 Poetas, poesias, e contos, causos e lendas;
1.4 Falares africanos x língua colonizadora;
1.5 Os países e os idiomas falados por eles;
1.6 As influências estrangeiras. (SALVATERRA, 2017, p. 3). 1- Textos Leituras, interpretação e produções diversas; concursos de frases, poesias,
músicas, paródias; 1.1 Contadores de histórias locais (narrativas, contos e causos); 1.2 Provérbios populares; 1.3 Poetas, poesias, e contos, causos e lendas; De acordo com a proposta do ensino da LI na EEQ, a ideia apresentada descortina a
imagem que temos sobre o ensino da LI difundida na educação básica, sobre imperialismo
linguístico cultural estadunidense e/ou britânico no currículo escolar, uma vez que o ensino da
LI sustenta um processo de expansão ideológica e de dominação e hegemonia no mundo. Rajagopalan (2003, p. 4 O ENSINO DA LÍNGUA INGLESA NA PERSPECTIVA DA EDUCAÇÃO
ESCOLAR QUILOMBOLA EM SALVATERRA-PA Diante das reflexões apresentadas até aqui, é emergente e relevante compreender como
as práticas pedagógicas para o ensino da LI no âmbito da EJA da EEQ são desenvolvidas nas
comunidades quilombolas da Amazônia Marajoara. De acordo com as DCNEEQ, a proposta
da LI na EJA da EEQ deve ser de natureza interdisciplinar, envolvendo os saberes tradicionais
das comunidades quilombolas. Esses saberes devem valorizar identidade, ancestralidade,
memória, religiosidade e os saberes culturais a partir de uma matriz africana para que, assim,
o ensino da LI atinja as perspectivas interculturais no âmbito da EEQ. O processo de ensino
aprendizagem em LI devem contemplar conteúdos que levem a refletir a realidade local
quilombola, de modo em que os alunos quilombolas os internalizem criticamente a partir da
sua realidade social, imbuído de fortalecer sua própria identidade. É É importante compreendermos que o contexto histórico da Língua Estrangeira (LE) na
educação brasileira sofreu uma perda gradativa para o ensino da LI na educação básica, na
qual houve pouca regulamentação curricular, e que ocasionou uma série de desafios para o
ensino do idioma no Brasil e, consequentemente, esses desdobramentos inviabilizaram a
qualidade do ensino da LI na escola pública. Todavia, em 2017, através da Lei nº
13.415/2017, a LI tornou-se a LE obrigatória a partir do 6º ano do Ensino Fundamental. Doravante, em 2018 foi homologada a Base Nacional Curricular Comum (BNCC)
para o Ensino Fundamental, um documento de natureza normativa com parâmetros e
diretrizes para a educação brasileira, e a partir de 2020 esse novo documento curricular passou
a ser implementado na educação básica. No âmbito da LI, a BNCC prescreve em suas
diretrizes um ensino galgado na globalização, possibilitando ao aluno o acesso aos saberes
linguísticos necessários para o seu desenvolvimento crítico e intelectual. O documento
considera a LI como língua franca, e é concebida como multiletramento, possibilitando o
aluno de circular e interagir em diferentes semioses e linguagens verbais, desenvolvendo a
competência comunicativa em LI por meio do seu engajamento discursivo (BRASIL, 2017). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 73 neoliberal, de modo a favorecer a coesão social dos grupos quilombolas historicamente
(in)visibilizados e silenciados. A LI como instrumento de prática social, é abordada pelo seu histórico hegemônico,
sobreposta na cultura branca (britânica e estadunidense), é um instrumento ideológico nas
relações de poder no mundo globalizado. Dessa forma, o ensino da LI na EJA da EEQ deve
descortinar e incorporar outros planos da diversidade cultural apresentado pelo idioma, a
partir da cultura afro-anglófona6. Dessa forma, o ensino da LI na EJA da EEQ tem um papel de descortinar o cânone da
supremacia das culturas hegemônicas anglófonas (britânicas e estadunidenses), diluídas e
legitimadas no currículo e nas práticas pedagógicas dos professores de LI. Para isso,
realizamos na próxima seção um recorte para compreendermos como a LI é trabalhada e
articulada na EJA da EEQ em Salvaterra, sobretudo nos desdobramentos da identidade
quilombola marajoara dos alunos EJA em seu ambiente escolar. 6 Territórios e nações que têm o inglês como língua materna no continente Africano. Seus principais núcleos
encontram-se: África do Sul, Gâmbia, Libéria, Serra Leoa, Zâmbia, Zimbábue. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 17) considera que “o ensino de língua de maneira bem geral, em
especial de línguas estrangeiras, faz parte de uma política linguística em vigor num
determinado país”, devendo o ensino da LI ir para além do que preconiza os estudos
linguísticos, sucumbindo aspectos sociopolíticos e coordenadas geográficas, nas quais
influenciam indiretamente o comportamento linguístico do cidadão quanto políticas públicas
adotadas por seus Governos. Nesse sentido, evidencia-se o panorama histórico e hegemônico do ensino da LI,
descortinando seus mecanismos de legitimação e descentralização das culturas consideradas
hegemônicas nas de aulas LI (cultura britânica e estadunidense), rompendo com os
paradigmas tradicionais legitimados no currículo escolar. Essa ruptura, abre caminhos para
uma perspectiva intercultural no ensino da LI, na qual valorize a diversidade cultural deste
idioma, reconhecendo a heterogeneidade e outras interfaces do uso da LI de outros países
anglófonos, nesse caso de afro-anglófonos para o ensino da LI na EEQ. Dentro do contexto e da configuração da EEQ, o ensino da LI deve apresentar
interfaces que contemplem uma matriz africana e que possibilite (re)pensar uma prática
pedagógica de ensino antirracista e inclusiva. O professor de LI da EJA da EEQ deve pensar
em uma perspectiva de ensino intercultural, que busque questionar o modelo político vigente NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 74 na educação brasileira, e que estão fortemente influenciadas nas formações acadêmicas
alinhadas a um currículo eurocêntrico e norte americano. O inglês difundido na educação
brasileira ainda possui resquícios de uma matriz curricular embranquecida (britânica e
estadunidense), constituindo uma supremacia linguística e hegemônica, que naturaliza o
ensino numa perspectiva colonial. Nesse sentido, podemos evidenciar o campo complexo e
desafiador para o ensino da LI para alunos da EJA na EEQ, e (re)pensar a necessidade
emergencial para uma concepção de aprendizagem que compreenda a língua como cultura
viva na EEQ. Sobre isso, Rajagopalan (2003) adensa que há uma necessidade de compreender
o processo de aprendizagem em língua estrangeira como parte integrante do processo
(re)definição de identidade cultural do aluno(a). Considerando esse panorama complexo e desafiador do ensino de LI para alunos da
EJA na EEQ, questionamos da professora de LI como ela trabalha para manter os alunos
motivados nas suas aulas, no sentido de evitar a evasão escolar: É um desafio extremamente grande e complexo em trabalhar com alunos da EJA da
EEQ, em virtude que muitos deles possuem famílias e atividades de subsistência,
tendo que muitas das vezes se ausentarem da escola para cuidar de suas atividades
na agricultura e na pesca. Eu sempre procuro entender essa realidade e ajudar na
medida do possível, garantindo aos alunos que no retorno de suas atividades façam
suas atividades pendentes, e procuro relacionar suas histórias de vida nas aulas de
LI a partir de história de povos afro-anglófonos que sofreram durante muito tempo
em busca de melhores condições de vida. (PROFESSORA DE LÍNGUA INGLESA). Diante do relato da professora, podemos perceber que os desafios no ensino da LI
passam a ser o fio condutor em suas aulas, levando-a a questionar e repensar seus métodos de
ensino e abordagens como elementos neutros e absolutos, descobrindo seus horizontes por
uma busca de novas epistemologias e por uma visão mais crítica da produção do
conhecimento. 5 O ENSINO DA LÍNGUA INGLESA NA PERSPECTIVA DA EDUCAÇÃO
ESCOLAR QUILOMBOLA: DESAFIOS DE UMA PROFESSORA DE LÍNGUA
INGLESA E DE ALUNOS QUILOMBOLAS MARAJOARAS NA EDUCAÇÃO DE
JOVENS E ADULTOS Aqui iniciamos um recorte analítico do ensino da LI na EJA na perspectiva da EEQ
em Salvaterra, no sentido de compreender como a LI é trabalhada e articulada com os saberes
tradicionais dos alunos quilombolas marajoaras. Buscamos evidenciar, por meio de
questionários direcionados a professora de LI e aos alunos quilombolas da EJA, como é
trabalhada a cultura quilombola marajoara e afro-brasileira nas aulas de LI. Ademais, foi
evidenciado como a identidade dos alunos quilombolas marajoaras sofrem influências e os
resquícios hegemônicos de culturas esbranquiçadas para o ensino da LI na EJA da EEQ de
Salvaterra. Durante a pesquisa de campo, percebemos que as propostas pedagógicas da professora
de LI na sala de aula da EJA na EEQ se assemelham a uma perspectiva de ensino
urbanocêntrico, onde os alunos quilombolas da EJA ainda estão (in)visibilizados quanto a
valorização dos seus saberes culturais nas aulas de LI. A perspectiva de ensino da professora
de LI ainda apresenta resquícios coloniais de cultura esbranquiçada e hegemônica,
dificultando um ensino adensado na matriz africana e afro-brasileira. De acordo com as entrevistas realizadas com a professora de LI, ela apontou que seu
maior desafio para ensino de LI na EJA da EEQ, seria a falta de formação continuada para as
relações étnico-raciais. Para ela, a capacitação nas relações étnico-raciais seria o ponto de
partida para compreender melhor o processo de ensino aprendizagem da LI na EJA da EEQ. Nesse sentido, foi questionado à professora como ela busca trabalhar os elementos da cultura
quilombola marajoara ou afro-brasileiras em suas aulas, e ela considerou: Eu sinto dificuldades em trabalhar elementos da cultura quilombola marajoara nas
aulas de inglês, na minha formação acadêmica não tive nenhuma formação para as
relações étnico-raciais, sempre aprendemos o inglês na perspectiva americana e
britânica, para assim ensinar aos nossos alunos. (PROFESSORA DE LÍNGUA
INGLESA.) A partir do enunciado da professora, podemos perceber o quanto que a hegemonia e
supremacia cultural da LI presente em suas práticas pedagógicas atravessam tempos e espaços DOSSIÊ AMAZÔNIA 75 relacioná-los a sua prática pedagógica, voltando-se contra a perpetuação das desigualdades
sociais, como também o imperialismo linguístico padronizado (estadunidense e britânico)
para o ensino da LI difundido no currículo e nas práticas pedagógicas dos professores de LI
da educação brasileira. ç
No questionário aplicado aos alunos da EJA da EEQ, evidenciamos uma turma
bastante heterogênea e com grandes pluralidades. Diante dessa realidade, percebemos que a
LI é considerada uma disciplina bastante complexa para os alunos. A falta de conhecimentos
linguísticos em sua língua materna dificulta o aprendizado da LI. Nesse sentido, foi
questionado a eles se as aulas de inglês eram relacionadas com a cultura quilombola
marajoara ou afro-brasileira. De acordo com os enunciados dos alunos, eles consideraram: Nossas aulas de inglês são bem divertidas e legais, a professora as vezes trabalha a
cultura africana nas aulas por meio da história de personagens negros brasileiros,
mas eu não consigo entender muito essa relação. (ALUNO DA EJA, 22 ANOS DE
IDADE). Uma vez a professora trabalhou os nomes das frutas locais da nossa comunidade
em inglês, eu achei interessante porque nós conseguimos aprender o nome dos
nossos alimentos em inglês, eu até ensinei para meus familiares. (ALUNA DA EJA,
38 ANOS DE IDADE). Eu não consigo aprender inglês e nunca vi nenhuma pessoa da minha comunidade
falar o inglês bem, na verdade eu nunca vi uma pessoa negra falar inglês igual os
turistas estrangeiros que vem visitar Salvaterra. Eu acho difícil, a professora tenta
nos ajudar, mas é muito difícil. (ALUNO DA EJA, 24 ANOS DE IDADE). Diante dos relatos apresentados pelos alunos, é possível evidenciar de forma triangular
a relação dos ideais de “raça branca” à concepção e valorização cultural da LI difundida na
escola pública, consubstanciada no ensino da cultura hegemônica e embraquecida, na qual o
professor apropria-se da cultura de determinado país (geralmente Estados Unidos ou
Inglaterra) para o ensino da língua estrangeira (MOITA LOPES, 2005, grifo nosso). Nesse
sentido, a professora de LI da EJA da EEQ, acaba (re)produzindo estereótipos e noções de
verdade que valorizam culturas hegemonias em detrimento à cultura dos alunos quilombolas,
principalmente quando o ensino da LI é abalizado na cultura estadunidense e/ou americana. Nesse sentido, é possível evidenciar as influências hegemônicas e coloniais que a
escola tem em relação à identidade dos alunos quilombolas marajoaras, e a própria professora
de LI da EJA da EEQ. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Essa visão, levou a professora a compreender a necessidade de um olhar mais
sensível e (de)colonial no ensino da LI da EJA, voltado a conhecer melhor os seus estudantes,
e ao mesmo tempo buscar pedagogias mais sensíveis às suas necessidades e realidades, isso
evidencia uma relação dialógica e horizontal em que o professor quanto alunos aprendem
simultaneamente (MIGNOLO, 2014; KUMARAVADIVELU, 2016). Com base nas questões apresentadas pela professora, é importante compreendermos a
ideia de (de)colonialidade empregada neste estudo. Para discutir esse conceito, recorremos a
Mignolo (2014, p. 105), que entende como um “movimento de resistência teórico e prática,
político e epistemológico, à lógica da modernidade/colonialidade”. Por isso, a perspectiva
(de)colonial propõe uma ação de enfrentamento à visão colonial, ela permite desenvolver um
pensamento crítico por outras visões, e que possam apontar para nossas regionalidades e
tradições, como enfrentamento ao pensamento colonial eurocêntrico. As perspectivas adotadas pela professora de LI, corroboraram para a desconstrução da
imagem hegemônica e cultural do ensino da LI na educação brasileira, e permitiu visibilizar
outros protagonismos para o ensino do idioma. As culturas afro-anglófonas foram cânones
para a desconstrução e reconstrução das abordagens culturais difundidas no ensino da LI na
EEQ, e serviu para validar e fortalecer a implementação da Lei. nº 10.639/03 nas aulas de LI,
sobretudo a EEQ. Logo, é de fundamental importância legitimar as contribuições políticas, culturais,
sociais e linguísticas dos povos afro-brasileiro, para a formação socioeducativa dos alunos
quilombolas da EJA, sobretudo no âmbito do ensino da LI a partir das contribuições culturais
de povos afro-anglófonos. Dessa forma, o trabalho do professor de LI da EJA na EEQ, deve
voltar-se para a importância da implementação Lei nº 10.639/03 e de uma proposta
pedagógica interdisciplinar, comprometida em (re)conhecer seus princípios norteadores e NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 76 para além das salas de aulas. O professor perante os seus alunos, são submetidos a um
discurso, e à uma relação de poder, em virtude que maioria dos alunos desconhecem
determinados temas e pensamentos, acreditam geralmente naquilo que é difundido pelo
professor (MOITA LOPES, 2002; PENNYCOOK, 1998; APPLE, 2002, grifo nosso) para além das salas de aulas. O professor perante os seus alunos, são submetidos a um
discurso, e à uma relação de poder, em virtude que maioria dos alunos desconhecem
determinados temas e pensamentos, acreditam geralmente naquilo que é difundido pelo
professor (MOITA LOPES, 2002; PENNYCOOK, 1998; APPLE, 2002, grifo nosso) A partir desses apontamentos, foi questionado à professora se durante a graduação ela
havia participado e/ou recebido formação acadêmica de algum curso sobre EEQ? Ela
considerou: “Não, na universidade nós nunca tivemos nenhuma disciplina que pudesse
trabalhar a educação quilombola e nem mesmo as relações étnico-raciais, eu até
desconhecia a Lei 10.639/03 antes de trabalhar na escola quilombola”. Podemos observar no
relato da professora, a falta de formações e discussão na academia voltada para as relações
étnico-raciais, e esse panorama inviabiliza atender a proposta da EEQ, sobretudo para o
ensino da LI. Segundo a professora, suas práticas pedagógicas buscam correlacionar os
elementos da cultura quilombola marajoara e afro-brasileira em suas aulas, utilizando textos e
vocabulários do cotidiano da comunidade, sendo que os textos geralmente são de sua autoria e
que sempre buscaram trazer para dentro de sala de aula os saberes da comunidade quilombola
de Vila União. Para isso, precisamos romper com a ideia de ensino tradicional da LI, ancorado e
difundido por princípios coloniais, homogêneos, esbranquiçados e elitizados. Temos que
romper com o ensino as desigualdades sociais, para assim atendermos a proposta da EEQ,
sobretudo no âmbito da EJA. Pennycook (1998) e Silva (2009), apontam que romper com o
ensino tradicional não é uma tarefa fácil, pois as concepções de mundo no fazer docente
precisam ser reavaliadas às novas concepções que propõem reflexões e estudos, de maneira a
ressignificar novas concepções e que façam mais sentidos para novas propostas e práticas
pedagógicas. DOSSIÊ AMAZÔNIA Nesse sentindo, Pennycook (1998), Moita Lopes (2002) Ferreira
(2006) asseveram que o papel do professor tem função maior de educar cidadãos, formar
sujeitos conscientes e críticos para que esses vivam e interajam na sociedade com uma postura
de questionamentos, rupturas e resistência. O ensino da LI tem desdobramentos agravantes na EEQ, com a valorização do ensino
de matriz embranquecida e hegemônica (estadunidense e britânica). Essa cosmovisão é
perceptível quando analisamos por exemplos os livros didáticos de inglês, e por evidenciar
uma corrente positiva e tendenciosa pela supremacia cultural e hegemônica da LI. Desse
modo, o professor de LI, ainda possui uma visão holística pela língua perfeita e colonial,
exigindo do aluno o uso da língua “correta” que contemple padrões linguísticos culturais
hegemônicos (britânico e estadunidense). Para Apple (2002) e Pennycook (1998), essa relação
traduz a ideia de poder-ensino que configura a escola contemporânea, quer seja brasileira ou
estrangeira, instituindo a educação como uma relação de poder na sociedade. Ao se pensar na formação de professores nas universidades, existe uma relação que
excede as paredes da academia. O reconhecimento do “poder” existente no engajamento
discursivo do professor influencia diretamente e inconscientemente a relação professor/aluno DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 77 cultura quilombola a partir de outros protagonismos negros, que levem em consideração as
culturas afro-anglófonas para o aprendizado do idioma. O ensino da LI na EJA da EEQ da Amazônia Marajoara, precisa inserir em seu
horizonte, a necessidade de ensinar inglês de uma maneira interdisciplinar e contextualizada,
no âmbito das especificidades locais da cultura quilombola marajoara. Dada a importância do
tema, torna-se necessário aprofundar mais estudos do ensino da LI na EJA da EEQ, pois é
perceptível que o desafio maior está na forma como a LI é ensinada e difundida nessa
modalidade de ensino, e também na capacitação de professores de LI para desenvolverem
competências necessárias para contemplar a proposta da EJA na EEQ. REFERÊNCIAS ACEVEDO, Rosa Elizabeth. Quilombolas na ilha do Marajó: Território e organização
política. In: GODOI, Emília Pietravesa; MENEZES, Marilda Aparecida de. Diversidade do
campesinato: expressões e categorias: construções identitárias e sociabilidades. v 1. São
Paulo: Editora UNESP, 2009. ACEVEDO, Rosa Elizabeth. Quilombolas na ilha do Marajó: Território e organização
política. In: GODOI, Emília Pietravesa; MENEZES, Marilda Aparecida de. Diversidade do
campesinato: expressões e categorias: construções identitárias e sociabilidades. v 1. São
Paulo: Editora UNESP, 2009. ALMEIDA, Maria Geralda. Fronteiras, Territórios e identidades. Revista ANPEGE, ano 2,
2005. APPLE, Michael. W. Freire and the politics of race in education. International Jornal of
Leadership in Education, April-June, vol 6, no. 2. Wiscousin: Masison-USA, 2002. Disponível em: https://www.tandfonline.com/doi/abs/10.1080/13603120304821. Acesso em:
18 ago. 2020. ARROYO, Miguel. Currículo, território em disputa. Petrópolis, Rio de Janeiro: Vozes,
2011. 6 CONSIDERAÇÕES FINAIS A EJA na história na educação brasileira é marcada por profundas desigualdades
sociais, políticas e econômicas. Na EEQ, essa modalidade apresenta grandes desafios para o
ensino da LI, por entender um conjunto complexo de epistemologias que visam articular
saberes das comunidades tradicionais, afro-brasileiras às práticas pedagógicas do professor de
LI. Este estudo permitiu compreender e refletir sobre os desdobramentos da LI na
identidade quilombola marajoara para os alunos da EJA. A partir do referencial teórico, foi
possível descortinar novos olhares para o ensino da LI na EJA da EEQ. Nesse bojo,
percebemos que os alunos da EJA internalizam o aprendizado da LI a partir de uma ideia
ainda fragmentada. Essa inflexão evidenciou a impetuosa supremacia da LI difundida a partir
de culturas hegemônicas e brancas (estadunidense e britânica) nas práticas pedagógicas dos
professores de LI da educação básica da EEQ. Percebemos que o maior desafio do professor de LI é trabalhar as relações étnico-
raciais e validar a Lei nº. 10.639/03 nas aulas de LI da EJA na EEQ. A partir dos resultados,
foi possível perceber que um dos maiores desafios existentes para o ensino de LI na EJA está
na carência de formação continuada para professores que atuam nessa modalidade de ensino. A falta de apoio pedagógico e materiais didáticos voltados para as especificidades dos alunos
quilombolas têm sucumbindo a qualidade do aprendizado em LI para alunos da EJA na
Amazônia Marajoara. Mesmo com todos os desafios evidenciados até aqui, ainda assim, a LI tem um papel
importante para esses alunos e também para a comunidade Quilombola de Vila União. Através da LI, os alunos poderão tomar conhecimento sobre outras culturas e a sua própria ARROYO, Miguel. Currículo, território em disputa. Petrópolis, Rio de Janeiro: Vozes,
2011. ARRUTI, José M. Conceitos, normas e números: uma introdução à educação escolar
quilombola. Revista Contemporânea de Educação, v. 12, n. 23, 2017. BAENA, Antônio Ladislau Monteiro (1782-1850). Ensaio corográfico sobre a Província do
Pará. v. 30. Brasília: Senado Federal, Conselho Editorial, 2004. BORTONI-RICARDO, Stella Maris. O professor pesquisador: introdução à pesquisa
qualitativa. São Paulo: Parábola Editorial, 2008. BRASIL. Conselho Nacional de Educação. Parecer CNE/CEB 11/2000. Diretrizes
Curriculares Nacionais da Educação de Jovens e Adultos. Brasília, 2000. Disponível em:
http://confinteabrasilmais6.mec.gov.br/images/documentos/parecer_CNE_CEB_11_2000.pdf. Acesso em: 25 ago. 2020. BRASIL. Constituição (1988). Costituição da República Federativa do Brasil de 1988. Brasilia, DF: Presidência da república [2017]. Disponível em:
https://legislacao.presidencia.gov.br/atos/?tipo=CON&numero=&ano=1988&ato=b79QTWE
1EeFpWTb1a. Acesso em: 23 ago. 2020. BRASIL. Lei nº. 10.639 de 09 de janeiro de 2003. Altera a Lei no 9.394, de 20 de dezembro
de 1996, que estabelece as diretrizes e bases da educação nacional, para incluir no currículo
oficial da Rede de Ensino a obrigatoriedade da temática "História e Cultura Afro-Brasileira", NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 78 e dá outras providências. Diário Oficial da União, Brasília, 2003. Disponível em:
http://www.planalto.gov.br/ccivil_03/leis/2003/l10.639.htm. Acesso em: 22 ago. 2020. e dá outras providências. Diário Oficial da União, Brasília, 2003. Disponível em:
http://www.planalto.gov.br/ccivil_03/leis/2003/l10.639.htm. Acesso em: 22 ago. 2020. e dá outras providências. Diário Oficial da União, Brasília, 2003. Disponível em:
http://www.planalto.gov.br/ccivil_03/leis/2003/l10.639.htm. Acesso em: 22 ago. 2020. BRASIL. Diretrizes Curriculares Nacionais para a Educação Escolar Quilombola. Resolução nº 08/2012. CNE/CEB. Brasília, 2012. Disponível em:
http://www.educadores.diaadia.pr.gov.br/arquivos/File/pdf/diretrizes_nacionais_educacao_esc
olar_quilombola.pdf. Acesso em: 25 ago. 2020. BRASIL. Lei nº 9.394, de 20 de dezembro de 1996. Estabelece as diretrizes e bases da
educação nacional. Lei de diretrizes e bases da educação nacional. Disponível em:
https://www2.camara.leg.br/legin/fed/lei/1996/lei-9394-20-dezembro-1996-362578-
publicacaooriginal-1-
pl.html#:~:text=Estabelece%20as%20diretrizes%20e%20bases%20da%20educa%C3%A7%C
3%A3o%20nacional.&text=%C2%A7%201%C2%BA%20Esta%20Lei%20disciplina,trabalh
o%20e%20a%20pr%C3%A1tica%20social. Acesso em: 20 ago. 2020. pl.html#:~:text=Estabelece%20as%20diretrizes%20e%20bases%20da%20educa%C3%A7%C
3%A3o%20nacional.&text=%C2%A7%201%C2%BA%20Esta%20Lei%20disciplina,trabalh
o%20e%20a%20pr%C3%A1tica%20social. Acesso em: 20 ago. 2020. BRASIL. Base Nacional Curricular Comum. Brasília, 2017. Disponível em:
http://basenacionalcomum.mec.gov.br/images/BNCC_EI_EF_110518_versaofinal_site.pdf. Acesso em: 22 ago. 2020. BRANDÃO, Carlos Rodrigues. A comunidade tradicional. In: Cerrado, Gerais, Sertão:
comunidades tradicionais dos sertões roseanos (Relatório de Pesquisa). Montes Claros, 2010,
p. 347-361. BRITISH COUNCIL. O ensino de inglês na educação básica brasileira: elaborado como
exclusividade para o British Council pelo Instituto de Pesquisas. Plano CDE. São Paulo:
British Council Brasil, 2015. Disponível em:
https://www.britishcouncil.org.br/sites/default/files/estudo_oensinodoinglesnaeducacaopublic
abrasileira.pdf. Acesso em: 27 ago. 2020. DIAS, Joel Santos. “Confuso e intrincado labirinto”: Fronteira, território e poder na Ilha
Grande de Joanes (séculos XVII e XVIII). 2016. ARROYO, Miguel. Currículo, território em disputa. Petrópolis, Rio de Janeiro: Vozes,
2011. Tese (Doutorado em História) -
Universidade Federal do Pará, Instituto de Filosofia e Ciências Humanas, Programa de Pós-
Graduação em História, Belém, 2016. FERREIRA, Aparecida de Jesus. Formação de professores: raça/etnia. Cascavel: Coluna do
Saber, 2006. FERREIRA, Aparecida de Jesus. Formação de professores: raça/etnia. Cascavel: Coluna do
Saber, 2006. REIRE, Paulo. Pedagogia do oprimido. 17 ed. Rio de Janeiro: Paz e Terra, 1987. FREIRE, Paulo. Pedagogia do oprimido. 17 ed. Rio de Janeiro: Paz e Terra, 1987. HADDAD, Sérgio; DI PIERRO, Maria Clara. Escolarização de jovens e adultos:
observações específicas sobre juvenilização da EJA e os dois grupos conflitantes existentes,
2000. KUMARAVADIVELU, B. The Decolonial Option in English Teaching: Canthe Subaltern
Act? TESOL Quarterly, v. 50, n. 1, 2016. LISBOA, Pedro Luiz Braga. A terra dos Aruã: uma história ecológica do arquipélago do
Marajó. Belém, Museu Paraense Emilio Goeldi, 2012. DOSSIÊ AMAZÔNIA 79 MINAYO, Maria Cecília de Souza. Ciência, técnica e arte: o desafio da pesquisa social. In:
Pesquisa social: teoria, método e criatividade. 18 ed. Petrópolis: Vozes, 1994. MIGNOLO, Walter. Educación y decolonialidad: aprender a desaprender para poder
reaprender. [Entrevista cedida a] Facundo Giuliano e Daniel Berisso. Revista del IICE,
Buenos Aires, n. 35, 2014. MOITA LOPES, Luiz Paulo da. Identidades Fragmentadas: a construção de raça, gênero e
sexualidade na sala de aula. Campinas: Mercado de Letras, 2002. MOITA LOPES, Luiz Paulo da. Pesquisa interpretativa em linguística aplicada: a linguagem
como condição e solução. Delta, São Paulo, v. 10, n. 2, 1994. MOITA-LOPES, Luiz Paulo da. Inglês no mundo contemporâneo: Ampliando
oportunidades sociais por meio da educação. Texto básico apresentado no simpósio Inglês no
mundo contemporâneo: ampliando oportunidades sociais por meio da educação. São Paulo:
Centro Brasileiro Britânico. 25- 26 de abril de 2005. PACHECO, Agenor Sarraf. As Áfricas nos Marajós: Visões, fugas e redes de contatos. In:
SCHAAN, D. P.: MARTINS, C. P. (org). Muito além dos campos: arqueologia e história da
Amazônia Marajoara. Belém: GKNORONHA, 2010. PENNYCOOK, Alastair. A linguística aplicada nos anos 90: em defesa de uma abordagem
crítica. In: SIGNORINI, Inês CAVALCANTI, M. C. Linguística aplicada e
transdicilinariedade. Campinas: Mercado de Letras, 1998. RAJAGOPALAN, Kanavillil. Por uma linguística crítica: linguagem, identidade e a questão
ética. São Paulo: Parábola, 2003. SALVATERRA (Estado do Pará). Proposta da Educação Escolar Quilombola de
Salvaterra. Secretaria Municipal de Educação de Salvaterra. 2017. SKLIAR, Carlos. A inclusão que é “nossa” e a diferença que é do “outro”. In: RODRIGUES,
D. (Org.) Inclusão e educação: doze olhares sobre a educação inclusiva. [S.l.]: Summus
Editorial, 2006. SCHNEIDER, Sônia Maria; FONSECA, Maria da Conceição Ferreira Reis. Esse é o meu
lugar... Esse não é o meu lugar: inclusão e exclusão de jovens e de adultos na escola. Educ. Soc., Campinas, v. 34, n. 122, 2013. SILVA, Paula de Almeida. Reflexões sobre a raça e racismo em sala de aula: um estudo de
caso com duas professores de inglês negras. 2009. –
CAMPUS BRAGANÇA FREIRE, Paulo. Pedagogia do oprimido. 17 ed. Rio de Janeiro: Paz e Terra, 1987. Dissertação (Mestrado em Letras) –
Universidade Federal de Goiás, Goiânia, 2009. REVISTA DO PROGRAMA DE PÓS
- SABER ES NA AMAZÔ NIA UNIV ERSIDA DE FEDERAL D O PARÁ As práticas comunitárias são processos de construções sociais diretamente associadas
ao contexto socioeconômico, político e cultural. São elas que habilitam o indivíduo para os
fluxos da memória e do corpo, de forma singular e coletiva, cujas pesquisas e pesquisadores
são conexões comunitárias que se deslocam sobre as vivências conjuntas de espaços, modos
de vida e de aproximações humanas na relação entre indivíduos e modos de saber-fazer por
entre comunidades, um cruzamento de corpos plurais. Os artigos presentes neste dossiê estão atravessados pela cultura, numa diversidade de
expressões possíveis das práticas sociais que os movimentam. O artigo Narrativas de
crianças sobre o saber/fazer em festas amazônicas: O caso da marujada de São Benedito e
São Sebastião em Tracuateua/Pa apresenta um estudo que identifica saberes e fazeres
inerentes a festa da marujada em Tracuateua. Os saberes aqui são vivenciados e partilhados
pelo movimento entre marujos e marujas de diferentes gerações por meio da escuta, da
observação e da oralidade. A voz e as percepções das crianças são aqui valorizadas,
mostrando como é possível dar significado ao mundo a partir de diferentes ‘lugares de fala’,
neste caso reconhecendo as crianças como sujeitos de direitos, como é proposto pela
convenção dos direitos da criança da UNICEF, adotada pela Assembleia Geral das Nações
Unidas em 20 de novembro de 1989: Todas as crianças têm “o direito de exprimir livremente
a sua opinião sobre as questões que lhe respeitem, sendo devidamente tomadas em
consideração as opiniões da criança, de acordo com a sua idade e maturidade” (Artigo 12º)
(UNICEF, 2019, p. 13)6. Ainda tratando-se de saberes de crianças o artigo Os saberes da tradição da
comunidade Segredinho na percepção das crianças propõe-se refletir sobre os saberes da
tradição apreendidos por meio da pesca artesanal no Lago do Segredo a partir da percepção
das crianças da comunidade Segredinho/Capanema-PA. Saberes referentes à pesca artesanal
adquiridos por intermédio da transmissão e da observação dos mais experientes na atividade
são repassados de geração para geração. A pesca no Lago do Segredo além de ser uma
atividade econômica congrega aspectos míticos, simbólicos e da tradição. 6 UNICEF. Convenção sobre os direitos da criança e protocolos facultativos. Comité português para a UNICEF,
2019. Disponível em: https://www.unicef.pt/media/2766/unicef_convenc-a-o_dos_direitos_da_crianca.pdf O artigo intitulado Saberes e práticas socioambientais na pesca artesanal do
caranguejo-uçá na Amazônia bragantina (Pontinha do Bacuriteua-Pa) traz um conjunto de
saberes que os tiradores aprenderam com as gerações anteriores e que são colocados em
práticas ao movimentarem-se em seus locais de trabalho, diariamente. Seguindo o campo dos saberes, as ricas etnozoologias e etnotaxonomias de pescadores
artesanais sobre tartarugas-marinhas e aves-costeiras locais revelam um conhecimento
aprofundado sobre estes animais que não são de interesse para o autossustento. E ainda, a
consciência dos pescadores quanto à importância dos animais para os ecossistemas são
etnoconhecimentos importantes para o entendimento das relações humanos-animais, bem
como para ações de preservação e manejo localmente referenciadas. Este estudo está
apresentado no artigo Etnoconhecimentos sobre animais de pescadores artesanais na
Amazônia costeira paraense. O ofício de benzer como produção de conhecimento no município de Tracuateua – Pa
– Amazônia – Brasil estimula a reflexão sobre o benzimento enquanto prática cultural,
sinaliza a importância de diálogos entre os diferentes saberes, independentemente de sua
origem. Na parte de seção livre o dossiê apresenta quatro trabalhos, são eles: Na parte de seção livre o dossiê apresenta quatro trabalhos, são eles: Os espaços de representação segundo a Geografia Crítica discute a partir de um
estudo bibliográfico com base em vários autores da geografia e de outros campos do conhecimento, busca-se entender como essa forma de ver o espaço contribui para uma nova
forma de traçar caminhos e entender a realidade de maneira mais profunda. conhecimento, busca-se entender como essa forma de ver o espaço contribui para uma nova
forma de traçar caminhos e entender a realidade de maneira mais profunda. A interpretação da velhice da antiguidade até o século XXI aborda fragmentos
históricos a partir da interpretação de alguns filósofos sobre a velhice, a destacar para a
construção de um envelhecimento digno, participativo e ativo na sociedade, foco das
Universidades- UNATIs e UMA, da Gerontologia e Geriatria, - áreas da Medicina que estuda
e trata o envelhecimento humano respectivamente. Alimentação e religiosidades no romance menina que vem de Itaiara de Lindanor
Celina. A narrativa da obra retrata a cultura patriarcal da época, apresentando valores e
costumes religiosos locais. Uma memória literária rica em conhecimento sobre alimentação e
religiosidades e os diversos processos de cura. Da construção do currículo à aprendizagem significativa: a prática docente de
Geografia na educação de jovens e adultos tem como objetivo mostrar a realidade do
contexto educacional contemporâneo da Educação de Jovens e Adultos (EJA), buscando
entender os próprios alunos como sujeitos e ao mesmo tempo objetos no processo de ensino-
aprendizagem. Dessa forma, o artigo alerta para a relevância de se trabalhar com os conteúdos
a partir das práticas socioespaciais dos discentes, pois assim, os estudantes podem se (re)
conhecer dentro de sua realidade, possibilitando a aprendizagem significativa e tornando o
discente um sujeito do processo didático-pedagógico em Geografia. j
p
p
g g
g
Como nos lembram Boavida e Amado (2006)7, no estudo de problemas sociais da
ciência “importa não desperdiçar a experiência de vida e o senso comum, de modo a não
haver um afastamento dos problemas reais da humanidade e de se proporcionar uma
autoemancipação através do conhecimento” (p. 139). É também fundamental que nos
dediquemos a consolidar as dimensões ética e política da ciência, usando-a como arma como
as opressões e as desigualdades (Vieira, 2019)8, e como meio de tornar visíveis pessoas,
grupos e problemáticas esquecidos pela chamada ciência mainstreaming. Na parte de seção livre o dossiê apresenta quatro trabalhos, são eles: Com toda a
legitimidade, as pessoas participantes nos estudos integrantes dos vários artigos que compõem
este dossiê sentiram-se certamente recompensadas por partilharem os seus saberes e
percepções com alguém que, no papel de investigador/a, quis aprender com eles e elas e
recorreu ao seu estatuto de privilégio enquanto cientista para recolher dados e traduzir para
linguagens formais, inteligíveis para a comunidade científica, toda uma riqueza simbólica que
de outra forma seria inatingível. Os ganhos são, por isso, mútuos. Imprensa da Universidade de Coimbra, 2006.
8 VIEIRA, C. C. Investigação, conhecimento científico e responsabilidade social: reflexões a partir das Ciências
Sociais e Humanas. Exedra – Revista Científica da ESEC. Número temático EIPE 2019, 28-37, 2019. Disponível
em: http://exedra.esec.pt/wp-content/uploads/2020/01/03-EIPE2019.pdf 7 BOAVIDA, J. E AMADO, J. Ciências da Educação. Epistemologia, Identidade e Perspectivas. Coimbra:
Imprensa da Universidade de Coimbra 2006 As organizadoras Dra. Cristina Maria Coimbra Vieira Professora Associada - Faculdade de Psicologia e de Ciências da Educação Universidade de
Coimbra e Centro de Investigação em Educação de Adultos e Intervenção Comunitária
(CEAD) da Universidade do Algarve, Portugal. E-mail: vieira@fpce.uc.pt. Dra. Norma Cristina Vieira
Professora do Programa de Pós-Graduação Mestrado em Linguagens e Saberes da Amazônia
(PPLSA), Universidade Federal do Pará (UFPA), Campus de Bragança (CBRAG). E-mail:
normacosta@ufpa.br. 83 DOSSIÊ AMAZÔNIA VOLUME IX
–
NÚMERO 01 –
M INTRODUÇÃO Este artigo teve como objetivo analisar as narrativas de crianças sobre os saberes e
fazeres em festas amazônicas com o recorte para a festividade da marujada de São Benedito e
São Sebastião em Tracuateua/PA. Para isso, foi necessário discutir as categorias teóricas
como: cultura, educação, saberes e infância sobre novos olhares, numa perspectiva de que a
cultura é uma “teia de significados” que são construídos nas relações sociais dos homens; a
educação como uma “fração dessa cultura” e que pode ser desenvolvida em diferentes lugares
com diversos grupos sociais. A infância, foi analisada à luz da “sociologia da infância”,
compreendendo a criança como protagonista de suas vivências. Brandão (2002, p. 09) destaca que: “Não há uma única forma, nem um único modelo
de educação, a escola não é o único lugar em que ela acontece e talvez nem seja o melhor; o
ensino não é sua única prática e o professor não é seu único praticante”. A educação para o
autor é uma maneira do modo de vida dos diversos grupos sociais que criam e recriam sua
cultura. Sendo assim, a educação também pode ser encontrada nos diversos saberes populares
perpassando por um processo socioeducativo. De acordo com Geertz (2014, p. 04), o entendimento sobre a cultura deve partir do
contexto de que: “O homem é um animal amarrado a teias de significados que ele mesmo
teceu” e que vem criando e recriando suas maneiras de viver, de acordo com suas
necessidades, pois é necessário compreender que a cultura não se explica uniformemente pelas
bases naturais, mas, principalmente por suas bases sociais condicionadas a vida do homem às
suas formas de viver e interpretar o mundo. O autor ainda menciona que os fenômenos culturais que pertencem a sociedade, são
penetrados por teias de signos e significados, tecidas pelos próprios homens e mulheres em
suas ações, numa relação dinamicamente interpretativa e, por isso, entende que a cultura
precisa de uma base teórica que supra o discurso descritivo e superficial sobre ela. Como ele
mesmo ressalta: O conceito de cultura que eu defendo, é essencialmente semiótico. Acredito [...] que
o homem é um animal amarrado a teias de significados que ele mesmo teceu,
assumo a cultura como sendo essas teias e suas análises; portanto, não como uma
ciência experimental em busca de leis, mas como uma ciência interpretativa à
procura de significados. (GEERTZ, 2014, p. 04). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 84 (twelve) years of age, participating in the party. The methodological path was characterized by a
qualitative approach with research techniques such as conversation circles, observation, field diaries,
photographic records and the dynamics with drawings. Thus, based on the diversity of knowledge
constructed in the daily life of the marujada, knowledge and actions inherent to the party were
identified, experienced and shared by / by the movement between sailors and sailors of different
generations through listening, observation and orality. (twelve) years of age, participating in the party. The methodological path was characterized by a
qualitative approach with research techniques such as conversation circles, observation, field diaries,
photographic records and the dynamics with drawings. Thus, based on the diversity of knowledge
constructed in the daily life of the marujada, knowledge and actions inherent to the party were
identified, experienced and shared by / by the movement between sailors and sailors of different
generations through listening, observation and orality. Key Words: Culture. Knowledge. Marujada. Child narratives. Key Words: Culture. Knowledge. Marujada. Child narratives. Data de submissão: 20.10.2020
Data de aprovação: 26.12.2020 Data de submissão: 20.10.2020
Data de aprovação: 26.12.2020 O conceito de cultura que eu defendo, é essencialmente semiótico. Acredito [...] que
o homem é um animal amarrado a teias de significados que ele mesmo teceu,
assumo a cultura como sendo essas teias e suas análises; portanto, não como uma
ciência experimental em busca de leis, mas como uma ciência interpretativa à
procura de significados. (GEERTZ, 2014, p. 04). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 85 são produtos culturais manufaturados”, ou seja, são tecidas pelas mãos dos sujeitos, sendo que
para a compreensão dessas expressões ou desses signos é necessário compreender o
significado e chegar até “os conceitos específicos das relações entre eles” (GEERTZ, 2014, p. 36,37). É por isso que pretendemos compreender o que pensam as crianças sobre a marujada
de Tracuateua/PA, e depois, analisar os saberes que perpassam essa festa e, consequentemente
analisar as relações de aprendizagem desses saberes com os intérpretes dessa pesquisa. Outro ponto importante para essa pesquisa são as contribuições sobre cultura do
historiador inglês Thompson (1995, p. 19), uma vez que ele, também concebe a cultura numa
perspectiva discursiva como fenômeno social, interpretando os processos sociais nos quais, e
pelos quais, "as formas simbólicas permeiam o mundo social", de modo crescente e
generalizado. g
Para o autor conhecer a cultura na reconstrução das experiências das pessoas comuns;
é compreender o passado à luz de nossas próprias experiências e da experiência dos outros,
considerando a subjetividade do homem. Por meio dessa subjetividade os fenômenos culturais
como os comportamentos, os valores, as condutas, os costumes, enfim, a cultura do homem
poderia ser analisada, ou melhor, as culturas, no sentido de que ela se refere a uma realidade
específica. Por isso Thompson (1995), diz que o estudo dos fenômenos culturais poderia ser
pensado e analisado numa visão histórica e social: Pode ser pensado como o estudo das maneiras como expressões significativas de
vários tipos são produzidas, construídas e recebidas por indivíduos situados em um
mundo sócio histórico. Pensado dessa maneira, o conceito de cultura se refere a uma
variedade de fenômenos e a um conjunto de interesses que são, hoje, compartilhados
por estudiosos de diversas disciplinas, desde a sociologia e antropologia até a história
e a crítica literária. (THOMPSON, 1995, p.165). Ao analisar o termo cultura, Thompson (1995) apresenta três tipos de conceitos
construídos ao longo da história para apresentar sua própria visão a respeito dessa concepção
cultural, tais como: a clássica, a descritiva e a simbólica. A clássica faz referência à cultura
como um processo intelectual ou espiritual que se diferencia sob certos aspectos da
civilização. A descritiva, seria um variado conjunto de valores, crenças, costumes,
convenções, hábitos e práticas características de uma dada sociedade específica ou de um
período histórico (THOMPSON, 1995, p.166). INTRODUÇÃO A essência dessa semiótica, defendida por Geertz (2014) analisa a cultura como um
conjunto de sistemas que poderia se chamar teias de significados, e nessas teias passam os mais
diferentes tipos de produção cultural. Através da compreensão desses significados e sua inter-
relação, pode se constituir uma ciência interpretativa ou obter conceitos mais definidos de
cultura. As expressões da criança de forma geral, como: “As ideias, os valores, e as emoções DOSSIÊ AMAZÔNIA E a simbólica, por sua vez, culminaria nos
“fenômenos culturais [...] são fenômenos simbólicos e o estudo da cultura está essencialmente
interessado na interpretação dos símbolos e da ação simbólica” (THOMPSON, 1995, p.166). Nesses três tipos de conceitos de cultura apresentados, podemos perceber que eles
culminam nas práticas sociais desenvolvidas pelos homens no decorrer de sua história, que ao
longo do tempo vai sendo moldada de sentidos e significados. Assim, a festa da marujada em
Tracuateua/PA está imersa nesse aspecto simbólico, por ser palco de uma manifestação que
traz, na sua história, inúmeros sentidos e significados inscritos em seus saberes e fazeres, por
isso deve ser vista como um elemento cultural que está condicionada às práticas sociais que
revelam, por meio dos saberes, a vivência e a experiência desse grupo. Aqui vamos considerar o que defende Charlot (2013, p. 162) quando apresenta a ideia
de heterogeneidade do saber. Para ele, essa ideia é fundamental na relação do saber, uma vez
que não existe uma única forma de aprender, e não existem carências na aprendizagem. O que
existe são outras “formas de se relacionar com o mundo, outro tipo de vínculo com o mundo,
outra forma de entrar no processo de aprender” Brandão (2002) assinala seu conceito de cultura afirmando que: Somos o que criamos para efemeramente nos perpetuarmos e transformarmos a cada
instante. Tudo aquilo que criamos a partir do que nos é dado, quando tomamos as
coisas da natureza e as recriamos como os objetos e os utensílios da vida social, NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 86 representa uma das múltiplas dimensões daquilo que, em uma outra, chamamos de
cultura. (BRANDÃO, 2002, p. 22). representa uma das múltiplas dimensões daquilo que, em uma outra, chamamos de
cultura. (BRANDÃO, 2002, p. 22). Nas análises de Brandão (2007), a sociedade está estruturada em códigos sociais de
inter-relação entre seus membros e entre os de outra sociedade. Estão imersos em costumes,
princípios, regras de modos de ser estabelecidos em leis escritas ou não, de forma a agir sobre
a vida e o crescimento da sociedade, tanto no sentido de suas forças produtivas como no
desenvolvimento de seus valores culturais. DOSSIÊ AMAZÔNIA Nesse sentido será importante pesquisar o saber/fazer da festa da marujada para a
criança, pois estas serão vistas e ouvidas como indivíduos que dão significados para as suas
práticas desenvolvidas nessa manifestação, uma vez que elas vivem e compartilham suas
experiências nesse contexto da festa. Sendo assim, as crianças serão percebidas como agentes
participativos da sociedade em que vivem e, portanto, como homens e mulheres que dividem
suas “experiências e suas concepções”. Trazer a criança para a pesquisa científica como protagonista de sua vivência e história,
é compreender a sociologia da infância, que apresenta novos discursos e conceitos acerca da
criança, como produtora de cultura e, concebida como forma específica de construção de
conhecimento, comunicação e expressão (SARMENTO, 1997). A Sociologia da Infância propõe o estabelecimento de uma distinção analítica no seu
duplo objeto de estudo: as crianças como atores sociais, nos seus mundos de vida, e
a infância, como categoria social do tipo geracional, socialmente construída. A
infância é relativamente independente dos sujeitos empíricos que a integram, dado
que ocupa uma posição estrutural. (SARMENTO, 1997, p. 07). Na perspectiva da Sociologia da Infância, as crianças apresentam expressões
interpretativas e atitudes que ajudam a compreender elementos de transformações e maneiras
de ver e viver das sociedades, pois é um campo de estudo que se propõe a construir a infância
como “objeto sociológico”, assim como ela “compreende a criança como objeto de
investigação, contribuindo para o próprio conhecimento não apenas da infância, mas como
uma categoria social” (ALVES, 2014, p. 37). Cohn (2005) aborda em suas ideias que a infância é uma fase de construção de
aprendizagens em que a criança é um ser ativo e possuidor de um papel importante nas
relações sociais, visto que ela é “atuante é aquela que tem um papel ativo na constituição das
relações sociais em que se engaja, [...] não sendo, portanto, passiva na incorporação de papéis
e comportamentos sociais” (CONH, 2005, p. 28). Nessa perspectiva e discussão a criança é um sujeito que interage com sua realidade,
um ser que, ao participar das interações e relações por meio da comunicação com seus pares,
vai construindo a sua identidade e a sua subjetividade. DOSSIÊ AMAZÔNIA Para uma análise consistente das narrativas de crianças sobre o fazer/saber da
marujada, o artigo está dividido em quatro seções: a primeira consiste nas escritas
introdutórias levando em consideração a apresentação do objeto de estudo em uma
perspectiva teórica com as categorias cultura, educação, saberes e infância. A segunda, faz
uma breve análise do caminho percorrido e as técnicas de pesquisa utilizadas com recorte para
a marujada de Tracuateua-PA. A terceira, mostra as principais características da festa da
marujada destacando sua origem. A quarta, trata das narrativas das crianças sobre os saberes
e fazeres inscritas na festa da marujada de Tracuateua/PA. 1 O CAMINHAR DA PESQUISA: PERCURSO METODOLÓGICO O referido estudo sobre narrativas de crianças sobre festas amazônicas fez um recorte
para obtenção de dados por meio da festa da marujada de Tracuateua/PA. Este é um 87 DOSSIÊ AMAZÔNIA município localizado na região do salgado, especificamente na mesorregião Nordeste do Pará,
pertencente a microrregião bragantina. Territorialmente contém uma área de 936,1 km². Teve
sua origem com a construção da ferrovia Belém-Bragança por volta de 1908. município localizado na região do salgado, especificamente na mesorregião Nordeste do Pará,
pertencente a microrregião bragantina. Territorialmente contém uma área de 936,1 km². Teve
sua origem com a construção da ferrovia Belém-Bragança por volta de 1908. Figura 1- Mapa de localização do município de Tracuateua- PA na Amazônia Legal
Fonte: Elaborado por Pinheiro (Janeiro/2016)
Tracuateua conta com aproximadamente 32.000 habitantes. Distribuídos entre a zona
urbana e rural do município. Estas unidades locais, limita-se a leste com o município de
Bragança; ao sul com o município de Santa Luzia do Pará; ao norte com o oceano Atlântico; a
oeste com os municípios de Capanema e Quatipuru. Está localizado a 196 quilômetros da
capital do estado do Pará – Belém. Foi desmembrado de Bragança em 1994, mas só se tornou
município dois anos depois, em 1996. Elevado à categoria de município continuando com a
denominação de Tracuateua, pela lei estadual nº 5858, de vinte e nove de novembro de mil
novecentos e noventa e quatro (29/09/1994), desmembrado de Bragança (IBGE, 2016). O município concentra muitos encantos festivos, dentre eles está o círio de Nossa
Senhora de Nazaré que expressa a manifestação de fé das famílias católicas e a festa da
marujada, outra manifestação de devoção e fé que encanta e contagia os participantes, e os
que somente apreciam. Essa festa da Marujada é realizada e apresentada no salão conhecida
como “Templo ou Salão da Marujada”, localizado no centro da cidade ao lado da praça
principal, conforme figura abaixo: Figura 1- Mapa de localização do município de Tracuateua- PA na Amazônia Legal
Fonte: Elaborado por Pinheiro (Janeiro/2016) Figura 1- Mapa de localização do município de Tracuateua- PA na Amazônia Legal Fonte: Elaborado por Pinheiro (Janeiro/2016) Tracuateua conta com aproximadamente 32.000 habitantes. Distribuídos entre a zona
urbana e rural do município. Estas unidades locais, limita-se a leste com o município de
Bragança; ao sul com o município de Santa Luzia do Pará; ao norte com o oceano Atlântico; a
oeste com os municípios de Capanema e Quatipuru. 1 O CAMINHAR DA PESQUISA: PERCURSO METODOLÓGICO Está localizado a 196 quilômetros da
capital do estado do Pará – Belém. Foi desmembrado de Bragança em 1994, mas só se tornou
município dois anos depois, em 1996. Elevado à categoria de município continuando com a
denominação de Tracuateua, pela lei estadual nº 5858, de vinte e nove de novembro de mil
novecentos e noventa e quatro (29/09/1994), desmembrado de Bragança (IBGE, 2016). Tracuateua conta com aproximadamente 32.000 habitantes. Distribuídos entre a zona
urbana e rural do município. Estas unidades locais, limita-se a leste com o município de
Bragança; ao sul com o município de Santa Luzia do Pará; ao norte com o oceano Atlântico; a
oeste com os municípios de Capanema e Quatipuru. Está localizado a 196 quilômetros da
capital do estado do Pará – Belém. Foi desmembrado de Bragança em 1994, mas só se tornou
município dois anos depois, em 1996. Elevado à categoria de município continuando com a
denominação de Tracuateua, pela lei estadual nº 5858, de vinte e nove de novembro de mil
novecentos e noventa e quatro (29/09/1994), desmembrado de Bragança (IBGE, 2016). q
g
ç
O município concentra muitos encantos festivos, dentre eles está o círio de Nossa
Senhora de Nazaré que expressa a manifestação de fé das famílias católicas e a festa da
marujada, outra manifestação de devoção e fé que encanta e contagia os participantes, e os
que somente apreciam. Essa festa da Marujada é realizada e apresentada no salão conhecida
como “Templo ou Salão da Marujada”, localizado no centro da cidade ao lado da praça
principal, conforme figura abaixo: q
g
ç
O município concentra muitos encantos festivos, dentre eles está o círio de Nossa
Senhora de Nazaré que expressa a manifestação de fé das famílias católicas e a festa da
marujada, outra manifestação de devoção e fé que encanta e contagia os participantes, e os
que somente apreciam. Essa festa da Marujada é realizada e apresentada no salão conhecida
como “Templo ou Salão da Marujada”, localizado no centro da cidade ao lado da praça
principal, conforme figura abaixo: NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 88 Figura 2 - Localização do salão da Marujada em Tracuateua/PA DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 89 presença do outro, respeitando-o como pessoas e cidadão”. Nisso também nos preocupamos
com o que defende Kramer (1994, p. 32), pois, a decisão de participar é uma opção da criança
“que não deve ser pressionada [...] e que definem em comum acordo com o pesquisador, os
nomes, fictícios ou não, a fim de resguardar a privacidade/identificação”. Figura 2 - Localização do salão da Marujada em Tracuateua/PA g
ç
j
Fonte: Elaborado por Pinheiro (Janeiro/2016) Fonte: Elaborado por Pinheiro (Janeiro/2016) A partir do recorte da pesquisa teve-se a preocupação de seguir os princípios da
Abordagem Qualitativa (MINAYO, 2015), por acreditar que, além de responder questões bem
particulares, ela trabalha com o sentido e o significado, nos mais variados universos. A partir do recorte da pesquisa teve-se a preocupação de seguir os princípios da
Abordagem Qualitativa (MINAYO, 2015), por acreditar que, além de responder questões bem
particulares, ela trabalha com o sentido e o significado, nos mais variados universos. Por considerar que os intérpretes deste estudo são as crianças, isso sinaliza um maior
dinamismo para coleta dos dados. Dessa forma, procuramos não delimitar a pesquisa a uma
única técnica de coleta de dados, para isso escolhemos: a) a observação participante; b) a roda
de conversa; c) o diário de campo; d) o registro fotográfico e d) a técnica do desenho. Esta
última somente como uma dinâmica de aproximação com as crianças e não como técnica de
análise. Assim, tais técnicas possibilitaram a compreensão dos processos ritualísticos, bem
como da circulação de saberes vivenciados na marujada (LAVILLE; DIONNE, 1999, p.176). ç
j
p
Para o tratamento e análise dos dados, foi utilizada a técnica de análise de conteúdo,
que trata de um meio de recursos metodológicos que se aperfeiçoam sempre e que se aplicam
a diferentes falas e discursos. Esta técnica permite o tratamento das informações com
objetivos bem definidos e que servem para desvelar o que está oculto no texto. A Análise de
Conteúdo “atua sobre a fala [...]. Ela descreve, analisa e interpreta as mensagens/enunciados
de todas as formas de discurso, procurando ver o que está por detrás das palavras” (BARDIN,
1994, 58). É importante lembrar que essa pesquisa também se preocupa com o que diz respeito
aos seus aspectos éticos, para isso procuramos nos assegurar e obedecer ao que rege a
Resolução 196/96, da Organização Mundial da Saúde – OMS, garantindo o anonimato em
relação aos nomes verdadeiros dos sujeitos no Consentimento Livre e Esclarecido (TCLE)
para as crianças e para os seus responsáveis, deixando claro os procedimentos no que diz
respeito aos sujeitos menores de idade, os quais fazem parte deste estudo. Nesse sentido nos alertam Oliveira e Motta Neto (2011, p. 13) ao abordarem os
cuidados éticos na pesquisa, pois “assumir responsabilidade na e com a pesquisa é assumir a A grande prosperidade da região de Bragança e entorno, ocasionada pela lavoura de
produtos agrícolas, notadamente mandioca, arroz, feijão, tabaco, milho e arroz a
produção de gado e peixe, propiciou um grande fluxo de escravos para a mão de
obra entre os séculos XVIII e XIX. Sendo assim, a região bragantina foi notada por
representar uma fronteira com a Província do Maranhão, com a entrada de escravos
dali e de seus engenhos, de suas lavouras, de suas minas de ouro. É natural assim
nesse contexto que as tensões entre senhores e escravos fossem mais frequentes e
para controlar essas tensões existiras estratégias como as permissões de criação de
irmandade entre os negros pelos seus senhores. (FERNADES, 2011, p.58-59). 2 A FESTA DA MARUJADA: PRINCIPAIS CARACTERÍSTICAS DE SUA ORIGEM
E TRADIÇÃO A marujada é uma festa de caráter religioso que se faz presente em algumas partes do
Brasil, no estado do Pará, como Bragança, Tracuateua, Augusto Correa, Primavera e
Quatipuru com algumas características semelhantes como os rituais das danças, a louvação
aos santos e a indumentária; assim como existem aspectos que as diferenciam em seus
significado que é constatado no estudo de Amorim (2008, p. 26), e ainda em um estudo
realizado pelo Instituto de Artes do Pará, pelo autor Silva (2006), a existência da festa da
marujada também no município de Ananindeua. j
p
Nos estudos de Silva (1981) intitulado “Contribuições ao Estudo do Folclore
Amazônico na Zona Bragantina” a Marujada de Bragança, como culto religioso, está ligada a
Irmandade de São Benedito no Pará, caracterizada como festa religiosa. Ela teria seu marco
histórico e sua origem, em Bragança/PA, provavelmente “no século XVIII (1798), com a
permissão dos senhores brancos aos seus escravos para exaltar e apreciar São Benedito”
(SILVA, 1981, p. 32). Essa permissão dada aos escravos realizaria os seus rituais em louvor à
São Benedito, formando assim a organização de uma irmandade e, partir daí acontece a
primeira festa e ocorre o primeiro compromisso com o Estatuto da referida irmandade. A origem dessa festa é vinculada à um contexto histórico da colonização de grande
concentração de quilombos que se estendiam de Bragança a Ourém, no estado do Pará. Desse
contexto resultaram muitas manifestações de origens negras africanas, pois em Bragança e
seus arredores concentravam atividades agrícolas a qual proporcionou um fluxo de mão de
obra de escravos para tal região. A grande prosperidade da região de Bragança e entorno, ocasionada pela lavoura de
produtos agrícolas, notadamente mandioca, arroz, feijão, tabaco, milho e arroz a
produção de gado e peixe, propiciou um grande fluxo de escravos para a mão de
obra entre os séculos XVIII e XIX. Sendo assim, a região bragantina foi notada por
representar uma fronteira com a Província do Maranhão, com a entrada de escravos
dali e de seus engenhos, de suas lavouras, de suas minas de ouro. É natural assim
nesse contexto que as tensões entre senhores e escravos fossem mais frequentes e
para controlar essas tensões existiras estratégias como as permissões de criação de
irmandade entre os negros pelos seus senhores. (FERNADES, 2011, p.58-59). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 90 seus irmãos com a imagem do Santo em comemoração a legitimidade de sua irmandade. A
partir daí essa festa foi sendo repassada de geração a geração fazendo louvores ao santo
padroeiro, ganhando uma nova roupagem e renovando e incluindo alguns rituais sem perder, é
claro, sua originalidade negra e africana. seus irmãos com a imagem do Santo em comemoração a legitimidade de sua irmandade. A
partir daí essa festa foi sendo repassada de geração a geração fazendo louvores ao santo
padroeiro, ganhando uma nova roupagem e renovando e incluindo alguns rituais sem perder, é
claro, sua originalidade negra e africana. A marujada é caracterizada como uma dança de caráter religioso, formada por homens
e mulheres, chamados de marujos e marujas, que dançam em devoção ao Santo. Nesse
sentido, Silva (1997), apresenta a marujada como dimensão simbólica com ritual de dança
apresentada na festa de São Benedito como um momento que privilegia a construção da
identidade de um grupo especifico, no contexto cultural da festa e na sociedade em que esta
manifestação está presente. Sobre a origem da marujada de Tracuateua, nos informou o presidente da Associação
de São Benedito e São Sebastião de Tracuateua (AMSSSBT) e vice capitão da marujada, que
nesse município, essa festa foi fundada em junho de 1946, pelo vereador e comerciante, José
Olegário Pinheiro, conhecido como José Maranhense. O mesmo apreciava muito essa festa e
solicitou ao presidente da Irmandade de Bragança, que fosse permitido uma apresentação no
ano de 1946 na vila de Tracuateua. Com o pedido concedido, a comunidade de Tracuateua,
recebeu pela primeira vez uma apresentação dos marujos e marujas de Bragança. No entanto, no ano seguinte, a irmandade de Bragança não enviou seus marujos e
marujas para outra apresentação, sob alegação de falta de recursos, foi então que a
comunidade tracuateuense decidiu formar e fundar sua própria festa da marujada nos mesmos
moldes da apresentação Bragantina com devoção a São Benedito e São Sebastião. Esse último
faz parte da Festividade porque é Santo Padroeiro do Município de Tracuateua. E assim se
realiza no município as homenagens aos santos padroeiros nos dias 19 e 20 de janeiro. Sobre a origem da marujada de Tracuateua, Reis (2015, p. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 14) destaca as contribuições
do historiador Antônio Jorge da Silva, ao descrever que a marujada nesse município tem
relações com os seguintes aspectos: [...] proveio do fato de os irmãos portugueses Augusto e Antônio Pio, ao virem do
Rio de Janeiro, trouxeram o culto de São Sebastião, realizado no dia 20 de Janeiro,
para a localidade de Tracuateua. [...] o vereador José Olegário Pinheiro pediu à
marujada de Bragança que dançasse durante os festejos de São Sebastião. A partir
daí, ficou a prática de “a Marujada de Bragança” dançar no dia 19 de janeiro, antes
da festa do santo padroeiro, São Sebastião. Porém, houve um ano em que a
Marujada de Bragança não pode participar da festividade de Tracuateua por falta de
condução para os marujos. Como já estava tudo organizado, José Olegário pediu a
um grupo de dez marujos, residentes na cidade, mas que faziam parte da irmandade
de Bragança, que os substituísse. Após esse contratempo, a comunidade resolveu
fundar sua própria irmandade aos moldes da bragantina. Assim, em 9 de junho de
1946, foi criada a Marujada de Tracuateua. (REIS, 2015, p.14). Nesse sentido, podemos perceber e analisar que a origem da marujada de Tracuateua
tem influências da marujada de Bragança, visto que essa manifestação cultural se movimenta
nas espacialidades da microrregião bragantina articulando e desenvolvendo as práticas
culturais de sua tradição, o que de alguma forma, mantém essa festa viva e presente
culturalmente. 2 A FESTA DA MARUJADA: PRINCIPAIS CARACTERÍSTICAS DE SUA ORIGEM
E TRADIÇÃO A grande prosperidade da região de Bragança e entorno, ocasionada pela lavoura de
produtos agrícolas, notadamente mandioca, arroz, feijão, tabaco, milho e arroz a
produção de gado e peixe, propiciou um grande fluxo de escravos para a mão de
obra entre os séculos XVIII e XIX. Sendo assim, a região bragantina foi notada por
representar uma fronteira com a Província do Maranhão, com a entrada de escravos
dali e de seus engenhos, de suas lavouras, de suas minas de ouro. É natural assim
nesse contexto que as tensões entre senhores e escravos fossem mais frequentes e
para controlar essas tensões existiras estratégias como as permissões de criação de
irmandade entre os negros pelos seus senhores. (FERNADES, 2011, p.58-59). É, portanto, neste cenário de inquietude e aflição entre senhores e pessoas escravizadas
que surge a Festa da Marujada em Bragança/PA. Contexto no qual eram expressas grades
tensões entre senhores escravizados, sendo a legalização da irmandade de São Benedito uma
permissão e forma de controlar tais inquietudes entre pessoas escravizadas no período
colonial. Silva (1997) esclarece que foi especificamente no dia 03 de setembro de 1798, a
pedido de 14 pessoas escravizadas, os senhores permitiram que fosse organizada a irmandade
da marujada de São Benedito de Bragança. Em gratidão à graça alcançada, os escravos saíram
às ruas de Bragança dançando em frente às casas de seus senhores, fazendo evoluções
coreográficas. Tal fato repetiu-se com novos agradecimentos nos anos seguintes dando
origem à marujada, manifestação atrelada à esta de São Benedito, comportando o sagrado ao
popular. Sendo permitida essa irmandade, os negros começaram a dançar de casa em casa d DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 91 história dessa festividade por um simbolismo que se reverte nos saberes e fazeres dessa
tradição para seus integrantes. As crianças integrantes da marujada relatam que a marujada de Tracuateua é formada
por muitos rituais os quais representam um saber e um fazer da festa. Ao Perguntar sobre o
significado destes rituais, Nicole (09 anos) Rafael (11 anos) e Maria Guilhermina (12 anos)
responderam que as danças e rezas são práticas que todos os marujos devem fazer, pois essas
práticas estão relacionadas as suas promessas e dos demais devotos, visto que as crianças
desenvolvem relações de um saber/fazer vivenciadas no seu cotidiano o que representa
também atores sociais, nos seus mundos de vida e em suas e a infâncias (SARMENTO,
2000). O sentido da marujada é vista por seus integrantes como uma continuação de uma
tradição, na qual filhos e netos dão continuidade para resistência dessa manifestação. Tal
tradição é vivida por meio dos seus saberes e fazeres que estão presentes em seu contexto. Esses saberes compõem e são desenvolvidos por um movimento educativo organizados pelos
seus sujeitos, pois Brandão (2006, p. 17) ao falar de educação leva-nos a perceber que ela
consiste e existe pela existência da própria vida. Seu desenvolvimento está presente em
qualquer espaço que haja a circulação de saberes e fazeres, visto que: [...] Ninguém escapa da educação. Em casa, na rua, na igreja ou na escola, de um
modo ou de muitos todos nós envolvemos pedaços da vida com ela: para aprender,
para ensinar, para aprender - e - ensinar. Para saber, para fazer, para ser ou para
conviver, todos os dias misturamos a vida com a educação. (BRANDÃO, 2007, p. 03). [...] Ninguém escapa da educação. Em casa, na rua, na igreja ou na escola, de um
modo ou de muitos todos nós envolvemos pedaços da vida com ela: para aprender,
para ensinar, para aprender - e - ensinar. Para saber, para fazer, para ser ou para
conviver, todos os dias misturamos a vida com a educação. (BRANDÃO, 2007, p. 03). Nessa perspectiva, destacaremos alguns desses principais saberes/fazer observados e
praticados pelas crianças como uma prática educativa vivida e compartilhada pela percepção
delas sobre tais rituais. 3 DA LEVANTAÇÃO À DERRUBAÇÃO: O SABER/FAZER DA MARUJADA PELAS
NARRATIVAS DAS CRIANÇAS A festa da Marujada de Tracuateua/PA, em devoção a São Benedito e São Sebastião,
condensa muitos dos elementos vivenciados pela cultura dos negros africanos, pois nessa festa
se observa que o grupo vivencia aspectos como a fé a devoção que estão imbricados na a) A Levantação dos mastros: o início da festa O sentido desse ritual está no fato de que é a partir da hora que sobe o mastro, começa
a festa, e os integrantes da marujada são abençoados por São Benedito e São Sebastião. Tal
ritual acontece no dia 18 (dezoito) de janeiro, dia que antecede a primeira homenagem aos
santos da festa. A maioria dos integrantes e pessoas que acompanham a marujada geralmente
se faz presente nessa levantação do mastro. Na levantação do mastro começa a festa. [...] Os dois mastros é levantado, a gente
tem que dançar, rezar. As pessoas batem palmas e as marujas dançam. Aí começa. (MARIA GUILHERMINA, 11 anos de idade – RODA DE CONVERSA –
JANEIRO/2016)
É Quando levanta o mastro, é a hora de começar a festa. É muito legal. Aí tem gente
que dança no dia de São Benedito, no dia de São Sebastião [...]. Era bom se a festa
tivesse mais dias. (RAFAELA, 12 anos- RODA DE CONVERSA –
JANEIRO/2016). A fala dos intérpretes fica claro que a levantação dos mastros simboliza o início da
festa por ser uma ocasião importante. É o momento em que todos os marujos e marujas são
convidados e convocados a participarem, seja para erguê-lo ou dançar ao seu redor. Os
mastros são enfeitados nas residências dos juízes, ou seja, marujos ou marujas promesseiros
ficam encarregados e têm a responsabilidade de organizarem a ornamentação e a alimentação
que será servida na festa, inclusive organizando a levantação dos mastros. As figuras a seguir
mostram o exato momento em que os marujos estão levantando o mastro de São Sebastião. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 92 Figuras 3 e 4 – Ornamentação e Levantação do mastro de São Sebastião
Fonte: Arquivo da Pesquisadora (2016)
Nas palavras de Debora (11 anos de idade) esse momento da arrumação do mastro
representa muita devoção, pois “esses enfeites do mastro são os marujos que dão, porque eles
fazem promessa pra dar. Quem faz a promessa, tem que oferecer”. Fonte: Arquivo da Pesquisadora (2016) Fonte: Arquivo da Pesquisadora (2016) Nas palavras de Debora (11 anos de idade) esse momento da arrumação do mastro
representa muita devoção, pois “esses enfeites do mastro são os marujos que dão, porque eles
fazem promessa pra dar. Quem faz a promessa, tem que oferecer”. a) A Levantação dos mastros: o início da festa Nas palavras de Debora (11 anos de idade) esse momento da arrumação do mastro
representa muita devoção, pois “esses enfeites do mastro são os marujos que dão, porque eles
fazem promessa pra dar. Quem faz a promessa, tem que oferecer”. b) Ritual alimentar: c) A procissão: Após o almoço de São Sebastião, no segundo dia da festa, precisamente no dia 20 de
janeiro, as expectativas dos participantes se voltam para a procissão. É nesse momento que os
devotos manifestam sua devoção pelos santos São Benedito e São Sebastião, pois esse ritual
da procissão marca a religiosidade e crença na interseção dos referidos santos, conforme o que
segue. Figura 7 - Procissão de São Benedito e São Sebastião
Fonte: Arquivo da Pesquisadora (Janeiro/2016) Figura 7 - Procissão de São Benedito e São Sebastião Fonte: Arquivo da Pesquisadora (Janeiro/2016) Saindo da igreja matriz a procissão inicia as dezesseis horas e trinta minutos,
percorrendo as principais ruas da cidade. Este percurso dura aproximadamente duas horas,
após isso, a procissão retorna para a igreja. As marujas vão na caminhada formando duas filas
nas laterais das ruas e os marujos levam o andor revezando-se entre eles na tarefa de carregar
e proteger o andor durante toda a procissão, conforme pode ser observado na foto a seguir. As crianças também acompanham a procissão, principalmente aquelas que são
promesseiras. Elas não possuem um lugar especifico nesse ritual, ficam espalhadas pelo meio
ou no colo dos adultos e normalmente estão acompanhas dos seus responsáveis. A procissão
reúne toda a comunidade de devotos de São Benedito e São Sebastião. Ressaltamos que esse
ritual representa um movimento de união, congregando pessoas das mais diferentes classes
socioeconômicas, pois a caminhada é formada por marujos e marujas, religiosos, padres,
autoridades, políticos e comunidade em geral. Ao chegar na igreja, o andor com as imagens é recebido pelo padre, que abençoa os
marujos e os participantes da procissão. Ainda nessa prática, os marujos e marujas ao
chegarem em frente à igreja retiram seus chapéus da cabeça e colocam em direção as imagens
dos santos, como forma de agradecimentos e em gesto de reverência. Isso pode ser
comprovado pelas intérpretes Catarina (08 anos de idade), Kiara (09 anos) e Júlio (09 anos de
idade): Catarina: Eu danço faz tempo, porque eu pago promessa. (CATARINA, 08 anos de
idade). Kiara: Eu também acompanho a procissão, porque minha mãe fez uma promessa pra
mim. (KIARA, 09 anos de idade). Júlio: Eu pago promessa porque eu fiquei doente.ai todo ano eu acompanho a
procissão. A minha mãe diz que é pra agradecer. Porque eu fiquei bom. (JÚLIO, 09
anos). b) Ritual alimentar: O ritual do almoço e do jantar assumem diversos significados, entre os quais, se
destaca a comunhão dos santos e seus devotos. Oferecer o almoço e o jantar oficiais da festa é a
principal atribuição e responsabilidade dos juízes da festa. As refeições são servidas na parte
interior do salão, onde se encontra o refeitório dos marujos e marujas, conforme figuras a
seguir. Figuras 5 e 6 - Ritual alimentar de São Sebastião e São Benedito
Fonte: Arquivo da Pesquisadora (Janeiro/2016)
Isso pode ser observado na fala das intérpretes Kiara (09 anos de idade) ao ressaltar a
importância desse momento: “eu gosto também da hora do almoço, porque a gente come, tem
até sobremesa. Todas as crianças comem” e Raiana (10 anos de idade) ao esclarecer que “Essa
hora do almoço é sempre bom. Eles servem todo mundo, ninguém fica sem comer”. Percebe-
se que nesse ritual há dedicação dos juízes em servir aos marujos destacando a importância
para a realização da festa. Figuras 5 e 6 - Ritual alimentar de São Sebastião e São Benedito
Fonte: Arquivo da Pesquisadora (Janeiro/2016) Figuras 5 e 6 - Ritual alimentar de São Sebastião e São Benedito Fonte: Arquivo da Pesquisadora (Janeiro/2016) Fonte: Arquivo da Pesquisadora (Janeiro/2016) Isso pode ser observado na fala das intérpretes Kiara (09 anos de idade) ao ressaltar a
importância desse momento: “eu gosto também da hora do almoço, porque a gente come, tem
até sobremesa. Todas as crianças comem” e Raiana (10 anos de idade) ao esclarecer que “Essa
hora do almoço é sempre bom. Eles servem todo mundo, ninguém fica sem comer”. Percebe-
se que nesse ritual há dedicação dos juízes em servir aos marujos destacando a importância
para a realização da festa. DOSSIÊ AMAZÔNIA 93 Catarina: Eu danço faz tempo, porque eu pago promessa. (CATARINA, 08 anos de
idade).
Kiara: Eu também acompanho a procissão, porque minha mãe fez uma promessa pra
mim. (KIARA, 09 anos de idade).
Júlio: Eu pago promessa porque eu fiquei doente.ai todo ano eu acompanho a
procissão. A minha mãe diz que é pra agradecer. Porque eu fiquei bom. (JÚLIO, 09
anos). d) Os rituais da dança O estatuto da associação da marujada de Tracuateua (2000) define como danças
tradicionais sete rituais de dança, tais como: a roda, o retumbão, o chorado, a mazurca, a
valsa, o xote e a contradança. Essas dançam também representam o saber/fazer da marujada,
pois as danças carregam uma simbologia e um movimento da história dessa tradição. A roda marca o início e o fim dos rituais da dança e restabelece, portanto, a simbologia
do mito de origem da marujada (SILVA, 1997). Informa o autor que a dança lembra a origem
nos terreiros de macumba, pois se pede permissão, mesmo que simbolicamente, para iniciar a
dança. Tal fato revive o rito de duzentos e onze anos, quando os negros pediam permissão aos
seus senhores para dançar de casa em casa. O ritual da roda é caracterizado pela circularidade dos gestos e movimentos, a dança é
executada com os pés descalços, onde as mulheres marujas fazem um círculo no salão e
dançam ao som dos instrumentos. Ao centro da roda dançam abraçados o capitão, capitoa e
vice-capitoa que reverenciam ao público que assiste a dança. Nesse gesto, as autoridades da
marujada informam e pedem licença para começar sua apresentação. Através dessa prática,
pede-se licença simbolicamente aos presentes, autoridades, para iniciar a dança tal como,
segundo a tradição, há quase dois séculos os negros pediam autorização aos seus senhores
para dançar de casa em casa (SILVA, 1997, p. 209). Marcada pela circularidade, na roda existe uma hierarquia que deve ser respeitada. Trata-se de uma coreografia formada por um círculo humano de marujas. Nesse ritual, as
marujas são orientadas pela capitoa, que carrega nos braços um bastão3, e a vice-capitoa, as
quais são superiores das demais marujas hierarquicamente. Elas conduzem e comandam as
marujas mostrando os movimentos e a direção da dança pelo salão. Depois de alguns minutos
de dança, as líderes saem da roda para ficarem no centro dela, conforme figuras a seguir. 3 Dois ramos de flores artificiais nas cores vermelha e azul que formam um só. Esse ramo simboliza a sua
autoridade. Silva (1997) informa que esse bastão de flores faz alegoria ao chicote com que os senhores
açoitavam seus escravos. Era o símbolo do poder dos que estavam sob sua autoridade. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 94 muitos choram, muitos aplaudem e outros ficam de joelhos, talvez pedindo uma graça ou
agradecendo outras. Certamente é um momento de emoção inesquecível. muitos choram, muitos aplaudem e outros ficam de joelhos, talvez pedindo uma graça ou
agradecendo outras. Certamente é um momento de emoção inesquecível. c) A procissão: Descrever esse ritual da procissão é, sobretudo, falar da emoção expressa nos rostos dos
fiéis, pois no momento em que o andor chega na igreja e ao som dos sinos, muitos rezam, DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 95 O retumbão e o chorado: O primeiro se constitui na sequência dos rituais. É o segundo
ritmo dança da marujada e representa uma situação de “margem vivida pelo homem”, pois o
marujo, a uma condição de centro, isto é, ao contrário da roda, nele é o marujo quem inicia o
ritual. Como ressalta a fala do intérprete Júlio (09 anos de idade) quanto sua preferência pelo
ritual: “Eu gosto mais do retumbão. [...]. Ah! Quando eu escuto o retumbão, eu quero logo
dançar! O retumbão é bonito, é legal”. Nessa dança é sempre o marujo que inicia. Depois a
gente chama a maruja” (RODAS DE CONVERSA – JANEIRO/2016). É g
j
(
)
Na ordem das apresentações o chorado é o terceiro ritual, isto é, a terceira dança. É uma
variação do retumbão, a diferença está no ritmo que é mais lento e sensual e, no número de
pares que se apresentam. Nessa dança somente um casal se apresenta por vez. Assim, como no
retumbão é o marujo que dá início ao ritual. Para Bordallo da Silva (1981) e Silva (1997), o
retumbão e o chorado possui compasso musical e ritmo do lundu, modificado
progressivamente da senzala ao salão aristocrático. Descrevem que o termo retumbão tem
origem portuguesa, pelo fato de que era possível escutar o ritmo de locais distantes, onde o
som “retumbava”. A orquestra para entoar a dança, pois não há canto, compõem-se de
tambores grandes, pandeiros, cuíca (onça), rabeca, viola, cavaquinho e violino. Esses ritmos
apresentam “elementos que lembram não apenas o lundu”, isto é, a dança em roda ou em
círculos; “o bailado aos pares; os movimentos do corpo; o castanholar dos dedos, a marcação
das palmas e o uso da viola” (SILVA, 1997, p. 219), conforme figuras abaixo. Figuras 10 e 11- Ritual de dança: o retumbão e o chorado
Fonte: Arquivo da Pesquisadora (Janeiro/2016) Figuras 10 e 11- Ritual de dança: o retumbão e o chorado Figuras 10 e 11- Ritual de dança: o retumbão e o chorado Fonte: Arquivo da Pesquisadora (Janeiro/2016) Ao observar esses três primeiros rituais da marujada e ao considerar o que diz Silva
(1997, p. 219), nota-se que eles apresentam em suas coreografias, elementos, passos e gestos
que lembram o lundu, a dança em roda ou em círculos, embora na marujada esse bailado seja
mais ameno, “talvez por ter sofrido algum tipo de resistência eclesiástica”. d) Os rituais da dança Figuras 8 e 9 - O ritual de dança: a roda de São Benedito e São Sebastião Figuras 8 e 9 - O ritual de dança: a roda de São Benedito e São Sebastião
Fonte: Arquivo da Pesquisadora (Janeiro/2016)
Após a capitoa e vice-capitoa se dirigirem ao centro da roda, elas se juntam ao capitão e
ambos fazem reverência aos juízes e juízas da festa, os quais permanecem sentados no salão
esperando que todas as marujas da roda façam o mesmo gesto. Fonte: Arquivo da Pesquisadora (Janeiro/2016) Após a capitoa e vice-capitoa se dirigirem ao centro da roda, elas se juntam ao capitão e
ambos fazem reverência aos juízes e juízas da festa, os quais permanecem sentados no salão
esperando que todas as marujas da roda façam o mesmo gesto. Após a capitoa e vice-capitoa se dirigirem ao centro da roda, elas se juntam ao capitão e
ambos fazem reverência aos juízes e juízas da festa, os quais permanecem sentados no salão
esperando que todas as marujas da roda façam o mesmo gesto. DOSSIÊ AMAZÔNIA A mazurca, a valsa e o xote: Esses “constituem como danças tardias, ou seja, foram
incorporadas posteriormente à estrutura ritualística da marujada”. A mazurca e a valsa possui
características europeias, especificamente do século XIX, mas ao fazer parte dos rituais da
marujada assumiu características próprias como dança em roda e o uso dos pés descalços. (SILVA, 1997). e) A derrubação do mastro e a varrição da festa: e) A derrubação do mastro e a varrição da festa: não existe só na escola ou nas instituições de ensino, Não há uma forma única nem um único modelo de educação; a escola não é o único
lugar onde ela acontece e talvez nem seja o melhor; o ensino escolar não é a sua
única prática e o professor profissional não é o seu único praticante. (BRANDÃO,
2006, p. 04). Por isso, a narrativas das crianças sobre suas experiências e vivencias na marujada
revela esse espaço como um lugar de aprendizagens de humanidades, porque as crianças
também instigam e protagonizam as práticas em seus contextos. Não são apenas os adultos que intervêm junto das crianças, mas as crianças também
intervêm junto dos adultos. As crianças não recebem apenas uma cultura constituída
que lhes atribui um lugar e papéis sociais, mas operam transformações nessa cultura,
seja sob a forma como a interpretam e integram, seja nos efeitos que nela produzem,
a partir das suas próprias práticas (SARMENTO, 2000, p. 152). Dessa forma, partindo da diversidade de conhecimento construídos no cotidiano da
marujada, identificou-se saberes e fazeres inerentes a festa vivenciados e partilhados do/pelo
movimento entre marujos e marujas de diferentes gerações por meio da escuta, da observação
e da oralidade. Nesse movimento da cultura, onde ela circunscreve as expressões da criança de
forma geral, como “as ideias, os valores, e as emoções são produtos culturais manufaturados”,
ou seja, são tecidas pelas mãos dos sujeitos, sendo que para a compreensão dessas expressões
ou desses signos é necessário compreender o significado e chegar até “os conceitos
específicos das relações entre eles” (GEERTZ, 2014, p. 36-37). Em outras, palavras podemos
dizer que os saberes e fazeres representam processos educativos vinculados as diversas
práticas culturais, sendo estas a representatividade das expressões humanas em seus mais
variados contextos caracterizando, dessa forma, as manifestações culturais como espaços de
aprendizagens. e) A derrubação do mastro e a varrição da festa: Brandão (2002) na sua análise entre cultura e educação, deixa claro que a educação 97 DOSSIÊ AMAZÔNIA não existe só na escola ou nas instituições de ensino, e) A derrubação do mastro e a varrição da festa: A derrubada dos mastros representa o final da festa, conforme relata a intérprete
Débora (11 anos): “Quando chega a varrição a gente fica triste, porque já vai terminar a festa”
e Maria Guilhermina (12 anos): NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 96 Na hora que derrubam os mastros a gente começa a danças ao redor deles. Depois a
gente fica esperando os brinquedos, (...) porque eles são dados para as crianças. Os
brinquedos dos santos. Mais todos ficam meio triste porque a festa tá acabando. Ai
tem que esperar o outro ano. (RODA DE CONVERSA/JANEIRO/2016). A derrubação dos mastros, conforme falam as crianças, significa que àquele ciclo se
encerra para organização de ciclo vindouro. Figura 12 - Derrubação do mastro
Fonte: Arquivo da Pesquisadora (Janeiro/2016)
Na noite da derrubada dos mastros, data do dia 21 de todos os anos, os marujos e Figura 12 - Derrubação do mastro Fonte: Arquivo da Pesquisadora (Janeiro/2016) Na noite da derrubada dos mastros, data do dia 21 de todos os anos, os marujos e
marujas são convidados para o ritual da varrição todos devem varrer a festa, isto implica dizer
que os marujos e marujas varrem, no sentido de repetir todos os rituais de dança. Nesse ritual
da varrição qualquer pessoa pode participar, desde que ela esteja vestida adequadamente
segundo as exigências da associação. No final da festa, as pessoas presentes aplaudem e as marujas, ao som dos
instrumentos musicais, fazem uma roda ao redor dos mastros e dançam. Em seguida todos se
dirigem ao salão da marujada para juntos varrerem a festa, conforme explicam Maísa e Rafaela
(12 anos): “(...) depois da derrubação dos mastros a gente varre a festa. Nesse dia todos
dançam. E a gente pode escolher qualquer roupa a de são Benedito ou a de São Sebastião”. Podemos analisar, por meio desses saberes e fazeres vivenciados pela criança que a
educação está presente nesse contexto na festa da marujada de Tracuateua/PA. Uma educação
que está pautada na diversidade do conhecimento, de solidariedades entre os sujeitos e em um
processo de compartilhamento e coparticipação de saberes por seus membros. Em outras
palavras a educação “é um triplo processo: um processo de humanização, de socialização, de
subjetivação/singularização” (CHARLOT, 2013, p. 167). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 98 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 De modo geral, foi possível perceber que as crianças que participam dessa
manifestação cultural aprendem e compartilham saberes. Essa aprendizagem é desenvolvida
por meio da escuta, do fazer, do compartilhar com os outros e pela própria vivência no grupo. São aprendizagem que se desenvolvem a partir de processos educativos que decorrem da
produção e da circulação dos saberes. 4 CONSIDERAÇÕES FINAIS Este artigo procurou analisar o saber/fazer na festa da marujada em Tracuateua/PA por
meio das falas das crianças, que chamamos de narrativas, numa perspectiva cultural que
envolve a circulação de saberes e, por conseguinte uma relação de aprendizagem, onde seus
sujeitos relacionam-se entre si e sob práticas constituídas por um simbolismo religioso que
revelam os saberes e sua relevância para a diversidade educacional amazônica. As concepções teóricas levantadas e construídas nesta pesquisa nos possibilitaram
buscar novas compreensões sobre a construção científica. Essas concepções tornaram-se
essenciais para a compreensão de que uma pesquisa não se faz só, mas ela é o resultado de
uma construção coletiva para aquilo que se propõem apresentar. Desse modo, este trabalho foi
desenvolvido com as crianças participantes da marujada de Tracuateua, que demonstraram as
suas relações com os saberes que estão inscritos no contexto dessa festa. Para atingir nossos objetivos propostos nos apropriamos de referenciais teóricos que
nos orientaram sobre o objeto de pesquisa e sobre os sujeitos que escolhi pesquisar, a fim de
compreender respostas para muitas indagações, uma vez que fazer pesquisa com crianças
requer compreender que elas são sujeitos protagonistas. Assim, foi possível perceber os
diferentes saberes e fazeres que perpassam as festas na Amazônia pelo olhar da criança que se
inserem e possuem suas percepções nesses contextos, pois elas adentram nesses ensinamentos
desde muito cedo o que também torna possível a compreensão delas sobre determinados
fazeres e saberes da marujada. A criança consegue compreender, da maneira dela, todos os
processos organizacionais e simbólicos desta manifestação cultural. REFERÊNCIAS ALVES, Laura Maria Silva Araújo. A infância em construção: as fontes de investigação. In:
Pesquisa e educação na Amazônia: reflexões epistemológicas e políticas/ Sônia Maria da
Silva Araújo, Laura Maria Silva Araújo Alves, Sônia de Jesus Nunes Bertolo (Orgs.) –
Belém: EDUEPA, 2014. AMORIN, Ana Karine Jansen. Um fogo que se deita no mar: um estudo sobra a marujada
do município de Quatipuru/PA. 2008. Tese (Doutorado em Artes Cênicas) - Universidade
Federal da Bahia, 2008. AMORIN, Ana Karine Jansen. Um fogo que se deita no mar: um estudo sobra a marujada
do município de Quatipuru/PA. 2008. Tese (Doutorado em Artes Cênicas) - Universidade
Federal da Bahia, 2008. BARDIN, Laurence. Análise de conteúdo. Lisboa: Edições Setenta, 1994. 226 p. BRANDÃO, Luis Carlos. O que é Educação? (Coleção Primeiros Passos – n 20). São Paulo:
Brasiliense, 2007. BRANDÃO, Luis Carlos. Educação como Cultura. São Paulo: Cortez, 2002. CHARLOT, Bernard. Da relação com o saber: elementos para uma teoria. Porto Alegre:
Artes Médicas Sul, 2013. COHN, Clarice. Antropologia da Criança / Clarice Conh – Rio de Janeiro: Jorge Zahar Ed.,
2005 FERNANDES, José Guilherme dos Santos. Pés que Andam Pés que Dançam. Memória,
identidade e religião cultural na esmolação e marujada de São Benedito. Coleção Saberes
Amazônicos. Belém: EDUEPA. 2011. GEERTZ, Clifford. A interpretação das culturas. 1ª Ed. 13 Reimp. Rio de Janeiro. LTC,
2014. 323 p. IBGE. Instituto Brasileiro de Geografia e Estatística. Censo 2010. Disponível em:
http://www.ibge.gov.br/. Acesso: 24 de jan. de 2016. LAVILLE, Christian.; DIONNE, Jean. A construção do saber. Belo Horizonte: UFMG,
1999. 340 p. LAVILLE, Christian.; DIONNE, Jean. A construção do saber. Belo Horizonte: UFMG,
1999. 340 p. KRAMER, Sonia. Currículo de Educação Infantil e a formação dos profissionais de creche e
pré-escola: questões teóricas e polêmicas. In: Por uma política de formação do profissional pré-escola: questões teóricas e polêmicas. In: Por uma política de formação do profissional
de Educação Infantil/MEC/SEF/COEDI - Brasília: MEC/SEF/DPE/COEDI, 1994. p.16-31. pré escola: questões teóricas e polêmicas. In: Por uma política de formação do profissional
de Educação Infantil/MEC/SEF/COEDI - Brasília: MEC/SEF/DPE/COEDI, 1994. p.16-31. MINAYO, Maria Cecília. Pesquisa social: teoria, método e criatividade. 28ª edição. Petrópolis. RJ/2015 DOSSIÊ AMAZÔNIA 99 OLIVEIRA, Ivanilde Apoluceno de; MOTTA – NETO, João Colares da. A construção de
categorias de análises na pesquisa em educação. In: MARCONDES, Maria Inês; OLIVEIRA,
Ivanilde Apoluceno de; TEIXEIRA, Elizabete (org.). Abordagens teóricas e construções
metodológicas na pesquisa em educação. Belém: EDUEPA, 2011. PINHEIRO, Márcio Duarte. Elaborador das imagens de mapas. Janeiro/2016 – VOLUME – – – PINHEIRO, Márcio Duarte. Elaborador das imagens de mapas. Janeiro/2016. REIS, Maria Helena de Aviz. Marujada de Tracuateua/PA: Um olhar sobre as manifestações
culturais e religiosas na Festividade de São Benedito e São Sebastião. In: I CONGRESSO
LUSÓFONO DE CIÊNCIAS DAS RELIGIÕES, 2015, Lisboa. Anais [...]Universidade
Lusófona de Humanidades e Tecnologias, Lisboa – Portugal, 2015 SARMENTO, Manoel Jacinto. A infância como construção social. In: PINTO, Manuel e
SARMENTO, Manuel Jacinto (coord.). As crianças: contexto e identidades. Portugal:
Universidade do Minho (Centro de Estudos da Criança), 1997. SILVA, Armando Bordallo da. Contribuição ao estudo do folclore amazônico na zona
Bragantina. Belém, 2 ed. 1981. Coleção Victorino Chermont de Miranda. 93 p. SILVA, Dedival Brandão. Os Tambores da Esperança: um estudo sobre cultura, religião,
simbolismo e ritual na festa de São Benedito da cidade de Bragança. Falangola Editora. 1997. THOMPSON, John B. Ideologia e Cultura Moderna: teoria social crítica na era dos meios
de comunicação de massa. Petrópolis, RJ: Vozes: 1995. 101 DOSSIÊ AMAZÔNIA VOLUME 202
1 M
ARÇO ARÇO
2 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 102 A produção do conhecimento se constitui, cada vez mais, numa trama de relações
complexas, exigindo um trabalho integrador, novas formas de interação comunicativa entre as
diferentes áreas do saber (SILVA, 2010). Não podemos mais insistir numa concepção de
conhecimento que se isole das dimensões gerais em que este está sendo constituído, ou então,
que se mantenha com uma visão unitária do contexto social em que os acontecimentos são
produzidos. p
É necessário compreender que existem outros saberes, diferentes modos de explicar,
conceber e construir a realidade. Saberes que são constituídos nas bases da cultura, da vivencia
e de práticas tradicionais ainda presentes em muitas comunidades do nordeste paraense. Trata-se dos saberes míticos, locais e/ou socioambientais adquiridos por meio da
convivência e da interação do homem com a natureza. E são imprescindíveis para o
entendimento e o desenvolvimento dos modos de vida das comunidades que ainda se organizam
a partir de práticas socioambientais a exemplo da pesca, a agricultura, o extrativismo e etc. Tais práticas são imprescindíveis dentro das relações econômicas e culturais para muitas
comunidades tradicionais e desenvolvem uma diversidade de saberes em contato com a
natureza, que influenciam seus modos de vida, a cultura e identidade dos moradores, como
apontam estudiosos como ALMEIDA (2010); DIÉGUES (1994); SILVA (2010); FURTADO
(1993). Porém, diante das mudanças imposta por paradigmas capitalistas provocando uma nova
relação entre o ser humano e a natureza gerando transformações relacionadas ao consumo e aos
modo de produção, muitas comunidades tradicionais ao se adaptar aos elementos ditos
modernos e tecnológicos, deixam para traz suas raízes e seus saberes e as novas gerações
silenciam os ensinamentos de seus ancestrais, suprimindo sua cultura pela adoção de valores
racionais e hegemônicos. Esse pressuposto, conduziu-nos a refletir os saberes da tradição no contexto da
comunidade Segredinho a partir das seguintes questões de pesquisa: que saberes da tradição as
crianças da comunidade segredinho possuem advindos das relações estabelecidas com o Lago
do Segredo? Quais as percepções que as crianças possuem a respeito dos saberes da tradição e
do mito que envolve o índio encantado no Lago do Segredo? Estudos anteriores de Rocha (2011) apontaram a relação econômica e cultural que a
comunidade Segredinho tem com a pesca artesanal e a relevância dos saberes da tradição
adquiridos por meio desta atividade. 3 Alguns autores denominam de Saber ambiental (LEFF, 2005); conhecimento cotidiano (LOPES, 1999);
conhecimento popular (BRANDÃO, 2007); saberes primevos (CHASSOT, 2000), saberes tradicionais
(DIÉGUES, 1994) como sinônimos ou com premissas semelhantes. Utilizarei esse conceito com base na
epistemologia do termo abordada por Maria da Conceição de Almeida, (2010). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Porém, nesse artigo, sentiu-se a necessidade de evidenciar
tais saberes por meio das compreensões das crianças. A comunidade Segredinho geograficamente está localizada no nordeste paraense, há 24
km do município de Capanema-PA. A principal atividade econômica desenvolvida é a pesca
artesanal que é realizada em um lago que fica próximo da comunidade, sendo este o motivo
principal que desencadeou a formação das residências e posteriormente a constituição da
comunidade. O lago do Segredo é considerado pelos moradores um lugar mítico, para eles existe a
presença de um ser encantado nesse espaço, um índio, que sumiu a muitos anos atrás por ter
escondido o segredo sobre a existência do lago. Sendo assim, os moradores conservam este
mito alegando ser o índio encantado responsável pela conservação dos recursos naturais
presentes no ambiente, reproduzindo suas práticas de acordo com esta crença e transmitindo
entre as gerações por meio das histórias que envolvem mistério, imaginação e simbolismo. Acreditam na influência dos seres mágicos a manutenção e o cuidado com o ambiente
natural e divulgam suas histórias por meio de suas narrativas. Além disso, o Lago é o ambiente
onde é realizada a atividade da pesca artesanal, que é desenvolvida por homens e mulheres e
por muito tempo algumas famílias sobreviveram apenas com os recursos extraídos de lá
(ROCHA, 2011). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 103 Assim, este artigo objetiva refletir sobre os saberes da tradição que são apreendidos por
meio da pesca artesanal e o mito que envolve o Lago do Segredo a partir da percepção das
crianças da comunidade Segredinho/Capanema-PA. Trata-se de um recorte da pesquisa de
doutorado que está sendo desenvolvida na comunidade Segredinho/Capanema-PA. Para isso,
utilizou-se a pesquisa qualitativa por esta “levar em consideração as subjetividades dos sujeitos
e seu contexto histórico-social, buscando responder as questões intrínseca a dimensão social
dos sujeitos” (MINAYO, 2016, p.34). j
(
p
)
Para melhor compreensão das discussões e interpretações, optou-se pela escrita
narrativa do texto que teve como colabores duas crianças (01 menino e 01 menina) que por
meio de uma roda de conversa expressaram as narrativas que envolveram os saberes adquiridos
por meio da pesca artesanal e o mito sobre o índio encantado no lago do Segredo. A vivência,
os detalhes apresentados na narrativa e a relação com a atividade da pesca foram os critérios
que os definiram enquanto colaboradores na pesquisa. Enquanto técnica auxiliar também foi utilizada a entrevista semiestruturada, por ser esta
a que permite compreender o significado atribuído pelos sujeitos a eventos, situações, processos
ou personagens que fazem parte de sua vida cotidiana (DEMO, 2001). Para preservar a identidade das crianças, utilizarei nomes dos deuses que representam
o sol e a lua na mitologia tupi guarani - Jaci e Guaraci- considerando a importância que os
elementos naturais tem para a pesca e para os povos tradicionais. As narrativas serão apresentadas por meio de episódios e tratados a luz da análise de
conteúdo, evidenciando a importância dos saberes, a transmissão entre as gerações e a
percepção das crianças na manutenção de sua cultura e identidade. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Pois a água tem uma importância fundamental na constituição econômica das
populações, pois trata-se de uma relação estabelecida desde os primórdios da história. Mas a
pesca, não é apenas um meio econômico ou uma simples atividade humana. Para Moraes
(2005), trata-se de um conjunto de relações de domínios variados que envolve uma
multiplicidade de saberes, de fazeres e de instrumentos utilizados. É dessa perspectiva que entendo, que na comunidade Segredinho, a pesca associa todos
estes elementos e se mantém como propulsora da cultura e da identidade local, pois no exercício
desta atividade, os moradores “estabelecem distintas formas de leitura de mundo” (ALMEIDA,
2017, p. 53). Uma destas formas diferenciadas de interpretar e explicar os fenômenos são os mitos,
que possuem uma forte presença na comunidade Segredinho. Por meio deles os moradores
interpretam a si próprios, o seu passado e a sociedade em que vivem e encontram soluções para
o desconhecido. Aliando a isso, suas crenças religiosas e as relações que estabelecem entre si e
entre os saberes que vão constituindo, recriando e transmitindo para as novas gerações. Segundo Eliade (1972, p. 109), “o mito não é absolutamente uma teoria abstrata ou uma
fantasia artística, mas uma verdadeira codificação da religião primitiva e da sabedoria prática”. E por meio destes, revelam importantes elementos que condicionam e mantém as relações entre
os seres sobrenaturais e os seres humanos. Além dos mitos, encontram-se muitos saberes que são elaborados e construídos por
meio da pesca artesanal, por essa atividade favorecer uma aproximação constante e ampla com
a natureza. São estes: O conhecimento de ventos, das águas, marés, fundos submarinos, correntes, hábitos
de peixes, dentre uma série de processos que são “naturalizados” e formam redes
cognitivas próprias para a interpretação, apropriação e representação destes processos
que por vezes são considerados saberes (CARDOSO, 2001, p. 86). Na comunidade, a convivência com o lago tem possibilitado a construção de saberes
sobre os tipos de peixes e seus hábitos alimentares, a adequação dos instrumentos de acordo
com o tipo de peixe a ser capturado, o tempo e as estações mais favoráveis, a localização dos
cardumes, dentre outras habilidades que operam de forma prática e diferenciada do
conhecimento científico. Além disso, existe “diálogo e complementaridade entre o real e
imaginário que configura seu modo de vida” (MORAES, 2005, p. 149). 1 PRÁTICAS SOCIOAMBIENTAIS E A CONSTRUÇÃO DOS SABERES DA
TRADIÇÃO EM COMUNDADES DE PESCADORES ARTESANAIS Compreende-se que os saberes são adquiridos por meio das relações humanas com seus
ambientes, dentro de um determinado contexto e são transmitidos de pais para filhos, através
de um aprendizado vivo e contínuo. Esses elementos se configuram dentro da definição
apontada por Silva (2010) quando diz que os saberes são gerados a partir da vivência e
convivência, apreendidos por meio das ações cotidianas e que são responsáveis pela
conservação cultural dos povos. Assim, a partir do universo conceitual de saberes, optou-se por trazer o conceito de
saberes da tradição3. Trata-se dos saberes adquiridos por meio da convivência e da interação do
ser humano com a natureza. “E que ao longo dos tempos as comunidades tradicionais têm
desenvolvido e sistematizado o que lhes permitem responder a problemas de ordem material
ligados à natureza e seus recursos e ainda ligados a ordem mítica e simbólica” (ALMEIDA,
2010, p.57). São saberes que se traduzem na leitura diferenciada dos fenômenos, na interpretação de
situações que cotidianamente exigem respostas mais imediatas e que são construídos,
sobretudo, por meio das práticas socioambientais muito presentes e de valor acentuado nas
comunidades tradicionais. Principalmente aquelas que mantém suas práticas econômicas
ancoradas em modos de vidas que são conduzidas e organizadas pela relação socioambiental,
como a pesca artesanal, muito comum em grande parte da nossa região norte, pela localização
próxima do litoral e de rios e lagos. 104 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 2 A PERCEPÇÃO DAS CRIANÇAS SOBRE OS SABERES DA TRADIÇÃO DA
COMUNIDADE SEGREDINHO/CAPANEMA-PA Segundo Moraes (2005) a produção do conhecimento se dá em distintos lugares, de
formas variadas e com sistemas próprios de concepção. A pesca é um universo que apresenta
um espaço frutífero e altamente rico em conhecimentos específicos de leitura do mundo. Mas
para isto, é necessário estabelecer diálogos entre as gerações, no processo constante de
transmissão, feito pela aproximação, acompanhamento e observação da atividade, através da
ação, na qual experimentam, contrastam, atualizam e possam adquirir novos saberes, que vão
servir para confirmar ou modificar alguma crença, possibilitando um contínuo aprendizado. Elementos muito perceptíveis na comunidade Segredinho, em que as crianças estão
sempre próximas aos pais/mães durante as pescarias ou acompanhando as conversas que
envolvem as narrativas sobre o mito local. E isso, torna-se um aspecto importante de
aprendizado e manutenção da cultura local, como foi possível identificar nas narrativas que
serão descritas e analisadas a seguir: Episódio 1: Sabe moça, um dia eu fui pro lago com a mamãe, fomos umas 09 horas e voltamos
umas 17:00 horas, ela pesca lá e me levou, eu sempre vou com ela, gosto muito de ir
lá. E aí quando a gente tava pescando a canoa virou, a gente se alagou, minha mãe
ficou com medo, pois tava fundo onde a gente tava, mas minha prima me ajudou e me
puxou de volta pra dentro da canoa. A mamãe ficou com medo de eu morrer, mas eu
me virava, eu sei nadar, não tenho medo não, não tenho medo das histórias que contam
sobre o lago e nem do índio que mora lá, sei que ele só faz mal pra quem maltrata o
lago, escangalha as árvores. Depois disso, resolvemos ir embora, pois já tinha um
pouco de peixe e tava ficando tarde. Pergunta da pesquisadora: E vocês não tem medo
do índio encantado no lago? Ela respondeu: “não, ele só assusta se mexer com ele”. A pesquisadora insistiu: como mexer com ele? A menina continuou: “tem que entrar
caladinho, não perturbar ele, não fazer maldade com o lago, se não ele afunda a canoa
da gente. A pesquisadora brincou: Será que não foi ele que alagou a canoa de vocês? Ela retrucou: “não, ele conhece a gente, sabe que a gente é da comunidade e só vai
pescar”. (Jaci, 10 anos). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 105 diferenciada, que tem estrutura própria, singular e específica, portanto, assentados na
complexidade e em múltiplas dimensões. Os saberes têm suas raízes na tradição e, durante o exercício constante da ação sobre
determinados fatos e fenômenos que se dão principalmente pela relação de troca entre seus
membros, essa tem sido a condição primeira de transmissão e manutenção dos conhecimentos
nas comunidades tradicionais. Pois, a relação de troca e o convívio estabelecido entre os
moradores – pescadores e pescadoras, adultos e crianças - objetiva perpetuar os ensinamentos
e ressignificá-los diante da realidade que está posta. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 g
q
g
(
p
)
Esses saberes apreendidos por meio da observação, do acompanhamento e da realização
constante da atividade da pesca tem favorecido o aprendizado das crianças, que envolvidas e
em interação com a atividade vão constituindo seu corpus de saberes também sobre a anatomia
dos peixes, os instrumentos de pesca, os hábitos alimentares dos peixes, os pontos de pesca do
lago, as espécies e etc. Juntamente com o conhecimento sobre o mito que circunda o ambiente
e as histórias que vivenciam e a experimentam envolvendo o índio encantado no lago. Segundo Moraes (2005, p. 119), “os seres das águas, das florestas, dos vales, seres
encantados, são elementos que dão significados e que fazem da pesca uma confluência entre o
real e o imaginário”. É nessa teia de relações que está configurado o universo que compõem a
vida dos moradores da comunidade Segredinho. Que são mantidas e recriadas por meio das
narrativas, contadas tanto por adultos quanto por crianças, pois elas desde cedo vão aprendendo
a respeitar e a conviver com seres naturais e míticos, atribuindo uma importância fundamental
para sua sobrevivência e a conservação dos elementos naturais presentes no lago. Para Alves (2008, p. 39), “os mitos formam a consciência social. Com base neles,
desenvolve-se toda uma concepção teórica sobre o sentido da vida, do viver, do morrer, e da
existência do mundo”. Por isso, a necessidade de respeitar, difundir e compartilhar estes saberes
construídos pelas comunidades tradicionais, como uma estratégia de conhecimento NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Segundo Alves (2008), a narrativa é tão importante para a vida humana que é impossível
imaginar um mundo sem ela, um mundo sem histórias, mitos, contos ou dramas. Esse universo
que envolve imaginação, tradição e saberes contribui para conservação e manutenção dos mitos
da comunidade que mesmo as crianças sempre tem uma história para contar sobre o lago. Nesse caso também, vimos que Jaci, descreve a partir de uma experiência que ela viveu,
o que também é muito comum entre as crianças, pois eles acompanham seus pais e mães
constantemente ao lago e vivem suas experiências. Para Larrosa (2010, p.34), a experiência é
entendida como uma expedição em que se pode escutar o “inaudito” e em que se pode ler o não
lido, isso é, um convite para romper com as regularidades de um sistema que já dá um mundo
interpretado e pronto. Outro elemento que chama a atenção no episódio narrado por Jaci é com relação ao
respeito e consideração que o índio tem com os moradores locais, quando ela diz que: “sei que
ele só faz mal pra quem maltrata o lago, escangalha as árvores”. Esse entendimento demonstra
que para eles é necessário parcimônia ao entrar e estar no lago. Trata-se do que Morais (2008;
p.132) conceitua como “precaução”, ou seja, a crença de que o mito pode vir a ajudar ou
prejudicar os pescadores caso não demonstrem respeito a essas crenças. O que colabora para a
conservação e o uso equilibrado de seus recursos naturais por meio das práticas
socioambientais. Podemos ratificar mais uma vez que o lago do Segredo é parte integrante da vida da
comunidade, quer seja por meio de seus recursos naturais, quer seja por meio dos saberes que
são constituídos nele, ou seja, os moradores têm nas águas do lago, além de uma fonte de
alimentação que faz parte do caráter prático e utilitário, pois a utilizam na atividade da pesca
artesanal e também como uma fonte de referência simbólica e mítica. E, portanto, caracterizam-se em uma forma diferenciada, mas não única nem inferior de
ler o mundo e os fenômenos, além de configurarem uma maneira de compreender a vida e de
compor a ciência e o conhecimento. Episódio 2: Eu moro aqui desde que nasci, eu tenho 12 anos, meu pai e minha mãe pescam, meu
pai vai mais vezes, a mamãe só de vez em quando. 2 A PERCEPÇÃO DAS CRIANÇAS SOBRE OS SABERES DA TRADIÇÃO DA
COMUNIDADE SEGREDINHO/CAPANEMA-PA É possível inferir deste episódio que Jaci, que é moradora da comunidade assim como
sua família conhece sobre o mito do índio e demonstra respeito por esse saber mantido pelos
moradores da comunidade e que embora ainda criança já desenvolveu seu entendimento e
firmou suas posições sobre o mito. O que se configura no que Moraes (2008) fala, que os saberes construídos e
metamorfoseados culturalmente são transmitidos para as novas gerações como um processo
educativo que se vale de todos os elementos constituintes, sejam eles míticos e imaginários ou
práticos e materiais. Quando ela afirma: “não tenho medo das histórias que contam sobre o
lago”, confirma que esta tradição é contada e recontada pelos mais idosos. Ou seja, acentua a
permanência dos saberes da tradição por meio das narrativas orais. O que se configura no que Moraes (2008) fala, que os saberes construídos e
metamorfoseados culturalmente são transmitidos para as novas gerações como um processo
educativo que se vale de todos os elementos constituintes, sejam eles míticos e imaginários ou
práticos e materiais. Quando ela afirma: “não tenho medo das histórias que contam sobre o
lago”, confirma que esta tradição é contada e recontada pelos mais idosos. Ou seja, acentua a
permanência dos saberes da tradição por meio das narrativas orais. 106 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 107 As crianças da comunidade convivem diretamente com os adultos e compartilham de
suas atividades. É comum ver ao lado dos pescadores e pescadoras as crianças, em uma espécie
de parceria e colaboração na realização da pesca, o que potencializa a construção de
aprendizagens que se dão por meio da observação, da imitação e do compartilhamento das
experiências. Os saberes são adquiridos de forma espontânea, sem um compromisso prévio, um rigor
ou uma obrigatoriedade, mas no exercício das práticas do cotidiano e na construção de sua
cultura. De acordo com D’ambrósio (2001, p. 22): O cotidiano está impregnado dos saberes e fazeres próprios da cultura. A todo instante,
os indivíduos estão comparando, classificando, quantificando, medindo, explicando,
generalizando, inferindo e, de algum modo, avaliando, usando os instrumentos
materiais e intelectuais que são próprios à sua cultura. Trata-se portanto, de um processo educativo que envolve interação, comunicação,
diálogo e experimentação de tudo que é vivido, percebido e inventado para gerar o saber, que
é diferenciado mas não menor ou inferior ao conhecimento cientifico, possui estratégia e
organização especifica, são saberes distintos que podem ser complementares. Quando, em sua narrativa Guaraci diz: “Já sei que a anujá tem o rabo diferente do
jacundá. Meu pai conhece todos eles, sabe a diferença deles”. Ele confirma a assertiva de que
a experiência também produz conhecimento, que vai ter importância no seu dia a dia, vai ter
sentido e significado nos seus hábitos alimentares, na economia local e na conservação da
cultura e da pesca na comunidade. Não se trata de um aprendizado adquirido nos manuais
escolares mas no cotidiano, na experiência constante com a pesca e com os peixes. O conhecimento adquirido por Guaraci sobre as espécies de peixes existentes no lago,
a estrutura de cada um, seus contornos, hábitos alimentares e até as diferenças já apreendidas
por meio da convivência, subsidia um saber que é prático. Pois foi construído por meio da
observação e das transmissões construídas entre as gerações de forma solidária e coletiva. É o
que denomina Lévi- Strauss (1989, p.98) de “a ciência do concreto”. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Às vezes eu vou com eles, mas a
mamãe diz que é perigoso, porque o lago é fundo. Se eles deixassem eu ia toda vez,
eu também gosto de pescar, ficar no lago escutando o barulho do vento, botar a linha
e esperar o peixe. A pesquisadora pergunta: qual o peixe que vc mais gosta? Eu gosto
do traíra e do jacundá, de todos (risos), as vezes a gente pode se confundir com os
peixes, eles são bem parecidos, mas eu já sei dizer o nome certo deles, já sei porque
fico vendo o papai separar e dá o nome. Já sei que a anujá tem o rabo diferente do
jacundá. Meu pai conhece todos eles, sabe a diferença deles. No inverno, a gente não
vai pro lago porque fica muito cheio e os peixes descem é mais difícil pegar e aí as
coisas ficam mais ruim, a gente come mais é carne e frango. (Guaraci, 12 anos). No episódio acima, enfatiza-se a importância dos saberes da tradição apreendidos pelas
crianças, mas aqui a conotação é dada aos saberes que são gerados e apreendidos por meio da
atividade da pesca que é realizada no Lago do Segredo, mais uma vez, este ambiente congrega
uma série de elementos formativos constituintes da composição social, cultural, econômica e
mítica da comunidade. Na narrativa, está presente também a transmissão dos saberes por meio do
acompanhamento e da vivência das práticas entre as diferentes gerações. Tal organização é
muito comum e presente nas comunidades que tem na pesca sua atividade econômica principal. Para Farias (2006; p.47), “essa transmissão, feita de geração em geração, de forma oral ou
prática, constitui-se no conjunto de testemunhos, conservados ou desaparecidos que
materializam a vida de uma sociedade”. Assim, são incorporados e compreendidos os sentidos
e fenômenos extraídos por meio da convivência e da observação constante de uma atividade. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 108 saberes, pois são estes que condicionam suas atitudes e os mantém integrados a um modo de
vida pautado na preservação e no equilíbrio com o ambiente. saberes, pois são estes que condicionam suas atitudes e os mantém integrados a um modo de
vida pautado na preservação e no equilíbrio com o ambiente. Brandão (2007, p.75) ressalta que, dentro de sua cultura, em sua sociedade, as pessoas
aprendem de maneira mais ou menos intencional, através do envolvimento dentro do corpo, da
mente e da afetividade, entre as incontáveis situações de relações e de trocas entre os homens,
é parte do processo pessoal de endoculturação e é também parte da aventura humana de ‘torna-
se pessoa’. Portanto, são inúmeras as possibilidades de saberes ligados a pesca e aos mitos que
permeiam o contexto das comunidades tradicionais e colaboram para alicerçar a cultura e a
identidade dos povos, principalmente no cenário amazônico em que nos encontramos. Jaci e
Guaraci são apenas duas crianças que, apesar da pouca idade, já apresentam uma riqueza de
conhecimentos que fazem diferença em seus modos de vida e na relação com o Lago do
Segredo. O que evidencia que a pesca tem o significado e a importância na comunidade que vai
além da necessidade econômica, mas configura-se no modo de vida da população através de
suas tradições, crenças e simbologias, elementos presentes no seu universo sociocultural. DOSSIÊ AMAZÔNIA Percebi também por meio do episódio, que Guaraci está inserido dentro do contexto
econômico que a família desenvolve e isso lhe possibilita está integrado de forma participativa
e formativa nesses espaços, o que lhe favorece o entendimento da realidade que se movimenta,
que é modificada pelas ações humanas mas que também contribui para a transformação das
pessoas, por meio da relação com a natureza aprendem a respeitar o tempo, as estações, o
ambiente natural e seus mistérios. Quando ele ressalta: “no inverno, a gente não vai pro lago porque fica muito cheio e os
peixes descem é mais difícil pegar e aí as coisas ficam mais ruim”. Demonstra seu letramento
diante do mundo, sua compreensão diante das dificuldades e de como os moradores precisam
se adaptar as contingências da natureza. Ou seja, há uma apreensão de sua realidade, apreender
no sentido de aprender proposto por Freire (1996, p. 69) “aprender para nós é construir,
reconstruir, constatar para mudar, o que não se faz sem a abertura ao risco e a aventura do
espírito”. Assertiva que é importante dentro do contexto sociocultural, pois congrega um sentido
transformador tanto de si quanto de sua realidade. Embora, os moradores sofram as privações
ocasionadas pelo tempo que a natureza necessita para se recompor, eles desenvolvem a
consciência de que esse momento é temporário e que precisam realizar outras atividades
econômicas para sobreviver, do contrário, sua sobrevivência estaria em risco pelo esgotamento
dos recursos. Compreende-se assim, o desenvolvimento de uma responsabilidade coletiva pela
conservação dos recursos naturais, na maioria das vezes, orientada e reproduzida por meio dos DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 109 Ressalto ainda, que os resultados discutidos neste artigo corroboram para divulgar e
valorizar os modos de vida das comunidades de pescadores artesanais que por meio dos saberes
da tradição criam e recriam seus modos de vida, constroem suas narrativas, estruturam as regras
que norteiam o seu comportamento e dão significados aos acontecimentos cotidianos. Tudo
isso, dentro de uma configuração que dialoga com os aspectos materiais da vida, ligados a sua
sobrevivência e a sua imaterialidade, ou seja, a imaginação, o mito, a criatividade e o
encantamento diante do desconhecido. 3 CONSIDERAÇÕES FINAIS Compreender os saberes da tradição da comunidade Segredinho a partir da percepção
de duas crianças, moradores da comunidade, representou também dar visibilidade as práticas
socioambientais que são realizadas nas comunidades tradicionais e as crenças, mitos e costumes
que estas potencializam, principalmente no cenário amazônico pela sua sociobiodiversidade. O contexto da comunidade Segredinho é diferenciado não apenas pela preponderância
dos elementos naturais presentes no Lago do Segredo mas sobretudo, pela exuberância de
saberes que são apreendidos por meio da relação com ele. E a pesca é um dos mecanismos que
viabiliza essas aprendizagens, não somente para os adultos mas também para as crianças que
desde cedo vão para o Lago acompanhar seus pais e mães nas pescarias. Foi perceptível que Jaci e Guaraci conhecem os segredos da pesca e do mito que
circundam o ambiente e cotidianamente desenvolvem saberes ligados a; composição, tamanho,
tipo dos peixes, os instrumentos mais adaptados a cada peixe, a identificação das espécies, os
pontos mais propícios para a pesca e etc. Saberes adquiridos por meio da transmissão e da
observação dos mais experientes na atividade, que passa de geração a geração e de pai/mãe para
filho e filha. Sobre o mito do índio encantado no lago, as crianças demonstraram respeito,
consideração e apreço pelas histórias contadas pelos mais velhos e reproduzem estas atitudes
através de suas próprias experiências. Isso se torna importante à medida em que consolida a
cultura e a identidade desta comunidade, que por meio desta geração poderá manter suas
tradições e conservar seus valores, através dos comportamentos que são modificados em virtude
da crença no mito. Por meio do reconhecimento da existência do índio encantado no Lago as crianças
desenvolvem atitudes de preservação ao meio ambiente, respeito ao período de reprodução dos
peixes e só retiram do lago o suficiente para seu sustento, ou seja, o mito influencia na tomada
de ação frente as suas necessidades econômicas. Evidenciando, um saber que se concretiza
culturalmente, socialmente e economicamente por meio da organização e do consumo
consciente. O reconhecimento da tradição local demonstrado pelas crianças é de suma importância
pois convalida uma cultura que se constrói em diferentes percepções de compreender e
interpretar o mundo, expandindo a consciência para outras formas de fazer ciência, que se
projeta nas relações, na experiência e na diversidade, o que materializa a capacidade do ser
humana de aprender com a natureza sem contudo, destruir seus recursos. REFERÊNCIAS ALMEIDA, Maria da Conceição de. Complexidade, saberes científicos, saberes da
tradição. São Paulo: Editora Livraria da Física: 2010. ALMEIDA, Maria da Conceição de. Complexidade, saberes científicos, saberes da
tradição. São Paulo: Editora Livraria da Física: 2010. ALMEIDA, Maria da Conceição de. Ciências da complexidade e educação: razão
apaixonada e politização do pensamento. 2. ed. Curitiba: Appris, 2017. ALVES, L. M. S. A. A tradição oral na Amazônia: a mitopoética dos espaços nas narrativas,
visagens e assombrações. In: ALVES, M. L. A. et al. (Org). Cultura e educação: reflexões
para a prática docente. Belém: EDUFPA, 2008. p. 24-47. BRANDÃO, Carlos Rodrigues. O Que é educação. São Paulo: Brasiliense, 2007. 116 p. CHASSOT, Attico. Alfabetização cientifica: questões e desafios para a educação. Ijuí-RS:
Editora Unijuí, 2000. CHASSOT, Attico. Alfabetização cientifica: questões e desafios para a educação. Ijuí-RS:
Editora Unijuí, 2000. RANDÃO, Carlos Rodrigues. O Que é educação. São Paulo: Brasiliense, 2007. 116 p. CARDOSO, Maria Bárbara da Costa. Saberes ribeirinhos quilombolas e sua relação com a
educação de jovens. São Paulo: Moderna, 2001. D`AMBROSIO, Ubiratám. Educação para uma sociedade em transição. São Paulo:
Papirus, 2001. D`AMBROSIO, Ubiratám. Educação para uma sociedade em transição. São Paulo:
Papirus, 2001. DEMO, Pedro. Pesquisa: o princípio cientifico e educativo. 8. ed. São Paulo: Cortez, 2001. DIÉGUES, Antônio Carlos. O mito moderno da natureza intocada. São Paulo, NUPAUB,
Universidade de São Paulo, 1994. ELIADE, Mircea. Mito e realidade. São Paulo: Perspectivas, 1972. FARIAS, Carlos Aldemir. Alfabetos da alma: histórias da tradição na escola. Porto Alegre:
Sulina, 2006. FURTADO, Lurdes. Pescadores do Rio Amazonas: Um estudo antropológico da pesca
ribeirinha numa área amazônica. Belém-PA: Museu Paraense Emílio Goeldi,1993. Citação no texto: Furtado (1993) FREIRE, Paulo. Pedagogia da autonomia. São Paulo: Paz e Terra, 1996. LARROSA, Jorge. Pedagogia profana: danças, piruetas e mascaradas. 5. ed. Belo Horizonte:
Autêntica, 2010. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 110 LEEF, Henrique. Saber ambiental: sustentabilidade, racionalidade, complexidade, poder. 4. ed. Rio de Janeiro: Vozes, 2005. LÉVI-STRAUSS, Claude. A ciência do concreto. In: O Pensamento Selvagem. Tradução de
Tânia Pellegrini, Campinas, SP: Papirus, 1989. LOPES, Alice R. Cassimiro. Conhecimento escolar: ciência e cotidiano. Rio de Janeiro:
EDUERJ, 1999. MINAYO, Maria Cecília de Souza (org). Pesquisa Social: teoria, método e criatividade. Petrópolis, RJ: Vozes, 2016. MORAES. Sérgio Cardoso de. Saberes da Pesca: Uma arqueologia da ciência da tradição. 2005. Tese (Doutorado em educação) - Universidade Federal do Rio Grande do Norte. Centro
de Ciências Sociais Aplicada: Natal, 2005. MORAES, Sergio Cardoso de. Fragmentos de saberes tradicionais. In: ALVES, M. L. A. et
al. (Org.). Cultura e educação: reflexões para a prática docente. Belém: Edufpa, 2008. p. 109-132. ROCHA, Nádia Suei Araújo da. A pesca feminina na comunidade Segredinho: município
de Capanema-PA. 2011. Dissertação (Mestrado em Gestão de Recursos Naturais) – Programa
de Pós-Graduação em Gestão de Recursos Naturais e Desenvolvimento Local, Universidade
Federal do Pará, Belém, 2011. SILVA, Márcia Regina Farias da. Ciência, natureza e sociedade: diálogo entre saberes. São
Paulo: Livraria da Física, 2010. 111 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA – VOLUME – – SABERES NA AMAZÔNIA SABERES NA AMAZÔNIA M ARÇO REVISTA DO PROGRAMA DE PÓS GRADUAÇÃO EM LINGUAGENS E M
ARÇO NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 112 identificarmos como os sujeitos constroem saberes, que são aperfeiçoados por seus corpos
durante os longos anos de experiência empírica. identificarmos como os sujeitos constroem saberes, que são aperfeiçoados por seus corpos
durante os longos anos de experiência empírica. Os saberes e práticas locais, além de explicitarem os modos de vida e visões de mundo,
também constituem domínios e instrumentos técnicos necessários para diversos grupos sociais
em zonas litorâneas no Brasil conseguirem suas fontes de rendas, incluso os que reproduzem
suas atividades no território da Resex Marinha Caeté-Taperaçu. Nesse sentido, esses grupos
estabelecem uma relação de dependência com os territórios que constroem, se apropriam e
dominam. Além da captura do caranguejo-uçá (Ucides cordatus), pescam turu, siri e peixes. Também participam de atividades agroextrativistas como a pequena agricultura. Este último
fator caracteriza o que autores como Alex de Mello (1993) e Lourdes Furtado (1993)
denominam: pescadores polivalentes. Ressalta-se que o grupo social acompanhado, os tiradores de caranguejos da
comunidade do Pontinha do Bacuriteua, município de Bragança, Nordeste do Estado do Pará,
reproduz lógicas e práticas vinculadas ao Capitalismo, como a monetarização, a quantidade de
caranguejos coletados (produção) vinculada aos ganhos auferidos, em fricção com o modo de
vida baseado nos saberes tradicionais locais. Essas práticas se dão no manguezal localizado em Bragança-PA, descrito por Ipojucan
Campos (2012, p. 150) enquanto “[...] fonte de sobrevivência econômica para milhares de
pessoas, ele significa lugar de “livre” atividade financeira que, inevitavelmente, reflui na cidade
de Bragança”. A interpretação do pesquisador é que existem, no manguezal, dinâmicas
socioculturais, quando o assunto “localiza-se nas estratégias de sobrevivência” (p. 155). Desta
feita, é necessário interpretar o manguezal e sua estrutura como componente do humano e
também do não-humano, caracterizando o que o economista equatoriano Alberto Acosta (2016)
chama de “bem viver”, no caso a partir da perspectiva das populações indígenas do Equador e
da Bolívia. É um lugar de constituição de territórios e territorialidades (LITTLE, 2004;
HAESBAERT, 2007), “marcas de poder” e símbolos projetados pelos homens que diariamente
estão dentro do ecossistema. O uso deste ambiente como fonte de sobrevivência e reprodução
social é bastante antigo, pois antes da chegada dos europeus à Amazônia, os povos nativos já
utilizavam os recursos do manguezal (SOFFIATI, 2004). 3 Intermediários que compram dos tiradores e vendem ao consumidor e ou a outros marreteiros. DOSSIÊ AMAZÔNIA Esse segundo se subdivide nos subtópicos: “Técnicas e
tecnologias e o regime de marés” ou seja, como são construídas tecnologias e as técnicas usadas
a partir de um conhecimento empírico, no caso específico, o regime de marés; “A composição
do solo e a flora do manguezal”, discorre sobre como os conhecimentos dos tiradores sobre a
estrutura física do bioma e como isso é importante ao êxito nas empreitadas diárias; e “A coleta
do caranguejo: saberes e práticas”, mostra-se e identifica-se como tiradores de crustáceo usam
os conhecimentos locais em suas práticas empíricas diárias. O desenvolvimento do artigo divide-se em dois tópicos. No primeiro, “Quem são os
tiradores de caranguejo da Pontinha do Bacuriteua?”, a intenção é apresentar os tiradores de
caranguejo; o segundo denomina-se “Saberes e práticas socioambientais dos tiradores de
caranguejo”: onde analisamos os principais saberes e práticas dos tiradores sobre aspectos
ambientais e o ciclo biológico do crustáceo. Neste, mostra-se como tais fatores repercutem na
atividade e na escolha dos territórios. Esse segundo se subdivide nos subtópicos: “Técnicas e
tecnologias e o regime de marés” ou seja, como são construídas tecnologias e as técnicas usadas
a partir de um conhecimento empírico, no caso específico, o regime de marés; “A composição
do solo e a flora do manguezal”, discorre sobre como os conhecimentos dos tiradores sobre a
estrutura física do bioma e como isso é importante ao êxito nas empreitadas diárias; e “A coleta
do caranguejo: saberes e práticas”, mostra-se e identifica-se como tiradores de crustáceo usam
os conhecimentos locais em suas práticas empíricas diárias. 4 Trata-se de encantados, assombrações, fantasmas e fenômenos inexplicáveis que se manifestam em mangues,
rios ou florestas, tais como a Mãe-d’água e a Curupira, por exemplo. DOSSIÊ AMAZÔNIA 113 fora do ecossistema; as questões simbólicas como a existência de “visagens”4 no local de
trabalho; as técnicas e tecnologias utilizadas à pesca; o tempo de entrada e de saída à labuta e a
alimentação dos trabalhadores. Com a proposta em dar continuidade as observações e conclusões dos cientistas sociais,
a pesquisa, em foco, intenciona compreender como um grupo social específico, tiradores de
caranguejo da Pontinha do Bacuriteua, desenvolvem suas práticas socioambientais a partir dos
saberes locais, utilizados à pesca do caranguejo-uçá na Amazônia, especificamente em
Bragança. Para isto, os procedimentos metodológicos decorreram do contato dos pesquisadores
com habitantes da Pontinha do Bacuriteua. Nesta localidade, parte significativa da população
vive da coleta e comercialização do caranguejo-uçá, estando o Bacuriteua entre as comunidades
de maior produção pesqueira na região (DOMINGUES, 2008). Os pesquisadores mantiveram
diálogos com os interlocutores, através, primeiramente de entrevistas informais, e
posteriormente com entrevistas gravadas, feitas, também, digitação das falas dos atores. Metodologicamente, para a compreensão desse modo de vida, foi necessária uma visão
mais interdisciplinar sobre pesca artesanal e comunidades, englobando áreas de conhecimento
como antropologia, sociologia e história. Nossa intenção foi o de dialogar com diferentes
saberes para evitar que os limites de uma única abordagem impeçam o entendimento dos
fenômenos analisados, pois trata-se de homens que há décadas mantém interações com o
ambiente natural e que, sobre este, desenvolveram e partilham muitos saberes, sem os quais não
seria possível a coleta do caranguejo. Durante os anos de 2010 a 2017 os autores deste estudo tiveram contatos com pessoas
que vivem na e da holocenose em foco. Os dados aqui discutidos advêm das pesquisas para a
dissertação de mestrado de ambos. Somando as duas pesquisas, foram realizadas entrevistas
semiestruturadas com trinta coletores de caranguejo, além de observação não participante das
atividades dos tiradores de caranguejo. A pesquisa consistiu em observação direta e entrevistas
semiestruturadas com trabalhadores do manguezal da comunidade Pontinha do Bacuriteua. O desenvolvimento do artigo divide-se em dois tópicos. No primeiro, “Quem são os
tiradores de caranguejo da Pontinha do Bacuriteua?”, a intenção é apresentar os tiradores de
caranguejo; o segundo denomina-se “Saberes e práticas socioambientais dos tiradores de
caranguejo”: onde analisamos os principais saberes e práticas dos tiradores sobre aspectos
ambientais e o ciclo biológico do crustáceo. Neste, mostra-se como tais fatores repercutem na
atividade e na escolha dos territórios. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 O manguezal como local necessário à sobrevivência desses grupos sociais e como
território de suas identidades, modo de vida e pertencimento, dos que residem na zona costeira
de Bragança foi identificado nas pesquisas de Alves (2015a, 2017b); Oliveira (2015); Oliveira
(2013); Oliveira & Maneschy (2014); Oliveira (2018) e Campos (2013). Os autores citados
observaram os movimentos dos homens em tal ecossistema e as rotas de comercialização do
caranguejo-uçá na PA-458 (Estrada que liga Bragança à praia de Ajuruteua e utilizada pelos
trabalhadores para entrar no manguezal). A Estrada é utilizada, também, ao escoamento da
produção de parte do pescado desembarcado na área costeira de Bragança, quais sejam: nas
Vilas do Bonifácio, do Tamatateua, do Castelo, do Bacuriteua e nos portos de paradas, em
pontes que se localizam na estrada. A constatação do ecossistema como lugar essencial às atividades de populações que
residem às proximidades das áreas de manguezais por parte da sociologia e de outras ciências
humanas tem conduzido à produção de pesquisas e divulgação de seminários, palestras, artigos,
ensaios, dissertações e teses que identificam e mostram o modo de vida desses grupos humanos. Os estudos de Maneschy (1993a); (2003b); Souza (2013); Oliveira (2015), Oliveira (2018) e
Alves (2017) centram-se em aspectos socioeconômicos, tais como as transações entre tiradores
e os marreteiros3 e nas identidades locais. Os estudos desses autores também mostram as
atividades realizadas por mulheres e crianças no manguezal; as relações de gêneros dentro e DOSSIÊ AMAZÔNIA NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 114 As populações tradicionais locais têm seu modo de vida diretamente vinculado às
atividades da pesca, mais especificamente à artesanal, e aos territórios que eles se apropriam. Antônio Carlos Diegues (2005) evidencia que a categoria população tradicional engloba uma
diversidade de populações, entre as quais se destacam na Amazônia: os povos indígenas, os
caboclos e os ribeirinhos. Esses grupos dominam saberes empíricos sobre rios, igarapés e
manguezais e dos seres vivos encontrados nos territórios aonde desenvolvem suas atividades. Suas vivências são associadas às áreas rurais, com grande dependência do território que as
cercam, tendo como premissas para os seus usos os ciclos (biológicos, climáticos,
astronômicos, entre outros) para a produção e reprodução de seus modos de vida. E uma das principais atividades reproduzidas na Pontinha do Bacuriteua é a pesca
artesanal aqui entendida a partir de Diegues (2005), e refere-se a pescadores que se concentram
nas regiões litorâneas, rios e lagos, possuindo um modo de vida baseado na pesca, mas
exercendo outras atividades como: o extrativismo vegetal, o artesanato e a pequena agricultura. Especificamente, no Nordeste Paraense, destacam-se a coleta de mexilhão, turu, cipós, plantas
medicinais, lenha, madeira para carvão, entre outros (FURTADO et al., 2006) como atividades
entre os pescadores artesanais, o que ocorre na Pontinha do Bacuriteua, principalmente como
função das mulheres. Os tiradores de caranguejo acompanhados podem ser inseridos na categoria de
pescadores artesanais, pois exercem suas atividades com base em conhecimentos empíricos
sobre o ambiente em que atuam. Observando pela lente de Diegues (2005, p. 6, 7), pescadores
artesanais têm: [...] um modo de vida baseado principalmente na pesca, ainda que exerçam outras
atividades econômicas complementares, como o extrativismo vegetal, o artesanato e
a pequena agricultura. Embora, sob alguns aspectos, possa ser considerada uma
categoria ocupacional, os pescadores, particularmente os chamados artesanais,
apresentam um modo de vida peculiar, sobretudo aqueles que vivem das atividades
pesqueiras marítimas. Frequentemente, alguns grupos como os jangadeiros e praieiros
identificam-se primordialmente como pescadores. A unidade de produção é, em geral,
a familiar, incluindo na tripulação conhecidos e parentes mais longínquos. Apesar de
grande parte deles viver em comunidades litorâneas rurais, alguns moram em bairros
urbanos ou peri-urbanos, construindo aí uma solidariedade baseada na atividade
pesqueira [...]. Entretanto, no lugar desta pesquisa, os trabalhadores não se denominam pescadores e,
sim, tiradores e/ou coletores. 1 QUEM SÃO OS TIRADORES DE CARANGUEJO DA PONTINHA DO
BACURITEUA? Nesse tópico, evidenciaremos as principais características apresentadas pelo grupo
acompanhado. As categorias principais trabalhadas no tópico são populações tradicionais e
saberes locais. Essas escolhas se dão pela literatura científica disponível nas ciências sociais, a
partir de pesquisas que observaram grupos similares, e que foram utilizadas nas dissertações
feitas pelos autores. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 A observação de Oliveira e Henrique (2018) identifica que os
mariscadores, pelas diferenças de suas atividades, incluso o recurso explorado, técnicas,
instrumentos, produção e comercialização, não se consideram pescadores. É recorrente,
inclusive, fazerem distinção entre suas atividades e a dos pescadores de rios, lagos e marés. O
labutador do manguezal na percepção dos entrevistados exerce função diferente, pois tem outra
especialidade, ou seja, outra forma de trabalho. A lida com o mangue é muito dificultosa em
relação ao trabalho nas águas, visto que exige uma série de habilidades corporais tais como: o
afã com as ferradas de insetos, os cuidados nas caminhadas e a esforços físicos nas caminhadas
diárias (ALVES, 2020). Porém, observando do ponto de vista científico, não há equívocos em
denominar os trabalhadores dos manguezais de pescadores artesanais, pois os mangues
dependem das águas das marés para existir, são ecossistemas que se localizam entre águas de
rios, marés e o solo, razão porque seu “terreno” é lamoso. Das formas de coleta mais utilizadas pelos tiradores acompanhados, destacam-se o
braceamento e o gancho. Oliveira (2013) as descreve: A primeira é a mais corrente. O tirador introduz seu braço na galeria do caranguejo
até alcançá-lo e trazê-lo à superfície. Embora possa parecer “fácil”, simples coleta, ele
praticamente tem que se deitar no solo de maneira a que seu braço possa penetrar mais DOSSIÊ AMAZÔNIA 115 fundo na toca. Para protegerem as mãos e o braço, é comum utilizarem espécies de
luvas feitas de tecido resistente, agregando proteção especial de tecido para os dedos. Já o gancho é uma prática mais recente e sua difusão decorre da busca de maior
produtividade e da maior concorrência na exploração do recurso. Consiste da
utilização de uma barra de madeira, geralmente o cabo de uma vassoura, com um
pedaço de ferro em formato de gancho na extremidade, que é introduzido nas galerias
dos caranguejos que estão mais profundos, principalmente em áreas de sedimentação
lamosa, popularmente conhecida como “tijuco” (OLIVEIRA, 2013, p. 61). Outra característica importante para a reprodução da pesca artesanal e dos saberes
tradicionais é a transmissão geracional, via oralidade, geralmente de pai para filho, e que darão
o suporte necessário para o desempenho na atividade, sobrevivência no mangue, sustento da
família e reprodução social do grupo, ou seja, são saberes necessários sobre os ecossistemas
para o desenvolvimento das atividades extrativistas (OLIVEIRA, 2013; OLIVEIRA;
MANESCHY,2018; OLIVEIRA, 2018). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Outros autores (CAMPOS, 2013; MANESCHY,
1993) também ressaltam a transmissão geracional da profissão como fator decisivo para a
reprodução social dessas atividades e modos de vida. Em Oliveira (2013), os dados apontam
que todos os pais dos entrevistados trabalharam em atividades ligadas à pesca artesanal e à
agricultura (geralmente lavoura) foram, na maioria das vezes, iniciados pelo pai no manguezal. Eis um relato típico: “Toda a vez que ele [o pai] ia [ao manguezal] eu ia com ele” (Z., 30 anos,
entrevistado em 08.08.2011). E nas coletas de dados realizadas por Oliveira (2013), junto aos tiradores de caranguejo
atuantes nas áreas abrangidas pela Resex, os discursos sempre evidenciam o grande saber acerca
dos fenômenos naturais e seu uso nas atividades extrativistas pelos pescadores artesanais. Decerto, o saber empírico aprofundado das relações entre animais, plantas, marés, do
ecossistema e território, é fundamental para a reprodução social das populações e de suas
atividades extrativistas. Outros resultados: os tiradores de caranguejo da Pontinha do Bacuriteua acompanhados
se caracterizam por início na atividade extrativista do caranguejo ainda durante a adolescência;
apresentam alta evasão escolar; se autorrepresentam como especialistas na atividade, embora
também atuem em atividades complementares e têm dificuldade em serem reconhecidos como
categoria profissional; enfrentam problemas de saúde geralmente com alguma relação com as
condições de seu trabalho; seu regime semanal de trabalho ocorre de terça a sábado, com folga
geralmente no domingo e segunda-feira. Desse modo, temos uma breve caracterização de questões colocadas no cotidiano desses
homens e que nos ajudam na compreensão, a seguir, de como são construídos, quais sentidos e
como são realizadas as práticas socioambientais em articulação com os saberes locais. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Os tiradores de caranguejos constroem suas cosmovisões pela relação empírica com
natureza e sociedade, seus modos de vida, formas de organização social e para a prática das
atividades extrativistas e sentidos para as relações sociais estabelecidas entre si e com os outros,
o que aqui denominamos de saber tradicional local. Para a compreensão desse saber torna-se fundamental a territorialidade, no sentido do
controle de espaço, dos recursos disponíveis e para a defesa dos territórios destinados às
atividades extrativistas (BEGOSSI, 2004). Assim, para a autora, os pescadores artesanais criam
“marcos” e “marcas” delimitando pontos de pesca, referências no mar e na terra, importantes
nos processos relacionados ao lugar pesqueiro e à tomada de decisão de localização, formas de
escolha e apropriação. Há a construção de uma racionalidade própria dos grupos, que nesse
processo de ocupação os dotam de sentidos culturais, construindo o reconhecimento e sua
apropriação social, a partir das práticas identitárias e culturais do grupo social (SILVA, 2007;
FURTADO, 1997). No caso de manguezais onde atuam os tiradores da Pontinha do Bacuriteua, a partir da
não existência de territórios delimitados de forma fixa em áreas de coleta do caranguejo, como
afirmado por Oliveira (2013) e Oliveira; Maneschy (2014), teremos territorialidades não fixas
e os saberes dos extrativistas, eivados em suas percepções do ambiente; do caranguejo e dos
peixes, irão nortear suas escolhas durante o desenvolvimento da atividade extrativista. Essa não fixidez vincula-se a caracterização dos mangues, enquanto, categoria de base
comum de recursos ou territórios comuns, nos quais a apropriação dos recursos ocorre em
comum com determinados grupos, não significando livre acesso (MCKEAN; OSTROM, 2001). Essas últimas autoras consideram a propriedade comum uma forma de propriedade privada,
não no sentido de ser dividida em parcelas com donos definidos, mas sim apropriada por direito
por um grupo, grupos e/ou comunidades bem definidas, podendo ter um caráter exclusivista e
de exclusão de outros grupos5. Apesar dessa não fixidez, no contexto dos grupos sociais evidenciados, para que os
territórios sejam apropriados há a necessidade do uso das territorialidades. Elas dizem respeito
aos processos pelos quais o grupo ou grupos sociais envolvidos institucionalizam a apropriação
e o controle, constituindo o reconhecimento social do território. 5 A principal descoberta de Oliveira (2013) e Oliveira & Maneschy (2014) é que os tiradores de caranguejo da
Pontinha do Bacuriteua possuem uma dupla percepção sobre a instituição de territórios no manguezal. A primeira
é de que o manguezal é uma área de livre acesso e de recursos comuns, sem propriedade privada, sem a existência
de territórios delimitados e de acesso exclusivo de um determinado grupo e excludente de outros, ou seja, os
tiradores não instituem territórios permanentes, pois “o manguezal é de todo mundo”. Essa percepção se manifesta
antes da definição sobre qual área será explorada no dia. A segunda percepção é de que no momento da chegada
e ocupação de uma determinada área pelos tiradores, elas se tornam territórios temporários, ou seja, a partir do
momento em que os trabalhadores iniciam suas atividades naquela área apropriada temporariamente os territórios
aparecem, com acesso apresentando algumas restrições, observação de regras no seu uso, disputas e conflitos. O
direito temporário a esse território dura o tempo em que efetivamente o grupo está explorando os recursos naturais
da área, sendo geralmente diário ou durante algumas horas. Nesse sentido, o manguezal “é de quem chegar
primeiro”. Por fim, há fluidez entre as duas percepções, pois elas se alternam constantemente, dependendo da
situação dos tiradores em determinado momento.
6 O trabalho de Silva (2011) interpreta as tradições e modernidade relacionando o conhecimento ecológico local,
o manejo na pesca e os conflitos pesqueiros em comunidades no rio Negro, Brasil. 2
SABERES
E
PRÁTICAS
SOCIOAMBIENTAIS
DOS
TIRADORES
DE
CARANGUEJO O objetivo deste tópico é analisar os principais saberes e práticas dos tiradores sobre
aspectos ambientais e o ciclo biológico do caranguejo, mostrando como tais fatores repercutem
na atividade e na escolha dos territórios. As categorias principais trabalhadas são saber
tradicional local e práticas socioambientais. O trabalho com essas categorias se deu em virtude
da literatura científica disponível nas ciências sociais, a partir de pesquisas que observaram
grupos similares, que foram utilizadas nas dissertações feitas pelos autores e das observações
feitas no acompanhamento das atividades dos tiradores de caranguejo da Pontinha do
Bacuriteua. Nossa intenção é de articular essas categorias entre si e com os dados empíricos,
evidenciando os saberes e práticas reproduzidas acerca dos saberes e práticas socioambientais. 116 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 6 O trabalho de Silva (2011) interpreta as tradições e modernidade relacionando o conhecimento ecológico local,
o manejo na pesca e os conflitos pesqueiros em comunidades no rio Negro, Brasil. 2.1 TÉCNICAS E TECNOLOGIAS E O REGIME DE MARÉS As tecnologias e técnicas são construídas e usadas a partir de um conhecimento
empírico, no caso específico destacamos o regime de marés. A escolha da técnica depende de
alguns fatores, tais como: intenção de aumento da produção, a condição do solo e a
profundidade em que está o caranguejo nas galerias. Não foram observadas diferenças entre
tiradores jovens e adultos quanto às práticas de coleta. Porém, essa evolução técnica - o uso do
gancho - não é acompanhada de melhores condições para o desenvolvimento das atividades, o
que acarreta falta de roupas mais adequadas para adentrar no manguezal, equipamentos e
instrumentos que proporcionem condições para o desenvolvimento da atividade sem impactar
o ecossistema (MANESCHY, 1993). O clima na região caracteriza-se, tendencialmente, por um período bastante chuvoso,
que ocorre de dezembro a maio, e um período mais seco, com muito sol e calor, que acontece
de junho até novembro (GLASER; CABRAL; RIBEIRO, 2005). Diegues (2005) reafirma a
importância da estacionalidade como elemento para a organização social e a identidade das
populações tradicionais que vivem da pesca artesanal. A vida destas e suas atividades
econômicas não podem ser desvinculadas do seu saber e dependência das duas estações: das
águas e da seca. g
Glaser, Cabral e Ribeiro (2005) relacionaram a importância da estacionalidade com as
atividades econômicas desenvolvidas nas comunidades onde vivem os tiradores. Eles
diversificam as atividades buscando meios complementares de garantir a renda familiar,
principalmente no período de maior precipitação, também pela influência do período
reprodutivo do caranguejo, sendo que a proximidade das comunidades com os recursos naturais
no seu entorno facilita essa diversificação. Já no período mais seco e com maior abundância do
caranguejo a extração se intensifica. A maioria dos entrevistados indicou que a presença de chuva, principalmente aquelas
torrenciais e associadas às marés, tem relação direta com a baixa produtividade nesse período. Um entrevistado sobre essa relação assim se manifestou: “Quando chove grosso demora mais
pra vazar a maré” (M., entrevistado em 08/08/2011). A chuva prolonga a submersão das áreas
do manguezal, reduzindo as possibilidades de coleta do caranguejo. Resta ao tirador aguardar
a diminuição da chuva e a vazante da maré. “No inverno, quando chove muito, não presta, a
gente trabalha e não pega nada. Na chuva fina ainda pega, na chuva grossa não pega” (M.,
entrevistado em 08/08/2011). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 As territorialidades são as
regras sociais e os padrões pelos quais grupos sociais se apropriam de seus espaços de vida e
trabalho, reivindicando-os como seus e mobilizando-se em sua defesa contra grupos rivais
(SILVA, 2011; ABREU, 2010; BEGOSSI, 2004).6 O uso dos termos no plural indica a
heterogeneidade desses processos dentro de um grupo e/ou entre grupos diferentes, que diferem
nas perspectivas sobre territórios e práticas inerentes ao seu uso (OLIVEIRA, 2013;
OLIVEIRA; MANESCHY, 2014). )
A partir dos territórios e territorialidades, os saberes tradicionais locais são usados e
influem nas tecnologias e técnicas construídas e utilizadas nas atividades extrativistas. 6 O trabalho de Silva (2011) interpreta as tradições e modernidade relacionando o conhecimento ecológico local,
o manejo na pesca e os conflitos pesqueiros em comunidades no rio Negro, Brasil. DOSSIÊ AMAZÔNIA 117 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 118 em visualizar as “áreas esbandalhadas”7 e/ou em “descanso”, devido à submersão das áreas pela
chuva, dificultando o reconhecimento dos territórios recém-utilizados; e, por fim, aumento da
característica polivalente do grupo. em visualizar as “áreas esbandalhadas”7 e/ou em “descanso”, devido à submersão das áreas pela
chuva, dificultando o reconhecimento dos territórios recém-utilizados; e, por fim, aumento da
característica polivalente do grupo. Já na estação seca há mais facilidade no trabalho. O caranguejo tem mais dificuldade
para penetrar mais fundo no solo, que não está tão “mole”. O discurso de facilidade na coleta
também evidencia que a “safra” do caranguejo ocorre em outubro, quando é menor o índice
pluviométrico. Nos trechos abaixo sobressai a pouca profundidade dos caranguejos nas galerias. “Agora no verão fica raso, em agosto, setembro, outubro. A lama engrossa e ele [o caranguejo]
não cava. (S. C., entrevistado em 13/07/2011) ”. Os principais saberes levados em consideração nas práticas socioambientais no período
mais seco são: os territórios com sedimentação lamosa estão mais “secos” e com menor
influência das marés e os caranguejos, também, apresentam dificuldade em se “enterrar” nas
galerias, ficam mais rasos e facilitam sua coleta; há facilidade em visualizar as “áreas
esbandalhadas” e/ou em “descanso”, propiciando o reconhecimento dos territórios recém-
utilizados; e, por fim, a quantidade de galerias e o tamanho da sua circunferência são
primordiais na escolha dos territórios, pois estão relacionadas com uma possível grande
quantidade de caranguejos disponíveis e pela valorização dos machos graúdos, discernível pelo
maior tamanho das galerias. Portanto, como afirma Oliveira (2013), a estacionalidade tem
implicações, junto às marés e ao ciclo biológico do caranguejo, na produtividade da coleta do
caranguejo. O regime de marés também funciona como regulador das atividades dos tiradores. Schmiegelow (2004, p.119) apresenta a conceituação científica de maré como um fenômeno
regular no meio marinho caracterizado pelas oscilações nos níveis das águas, resultado da
influência gravitacional exercida pelo sol e, sobretudo, pela lua, originando elevações e
reduções de níveis das águas do mar. Geralmente, o seu movimento ocorre de doze em doze
horas, duas vezes ao dia, constituindo duas enchentes da maré, conhecidas como preamar, e
duas vazantes da maré, denominadas baixa-mar. O autor também discorre sobre as marés de
quadratura, que ocorrem nas fases da lua minguante e da lua crescente e são responsáveis pelas
menores amplitudes de maré. 7 As áreas esbandalhadas são pontos dentro do manguezal que foram recentemente explorados, onde os tiradores
coletaram caranguejo, e que se apresentam “pisoteadas”, com marcas visíveis de que outros trabalhadores
“mexeram” naquele local, portanto encontram-se esbandalhadas e sem muitos caranguejos graúdos (OLIVEIRA,
2013; OLIVEIRA; MANESCHY, 2014). 2.1 TÉCNICAS E TECNOLOGIAS E O REGIME DE MARÉS Os tiradores afirmam que quando chove no manguezal as áreas de tijuco são “lavadas”
e ficam mais “moles”, por se constituírem de sedimento lamoso, facilitando o caranguejo em
se “enterrar” no solo, dificultando a coleta via braceamento e, em alguns lugares, mesmo com
o “gancho”. O deslocamento dos tiradores nessa condição é difícil, principalmente, para
carregar os caranguejos capturados de volta para a embarcação, tarefa que se torna extenuante. Também é necessário ressaltar que o período de chuva coincide com um dos ciclos biológicos
do caranguejo indicados pelos tiradores como de baixa produtividade: o período de reprodução
(OLIVEIRA, 2013). O grupo faz articulações entre as condições de estacionalidade com a escolha dos
territórios para a atividade, com os seguintes aspectos: tendência de escolher áreas com a
presença de mais areia, devido à dificuldade que os caranguejos têm em se “enterrar” nas
galerias, ficando mais rasos e facilitando sua coleta; tendência de escolher territórios mais
próximos das margens dos furos e igarapés, também denominadas pelos tiradores de caranguejo
de cabeceiras, evitando o deslocamento para áreas mais afastadas e que possuem maior presença
de sedimentação lamosa, para que não percorra grandes distâncias. Há, também, dificuldade NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 119 Para os tiradores de caranguejo, as marés influenciam diretamente no seu trabalho, pois
nas marés de maior amplitude é maior a tendência de submersão do solo do manguezal pelas
águas, o que dificulta a coleta de caranguejo. Por conta disto, os trabalhadores aguardam a
vazante da maré para executar suas atividades. Nas de menor amplitude, as de quadratura,
quando o solo do manguezal tem a tendência menor de ser “invadido” pelas águas dos rios e do
mar, as coletas são realizadas com maior facilidade, o que possibilita o aumento da
produtividade. p
Observou-se que os tiradores da Pontinha do Bacuriteua utilizam os termos lançante e
maré de quarto para se referir às marés de sizígia e quadratura, respectivamente. Os tiradores
da Pontinha do Bacuriteua afirmam que a etapa de marés lançantes tem início a partir de um ou
dois dias após as luas de quarto minguante e quarto crescente e se estendem até um ou dois dias
após as luas nova e cheia, então recomeça o período de marés de amplitude decrescente, as de
quarto. Durante as lançantes, a cada dia a maré aumenta de amplitude, até chegar aos dias de
maiores marés, que alguns tiradores se referem como “cabeças de lanço”. O manguezal fica
submerso dificultando o trabalho, quando eles não conseguem visualizar bem as galerias,
consequentemente seu diâmetro e, também, perceber se esses territórios foram recém-usados
(“esbandalhados”): “Maré lançante, crescendo, fica mais complicada [a coleta]” (S. L.,
entrevistado em 13/07/2011). Como já afirmado por Maneschy (1993), a dificuldade de coletar caranguejos durante
as cheias da maré repercute na diminuição da produção. Os tiradores da Pontinha do Bacuriteua
percebem as diferenças diárias no comportamento da maré, pois observam que a enchente atrasa
em uma hora a cada dia. Esse movimento influencia na quantidade de horas que ficam no
manguezal, haja vista que eles têm de aproveitar as horas de vazante durante o dia claro para
poderem trabalhar. Desse modo, se a enchente começar a ocorrer mais próxima do meio dia,
resta-lhes pouco tempo para que ela vaze antes que anoiteça, obrigando os tiradores a sair mais
cedo do mangue, diminuindo sua produtividade. Seus turnos de trabalho diários, portanto,
variam conforme esses fluxos das marés. A gente sabe quando [a maré vai encher]. Ela vai modificando, 1 hora, 2 [horas] de
diferença. Cada dia tarda uma hora [para encher]. (C., entrevistado em 08/08/2011)”. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Já as marés de sizígia, que ocorrem nas fases da lua nova e lua
cheia, são responsáveis pelas maiores amplitudes de maré. p
p
p
Outra definição de maré é feita por Baptista Neto, Ponzi; Sichel (2004) que agrega às
influências gravitacionais da lua e do sol, as forças ligadas ao movimento da Terra. As marés são formadas pela ação combinada de forças de atração gravitacional entre
a Terra, Lua e por forças centrífugas geradas pelos movimentos de rotação em torno
do centro de massa do sistema Sol-Terra-Lua que se localiza no interior da Terra, a
uma distância de um quarto do raio terrestre, as forças estão em equilíbrio impedindo
que a lua seja atraída para a superfície da Terra (BAPTISTA NETO; PONZI;
SICHEL, p.190). Assim como Schmiegelow (2004), Baptista Neto, Ponzi; Sichel (2004) colocam que
durante um dia qualquer ponto da terra passa duas vezes pela enchente e vazante da maré, sendo
que o sol é responsável pelas variações das marés de sizígia e de quadratura. Os autores também
mostram as influências das marés nas zonas costeiras, caso das áreas exploradas pelos tiradores
da Pontinha do Bacuriteua, que invadem os estuários e baías, submergem os manguezais, e são
também responsáveis pela manutenção da diversidade biológica dessas áreas, transportando
sedimentos e modelando a linha da costa. DOSSIÊ AMAZÔNIA O cara é acostumado na maré e sabe quando enche. É uma hora mais por dia. Fica
deitado, pescando no barco [esperando a maré vazar] (M., entrevistado em
08/08/2011). A fala a seguir indica a variação no horário de trabalho em função do horário da vazante:
“Conforme a maré saí do porto de lá 8 horas, fica esperando a maré escoar e entra (no mangal),
sai 3, 4 horas (da tarde). (S. L., entrevistado em 13/07/2011)”. Na adaptação ao horário da maré, eles também procuram atender aos horários do
mercado. Daí o fato de estarem cedo pela manhã posicionados próximo ao local escolhido,
aguardando na margem do rio ou igarapé o momento em que podem adentrar e dar início ao
trabalho. “Tem que esperar vazar a maré. Tem horas que 10 horas a maré vaza, tem dia que
meio dia e a gente vai até 5 hora trabalhando. O cara tem que esperar ela vazar” (M.,
entrevistado em 08/08/2011). Contudo, nos dias em que a maré enche mais cedo, final da madrugada e início da
manhã, mais cedo será sua vazante, deixando mais tempo disponível para o trabalho, garantindo
uma captura maior; nessa situação os trabalhadores retornam do manguezal no final da tarde e
início da noite. “Sai cedo [o tirador do manguezal] quando enche tarde. Quando chega [de
manhã] e ela tá cheia espera vazar” (Z., entrevistado em 08/08/2011). As marés de quarto, de menor amplitude, na percepção dos tiradores não “lavam” o
manguezal, ou seja, não submergem o solo, propiciando aos tiradores o desenvolvimento de
suas atividades sem a premência do tempo, como ocorre durante as lançantes. “A maré de NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 120 quarto, porque ela não lava [inunda] o mangal, eles [caranguejos] fica mais raso” (F.,
entrevistado em 18/07/2011). quarto, porque ela não lava [inunda] o mangal, eles [caranguejos] fica mais raso” (F.,
entrevistado em 18/07/2011). Essa não submersão do manguezal torna o solo menos encharcado, “mais duro” e, como
afirmado abaixo, com o caranguejo tendo dificuldade em cavar suas galerias. A primeira citação
relaciona a maré lunar e a estação do ano como fatores que influenciam no seu trabalho e sua
preferência pela maré de quarto: “É na maré de quarto. No inverno fica ruim que a lama fica
mole e ele (caranguejo) cava” (S. C., entrevistado em 13/07/2011). 2.2 A COMPOSIÇÃO DO SOLO E A FLORA DO MANGUEZAL Em relação ao ambiente, os tiradores da Pontinha do Bacuriteua necessitam de saberes
acerca da composição do solo e da flora para a escolha das áreas de trabalho. Essa escolha
influencia na produtividade e no tipo de caranguejo que é coletado. Com isso, existe um
mapeamento mental das áreas segundo essas características e, dependendo das circunstâncias
do momento, será feita a escolha e esses elementos serão considerados. O solo do manguezal é dividido pelos tiradores em “areal” e “tijuco”. Nas áreas com
predominância de areia, as marés que submergem o manguezal transportam esse elemento para
dentro do mangue, por isso sua presença é mais constante nas cabeceiras dos furos e igarapés e
em áreas próximas à praia de Ajuruteua. No “tijuco” há predominância de sedimentação lamosa. Esses solos ficam em regiões
mais centrais no manguezal, tendo como referência sua distância em relação aos rios e igarapés. O “tijuco” é subdividido em “tijuco mole” e “tijuco duro”. Este último é caracterizado pela
presença de pneumatóforos8, conhecidos pelos tiradores por siribal. São áreas com menor
possibilidade de atolamento devido à retenção de sedimentos pelos pneumatóforos, tornando o
solo mais “duro”; já o tijuco mole ocorre em áreas sem pneumatóforos, cuja tendência é, então,
a][ de atolamento do tirador em seu deslocamento no manguezal. A composição do solo é importante na percepção dos tiradores acerca das possibilidades
de sucesso na coleta, pois nas áreas com maior concentração de areia caranguejos têm maior
dificuldade de penetração no solo, o que facilita a coleta no braço. Já nas áreas com maior
concentração de tijuco, o caranguejo consegue penetrar mais facilmente e mais profundamente
nas galerias, o que dificulta a coleta no braço. Essas características do solo vão influir na técnica
de coleta, por exemplo, os tiradores usam o gancho preponderantemente no “tijuco mole”, pois
os caranguejos estão mais fundos pela facilidade em cavar suas galerias. É o que afirma o tirador
quando compara os dois tipos de elementos. A gente já sabe, num ponto e outro [revezam os locais de coleta], sempre na parte de
mais areia, fica mais fácil, parte de tijuco [sedimentação lamosa] fica mais difícil, fica
mais fundo [o caranguejo], o caranguejo fica mais ou menos dois metros no fundo (S. L., entrevistado em 13/07/2011). Porém, outros tiradores afirmaram que, geralmente, as cabeceiras estão
“esbandalhadas”, o que ocorre quando o lugar foi recentemente explorado por tiradores, pela
maior facilidade de chegar nelas. DOSSIÊ AMAZÔNIA Em suma, no discurso dos tiradores é sempre evidenciado o saber acerca dos fenômenos
naturais. É comum a expressão “a gente sabe”, colocada para demonstrar a experiência
adquirida na atividade e a vivência com o ambiente natural e seus fenômenos. A organização e
o desenvolvimento do trabalho diário dependem desses saberes. Outros aspectos do ambiente
também vão influir, a partir dos saberes, na atividade de tiração de caranguejo, como a
composição do solo e a flora do manguezal. 8 Os pneumatóforos são os sistemas radiculares que permitem a fixação das árvores de Avicennia germinans e
também atuam como raízes respiratórias (FONSECA, 1995). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 121 entre um e dois quilômetros para efetuar as coletas: “Vê esbandalhado [o local da coleta] nem
pensar (M., entrevistado em 08/08/2011)”. entre um e dois quilômetros para efetuar as coletas: “Vê esbandalhado [o local da coleta] nem
pensar (M., entrevistado em 08/08/2011)”. Também deve levar em conta que os rios e igarapés são os principais meios de acesso
ao manguezal. Nas áreas mais próximas desses cursos de águas há tendência de escassez de
recursos, tanto pela facilidade no acesso, quanto pela interferência do regime de marés nesses
locais. Assim, é mais difícil encontrar caranguejos machos e graúdos, havendo a necessidade
de adentrar o manguezal e buscar as áreas de tijuco, como mostra o trecho abaixo: “Mais dentro
do mangal, tem mangal que a gente anda mais longe. Na beira do rio tá mais esbandalhado e
mais dentro é mais raso o caranguejo (C., entrevistado em 08/08/2011)”. Portanto, a avaliação das áreas de trabalho leva em conta, também, a composição do
solo. Dependendo da necessidade dos tiradores, do regime das marés, do ciclo biológico do
caranguejo e da estacionalidade será realizada a escolha de qual área é mais propícia naquele
momento. Em relação ao solo, há sinais deixados por outros tiradores que são percebidos e indicam
a utilização ou não daquele trecho do manguezal. Domingues (2008) e Reis (2007) afirmam
que os tiradores observam os sinais existentes nesse trecho e quando detectam que está
“mexido” ou “esbandalhado” geralmente decidem por não o utilizar e saem em busca de outros
espaços sem sinal de uso recente. Outra prática importante é o descanso das áreas de coleta. Após o uso de uma área, os
tiradores dão um intervalo de tempo, uma espécie de pousio, para o retorno. Domingues (2008)
conceitua essa prática de descanso como uma forma de manejo e em sua pesquisa percebeu que
o intervalo de tempo varia bastante. Reis (2007) afirma que os tiradores não retornam no dia
seguinte ao local do dia anterior, mas em dias alternados. Nas entrevistas no Bacuriteua, o
intervalo de tempo para o descanso das áreas, de acordo com os tiradores, varia de semanas a
até meses. O descanso tem o intuito de permitir que os caranguejos repovoem a área e/ou aflorem
das galerias, tornando-os mais “rasos”. Os tiradores afirmam que todo dia exploram uma área
diferente: “Não, a gente vamos em outro lugar, cada dia em um lugar. 2.2 A COMPOSIÇÃO DO SOLO E A FLORA DO MANGUEZAL Há relatos de que os tiradores têm que adentrar o manguezal 2.3 A COLETA DO CARANGUEJO: SABERES E PRÁTICAS Neste tópico discutiremos como os tiradores de caranguejo da Pontinha do Bacuriteua
percebem os seguintes aspectos do caranguejo-uçá: ciclo biológico, sexo e os tipos coletados. Neste tópico discutiremos como os tiradores de caranguejo da Pontinha do Bacuriteua
percebem os seguintes aspectos do caranguejo-uçá: ciclo biológico, sexo e os tipos coletados. Vale recorrer novamente a Domingues (2008, p.34-35) que discute sobre o ciclo
biológico anual do caranguejo a partir da percepção dos tiradores da península bragantina Vale recorrer novamente a Domingues (2008, p.34-35) que discute sobre o ciclo
biológico anual do caranguejo, a partir da percepção dos tiradores da península bragantina,
ressaltando três fases principais: a “andada”; a troca da carapaça, também conhecida como
“troca da camisa”; e a “safra”. Durante os meses de janeiro a abril ocorre a andada, também conhecida como “souatá”,
que é o período reprodutivo da espécie, quando os caranguejos estão fora das galerias,
“andando” pelo solo do manguezal. Esse fenômeno ocorre em determinadas fases da lua durante
esses meses. Há diferenças, pois nos três primeiros meses há o predomínio dos machos fora das
galerias e, no mês de abril, há o predomínio da fêmea (condurua) no solo. Os tiradores referem-
se a essa andada das fêmeas como o “souatá das conduruas”. A partir de junho e mais intensamente em julho se inicia a troca da carapaça ou troca da
“camisa” do caranguejo, quando ele “fica de leite”, impróprio para o consumo e suas galerias
são “tapadas” pela própria espécie. A troca vai até final de agosto, ou início de setembro. De outubro em diante inicia o período de “safra” e, progressivamente, de engorda do
caranguejo, quando a produtividade dos tiradores é maior e diretamente proporcional à oferta
de caranguejos. Em resumo, temos a seguinte configuração do ciclo biológico do caranguejo
na percepção dos tiradores. Maneschy (1993, p.43), referindo-se aos tiradores do Município de São Caetano de
Odivelas, resumiu de maneira muito semelhante ao saber dos tiradores sobre o ciclo biológico
do caranguejo e sua produtividade. De acordo com a autora, no período reprodutivo do
caranguejo há uma intensificação da coleta do crustáceo, que se torna “fácil” para ser coletado
na visão dos tiradores, pois os caranguejos estão fora das galerias e mais expostos. dominância de bosques de mangueiro (Rhizophora mangle) (DOMINGUES, 2008,
p.33). Os tiradores da Pontinha do Bacuriteua fazem a mesma classificação sobre as árvores
baseada no conhecimento ecológico local citado por Domingues (2008) e eles também
estabelecem a relação entre o raizal (Mangueiro) e o caranguejo cabelo branco, que se trata do
caranguejo-uçá (Ucides Cordatus). Há, na percepção deles, preferência dos caranguejos pelas
folhas dessa árvore, como afirmado abaixo: “Tem na areia caranguejo bonito, gordo, cabelo
branco e tem o da lama. Muito caranguejo no raizal (S. C., entrevistado em 13/07/2011)”. A composição do solo, relacionada com as árvores e com o tipo de caranguejo requerido
pelo mercado se apresenta como mais um fator do ecossistema cuja percepção dos tiradores de
caranguejo da Pontinha do Bacuriteua levam em conta no momento da escolha das áreas de
coleta e a instituição dos territórios temporários. Por fim, além de todos esses saberes
construídos a partir de uma “leitura” realizada pelos tiradores acerca do ecossistema, também
temos construções sociais sobre o ciclo biológico do caranguejo que afetam sua coleta. DOSSIÊ AMAZÔNIA Passa um mês, dois meses
pra voltar [a uma área já utilizada]. Se for de novo lá, o bicho tá fundo” (C., entrevistado em
08/08/2011)”. De acordo com os tiradores, quanto menor o espaço de tempo entre uma coleta e outra
na mesma área menor a produtividade e o tamanho dos caranguejos, por isso um tempo maior
é recomendado. “Em uma semana, o cara vai hoje e na outra semana vai de novo, mas não pega
muito não (Z., entrevistado em 08/08/2011)”. Além da facilidade dos caranguejos para cavar as galerias que se localizam no tijuco
mole, há mais um fator percebido pelos tiradores que favorece a concentração de caranguejos
machos, graúdos: sua alimentação das folhas do Mangueiro (Rhizophora Mangle). Quando os
tiradores fazem referência ao mangueiro destacam suas raízes aéreas, denominando-as de
“raizal”. Domingues (2008), sobre o saber dos tiradores acerca da flora do manguezal, afirma: Os coletores demonstraram possuir um conhecimento sobre as populações de
caranguejos e os bosques de mangue. Segundo eles há manguezais que são berçários,
pois há grande quantidade de caranguejos pequenos e fêmeas. Mas existem bosques
em que o caranguejo é mais raso ou mais fundo (a relação raso ou fundo corresponde
a profundidade da toca), há também locais onde o caranguejo é graúdo. Também os
tiradores associam as características da população de caranguejo às peculiaridades do
sedimento e da espécie arbórea dominante no bosque. Os manguezais denominados
areais (nomenclatura utilizada para o sedimento com maior presença de areia),
normalmente possuem caranguejos menores e flora dominada por siribeiras
(Avicennia germinans) e menos frequentemente tinteiras (Laguncularia racemosa). Em contrapartida, há locais onde predomina o tijuco (nomenclatura utilizada para o
sedimento com maior presença de silte e argila), onde o caranguejo é maior e há NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 122 dominância de bosques de mangueiro (Rhizophora mangle) (DOMINGUES, 2008,
p.33). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 123 manguezal; no dizer de um trabalhador entrevistado por Souto (2007, p.74), o caranguejo "fica
tudo doido aqui no mangue". manguezal; no dizer de um trabalhador entrevistado por Souto (2007, p.74), o caranguejo "fica
tudo doido aqui no mangue". De acordo com os tiradores, a andada ocorre nos primeiros quatro meses do ano, sendo
dividida em primeira andada que ocorre de janeiro a março quando macho e fêmea estão se
reproduzindo e acontecendo no mês de abril a desova das fêmeas no manguezal, também
conhecido por andadas das conduruas. “Final da andada fica buchuda. Março, abril é a
derradeira andada, a da condurua, só da condurua. Janeiro é a primeira andada, eles ficam
namorando. (S. C., entrevistado em 13/07/2011)”. Os tiradores relataram que há muita dificuldade durante esse período, principalmente
durante a semana em que o IBAMA proíbe a coleta do caranguejo. Seus relatos compreendem
que as políticas públicas e sociais voltadas especificamente para o período do defeso não levam
em conta o contexto em que vivem. Por exemplo, a cesta básica que foi distribuída em um
determinado ano pelo IBAMA foi considerada de má qualidade e com produtos que não fazem
parte da dieta local. As decisões políticas são vistas como tomadas de cima para baixo: Na andada fica difícil, porque a gente não vai (Z., entrevistado em 08/08/2011). Proíbe, fica sem pegar, os homem [técnicos do IBAMA] tão na estrada pra cima e pra
baixo. A gente dá um jeito na boia e vai passando. Fica uma semana sem pegar. Uma
vez deixaram uma cesta básica com uma farinha branca. Passava um dia no fogo e a
farinha pulava na panela [reclamação sobre os produtos da cesta] (G., entrevistado em
18/07/2011). De janeiro a março é fixado o defeso, quando são proibidos de coletar o caranguejo. Há
fiscalização por parte dos técnicos do IBAMA e do ICMBio para que se evite a captura da
espécie, como citado na fala anterior. É durante esse período que buscam atividades
complementares com mais frequência, destacando-se a pesca de linha e a coleta de sururu,
dentre outras. Os tiradores afirmam que ficam de cinco a oito dias sem poder trabalhar. No ano de
2012 foram espalhadas na área da RESEX matérias de divulgação do período de defeso,
buscando sensibilizar a população e os tiradores em relação ao período de reprodução do
caranguejo-uçá. 2.3 A COLETA DO CARANGUEJO: SABERES E PRÁTICAS Essa
condição colabora para que muitas pessoas das comunidades próximas do mangue adentrem,
incluindo mulheres e crianças pequenas, para apanhar os caranguejos, sendo que no caso das
crianças, geralmente, é visto como um período propício para a transmissão dos saberes sobre a
prática da coleta. Essa ideia de que o caranguejo se torna presa fácil nesse período é compartilhada
também por Souto (2007, p.77) que, em estudo realizado no município de Acupe, no Estado da
Bahia, coloca essa prática, na visão do IBAMA, como grande ameaça aos estoques de
caranguejos-uçás existentes na região. Outra percepção dos tiradores sobre o comportamento
do caranguejo durante a andada é a suposta “loucura” dos bichos, que ficam “perdidos” no NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Além disso, como já afirmado, há a intensificação das atividades complementares,
principalmente a pesca de linha para a subsistência; há a dependência em relação aos
comerciantes que “fiam” seus produtos para as famílias. Muitas vezes os patrões são donos ou
ligados a esses comércios, havendo uma relação de subordinação dos tiradores em relação a
esses sujeitos. “Fica difícil, a gente tira fiado no patrão no comércio. Quando trabalha a gente
paga” (Z., entrevistado em 08/08/2011). Maneschy (1993) criticou a fixação de um período de defeso sem levar em consideração
“as estruturas econômicas” e a realidade em que estão inseridos os tiradores, incluindo o
mercado que possui demandas cada vez maiores de produção do caranguejo. A autora também
destacou a importância do conhecimento científico, citando as Ciências Biológicas, para a
delimitação desses períodos de defeso, juntamente com os saberes dos tiradores de caranguejo. p
j
g
j
Já a segunda etapa do ciclo biológico do caranguejo percebida pelos tiradores é a troca
de carapaça ou troca da “camisa”, cientificamente conhecida por ecdise. Souto (2008), após
pesquisar os pescadores artesanais do município de Acupe, na Bahia, verificou o saber acerca
da ecdise; os pescadores relataram que essa troca na carapaça não se dá de maneira simultânea
para todos os caranguejos, mas que determinado contingente a realiza e outro não, só vindo a
fazê-lo mais tarde, o que permite que a coleta continue em menores quantidades. Souto (2007,
p.75) também verificou o saber dos tiradores sobre essa “não sincronia” dos caranguejos na
troca da carapaça. p ç
De acordo com Souto (2007), esse período do ciclo biológico do caranguejo implica
diretamente na cadeia produtiva. Domingues (2008, p.40) também analisa como a troca da
“camisa” afeta o trabalho dos tiradores da Vila do Tamatateua, localizada no município de
Bragança, onde esses trabalhadores têm que procurar alternativas visando complementar a
renda mensal familiar e encontram muitas dificuldades nessa busca. O autor diz que “essas
restrições, por sua vez, acabam por estimular a redução dos esforços na dedicação a esta
atividade, forçando-os a dedicar-se às outras atividades produtivas”, corroborando para o
grande número de tiradores que também complementam sua renda com outras atividades. Alguns tiradores denominam esse período de troca da carapaça como “falha” devido à
menor disponibilidade de caranguejos destinados ao consumo humano. Durante esse período
os caranguejos “ficam de leite”, expressão usada pelos tiradores, e impróprio para o consumo
humano a seu ver. 9 Quando os tiradores afirmam que os caranguejos estão tapados significa que a abertura da galeria onde o bicho
fica para proceder a troca da carapaça está bloqueada. DOSSIÊ AMAZÔNIA A comercialização é proibida nesses dias, daí a importância de sensibilizar
também os consumidores e os agentes nos diferentes elos da cadeia de comercialização do
crustáceo. Nas conversas com os tiradores, o entendimento deles sobre o defeso é de que as
decisões são tomadas sem consultá-los e que já ocorreram erros nas datas do defeso. Alguns
afirmam que não há a necessidade do defeso, pois os caranguejos se reproduzem em grande
quantidade e rapidamente e que existem estratégias de conservação, sendo coletados somente
machos e graúdos. “Condurua não, só graúdo. Porque é proibido, elas que “filha” eles
[responsáveis pela reprodução da espécie]. Se a gente pega, daqui a uns tempos não tem mais
caranguejo pra gente pegar” (G., entrevistado em 18/07/2011). Outra fala atribui problemas de descumprimento de normas por parte de pessoas de fora. Há, também, referências quanto à captura de fêmeas em alguma proporção: “A RESEX
facilitou, ninguém vai, mas outro de fora não respeita defeso e não fica bem, fica no máximo 8
dias sem pegar, vai trabalhando e reservando um pouquinho [de dinheiro para se manter no
período da proibição]” (S. L., entrevistado em 13/07/2011). Em virtude do defeso do caranguejo, os tiradores da Pontinha do Bacuriteua utilizam
estratégias para alimentar as famílias durante esse período. Dizem que quando são divulgadas
as datas do defeso, na semana anterior há um aumento na produtividade, quando se intensifica
a coleta de caranguejos para aumentar a renda e possibilitar a compra de alimentos durante o
período parado, fato afirmado na fala anterior. É necessário prestar atenção a essa estratégia do
aumento na produtividade, pois se de fato há esse aumento para compensar a parada, ele pode,
então, neutralizar em parte os efeitos do defeso, que visa justamente proteger a espécie. 124 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 125 difícil, mas quando trocam a casca eles ficam raso (C., entrevistado em 08/08/2011)”. Portanto,
é um período de grande dinâmica no que tange à atividade extrativista, devido à dependência
do tirador em relação aos caranguejos que ainda não iniciaram a troca, ou que já a fizeram, e os
que estão passando por esse processo. Passado o período de troca da “camisa”, inicia-se a “safra” do caranguejo, momento em
que há grande quantidade de caranguejos disponíveis para a coleta e quando inicia a “engorda”
e o crustáceo está mais “graúdo”, com casco acinzentado e com a carne de gosto “doce”, de
acordo com os tiradores. É o período em que aumenta a produtividade e diminui a demanda
pelo produto. De um lado, porque já passou o mês de férias e de pico de consumo e, de outro
lado, em grande parte dos municípios do nordeste paraense ocorrem os círios municipais, cuja
culinária nem sempre engloba o caranguejo, fazendo com que seja o período do ano em que é
pago o menor valor pela cambada. Porém, diferentemente do período da andada, quando os caranguejos se tornam presas
fáceis, na fase da safra o comportamento do caranguejo se modifica, tornando-se mais “arisco”
e dificultando a sua coleta. Souto (2007) enumera diversas expressões utilizadas pelos tiradores
de Acupe, na Bahia, para sinalizar a “esperteza” dos bichos nesse período, tais como: “veiacos”,
"astúcia" e "tarimba". Quando se considera a percepção dos tiradores sobre o ciclo biológico do caranguejo há
relações diretas entre a produtividade dos trabalhadores e o preço do caranguejo. Durante a
andada o preço da cambada é baixo e há a proibição por parte do Estado. Na safra essa relação se inverte, pois há maior oferta de caranguejo e menor demanda
por parte do mercado e, consequentemente, o preço da cambada é menor. “Agora [julho] no
máximo 10 cambadas, 8, 9, 7. Em outubro pega 15, 20. Nesse tempo de agora [julho] a gente
tá vendendo de R$ 8,00. A partir de outubro tira mais, mas diminui o dinheiro, a gente vende
de R$ 3,00, de R$ 4,00 (Q., entrevistado em 18/07/2011)”. Apesar da possível defasagem no
texto, o importante é evidenciar as diferenças de preço em relação ao ciclo biológico que
interfere na quantidade e tamanho disponível para coleta. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Um dos tiradores entrevistados por Souto (2007, p.75) fez o seguinte relato:
“Agora vai começar uma fase ruim, ruim! Vai levar no mínimo uns trinta dias aí para o cara
sofrer. Porque ele (o caranguejo) tá panhando leite. Quando panha leite, não presta. Ele fica
molinho, molinho". Essa restrição no consumo do caranguejo que “fica de leite”, segundo Souto (2007,
p.75), dá-se em consequência do alto teor de carbonatos nas vísceras e carne do caranguejo,
acarretando um sabor desagradável para o paladar humano e provocando “diarréia e dores
abdominais e alterações no sistema nervoso, como letargia e entorpecimento”. Os caranguejos
nessa fase não são coletados pelos tiradores de caranguejo na Pontinha do Bacuriteua, segundo
o que se apurou aqui. A característica identificada pelos tiradores de que o caranguejo está trocando a
“camisa” é a “tapagem”9 da galeria feita pelo próprio crustáceo, que se aloja e inicia o processo
de mudança da carapaça. Os tiradores quando percebem que as galerias estão “tapadas” saem
em busca de galerias abertas, sendo uma das características verificadas no momento da escolha
dos territórios para a coleta. A não sincronia dessa etapa faz com que os tiradores continuem indo ao manguezal,
porém cai a quantidade de caranguejos coletados. E efetuam maior mobilidade dentro do
manguezal, buscando as tocas abertas. “Tem muito tapado e muito destampado. Fica muito NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 126 terem maior aceitação no mercado e maior preço, sendo que “mesmo as fêmeas, quando
coletadas, passam por uma seleção de tamanho” (SOUTO, 2007). terem maior aceitação no mercado e maior preço, sendo que “mesmo as fêmeas, quando
coletadas, passam por uma seleção de tamanho” (SOUTO, 2007). Domingues (2008, p.34), a partir dos relatos dos tiradores, identifica as principais
diferenças de sexo dos caranguejos elencadas pelos sujeitos em sua pesquisa: o tamanho da
carapaça das conduruas é menor que dos machos; “a presença de pêlos em maior ou menor
quantidade na região inferior das patas; o perfil mais ou menos delgado da unha (primeiro
segmento das patas)”; e o “imbigo” (abdômen), localizado na parte inferior da carapaça, maior
nas fêmeas para abrigar os ovos após o acasalamento. Os tiradores também utilizam caraterísticas na entrada das galerias feitas pelos
caranguejos para diferenciar o sexo. Maneschy (1993, p.29) relata que os trabalhadores
distinguem as galerias da condurua pelas marcas das patas em torno dos buracos; as “fêmeas
deixam sulcos mais finos e profundos” e quando os tiradores se enganam na coleta e apanham
uma fêmea imediatamente a soltam, garantindo, na visão destes, a reprodução da espécie,
conforme os relatos colhidos pela autora em São Caetano de Odivelas. Domingues (2008)
também trata sobre esse assunto dizendo que os machos fazem as galerias com maior
circunferência na abertura e deixam rastros mais espessos, devido a seu maior tamanho em
relação à condurua. Portanto, em relação à escolha dos territórios para desempenho da atividade
extrativista, os tiradores tendem a buscar locais onde exista muitas galerias e com grande
circunferência, que configuram a presença de caranguejos machos e graúdos. Em relação aos
tipos de caranguejos coletados pelos tiradores da Pontinha do Bacuriteua dois se destacam: o
caranguejo cabelo branco e o caranguejo cabelo vermelho. DOSSIÊ AMAZÔNIA Portanto, os saberes acerca das marés, ciclo biológico do crustáceo, a identificação do
tamanho, sexo e as condições dos diferentes espaços próprios dos manguezais são aspectos
fundamentais para as estratégias e a organização da atividade extrativista, influenciando em
preço, demanda e qualidade do produto, entre outros (DOMINGUES, 2008). Torna-se mais claro, também, o quanto se constituem elementos que interferem na
relação entre esses trabalhadores e os patrões, principalmente, no que tange aos preços
praticados na compra das cambadas pelos últimos. Outro aspecto que influencia na comercialização é o sexo e o tamanho dos caranguejos
coletados. De acordo com Domingues (2008, p.35), o mercado é quem regula a seleção dos
caranguejos a serem coletados. É estabelecido o preço a ser pago a partir do tamanho do
caranguejo, sendo proporcional, ou seja, quanto maior o tamanho maior o preço pago. A compra
de fêmeas é restringida. Acerca dessa proporcionalidade do valor pago com o tamanho do
crustáceo, Reis (2007, p.217) afirma que “os caranguejos pequenos não são recusados pelos
comerciantes, mas recebem um preço menor, em relação às cambadas de graúdos”. Os tiradores
também recebem o respeito e valorização dos patrões quando são coletadas cambadas com
caranguejos graúdos, tendo o objetivo claro de estimular a competição entre tiradores e
promover a coleta de caranguejos maiores, mais aceitos no mercado. Souto (2007) relaciona as preferências nas coletas com o tamanho, sexo e com a estação
climática. Os tiradores do município de Acupe buscam coletar machos e graúdos
principalmente no verão, mas no inverno, devido a facilidade que os caranguejos têm em
escavar as galerias devido ao solo do manguezal se apresentar mais “mole”, há maior esforço
no trabalho e, com isso, coletam algumas fêmeas. Porém, o autor ressalta que o aspecto mais
importante nessa escolha do espécime a ser coletado é o seu tamanho, mais do que o sexo, por 3 CONSIDERAÇÕES FINAIS Os principais resultados foram de que os tiradores de caranguejo da Pontinha do
Bacuriteua acompanhados se caracterizam por início na atividade extrativista do caranguejo
ainda durante a adolescência; alta evasão escolar; pela transmissão geracional da atividade; pela
grande experiência na atividade extrativista; estão no ramo há mais de 35 anos; se
autorrepresentam como especialistas na atividade, embora também atuem em atividades
complementares e têm dificuldade em serem reconhecidos como categoria profissional;
enfrentam problemas de saúde geralmente com alguma relação com as condições de seu
trabalho; seu regime semanal de trabalho ocorre de terça a sábado, com folga geralmente no
domingo e segunda-feira; quanto à organização do trabalho, as formas de coleta mais utilizadas
pelos tiradores são o braço e o gancho. Sobre as implicações e influências dos ciclos biológicos do caranguejo e outras
características do ambiente na organização da sua atividade extrativista e produtividade,
levando em consideração os conhecimentos tradicionais locais que os tiradores reproduzem, os
resultados indicaram que a estacionalidade, juntamente com fatores ligados às marés e ao ciclo
biológico do caranguejo, incidem na percepção dos tiradores de caranguejo quanto a facilidade
ou dificuldade em coletar o caranguejo, relacionando-se diretamente com a produtividade; o
regime de marés é conhecido pelos tiradores de caranguejo da Pontinha do Bacuriteua e
necessário para o desempenho de suas atividades, repercutindo diretamente no seu tempo diário
de trabalho, nas técnicas e tecnologias utilizadas e, consequentemente, na sua produtividade; a
composição do solo relacionada com as árvores presentes no manguezal se apresenta como
mais um fator do ecossistema que os tiradores de caranguejo da Pontinha do Bacuriteua levam
em conta no momento da escolha das áreas de coleta e a instituição dos territórios temporários. Resumindo, para a compreensão da atividade extrativista do caranguejo, suas demandas
mercadológicas e os preços praticados entre tiradores e patrões, o conhecimento do ciclo
biológico, o sexo e os tipos de caranguejo são fundamentais no que tange à organização social
do grupo e sua reprodução, pois dependendo desse estágio biológico as relações entre esses
grupos, tiradores e patrões, se estabelecem de maneira diferente, afetando a organização do
trabalho e os ganhos de renda dos tiradores. Além disso, os conhecimentos sobre o sexo e o tipo
de caranguejo e as pressões do mercado terão influência na escolha dos territórios para a prática
de suas atividades. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Eles apontam as seguintes características do caranguejo com cabelo branco: casco com
a cor azulada; localizado em áreas com predominância de tijuco mole; unha (pata) com pêlos
brancos, daí a denominação de cabelo branco; tem maior concentração de gordura e, portanto,
são maiores que o caranguejo com cabelo vermelho; tem o sabor mais adocicado; concentram-
se no raizal; predominam nas áreas do Rio Taperaçu e do Furo da Ostra, ambas na península
bragantina; são considerados mais perecíveis ou “mais fracos”, sendo destinados a Bragança e
a mercados mais próximos. Em relação ao de cabelo vermelho, os tiradores da Pontinha do Bacuriteua destacam as
seguintes características: casco com a cor entre o vermelho e o preto; localizado em áreas de
transição entre terra firme e manguezal; tem a unha (pata) com pêlos vermelhos ou pretos, daí
a denominação cabelo vermelho; tem menor concentração de gordura e, portanto, menores que
o caranguejo com cabelo branco; são conhecidos como “Puruê”; concentram-se no siribal
(pneumatóforos); são predominantes nas áreas do Furo do Taici e Rio Caeté, ambas localizadas
próximas da Pontinha do Bacuriteua; considerados menos perecíveis que o de cabelo branco,
ou seja, “ele não morre muito”, sendo destinados à Bragança e, também, a mercados mais
distantes, por sua baixa perecibilidade. Durante a pesquisa de campo, conversamos com três patrões na Feira principal do
município de Bragança e todos concordaram que o cabelo branco é o tipo que mais vendem e
todos foram unânimes em afirmar que há dificuldade em comercializar o cabelo vermelho em
Bragança, sendo destinados a outros mercados, inclusive o de Belém. Os tiradores afirmam que
coletam os dois tipos. Porém, o tamanho maior do caranguejo cabelo branco em relação ao
vermelho estimula explorarem mais as áreas onde esse caranguejo tende a prevalecer. Portanto, para a compreensão da atividade extrativista, suas demandas mercadológicas
e os preços praticados entre tiradores e patrões, o saber do ciclo biológico, o sexo e os tipos de
caranguejo são fundamentais no que tange à organização social do grupo e sua reprodução. 127 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 3 CONSIDERAÇÕES FINAIS No contexto da pesquisa foram identificadas nas falas dos tiradores de caranguejos:
frases, metalinguagens, prosopopeias e outros referenciais que apontam muitos elementos como
aprendizagem para os trabalhos no manguezal, pois, de acordo com o grupo: “não se entra de
qualquer jeito”, são necessárias roupas apropriadas; andanças adaptadas; tocar-se na lama;
utilizar o gancho de forma cautelosa para não matar o crustáceo; destreza para agarrar o
caranguejo e amarrá-lo ou colocá-lo no saco; saber as horas da vazante e da enchente da maré;
observar os solos onde possivelmente há mais crustáceo; o ciclo biológico do caranguejo, etc. Esses são saberes utilizados nas práticas socioambientais que requerem dos trabalhadores
aprendizados ao longo do contato com o meio ambiente pelo contato com de pessoas mais
experientes na atividade, que ensinaram aos aprendizes técnicas e uso de tecnologias. O manguezal apresenta-se aos sujeitos pesquisados como lugar das atividades e das
reproduções de suas cosmovisões e modos de vida. Esses grupos apropriam-se do território via
práticas, regras sociais, modos de manutenção e transmissão de direitos, a partir da construção
social e perspectivas, incorporando-o ao seu contexto. Portanto, os esforços do artigo
concentraram-se em apresentar como os saberes e práticas socioambientais são utilizados pelos
tiradores da pontinha do Bacuriteua em suas atividades diárias à coleta de caranguejos. Esses
conhecimentos foram transmitidos de gerações passadas e são utilizados ao manejo no
ecossistema costeiro bragantino, o que constituem importante fonte para pensar em ações e/ou NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 128 políticas públicas no território da Resex Marinha caeté-Taperaçu que contextualizem a
atividade e evidenciem demandas importantes para esse grupo social. políticas públicas no território da Resex Marinha caeté-Taperaçu que contextualizem a
atividade e evidenciem demandas importantes para esse grupo social. FURTADO, L. G. 1993. “Reservas pesqueiras” uma alternativa de subsistência e de
preservação ambiental: reflexões a partir de uma proposta dos pescadores do médio REFERÊNCIAS ACOSTA, Alberto. O viver bem: uma oportunidade para imaginar outros/ Alberto Acosta:
tradução de Tadeu Breda. – São Paulo: Autonomia Literária. Elefante, 2016. ABREU, G. C. de. Conflitos de uso da água nas atividades pesqueiras no baixo rio Solimões –
Munícipio de Manacapuru-Amazonas-Brasil. In: VII CONGRESSO LATINO-AMERICANO
DE SOCIOLOGIA RURAL., 2010, Porto de Galinhas. Anais [...]. Porto de Galinhas, 2010. ABREU, G. C. de. Conflitos de uso da água nas atividades pesqueiras no baixo rio Solimões –
Munícipio de Manacapuru-Amazonas-Brasil. In: VII CONGRESSO LATINO-AMERICANO
DE SOCIOLOGIA RURAL., 2010, Porto de Galinhas. Anais [...]. Porto de Galinhas, 2010. ALVES, Alexandre de Brito. “É o jeito vender”: coletores, marreteiros e o trabalho no
manguezal (Pará-Brasil, 1975-2010). Revista de História da Universidade do Estado de
Goiás, Morrinhos, v.4, n. 2, ago./dez.2015. Disponível em: revista.ueg.br. Acesso: 03 jul. 2020. ALVES, Alexandre de Brito. “É o jeito vender”: coletores, marreteiros e o trabalho no
manguezal (Pará-Brasil, 1975-2010). Revista de História da Universidade do Estado de
Goiás, Morrinhos, v.4, n. 2, ago./dez.2015. Disponível em: revista.ueg.br. Acesso: 03 jul. 2020. ALVES, Alexandre de Brito. Estrada Bragança-Ajuruteua e sobrevivência no manguezal
(1975-1991). São Carlos: Pedro & João Editores, 2020. ALVES, Alexandre de Brito. Estrada Bragança-Ajuruteua e sobrevivência no manguezal
(1975-1991). São Carlos: Pedro & João Editores, 2020. ALVES, Alexandre de Brito. PA-458: Território, territorialidade e dinâmica socioeconômica
na área costeira de Bragança-PA (Bacuriteua, 1974-2016). Dissertação (Mestrado em
Sociologia e Antropologia) – Universidade Federal do Pará (UFPA), Belém, 2017. BAPTISTA NETO, J. A.; A.; PONZI, V. R.A.; SICHEL, S. E. Introdução à geologia
marinha. Rio de Janeiro: Interciência, 2004. BEGOSSI, A. Áreas, pontos de pesca, pesqueiros e territórios na pesca artesanal. In:
BEGOSSI, A. (Org.). Ecologia de pescadores da Mata Atlântica e da Amazônia. São
Paulo: Hucitec, 2004, p. 223-254. CAMPOS, Ipojucan Dias. Cotidiano no manguezal: coletores e estratégias de sobrevivência
na natureza, Bacuriteua‑Pará (1975‑1990). Revista História Oral, v. 1, n. 15, jan.-jun. 2012. Disponível em: revista.historiaoral.org.br. Acesso: 04 jul. 2020. CAMPOS, Ipojucan Dias. História e Natureza: memórias, sobrevivências, famílias e relações
de poder no manguezal (Bragança – PA, 1980 a 1990). Revista Margens (UFPA), v. 7, n. 9,
set. 2013. Disponível: php/revistamargens/issue. Acesso: 03 jul.2020. DIEGUES, Antonio Carlos. Aspectos sócio-culturais e político do uso da água. Texto
publicado no Plano Nacional de Recursos Hídricos – MMA, 2005. DOMINGUES, Denis. 2008. Análise do conhecimento ecológico local e do sistema
produtivo como subsídio para gerar instrumentos de gestão da atividade de exploração
do caranguejo-uçá (Ucides cordatus Linneaus, 1763) nos manguezais da reserva
extrativista Marinha Caeté-Taperaçu, Bragança-PA. Dissertação (Mestrado em Biologia
Ambiental) – Universidade Federal do Pará (UFPA), Bragança-PA, 2008. FURTADO, L. G. 1993. “Reservas pesqueiras” uma alternativa de subsistência e de
preservação ambiental: reflexões a partir de uma proposta dos pescadores do médio DOSSIÊ AMAZÔNIA 129 Amazônia. In: FURTADO, L; LEITÃO, W; MELLO, A. F (Org.). Povos das águas:
realidade e perspectiva na Amazônia, Belém-PA: Museu Paraense Emílio Goeldi. FURTADO, L. Problemas ambientais e pesca tradicional na qualidade de vida da Amazônia. In: FURTADO, L. (Org.). Amazônia: desenvolvimento, sociodiversidade e qualidade de
vida. Belém, UFPA, NUMA, 1997. FURTADO, L. G., NASCIMENTO, I. H. do, SANTANA, G., MANESCHY, M. C. A. Formas de utilização de manguezais no litoral do Estado do Pará: casos de Marapanim e
São Caetano de Odivelas. Belém: Amazônia: Ci. & Desenv. v. 1, n. 2, jan./jun.2006. GLASER, M., CABRAL., N., RIBEIRO, A (Org.). Gente, ambiente e pesquisa: manejo
transdisciplinar no manguezal. Belém: NUMA/UFPA, 2005. HAESBAERT, Rogério. Território e multiterritorialidade: um debate. GEOgraphia, v. 9, n. 17, 2007. Disponível em: periódicos.uff.br. Acesso: 8 ago. 2020. ALVES, Alexandre de Brito. Estrada Bragança-Ajuruteua e sobrevivência no manguezal
(1975-1991). São Carlos: Pedro & João Editores, 2020. LEITE, José Leite; LEITE, Eudes Fernandes. Saber formal e saber local: convergências e
assimetrias. Ciências & Cognição, v. 17, n. 2, 2012. Disponível em: http: //
www.cienciasecognicao.br. Acesso: 28 set. 2020. LITTLE, P. E. Territórios Sociais e Povos Tradicionais no Brasil: Por uma Antropologia
da territorialidade. Brasília: Série Antropologia nº 322, Ed. UNB, 2002. LITTLE, P. Territórios sociais e povos tradicionais no Brasil: por uma antropologia da
territorialidade. Tempo Brasileiro: Rio de Janeiro, 2004. Disponível em: www.Dan.unb.br. Acesso: 28 set. 2020. MELLO, A. F. 1993. Pescadores da Indústria: o complexo de Icoaracy. In: FURTADO, L;
LEITÃO, W; MELLO, A. F. (Org.). Povos das águas: realidade e perspectiva na Amazônia,
Belém-PA: Hucitec. MANESCHY, M. C. 2003. Sócio-Economia: trabalhadores e trabalhadoras nos manguezais. In: FERNANDES, M. E.B. (Org.). Os Manguezais da Costa Brasileira, pp. 135-164. Maranhão: Fundação Rio Bacanga. MANESCHY, M. C. 1993. Pescadores no manguezal: estratégias técnicas e relações sociais
de produção na captura de caranguejo. FURTADO, L. G; LEITÃO, W; M, A. F. (Org.). Povos das águas: realidade e perspectivas na Amazônia. Belém: Museu Paraense Emílio
Goeldi, p. 19-62. MCKEAN, M. A. OSTRON, E. Regimes de propriedade comum em florestas: somente
uma relíquia do passado?. In: DIEGUES, A. C. E MOREIRA, A. C. C. Espaços e recursos
naturais de uso comum. São Paulo: Nupaub/USP, 2001. NORDI, Nivaldo. Os catadores de caranguejo-uçá (Ucides cordatus) da Região de Várzea
Nova (PB): uma abordagem ecológica e social. 1992. Tese (Doutorado em Ecologia e
Recursos Naturais) – Universidade Federal do São Carlos (UFSCAR), São Carlos, 1992. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 130 OLIVEIRA, Marcelo do Vale. “É de quem chegar primeiro”: Territorialidades entre tiradores
de caranguejos da Vila do Bacuriteua, Bragança/Pa. XV ENCONTRO DE CIÊNCIAS
SOCIAIS DO NORTE E NORDESTE e PRÉ-ALAS BRASIL., 2012, Teresina. Anais [...]. Teresina-PI, 2012. OLIVEIRA, Marcelo do Vale. “É de quem chegar primeiro”: Territorialidades entre tiradores
de caranguejos da Vila do Bacuriteua, Bragança/Pa. XV ENCONTRO DE CIÊNCIAS
SOCIAIS DO NORTE E NORDESTE e PRÉ-ALAS BRASIL., 2012, Teresina. Anais [...]. Teresina-PI, 2012. OLIVEIRA, Marcelo do Vale. Trabalho e territorialidade no extrativismo de caranguejos
em Pontinha de Bacuriteua, Bragança-Pará. Dissertação (Mestrado em Biologia
Ambiental) – Universidade Federal do Pará (UFPA), Bragança, 2013. OLIVEIRA, Marcus Vinicius. A estrada para o “progresso”: política, cultura e natureza
em Bragança, Pará (1970-1996). Dissertação (Mestrado em História Social) – Universidade
Federal do Pará (UFPA), Belém, 2015. ALVES, Alexandre de Brito. Estrada Bragança-Ajuruteua e sobrevivência no manguezal
(1975-1991). São Carlos: Pedro & João Editores, 2020. OLIVEIRA, Marcus Vinicius; HENRIQUE, Márcio Couto. No meio do caminho havia um
mangue: impactos socioambientais da estrada Bragança-Ajuruteua, Pará. Revista
Manguinhos, v.25, n.2, abr.-jun. 2018. Disponível em: http:www.revistahcsm.coc.fiocruz.br. Acesso: 9 set. 2020. SCHAEFFER-NOVELLI, Y. Manguezal: ecossistema entre terra e mar. São Paulo:
Carribean Ecological Reserach, 1995. SILVA, C. N. A percepção territorial-ambiental em zonas de pesca. Belém: Bol. Mus. Para. Emílio Goeldi, Ciências Humanas, v. 2, n. 3, set./dez. 2007, 25-32p. SILVA, A. L. da. Entre tradições e modernidade: conhecimento ecológico local, conflitos
de pesca e manejo pesqueira no rio Negro, Brasil. Belém: Boletim do Museu Paraense Emílio
Goeldi, Ciências Humanas, v. 6, n. 1, jan./ abr. 2011, 141-163p. SCHMIEGELOW, J. M. M. O planeta Azul: Uma Introdução às ciências marinhas. Rio de
Janeiro: Interciência, 2004, 202p. SOFFIATI, Arthur. Da mão que captura o caranguejo à globalização que captura o
manguezal. In: II ENCONTRO DA ASSOCIAÇÃO NACIONAL DE PÓS-GRADUAÇÃO E
PESQUISA EM AMBIENTE E SOCIEDADE., 2004, Indaiatuba. Anais [...]. Indaiatuba,
2004. SOUZA, Camilla. 2013. Relações de gênero em Bacuriteua (PA): imaginário do
homoerotismo masculino entre coletores de caranguejo. Dissertação (Mestrado em
Linguagens e Saberes na Amazônia) – Universidade Federal do Pará (UFPA), Bragança,
2013. RAMALHO, Cristiano Wellington Noberto. O sentir dos sentidos dos pescadores artesanais. Revista de Antropologia, SÃO PAULO, USP, 2011, v. 54 nº 1. Disponível em http:
www.revistas.usp.br/ra/about. Acesso: 28 set. 2020. 131 DOSSIÊ AMAZÔNIA – - SABERES NA AMAZÔNIA INTRODUÇÃO Os conhecimentos tradicionais são o resultado de uma coevolução entre as sociedades
e seus ambientes naturais. Esta evolução simultânea permitiu a conservação de um equilíbrio
no qual o manejo dos recursos, bióticos e abióticos, está diretamente relacionado com mitos,
lendas, regras, valores e saberes. Este entendimento de que a diversidade cultural caminha lado
a lado com a diversidade ecológica e que uma depende da outra é crescente. Entretanto, o
etnocentrismo predominante na construção do conhecimento científico, não favorece o
reconhecimento dos sistemas de saberes organizados de outras culturas (DIEGUES, 2000). No Brasil, o Decreto Federal 6040 instituiu, em 27 de fevereiro de 2007, a Política
Nacional de Desenvolvimento Sustentável dos Povos e Comunidades Tradicionais (PNPCT),
definindo-os, em seu artigo 30, parágrafo 1, como: grupos culturalmente diferenciados e que se reconhecem como tais, que possuem
formas próprias de organização social, que ocupam e usam territórios e recursos
naturais como condição para sua reprodução cultural, social, religiosa, ancestral e
econômica, utilizando conhecimentos, inovações e práticas gerados e transmitidos
pela tradição. (BRASIL, 2007, p. 1). Estes, também denominados saberes tradicionais, conhecimento ecológico local ou
etnoconhecimentos, são adquiridos através de observações extensivas dos elementos naturais e
transmitidos por via oral, de geração a geração (BERKES et al., 2000; HUNTINGTON, 2000). O resgate desses saberes empíricos, visando incluí-los nas estratégias de desenvolvimento
socioambiental se dá a partir da construção de pontes entre as disciplinas tradicionais da
academia e as diversas culturas. Uma destas pontes, a etnobiologia, investiga as relações do homem com os seres vivos
e com o mundo natural (MARQUES, 1991). Dentro desta, a etnozoologia é definida como um
estudo transdisciplinar dos pensamentos e percepções (mitos e crenças), dos sentimentos
(representações afetivas) e dos comportamentos (ações) que constituem as relações entre
populações humanas e os animais que as cercam (MARQUES, 2002). Portanto, a etnozoologia
traduz-se como o estudo da ciência zoológica do “outro”, por ser construída a partir do
referencial teórico acadêmico, levando em consideração as perspectivas culturais de cada grupo
humano (CAMPOS, 1994). Meu interesse pelos conhecimentos tradicionais foi desenvolvido à medida que eu
submergia, enquanto Bióloga em busca da diversidade zoológica, em diferentes contextos
socioambientais. Despertou nos primeiros contatos com agricultores do entorno do Parque
Nacional Serra de Itabaiana (Sergipe). CAMPUS BRAGANÇA VOLUME NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 132 Data de submissão: 13.10.2020
Data de aprovação: 01.12.2020 1 DIVERSIDADE ZOOLÓGICA E ETNOCONHECIMENTOS: A PERSPECTIVA DA
ETNOZOOLOGIA Os estudos da etnozoologia incluem os sistemas empregados na classificação dos
elementos presentes nos ecossistemas. Os quais, segundo Ellen (1986), refletem o modelo
organizacional social de uma comunidade. Denominadas de etnotaxonomias, estas
classificações relacionam os aspectos naturais mais notáveis aos humanos (cor, tamanho, forma
do corpo, odor), bem como os aspectos de significância cultural (BROWN, 1986). Kellert (1983) afirma que humanos percebem os animais nas formas de (1) intenção, (2)
saber e/ou (3) simbólica. Dentre estas crenças, saberes e fazeres, a significância das diferentes
espécies animais nos diversos conhecimentos tradicionais pode ser estudado, como nos
instigam Vargas-Clavijo e Costa-Neto (2010), através da compreensão das atitudes humanas
para com os demais animais. Em geral, os etnozoólogos se impressionam com a coerência dos
saberes e práticas que as populações tradicionais possuem e demonstram, em graus diversos,
sobre as espécies de animais com as quais convivem e interagem (POSEY, 1982; SCHEPS,
1993). Esses estudos contribuem, tanto para a elaboração de estratégias de manejo e
conservação da fauna, quanto dos diversos simbolismos e representações, historicamente
construídos nas diferentes culturas, sobre os animais. Posey (1986, p. 16) recomendou aos etnobiólogos que não nos prendamos somente a
dados estatisticamente relevantes, pois para ele a contradição e a anomalia são os princípios culturais básicos a serem investigados
em maior extensão. Nisto é que a Etnobiologia difere da Biologia, esta última trata os
fenômenos socioculturais como dados estatisticamente irrelevantes, enquanto a
Etnobiologia deve considerar a contradição e a anomalia como elementos
fundamentais ao desenvolvimento dos métodos de pesquisa. Assim, a continuidade entre conhecimentos tradicionais e conhecimentos científicos foi
construída, nos estudos aqui compilados, utilizando múltiplos métodos e técnicas, na
perspectiva quali-quantitativa. Esta triangulação é defendida por Ruediger e Riccio (2004)
como uma estratégia para amenizar os possíveis vieses das pesquisas que envolvem as
percepções humanas do mundo natural. Para compreender as percepções de pescadores artesanais, em diferentes
espaços/contextos da costa amazônica paraense, diferentes técnicas foram empregadas no
registro e análises das histórias orais. A história oral centra-se na memória humana e sua
capacidade de rememorar o passado enquanto testemunha do vivido. Podemos entender a
memória como a presença do passado, como uma construção psíquica e intelectual de
fragmentos representativos desse mesmo passado, nunca em sua totalidade, mas parciais em
decorrência dos estímulos para a sua seleção. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 133 a contribuição dos etnoconhecimentos, de pescadores artesanais polivalentes na Amazônia
costeira paraense, sobre animais marcantemente presentes nos locais de moradia e/ou pesca,
para o entendimento da diversidade faunística. Bem como para a reflexão de questões
ambientais e de manejo dos componentes animais. INTRODUÇÃO Intensificou durante as expedições às várzeas do aluvião
entre os rios Solimões e Japurá (Amazonas), onde foi implantada a Reserva de
Desenvolvimento Sustentável Mamirauá, quando tive muitos encontros com ribeirinhos
pescadores e indígenas. Aprofundou-se nos manguezais da Amazônia costeira paraense
(Reserva Extrativista Marinha (RESEX-MAR) Caeté-Taperaçu, RESEX-MAR Tracuateua e
arredores) onde convivi com pescadores artesanais, extrativistas e agricultores. O olhar para as
formas de vida e a escuta dos saberes desses grupos humanos transformaram minha atitude no
mundo e a abordagem das minhas pesquisas. Passei a me dedicar ao entendimento das teias que
envolvem homens e animais, a partir da perspectiva ética-êmica da etnozoologia. Este artigo foi construído a partir de dados secundários de trabalhos desenvolvidos, de
forma assíncrona, entre 2015 e 2018, com foco em grupos zoológicos diferentes em cada local
de estudo (tartarugas-marinhas e aves). Os resultados foram aqui apreciados, visando ressaltar NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 134 de dados, quanto mais abertas são as perguntas, maior a liberdade do sujeito para responder de
acordo com sua lógica e conceitos. Também se seguiu a Hermenêutica Objetiva, de Övermann
(1979), na qual se leva o sujeito estudado a expressar-se de forma reconstrutiva, buscando na
particularidade do próprio sujeito uma compreensão esclarecida e crítica da realidade social. E
ainda os pressupostos do método de Descrição Densa. de Geertz (1973), o qual vai além da
técnica etnográfica, pois o que interessa não é apenas a interpretação ou explicação de fatos
isolados, mas dos conjuntos que se constroem levando em consideração as diversas estruturas
conceituais e significativas que moldam as ações humanas. de dados, quanto mais abertas são as perguntas, maior a liberdade do sujeito para responder de
acordo com sua lógica e conceitos. Também se seguiu a Hermenêutica Objetiva, de Övermann
(1979), na qual se leva o sujeito estudado a expressar-se de forma reconstrutiva, buscando na
particularidade do próprio sujeito uma compreensão esclarecida e crítica da realidade social. E
ainda os pressupostos do método de Descrição Densa. de Geertz (1973), o qual vai além da
técnica etnográfica, pois o que interessa não é apenas a interpretação ou explicação de fatos
isolados, mas dos conjuntos que se constroem levando em consideração as diversas estruturas
conceituais e significativas que moldam as ações humanas. Seguindo princípios éticos da pesquisa com seres humanos, inicialmente foram
apresentados, às comunidades estudadas, por meio do termo de consentimento livre e
esclarecido (TCLE), os objetivos, finalidades e métodos das pesquisas. Bem como solicitado o
consentimento para os registros imagéticos e áudios. Os dados secundários aqui interpretados (AMORAS, 2017; ALVÃO, 2016; BARBOZA
et al., 2018; BARBOZA et al., 2019) foram obtidos com base na aproximação participativa, ou
seja, no acompanhamento e auxílio na realização de práticas cotidianas, com a preocupação de
observar o ambiente e participar dos eventos sociais que ali se desenrolavam. Nesta etapa, era
possível identificar os papeis de cada sujeito no grupo, e assim planejar a aplicação das demais
técnicas, individualmente ou em Grupos Focais2. As memórias, acontecimentos e atividades
relacionadas aos animais foram gravados em áudio (quando possível e consentido) ou
registradas em formulários e diários de bordo. Os registros em áudio foram, posteriormente,
transcritos com apoio do programa Listen N Write Free 1.17.0.2. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Os textos resultantes foram
editados manualmente, quando necessário. Nestes textos, foi aplicada a análise de conteúdo3 de
acordo com Bardin (2011). As técnicas de campo empregadas foram: (1) observação participante (CHIZZOTTI,
1995; QUEIRÓZ et al., 2011); (2) entrevistas baseadas em uma lista de tópicos previamente
escolhidos, com enfoque “emicista-eticista” como proposto por Costa-Neto (2003) para a
pesquisa etnozoológica; (3) lista livre de etnoespécies foram construídas, durante as entrevistas,
à medida que cada domínio cultural foi trabalhado. Foram considerados como elementos
culturalmente mais importantes, aqueles que apareceram em muitas listas e em uma ordem de
importância semelhante, de acordo com Albuquerque e Lucena (2004); e ainda, quando
pertinente, foram aplicadas as (4) técnicas projetivas com uso de fotografias de animais, da
categoria taxonômica abordada por cada pesquisa, para confirmar as espécies às quais os
agentes da pesquisa (pesquisador e pesquisados) se referiram nos momentos anteriores, sanando
possíveis discrepâncias4. 3 Um conjunto de técnicas de análise das comunicações, que utiliza procedimentos sistemáticos e objetivos de
descrição do conteúdo das mensagens. Levando em conta a frequência dos temas extraídos do conjunto dos
textos/fala, as representações dos conteúdos ou de suas expressões foram codificadas por recorte, agregação e
enumeração de unidades de registro (palavras ou temas). As unidades de registro foram analisadas através das
frequências e por análise temática da enunciação. 4 De acordo com Frank (1939), as técnicas projetivas oferecem acesso ao mundo dos sentidos, significados, padrões
e sentimentos, revelando aquilo que o sujeito não consegue expressar. Segundo Pinto (2014), a associação de
palavras com estímulos visuais é útil para projetar as sensações e atitudes. 2 Seguindo a definição de Powell e Single (1996): um conjunto de pessoas selecionadas e reunidas por
pesquisadores para discutir e comentar um tema, a partir de suas experiências pessoais. 2 Seguindo a definição de Powell e Single (1996): um conjunto de pessoas selecionadas e reunidas por
pesquisadores para discutir e comentar um tema, a partir de suas experiências pessoais.
3 Um conjunto de técnicas de análise das comunicações, que utiliza procedimentos sistemáticos e objetivos de
descrição do conteúdo das mensagens. Levando em conta a frequência dos temas extraídos do conjunto dos
textos/fala, as representações dos conteúdos ou de suas expressões foram codificadas por recorte, agregação e
enumeração de unidades de registro (palavras ou temas). As unidades de registro foram analisadas através das
frequências e por análise temática da enunciação.
4 De acordo com Frank (1939), as técnicas projetivas oferecem acesso ao mundo dos sentidos, significados, padrões
e sentimentos, revelando aquilo que o sujeito não consegue expressar. Segundo Pinto (2014), a associação de
palavras com estímulos visuais é útil para projetar as sensações e atitudes. 1 DIVERSIDADE ZOOLÓGICA E ETNOCONHECIMENTOS: A PERSPECTIVA DA
ETNOZOOLOGIA Não é somente a lembrança de certo indivíduo,
mas de um indivíduo inserido em um contexto familiar ou social, por exemplo, de tal forma que
suas lembranças são permeadas por inferências coletivas, moralizantes ou não (MATOS;
SENNA, 2011). As técnicas foram utilizadas seguindo a Metodologia Geradora de Dados, proposta por
Posey (1986), que aponta importantes sugestões para um diálogo de campo em que os
referenciais do “outro” sejam respeitados e, sobretudo, para que se compreendam os conceitos
a partir da própria cosmologia e cosmogonia do grupo pesquisado. Nesta metodologia de coleta DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 135 alta diversidade de ecossistemas, alguns mais contrastantes (mata, cerrado, campinas,
manguezal, costeiros) e outros de transição, por vezes muito sutis, na composição biótica da
contínua área de floresta (AB’SABER, 2002). Parte dela está em contato com o Oceano
Atlântico proporcionando uma extensa região amazônica costeira. A costa amazônica compreende 35% dos, aproximadamente, 8.500 km da costa
brasileira. As especificidades desse litoral, entre o rio Oiapoque no Amapá (5°N, 51°W) e a
baia de São Marcos no Maranhão (2°S, 44°W), incluem precipitação anual elevada (até
3.300mm), temperaturas também elevadas (>20 °C) com baixa variação anual, extensa
plataforma continental (cerca de 330km), regime de macromarés (com valores máximos
chegando a 6m no Pará, 8m no Maranhão, e 12m no Amapá), descarga de dezenas de estuários
e do maior rio do mundo (Amazonas) e elevado escoamento de sedimentos (nutrientes e matéria
orgânica) (PEREIRA et al., 2009). Estas condições proporcionam o desenvolvimento de grande
biodiversidade, bem como de uma ampla gama de modos de apropriação social, econômica e
cultural dos ambientes costeiros. A principal atividade produtiva dos moradores da costa amazônica é a pesca artesanal,
definida por Diegues (2005) como “pequena pesca, cuja produção em parte é consumida pela
família e em parte é comercializada.” As técnicas secularmente empregadas pelos indígenas
serviram de base para a pesca nessa região, a qual é reconhecidamente uma atividade tradicional
pela antiguidade de sua prática na Amazônia, pelos métodos e técnicas de captura, formas de
acondicionamento e preparação do produto (FURTADO, 2006). Segundo Furtado (1990), a pesca artesanal no Pará, abrange as pescarias flúvio-lacustres
e costeiras ou marítimas (até 10 milhas do litoral paraense), e apresenta duas formas de
organização social. Na forma polivalente, os pescadores se dedicam a várias atividades durante
o ano, como roçados, extrativismo, coleta, criação de gado e pesca. Estes pescam para consumo
próprio durante o ano e, sazonalmente, para comercialização. O elemento familiar predomina
nas unidades de produção. Enquanto os pescadores monovalentes se dedicam às atividades de
pesca durante todo o ano, tendo as parcerias como unidades de produção. As comunidades de pescadores polivalentes onde os estudos foram realizados situam-
se na mesorregião nordeste paraense, na costa atlântica da Amazônia brasileira. Sendo quatro
na/ou entorno da Reserva Extrativista Marinha (RESEX-MAR) Caeté-Taperaçu, uma na
RESEX-MAR Tracuateua e uma na área onde se propõe a expansão das áreas de RESEX-MAR
no município Salinópolis. 2 PESCADORES ARTESANAIS DA AMAZÔNIA COSTEIRA PARAENSE: AS
COMUNIDADES ESTUDADAS A Amazônia é um bioma que se estende por uma grande porção da América do Sul,
abrangendo partes de nove países. Com extensão de 8 milhões de km², trata-se de uma área com 4 De acordo com Frank (1939), as técnicas projetivas oferecem acesso ao mundo dos sentidos, significados, padrões
e sentimentos, revelando aquilo que o sujeito não consegue expressar. Segundo Pinto (2014), a associação de
palavras com estímulos visuais é útil para projetar as sensações e atitudes. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 136 empresas de processamento. Os pescadores dessas comunidades trabalham na costa da
microrregião bragantina do Salgado, utilizando as ilhas como “rancho”5. empresas de processamento. Os pescadores dessas comunidades trabalham na costa da
microrregião bragantina do Salgado, utilizando as ilhas como “rancho”5. A comunidade Quatipuru-Mirim habita uma ilha que dista cerca de 40 km da sede do
município de Tracuateua, onde pescam (peixe e camarão) para auto-sustento e comercialização
durante o ano todo. É uma das três que se localizam dentro dos limites da RESEX-MAR
Tracuateua, da qual são usuárias mais 55 comunidades localizadas no entorno da área. A qual
situa-se contígua à oeste da RESEX-MAR Caeté-Taperaçu. A comunidade de Santa Rosa localiza-se na área onde o Instituto Chico Mendes de
Conservação da Biodiversidade/Ministério do Meio Ambiente propôs, em 2017, a implantação
de uma nova RESEX-MAR no município de Salinópolis. Situada à margem direita do rio
Urindeua, que corre do sul para o norte do município e deságua no Oceano Atlântico, esta
comunidade possui energia elétrica, três estabelecimentos comerciais, uma igreja católica, um
campo de futebol, uma escola municipal de educação básica, um posto de saúde e associação
de moradores. O rio Urindeua, navegável apenas por pequenas embarcações, é de grande
importância econômica para os moradores da Santa Rosa. As principais atividades das cerca de
35 famílias, são a agricultura familiar, a pesca e a coleta de caranguejo. Os etnoconhecimentos de pescadores sobre tartarugas marinhas foram registrados nas
comunidades Vila dos Pescadores e Vila Bonifácio (Bragança) (BARBOZA et al., 2018;
BARBOZA et al., 2019). Sobre Maçaricos (Charadriiformes) na comunidade Santa Rosa
(Salinópolis) (AMORAS, 2017). Sobre aves residentes e visitantes das Ilhas da microrregião
bragantina - Canelas, Baiaco, Pilão e Quatipuru Mirim - foram escutados pescadores das
comunidades Castelo e Taperaçu-Porto, e residentes na Cidade (Bragança); e ainda comunidade
Quatipuru-Mirim (Tracuateua) (ALVÃO, 2016). g
p q
(
) g
p
g
g
j
7 Quelônio de água doce, conhecido no Brasil como “cágado”, na Amazônia, em geral, como “tartaruga da
Amazônia”. 5 Denominação dada pelos pescadores a locais de apoio durante os longos períodos de pesca. ç
p
p
p
g
p
p
6 O grupo quelônios (Ordem Chelonia ou Testudinata) agrupa tartarugas, cágados e jabutis. DOSSIÊ AMAZÔNIA Reservas Extrativistas são territórios de uso comum, regulamentadas
com vistas à conservação dos recursos naturais, das culturas locais e meios de vida dos povos
tradicionais. A regulação do uso dessas áreas é feita por cogestão, ou seja, gestão compartilhada
entre a administração pública e os povos tradicionais, com princípios participativos. Para a
implementação deste modelo de gestão, são criadas Associações de Usuários, como
representantes do povo tradicional. A Vila dos Pescadores estabeleceu-se na linha de praia, da península de Ajuruteua, no
município de Bragança, ainda na segunda década do século XX. A forte erosão produzida pela
variação no nível do mar apontada por Souza-Filho (2011), levou o governo local a construir
uma nova vila com equipamentos urbanos (posto de saúde e escola), e induzir a transferência
das famílias de pescadores artesanais para este novo local, situado próximo a um canal de maré. Entretanto, a formação da nova vila, denominada Bonifácio, em 1995, não extinguiu
completamente a antiga Vila dos Pescadores. As vilas situam-se dentro dos limites da RESEX-
MAR Caeté-Taperaçu. Também situada na RESEX-MAR Caeté-Taperaçu, as comunidades Castelo (dentro) e
Taperaçu-Porto (entorno), se destacam por possuírem portos que permitem o atracamento de
barcos de médio porte, importantes para a economia local, pois fornecem pescado para as DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 137 Os ninhos, geralmente localizam-se distante dos ranchos de pescadores e das casas, no
caso de locais com residentes. Os pescadores classificam as aves quanto aos locais dos ninhos,
dividindo-as em: aves que nidificam no chão (maçaricos, gaivotas) e as que nidificam sobre os
galhos de árvores do manguezal (guará, galça, taquiri, maguari, entre outros). “Ah fica lá em
cima, lá em cima, eles fazem o linho lá em cima, lá em cima da siribeira do manguero...”
Segundo os pescadores, várias mudanças nas áreas de nidificação relacionadas à geomorfologia
das ilhas e perseguição de aves pelas pessoas estão ocasionando a diminuição de aves e de ovos
nas ilhas de pesca. Os predadores dos ovos de aves mais citados pelos pescadores foram os
cachorros, seguidos pelos gaviões, cobras e humanos. “Não ser uma praia muito ‘habituada’
num tem muita população, acho que devido também não ter energia elétrica, se tivesse, acho
que só a iluminação espantava eles.” Também na etnozoologia de pescadores no rio Urideua
(na altura da comunidade Santa Rosa), é amplo o conhecimento sobre maçaricos. Observam,
ao longo do ano, maior abundância dessas aves no período seco (denominado verão na região),
ou seja, nos meses de julho a dezembro. Variações sazonais na diversidade também são
percebidas. Há relatos de que somente o Maçariquinho (Actitis macularius) é presente durante
todo o ano. Nas narrativas dos pescadores, estas aves limícolas8 são avistadas diariamente
alimentando-se, principalmente, do caranguejo-maracoanim, em praias e enseadas. Também
em áreas de descanso, nos manguezais circundantes. Os principais predadores são o gavião-
caburé e as cobras. Embora não seja o nosso objetivo aqui, confrontar os etnoconhecimentos sobre os
animais com a zoologia científica, podemos afirmar que esta correlação é positiva. Ainda que
construída e transmitida de formas diferentes da Ciência, como afirmam Santos-Fita e Costa-
Neto (2007), as etnozoologia locais nos fornecem o recorte de maior significância para os
humanos que vivem em contato direto com os elementos naturais. Este recorte agrega primor na tomada de decisões sobre ações que afetem os modos de
vida das comunidades e povos tradicionais, na medida em que respeita o direito desses grupos
sociais de serem ouvidos. Este direito foi preconizado na Convenção 169, da Organização
Internacional do Trabalho (OIT), aprovada pela Organização das Nações Unidas em 1989. g
g
9 Taxonomia ou classificação biológica é uma ciência biológica que busca agrupar e categorizar as espécies de
seres vivos (extintas e viventes). DOSSIÊ AMAZÔNIA Esse
Tratado Internacional sobre os direitos humanos de povos indígenas e tradicionais está em vigor
no Brasil desde 2004 através do Decreto 5051 (BRASIL, 2004). 3
ETNOZOOLOGIA:
COMO
OS
ANIMAIS
SÃO
PERCEBIDOS
PELOS
PESCADORES A presença de tartarugas marinhas nas praias e águas continentais da microrregião
bragantina foi descrita pela quase totalidade dos pescadores da Vila do Bonifácio e Vila dos
Pescadores (península de Ajuruteua) que participaram da pesquisa. As interações entre esses pescadores e as tartarugas marinhas ocorrem durante suas
práticas pesqueiras (rede, curral e espinhel), e ainda em seus trajetos entre o mar e as
comunidades. “[...] as redes de arrastão no fundo espanta as tartarugas, o que não malha nessas
redes corre pra frente.” Embora não percebam a temporalidade do processo reprodutivo das
tartarugas marinhas, descrevem desovas da tartaruga-cinza e da aruanã (Chelonia mydas e
Lepidochelys olivacea). “Tartaruga faz um rebaixo, arrudeio, para não cercarem os ovos, faz
forçado marca.” A adaptação aos ambientes costeiros é percebida pelos sabedores locais que
distinguem os quelônios6 marinhos de outros grupos de ambientes dulcícolas e terrestres. “Aruanã tem a parte traseira cheia; Chimirra7 tem a parte traseira seca.” Esta aguçada percepção
de pescadores quanto à diversidade morfológica, fisiológica e comportamental também foi
registrada para aves costeiras. Sendo o montante de informações sobre cada espécie bastante
heterogêneo entre os pescadores artesanais que arrancham nas ilhas, o que indica diferentes
graus de significância cultural de cada uma delas para este grupo social. Os locais (ilhas Quatipurú-Mirim, Maciel, Baiaco, Canelas, Otelina, Carrapato e Ilha do
Cachorro) e períodos de nidificação (entre os meses de maio a agosto) de diversas espécies
foram claramente descritos. 8 Aves da Ordem Charadriiformes, geralmente associadas a zonas úmidas costeiras, como estuários e lagoas.
9 Taxonomia ou classificação biológica é uma ciência biológica que busca agrupar e categorizar as espécies de
seres vivos (extintas e viventes). Aves da Ordem Charadriiformes, geralmente associadas a zonas úmidas costeiras, como estuários e lagoas NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Segundo os pescadores das Ilhas, quarenta e cinco etnoespécies que residem ou visitam
as ilhas da microrregião bragantina, sendo as mais citadas guará, galça, taquiri, gaivota e
maçarico. Nas narrativas identificamos citações de variações nos caracteres de coloração,
tamanho, tipo de bico e vocalização. Dezessete etnoespécies de maçaricos foram citadas para as margens do rio Urindeua. As mais frequentes foram Maçaricão, Vira-pedra e Maçariquinho-da-beira-de-igarapé. Os
pescadores locais utilizam para a distinção entre as etnoespécies as categorias locais classe,
pinta e qualidades. “Eu faço porque tem as qualidades né, tem o grande, tem o menor e tem os
que são pintadinho e outros que são diferente um do outro.” Duas correntes teóricas foram
propostas, inicialmente, para explicar os critérios utilizados nas classificações tradicionais
(folk). A intelectualista ou cognitivista, defendida por Berlin et al. (1973), sugere que as pessoas
classificam os organismos para satisfazer a necessidade inata de organizar o mundo à sua volta
ou meramente por curiosidade. Enquanto a corrente utilitarista, proposta por Hunn (1977),
afirma que as pessoas classificam os componentes do mundo natural que possuem valor para
elas. Posteriormente, Atran (1998) propõe um modelo único de classificação, contemplando as
duas correntes. Considera que os organismos são classificados em nível genérico com base em
características culturais universais inatas. E que o nível específico está condicionado ao valor
local dos seres naturais para as pessoas. p
11 A Lei nº 5.197, de 3 de janeiro de 1967, dispõe sobre a proteção à fauna e dá outras providências. 10 Animais da Classe Crustacea, infra-classe Cirripedia. 10 Animais da Classe Crustacea, infra-classe Cirripedia. 10 Animais da Classe Crustacea, infra-classe Cirripedia.
11 A Lei nº 5.197, de 3 de janeiro de 1967, dispõe sobre a proteção à fauna e dá outras providências. ETNOTAXONOMIA: COMO OS PESCADORES CLASSIFICAM OS ANIMAIS Os pescadores listaram 26 etnoespécies de tartaruga-marinha, dentre as quais foi
possível confirmar a presença das cinco espécies ocorrentes no litoral brasileiro (Ceará a Santa
Catarina) pela ciência e nas políticas ambientais: tartaruga-amarela (Caretta caretta), tartaruga-
cor-de-vinho
(Eretmochelys
imbricata),
tartaruga-cinza
(Chelonia
mydas),
aruanã
(Lepidochelys olivacea) e tartaruga-de-couro (Dermochelys coriacea). Os caracteres
diagnósticos neste sistema de classificação são morfológicos e comportamentais, tal qual a
taxonomia9 zoológica clássica. Estes mesmos aspectos são utilizados na etnotaxonomia de aves. A diversidade de aves
é localmente organizada em um complexo sistema de classificação, baseado em atributos de
formas, modos de vida e funcionalidade no ambiente. As espécies afins sendo reunidas em
grupos, denominados por eles de “tipo” ou “marca” de aves, caracterizando os etnogêneros
locais. 138 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 5 INTERAÇÕES ENTRE PESCADORES E ANIMAIS O uso dos elementos da natureza pelos povos tradicionais evoluiu, a partir das
necessidades para a sobrevivência, até o acúmulo de saberes através da observação e
experimentação de fenômenos e características destes elementos. Os saberes acumulados
favorecem e mantêm o conhecimento sobre os territórios, sendo necessário que se ressalte a
importância da transmissão desses saberes às novas gerações. Assim, a biodiversidade deixa de
ser apenas um conceito biológico, em relação a diversidade genética dos indivíduos, e dos
ecossistemas, tornando-se o resultado de práticas milenares dessas comunidades. Este
entendimento conduziu as chamadas etnociências ao interesse pela diversidade biológica, que
também está ameaçada pela mundialização de modelos culturais dominantes (DIEGUES,
2000). No estudo das tartarugas-marinhas registramos o aproveitamento de animais capturados
acidentalmente para consumo de carne, bem como a coleta de ovos dos ninhos são descritos
como hábitos alimentares esporádicos. Além do uso alimentar, os pescadores de Ajuruteua
usam a banha e o casco da tartaruga para tratamento de dores em geral, asma e processos
inflamatórios. E ainda, as cracas10 incrustadas no casco da tartaruga para “doenças dos olhos”. Além do uso zooterápico, os moradores das Vilas Bonifácio e dos Pescadores também usam
partes das tartarugas marinhas para confecção de zooartesanato, o que indica uma percepção
estético-afetiva desses animais. Quanto às interações humano-maçaricos, os pescadores admitiram consumir o maçarico
como iguaria alimentar, mas afirmam que esse hábito foi abandonado por saberem que a caça
de animais silvestres é ilegal11. Declaram reconhecimento da importância desses animais para
o equilíbrio ambiental local e demonstram admiração contemplativa. Alguns relatam, com
desaprovação, terem presenciado atitudes humanas de desprezo (balar, atirar e matar) para com
os maçaricos. Segundo Alves e Souto (2010), os conhecimentos acerca dos animais, transmitidos de
geração em geração por tradição oral, são bem integrados com outros aspectos culturais. Sendo DOSSIÊ AMAZÔNIA 139 resultado de inúmeras civilizações e tradições que se desenvolveram ao longo da história, os
conhecimentos etnozoológicos são parte importante do patrimônio cultural humano. resultado de inúmeras civilizações e tradições que se desenvolveram ao longo da história, os
conhecimentos etnozoológicos são parte importante do patrimônio cultural humano. 6 CONSIDERAÇÕES FINAIS A integração entre estudos etnozoológicos e levantamentos faunísticos é necessária
quando o objetivo maior é a conservação da fauna em áreas habitadas por populações humanas. A etnozoologia dos pescadores da Amazônia costeira paraense sobre tartarugas-
marinhas e aves-costeiras revela que esses trabalhadores tradicionais produzem e transmitem
conhecimentos, não apenas sobre aqueles grupos animais que utilizam como fonte de proteínas
e de renda, mas sobre todos os animais que compõem o sistema onde vivem. Os conhecimentos etnozoológicos, consistentes com a zoologia e a taxonomia zoológica
de tartarugas-marinhas e aves-costeiras, constituem um conjunto de informações teórico-
práticas que nos ajudam a conhecer a diversidade animal local, e deve ser considerado em
planejamentos de ações sobre conservação e uso destes territórios. As interações entre humanos e tartarugas-marinhas e humanos e aves aqui relatadas
constituem-se em práticas sustentáveis, uma vez que não interferem no equilíbrio ambiental de
forma significativa. E ainda nota-se nas narrativas dos pescadores que suas práticas tradicionais evoluem de
acordo com mudanças na sociedade. Tais como a promulgação de leis ambientais, que passam
a ser consideradas por eles em suas atitudes junto aos elementos naturais. ATRAN, Scott. Folk biology and anthropology of science: cognitive universals and cultural
particulars. Behavioral and Brain Sciences. v. 21, p. 547-609. 1998. REFERÊNCIAS AB'SABER, Aziz N. Bases para o estudo dos ecossistemas da Amazônia brasileira. Estudos
Avançados, v. 16, n. 45, p. 7-30, 2002. ALBUQUERQUE, Ulysses Paulino; LUCENA, Reinaldo Farias Paiva. Métodos e técnicas
para coleta de dados. In: ALBUQUERQUE, Ulysses Paulino; LUCENA, Reinaldo Farias
Paiva. (Org.). Métodos e técnicas na pesquisa etnobotânica. Recife: Editora Livro Rápido
/NUPEEA, 2004. p. 37-62. ALBUQUERQUE, Ulysses Paulino; LUCENA, Reinaldo Farias Paiva. Métodos e técnicas
para coleta de dados. In: ALBUQUERQUE, Ulysses Paulino; LUCENA, Reinaldo Farias
Paiva. (Org.). Métodos e técnicas na pesquisa etnobotânica. Recife: Editora Livro Rápido
/NUPEEA, 2004. p. 37-62. ALVÃO, Alan Crhistian Quadros. Conhecimento ecológico local (CEL) de pescadores
artesanais sobre aves limícolas na microrregião bragantina (Amazônia costeira, Brasil). 2016. Monografia (Licenciatura em Ciências Naturais) - Faculdade de Ciências Naturais,
Universidade Federal do Pará, Bragança, 2016. ALVÃO, Alan Crhistian Quadros. Conhecimento ecológico local (CEL) de pescadores
artesanais sobre aves limícolas na microrregião bragantina (Amazônia costeira, Brasil). 2016. Monografia (Licenciatura em Ciências Naturais) - Faculdade de Ciências Naturais,
Universidade Federal do Pará, Bragança, 2016. ALVES, R. R. N.; SOUTO, W. de M. S. Etnozoologia: conceitos, considerações históricas e
importância. In: ALVES, R.R.N. et al. (org.). A Etnozoologia no Brasil: importância, status
atual e perspectivas. Recife: NUPEEA, 2010. p. 21-40. AMORAS, Camila Oscarina Correa. Ocorrências e conhecimento ecológico local sobre
Maçaricos (Aves - Charadriiformes) no rio Urindeua (Vila de Santa Rosa, Salinópolis -
PA). 2017. Monografia (Licenciatura em Ciências Naturais) Faculdade de Ciências Naturais,
Universidade Federal do Pará, Bragança, 2017. ATRAN, Scott. Folk biology and anthropology of science: cognitive universals and cultural
particulars. Behavioral and Brain Sciences. v. 21, p. 547-609. 1998. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 140 BARBOZA, Roberta Sá Leitão et al. Representações sociais acerca das tartarugas-marinhas
de pescadores artesanais de Ajuruteua, Amazônia costeira, Bragança-Pará, Brasil. Amazônica: Revista de Antropologia, v. 9, p. 458-480. 2018. BARBOZA, Roberta Sá Leitão et al. Tartarugas-marinhas na costa amazônica paraense:
ocorrências e representações sociais para pescadores artesanais. Cap. 6. In: OLIVEIRA, A. C. A interlocução de saberes na antropologia. Ponta Grossa: Atena Editora., 2019, p. 127-
144. BARDIN, Laurence. Análise de conteúdo. São Paulo: Edições 70, 2011 rev. e amp. BARDIN, Laurence. Análise de conteúdo. São Paulo: Edições 70, 2011 rev. e amp. BERKES, Fikret; COLDING, Johan; FOLKE, Carl. Rediscovery of traditional ecological
knowledge as adaptive management. Ecological Applications, v. 10, n. 5, p. 1251-
1262. 2000. BERLIN, Brent; BREEDLOVE, Dennis E.; RAVEN, Peter H. General principles of
classification and nomenclature in folk biology. American anthropologist, v. 75, n. 1, p. 214-242. 1973. BRASIL. Decreto n. 6040 de 27 de fevereiro de 2007. Institui a Política Nacional de
Desenvolvimento Sustentável dos Povos e Comunidades Tradicionais (PNPCT). Disponível
em: http://www2.camara.leg.br/legin/fed/decret/2007/decreto-6040-7-fevereiro-2007-550693-
publicacaooriginal-66733-pe.html. Acesso em: 21 out. 2018. BRASIL. Decreto 5051 de 19 de abril de 2004. Promulga a Convenção nº 169 da
Organização Internacional do Trabalho - OIT sobre Povos Indígenas e Tribais. Disponível
em: http://www.planalto.gov.br/ccivil_03/_ato2004-2006/2004/decreto/d5051.htm. Acesso
em: 12 out. 2020. BROWN, Cecil H. The growth of ethnobiological nomenclature. Current Anthropology,
v. 27, n. 1, p. 1-19. 1986. CAMPOS, Marcio D’Olne. Fazer o Tempo e o ‘Fazer do Tempo’: ritmos em concorrência
entre o ser humano e a natureza. Ciência & Ambiente, v. 8, p. 7-33. 1994. CHIZZOTTI, Antonio. Pesquisa em ciências humanas e sociais. São Paulo: Cortez, 1995. COSTA-NETO, Eraldo Medeiros. Etnoentomologia no povoado de Pedra Branca,
município de Santa Terezinha, Bahia. Um estudo de caso das interações seres
humanos/insetos. 2003. 251p. Tese (Doutorado em Ecologia e Recursos Naturais) -
Universidade Federal de São Carlos, São Carlos, 2003. DIEGUES, Antônio Carlos S. (Org.). Os saberes tradicionais e a biodiversidade no Brasil. São Paulo: MMA/COBIO/NUPAUB/USP, 2000. DIEGUES, Antônio Carlos S. (Org.). Os saberes tradicionais e a biodiversidade no Brasil.
São Paulo: MMA/COBIO/NUPAUB/USP, 2000. DIEGUES, Antônio Carlos S. Aspectos sócio-culturais e políticos do uso da água. MMA,
Plano Nacional de Recursos Hídricos. 2005. 15p. Disponível em: http://www. usp. br/nupaub/agua.pdf. Acesso em: 25 out. 2020. ELLEN, R. F. Ethnobiology, cognition and the structure of prehension: some general DOSSIÊ AMAZÔNIA 141 theoretical notes. Journal of Ethnobiology, v. 6, n. 1, p. 83-98. 1986. FRANK, Lawrence K. Projective Methods for the Study of Personality. Journal of
Psychology: Interdisciplinary and Applied, v. 8, p. 389-413. 1939. FURTADO, Lourdes Gonçalves. Características gerais e problemas da pesca amazônica no
Pará. Boletim do Museu Paraense Emílio Goeldi, Série Antropologia. v. 6, n. 1. p. 41-93. 1990. FURTADO, Lourdes Gonçalves. Origens pluriétnicas no cotidiano da pesca na Amazônia:
contribuições para projeto de estudo pluridisciplinar. Boletim do Museu Paraense Emílio
Goeldi. Ciências Humanas, v. 1, n. 2, p. 159-172. 2006. GEERTZ, Clifford. Uma descrição densa: por uma teoria interpretativa da cultura. In: GEERTZ, Clifford. A Interpretação das Culturas. Rio de Janeiro: Guanabara Koogan,
1973. p. 13-41. HUNN, Eugene. Tzeltal Folk Zoology: The Classification of Discontinuities in Nature. New
York: Academic Press, 1977. HUNTINGTON, Henry P. Using traditional ecological knowledge in science: methods and
applications. Ecological applications, v. 10, n. 5, p. 1270-1274. 2000. KELLERT, Stephen R. Affective, Cognitive, and Evaluative Perceptions of Animals. Cap.7. In: ALTMAN e cols. (eds.). Behavior and the Natural Environment. New York: Plenum
Press, 1983. p. 241-267. MARQUES, José Geraldo Wanderley. Aspectos ecológicos na etnoictiologia dos
pescadores do complexo Mundau-Manguaba - Alagoas. 1991. Campinas. Tese (Doutorado
em Ecologia) - Universidade Estadual de Campinas, Instituto de Biologia, Campinas, 1991. MARQUES, José Geraldo Wanderley. O olhar (des) multiplicado. O papel da
interdisciplinaridade e do qualitativo na pesquisa etnobiológica e etnoecológica. In: MARQUES, José Geraldo Wanderley. O olhar (des) multiplicado. O papel da
interdisciplinaridade e do qualitativo na pesquisa etnobiológica e etnoecológica. In:
AMOROZO, M. C. de M.; MING, L. C.; SILVA. S. M. P. (Org.). Métodos de coleta e Q
,
y
(
)
p
p p
interdisciplinaridade e do qualitativo na pesquisa etnobiológica e etnoecológica. In:
AMOROZO, M. C. de M.; MING, L. C.; SILVA. S. M. P. (Org.). Métodos de coleta e
análise de dados em etnobiologia, etnoecologia e disciplinas correlatas. Rio Claro:
UNESP/CNPq, 2002. MOROZO, M. C. de M.; MING, L. C.; SILVA. S. M. P. (Org.). Métodos de coleta e
nálise de dados em etnobiologia, etnoecologia e disciplinas correlatas. Rio Claro:
NESP/CNPq, 2002. MATOS, Júlia Silveira; SENNA, Adriana Kivanski. História Oral como fonte: problemas e
métodos. Historiae. v. 2, n. 1, p. 95-108. 2011. ÖVERMANN, Ulrich et al. Die Methodologie einer “objektiven Hermeneutik” und
ihrealgemeine forschungslogische Bedeutung in den Sozialwissenschaften. In: SÖFFNER, H. G. (Org.). Interpretative Verfahren in den Sozial- und Textwissenschaften. Stuttgart:
Metzler, 1979. p. 352-434. PEREIRA, Luci Cajueiro Carneiro et al. theoretical notes. Journal of Ethnobiology, v. 6, n. 1, p. 83-98. 1986. A Zona costeira amazônica brasileira. Revista de
Gestão Costeira Integrada-Journal of Integrated Coastal Zone Management, v. 9, n. 2, p. 3-7. 2009. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 142 PINTO, Elza Rocha. Conceitos fundamentais dos métodos projetivos. Ágora, Rio de Janeiro,
v. 17, n. 1, p. 135-153. 2014. POSEY, Darrel Addison. Indigenous Knowledge and development: an ideological bridge to
the future. Ciência e cultura, v. 35, n.7, p. 877-894. 1982. POSEY, Darrel Addison. Etnobiologia: teoria e prática. In: Ribeiro D. (org.). Suma
Etnológica Brasileira. Etnobiologia. Petrópolis: Vozes/Finep, v. 1, p. 15-25. 1986. POWELL, Richard A.; SINGLE, Helen M. Focus groups. International Journal of Quality
in Health Care. v. 8, n. 5, p. 499-504. 1996. QUEIRÓZ, Danielle Teixeira; VALL, Janaina; SOUZA, Ângela Maria Alves; VIEIRA,
Neiva Francenely Cunha. Observação participante na pesquisa qualitativa: conceitos e
aplicações na área da saúde. Revista de Enfermagem da Universidade Estadual do Rio de
Janeiro, v. 15, n. 2. p. 276-283. 2011. RUEDIGER, M. A.; RICCIO, V. Grupo focal: método e análise simbólica da organização e
da sociedade. In: VIEIRA, M. M. F.; ZOUAIN, D. M (Orgs.) Pesquisa qualitativa em
administração. Rio de Janeiro: FGV. 2004. p. 25-35. SANTOS-FITA, Dídac; COSTA-NETO, Eraldo Medeiros. As interações entre os seres
humanos e os animais: a contribuição da etnozoologia. Biotemas. v. 20, n. 4, p. 99-110. 2007. SCHEPS, Ruth. La science sauvage. Des saviors populaires auxethnoisciences. Paris:
Éditions du Seuil, 1993. SOUZA-FILHO, Pedro Walfir Martins. Impactos naturais e antrópicos na planície costeira de
Bragança (NE do Pará). In: PROST, M. T.; MENDES, A. C. (Org.). Ecossistemas costeiros:
impactos e gestão ambiental. Belém: Museu Paraense Emílio Goeldi, 2001. VARGAS CLAVIJO. Maurício; COSTA-NETO, Eraldo Medeiros. Actitudes hacia la fauna:
algumas explicaciones de la conducta humana hacia los animales. In: ALVES. R.R; SOUTO,
W.M.S.S; MOURÃO, J.S. (org.). A Etnozoologia no Brasil. v. IV. Recife: NUPEEA. 2010. 143 DOSSIÊ AMAZÔNIA UNIVERSIDADE FEDERAL DO PARÁ
– CAMP US BRA GAN ÇA VOLUME
IX – REVISTA DO PROGRAMA DE PÓS GRADUAÇÃO EM LINGUAGENS E SABERES NA AMAZÔNIA – NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 144 há vinte anos e mãe há cinco. Tracuateua se tornou um município recentemente, tendo apenas
vinte e quatro anos de emancipação do município de Bragança/PA, que fica a aproximadamente
200 km da capital Belém/PA e possui cerca de 30 mil habitantes, segundo o último censo
demográfico (IBGE, 2019). há vinte anos e mãe há cinco. Tracuateua se tornou um município recentemente, tendo apenas
vinte e quatro anos de emancipação do município de Bragança/PA, que fica a aproximadamente
200 km da capital Belém/PA e possui cerca de 30 mil habitantes, segundo o último censo
demográfico (IBGE, 2019). Minhas perguntas surgiram após um contato com uma benzedeira, que inicialmente
aconteceu sem qualquer objetivo acadêmico. Em 2015, após a chegada de meu primeiro filho,
tudo mudou, a casa mudou, os amigos mudaram, os programas em famílias mudaram e tanta
transformação foi por conta de um novo ser que passou a integrar a família. O leitor poderia
indagar: qual o sentido de eu narrar aqui a chegada de uma criança na família com a pesquisa
que aqui estou apresentando? Neste sentido, em uma determinada manhã, já com três meses de vida, meu filho
começou a ter febre alta logo cedo, às 6h da manhã, acompanhada de calafrios e choro. Pensei
que poderia ser uma das viroses típicas do inverno amazônico; assim, como é de praxe, levei
meu filho ao pediatra. O pediatra receitou antitérmico e vitaminas. Porém, após a febre ceder,
apareceu outro sintoma – diarreia –, com fezes um pouco “esverdeadas”, o que chamou a
atenção da avó. Embora a cor das fezes chamasse atenção, o cheiro não era característico de
algum tipo de infecção alimentar. Mesmo assim, fiquei atenta ao sintoma manifestado. Já seguíamos para o terceiro dia e meu filho não apresentava melhoras. Mesmo quando
os sintomas abrandavam, eles retornavam pontualmente às 6h, 12h, 18h e 00h. E foi essa
pontualidade sintomática que fez com que a segunda mãe de meu filho concordasse comigo e
com a avó em sair para pedir ajuda a uma benzedeira. Fomos então à casa da Sra. T., benzedeira. – NÚMERO 01 DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 145 As orações e as rezas procuram buscar a necessidade de instrumentos, através de objetos
que se utilizam durante as benzeções e dependem de cada benzedor. Os instrumentos incluem:
plantas, água, alho, roupas, fotos, terço. Mas normalmente eles em sua maioria utilizam ramos
ou galhos para o benzimento. Tendo em vista este contexto, pretendo analisar nesta pesquisa o ofício de benzer como
produção de conhecimento, etnografando práticas de benzeção do município de Tracuateua/PA
a partir desta outra forma de saber e de suas práticas de cura. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Sugeri a ida especificamente até a casa dela
porque já a conhecia há muito tempo e já tive sua ajuda outras vezes, pois desde minha infância
convivo com benzedeiras, parteiras e experientes; inclusive, na minha casa, todos nós, exceto
minha irmã caçula, nascemos com o auxílio de parteira, carinhosamente chamada de “vovó
Mercedes”, que também era benzedeira. No final da tarde fomos à casa da dona T.. Meu filho ainda chorava e estava com muita
febre. Ao chegarmos lá, pedi para falar com dona T., que estava cuidando da neta. Ela nos deu
cadeiras para nos acomodar e eu contei todo o ocorrido. Ela então pediu para tirar toda a roupa
dele, entrou na casa, retornou com um alho na mão e começou a rezar e benzer o meu filho com
o alho. Ela passava o alho no corpo dele e ao mesmo tempo fazia orações. Neste momento,
fazia um vento muito forte. Lucas, meu filho, chorava enquanto ela fazia o sinal da cruz nele e o abençoou. Após
benzê-lo, ela disse que ele ficaria bom logo que voltasse para casa, que o problema havia sido
quebranto e ele havia sido admirado por uma mulher, e ela estava grávida. Voltamos para casa,
Lucas chegou suado, sem febre. Esperamos chegar 18 horas para ver se a febre voltava, mas
não voltou. Meia noite também a febre não apareceu, assim como os outros sintomas. Assim,
felizmente, meu filho logo estava bem. Neste momento, este estudo buscará se clarificar, mesmo com a complexidade do
método etnográfico, complexo no sentido de sua relação essencial e interdisciplinar com
diversas áreas (antropológica, filosófica, biológica etc.), sendo capaz de construir algo de forma
que cada uma das áreas citadas possa renovar ou enriquecer suas formas de apreensão da
realidade acerca do assunto estudado. Estou considerando que as benzedeiras e os benzedores em seu ofício mantêm uma
relação fenomenológica com o mundo. Neste sentido, faço um paralelo com Tim Ingold (2015)
ao tratar sobre os elementos não humanos, que estão também no mundo interagindo com os
humanos, a exemplo dos materiais que são feitos os objetos e produzem uma materialidade. As plantas também são matérias, ainda que não produzam objetos, fazendo parte do
arsenal que compõem a prática da benzeção, apreendida cotidianamente a partir de experiências
deixadas por outras gerações, e ganha uma habilidade mais específica no presente. 1 FUNDAMENTAÇÃO TEÓRICA A cidade de Tracuateua pertence à mesorregião do Nordeste do Pará e à microrregião
Bragantina, também conhecida como zona do Salgado. O município possui aproximadamente
30.959 habitantes, conforme estimativa do IBGE e densidade populacional de quase 29,39
hab/km². (IBGE, [2019]). Segundo informações da Secretaria de Estado de Turismo (2014),
Tracuateua fica a aproximadamente 188 km da capital Belém e a 15 km do município de
Bragança. No estudo em questão, dei prioridade para os locais onde se localizavam benzedores
conhecidos pela comunidade, a saber, os povoados de Santa Maria, Tracuá e a Comunidade
Quilombola do Jurussaca (Fig. 1). Figura 1 – Mapa do Município de Tracuateua, com destaque para as comunidades pesquisadas Figura 1 – Mapa do Município de Tracuateua, com destaque para as comunidades pesquisadas Figura 1 – Mapa do Município de Tracuateua, com destaque para as comunidades pesquisadas
Fonte: elaborado pela Autora. A comunidade de Santa Maria encontra-se situada na zona rural de Tracuateua. Nesta
comunidade vivem aproximadamente 40 famílias, a economia vem da agricultura familiar
(produção de grãos, milho, feijão, mandioca), da pesca de subsistência e da criação de animais Fonte: elaborado pela Autora. A comunidade de Santa Maria encontra-se situada na zona rural de Tracuateua. Nesta
comunidade vivem aproximadamente 40 famílias, a economia vem da agricultura familiar
(produção de grãos, milho, feijão, mandioca), da pesca de subsistência e da criação de animais A comunidade de Santa Maria encontra-se situada na zona rural de Tracuateua. Nesta
comunidade vivem aproximadamente 40 famílias, a economia vem da agricultura familiar
(produção de grãos, milho, feijão, mandioca), da pesca de subsistência e da criação de animais NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 146 de pequeno porte (galinha, patos, porcos e gado). Possuem 1 (uma) escola de ensino
fundamental, 2 (duas) igrejas (católica e evangélica) e 1 uma Unidade Básica de Saúde – UBS. Nesta comunidade, temos a benzedeira Dona T. de pequeno porte (galinha, patos, porcos e gado). Possuem 1 (uma) escola de ensino
fundamental, 2 (duas) igrejas (católica e evangélica) e 1 uma Unidade Básica de Saúde – UBS. Nesta comunidade, temos a benzedeira Dona T. Bem próximo da sede do município a cerca de 4 km, temos a comunidade de Cajueiro
Grande/Tracuá, embora a proximidade da sede seja tamanha, isso não faz diferença alguma na
vida dos que residem na mesma. 1 FUNDAMENTAÇÃO TEÓRICA A comunidade conta apenas com uma escola de ensino
fundamental menor, e não possui nenhum serviço básico (posto de saúde, água encanada, coleta
de lixo etc.), lá vivem cerca de 20 famílias, que vivem basicamente da agricultura e roças de
mandioca. Nesta comunidade temos um benzedor, o Seu S.T. Por fim, a comunidade Quilombola de Jurussaca abriga atualmente 45 famílias,
descendentes de escravos. Segundo depoimento de moradores mais antigos da localidade, os
fundadores da comunidade fugiram das fazendas nos arredores de Bragança (REIS; VIEIRA,
2016). Possuem como atividade econômica principal a agricultura familiar de subsistência,
criação de pequenos animais e extrativismo. Na comunidade, é muito comum ainda encontrar
moradores que detêm conhecimentos sobre plantas medicinais encontradas nas matas nativas,
e também moradores que se interessam e conhecem sobre plantas cultivadas em quintais, o que
é reforçado pelo benzedor estudado, o Sr. J.C ç
p
Conforme Reis e Vieira (2016, p. 4), que estudaram o ritual de beberagem na
comunidade de Jurussaca, a história do município “está inserida no circuito que ‘abriga’
comunidades afrodescendentes e indígenas’”. Seu surgimento está diretamente relacionado à
construção da estrada de ferro Belém-Bragança, em 1908, que promoveu o processo de
povoamento pela vinda de trabalhadores da região nordeste (REIS; VIEIRA, 2016). Conta-se
que o nome Tracuateua veio da referência dos trabalhadores da estrada de ferro, que
reclamavam da quantidade de formigas pretas (tracuás) no local (SETUR/PA, 2014). Historicamente, as mulheres têm se mostrado profissionais com êxito na prática da
medicina, seja na alimentação, no asseio, na cura de doenças e também na saúde espiritual
daqueles que estão por perto. Não por acaso, pode-se dizer que esta relação entre o feminino na
história e os cuidados com o próximo advém do conceito da maternidade e da interdependência
humana com a mãe/mulher, tendo se estendido para além da comunidade familiar, fazendo
assim com que surgissem as benzedeiras, rezadeiras e conselheiras (MACIEL; GUARIM
NETO, 2006). Ainda no que diz respeito à prática de rituais realizadas no passado, pode-se estabelecer
uma diferença importante quanto a participação do homem e da mulher, o que se mantém até
hoje se comparamos com as práticas de benzimento feitas pelos benzedores e benzedeiras de
Tracuateua. Esses aspectos apresentados acima configuravam um modelo das relações entre
homens e mulheres (MOTTA-MAUÉS, VILLACORTTA, 2000). DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 147 No mesmo sentido, Boaventura de Souza Santos (2004), em sua teoria crítica pós-
moderna, abre espaço para a luta emancipatória e o desafio representado pela articulação entre
os saberes científicos, bem como entre outros saberes. Essa discussão epistemológica torna-se
fundamental neste estudo, pois nos deparamos frequentemente com o saber hegemônico
científico tentando suprimir os demais saberes. Diante das argumentações de Boaventura, temos a análise das relações entre a prática
médica oficial e aos tratamentos populares que apresentam essa divisão: a medicina com o
empírico, a farmacopeia, o racional e o orgânico, entre outros; e do lado das práticas populares,
encontraríamos o simbólico, o ritual, o mágico, o psicológico, o sagrado e o social. Não há como ignorar ou deixarmos de relacionar a prática dos benzedores aos
pressupostos de Ingold quando faz suas indagações que destacam que desde o simples hábito
de tomar um chá para algum tipo de enfermidade receitado por nossos avós ou alguém mais
velho, quando continuamos a propagar essas receitas aos nossos filhos, damos prosseguimento
a um ritual de conhecimento que sem dúvida contribui a várias gerações. Foram muitos relatos até chegar aos benzedores, uma vez que há inúmeras pessoas que
foram curadas de algumas enfermidades. Isso não é algo recente, as práticas de benzimento
fazem parte do cotidiano das pessoas, dos costumes tradicionais e da cultura religiosa também,
merecendo ser reconhecidos de algum modo como detentores de saberes e de um trabalho
único. O reconhecimento dos benzedores e de seus saberes populares tradicionais, como o do
saber científico, é imprescindível para corroborar a existência de uma epistemologia dos
benzedores. 1 FUNDAMENTAÇÃO TEÓRICA É importante considerar a diferença que existe entre essa classificação simbólica de
homens e mulheres e a sua classificação social, o que implica numa autêntica inversão de papeis
ou posições. Enquanto na primeira classificação o homem ocupa uma posição estável e a mulher
transita entre domínios, na segunda, a ele é permitido circular e atuar, livre e efetivamente em
qualquer domínio de qualquer área do sistema social, ao passo que a mulher são impostos
limites rígidos, restringindo-se drasticamente as oportunidades para seu desempenho na
sociedade (MOTTA-MAUÉS; VILLACORTTA, 2000). Vale esclarecer, ainda, o que entendo sobre doenças naturais e não naturais. A doença
que acomete o ser humano fisicamente é classificada como natural, o que é explicado por Maués
(1990), e as doenças não naturais seriam aquelas causadas além do caráter físico, já chegando
ao nível espiritual do ser humano. No entanto, os benzedores de Tracuateua apresentam uma
nomenclatura diferente das encontradas em seu trabalho de campo; segundo eles, há doenças
que são para médicos e outras para benzedores. TNOGRAFANDO AS BENZEDEIRAS E OS BENZEDORES DE TRACUATEUA Nesse sentido, Reis e Vieira (2016) corroboram que “seja qual for
o discurso ou o meio, a representação do fato é uma referência e assim, temos que nos aproximar
dela” Essa aproximação do sagrado é perceptível nos rituais de prática dos benzedores e
benzedeiras, reforçando dessa maneira vários tipos de reflexões acerca das práticas de cura. Conforme Nascimento (2010) e Quintana (1999), na literatura, há pesquisas que evidenciam a
constante interlocução dos benzedores com o além, ou seja, com a ordem divina, sagrada. Estabelecer o diálogo com benzedores foi essencial para construção de todo o método
de pesquisa. O calendário para coleta de dados e visitas in loco foi dividido conforme a
disposição dos benzedores e as pessoas atendidas, a cada visita foram fotografadas e feitas
anotações em diário de campo; além disso, o termo de consentimento foi apresentado a todos
os participantes. Solicita-se que os sujeitos (benzedores e pessoas atendidas por eles), relatem
detalhadamente como acontece todo o processo de benzimento, desde as manifestações de
doenças, até a cura após o benzimento. ç
p
A metodologia e a postura epistemológica sugerida neste estudo científico permite
analisar epistemologicamente o ofício dos benzedores, delineando e tecendo um estudo que
respeite e corrobore com aquilo que o outro compreende e acredita como certo, a partir do seu
próprio saber, o qual está baseado numa cultura e na particularidade de cada pessoa, bem como,
descrevendo o ato de benzimento, a sobreposição do saber científico sobre outros saberes,
identificando as razões para a desvalorização das práticas de benzimento e meios para sugerir
políticas públicas que valorizem esses saberes populares. Em conversas com pessoas idosas da região, encontramos os benzedores, que
chamaremos de Dona T, Sr. J.C e Sr. S.T. Entre os mais conhecidos atualmente estão dona T.,
que é somente benzedeira, e seu S. T., experiente e benzedor. Ambos residem em áreas rurais
do município. Dona T. possui 65 anos e seu S.T., 75 anos. Ambos são católicos. Seu J.C, 59
anos, é benzedor e reside na comunidade quilombola de Jurussaca. Segundo Maués (1994, p. 76-77), os especialistas locais que tratam de doenças não
naturais são o benzedor e o experiente, sendo que ambos possuem métodos específicos no
tratamento das doenças. O esclarecimento de Maués é fundamental, pois apresenta os conceitos
e as diferenças de algumas palavras utilizadas neste estudo, tais como experientes e benzedores. TNOGRAFANDO AS BENZEDEIRAS E OS BENZEDORES DE TRACUATEUA Antes de iniciar o relato de experiência com os Benzedores e Benzedeiras do município
de Tracuateua, é imprescindível apresentar as descrições dos métodos utilizados para esta
pesquisa e para a coleta do material etnográfico. Conforme Malinowski (1978, p. 22-23): Na etnografia, o autor é ao mesmo tempo, o seu próprio cronista e historiador; suas
fontes de informação são, indubitavelmente, bastante acessíveis, mas também
extremamente enganosas e complexas, não estão incorporadas a documentos
materiais fixos, mas sim ao comportamento e memória dos seres humanos. Na
etnografia é frequentemente imensa a distância entre a apresentação final dos
resultados da pesquisa e o material bruto de informações coletadas pelo pesquisador. Sob essa diretriz, inicialmente, Ingold (2015, p. 19) esclarece que: O objetivo da etnografia é descrever as vidas de outras pessoas além de nós mesmos,
com uma precisão e sensibilidade afiada por uma observação detalhada e por uma
prolongada experiência em primeira mão. Em Ingold (2015, p. 385), o conceito apresentado sobre o que é a etnografia significa
escrever e falar sobre pessoas, destacando-se a ação de se escrever e sobre quem se irá escrever,
o que permite o entendimento acerca do seu próprio conhecimento. No entanto, não é qualquer
relato sobre um povo que torna a técnica uma etnografia; ao contrário, é necessário um olhar
mais aguçado, artístico. As descrições etnográficas se tornam de certo modo mais uma produção
única do que apenas um método científico, sem deixar de ser apresentada com coerência,
precisão e realidade (INGOLD, 2015). p
Quando se fala que as práticas socioculturais e religiosas de grupos étnicos no Brasil
apresentam características próprias de uma história das mentalidades, como afirma Chartier
(1991), significa dizer que essas práticas são distintas e coletivas, mas são representadas
coletivamente e elevadas a uma só denominação. Nesse sentido, corrobora que os símbolos são NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 148 apresentações do sagrado, sendo uma prática simbólica que resume o ethos de uma comunidade
(REIS; VIEIRA, 2016, p. 8). Nesse sentido, Reis e Vieira (2016) corroboram que “seja qual for
o discurso ou o meio, a representação do fato é uma referência e assim, temos que nos aproximar
dela”. apresentações do sagrado, sendo uma prática simbólica que resume o ethos de uma comunidade
(REIS; VIEIRA, 2016, p. 8). DOSSIÊ AMAZÔNIA 149 intercessora entre os comandos do homem e do reconhecido localmente como sagrado, que é
capaz de agir sobre tais aparecimentos. intercessora entre os comandos do homem e do reconhecido localmente como sagrado, que é
capaz de agir sobre tais aparecimentos. Quando se fala do ritual terapêutico, podemos citar desde o início da benzeção, onde a
pessoa é colocada em um assento (uma cadeira comum), num local onde haja luz, ou em direção
da mesma, e assim são feitas as benzeções, com as orações auxiliadas com folhas ou ramos de
algumas plantas, ou mesmo com a utilização das mesmas embebidas em álcool etílico. Ao ser indagados sobre umas características que defina quando a pessoa está
aquebrantada, os benzedores relatam que há uma peculiaridade entre os sintomas; todo
instante, os olhos permanecem com lágrimas. p
g
Os benzedores de Tracuateua possuem uma rotina como de qualquer outra pessoa; entre
o trabalho da casa e da roça, seguem realizando os benzimentos. Dona T. realiza os trabalhos domésticos e cumpre outras rotinas como a maioria das
pessoas, trabalha em casa, cuida dos netos e realiza os benzimentos sempre que solicitada. Ela
também produz alguns produtos para tratamentos de tosse, gripe e inflamações, agregado ao
dom de benzer realiza cursos sobre plantas medicinais ofertados pela Pastoral da Igreja
Católica. Entre esses produtos estão xaropes, garrafadas, chás e extratos. Seu S.T levanta às 5h da manhã todos os dias e sua rotina consiste em cuidar de seu
pequeno sítio; isso compreende a limpeza do lugar, o cuidar da roça e das pequenas criações. Os benzimentos acontecem no decorrer do dia, sempre que ele é procurado. Seu S.T também
sugere o uso de plantas e xaropes para o tratamento quando é necessário. O senhor J.C assim como dona T e seu S.T também cuida de seu pequeno sítio, cria
animais de pequeno e grande porte, e possui horários reservados para seus trabalhos que
consiste em benzimento, rezas, amarrações, orações etc. Todos os benzedores afirmam que sempre que alguém procura ajuda, eles já sabem o
que a pessoa tem, e porque estão lá. E que sempre são avisados “por eles” com antecedência. Durante a benzeção, é possível perceber que os benzedores se concentram, silenciosos
rezam, algumas vezes em voz audível, outras não, e utilizam palavras milagrosas, que não são
reveladas. TNOGRAFANDO AS BENZEDEIRAS E OS BENZEDORES DE TRACUATEUA O experiente lança mão de chás, “leite de paus” (seiva de plantas), “emplastros, banhos,
defumações, pomadas, fricções, vomitórios, excrementos de animais, saliva humana e outros”
(MAUÉS, 1990, p. 204), bem como remédios de farmácia. Além disso, é fundamental o
experiente “dar a sua finesa”, isto é, indicar para o paciente o resguardo e as proibições no
período de tratamento para que a substância não se torne venenosa no paciente. As referências sobre os benzedores na região são inúmeras. Dona T. é uma das
benzedeiras mais conhecidas na região de campos. Muitas pessoas a procuram, de crianças a
idosos, mas principalmente mulheres grávidas. S.T. também é muito procurado, mas seu maior
público são crianças. J.C. atende a todos, sem distinção de gênero e faixa etária. Ambos rezam durante as benzeduras. Rezam orações católicas conhecidas como: Pai
nosso, Ave Maria, Santa Maria e Creio em Deus Pai, há também uma oração que permanece
em segredo, as fazem silenciosamente, quase inaudíveis. Conforme os benzedores são nestes
momentos que ocorrem à cura e algo é sentido apenas por eles. Segundo Dona T, normalmente os benzedores são procurados para curar as doenças que
os médicos não conseguem resolver, mas que para os benzedores são reconhecidas por sintomas
pontuais: febre alta, acompanhada de calafrios e choramingo, diarreia, fezes “esverdeadas” e
sobressaltos (pequenos sustos), que é característico do que é chamado de quebranto
(informação oral, 2018). Isso segue a existência da prática do benzimento, que é uma arte DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA O que se pode perceber é que o benzimento, para essas pessoas simples detentoras
de um conhecimento literalmente poderoso, é o ato de tornar benzido ou sagrado algo a ponto
de curar. É o ato de cruzamento, ou seja, simbolicamente fazer o sinal da cruz diante de alguém,
algo ou local e realizar uma espécie de operação do objeto ou sujeito a ser benzido e curado. Embora seja reconhecido, o saber popular dos benzedores não é levado em consideração
pela medicina convencional. A maioria dos pacientes dos benzedores enfrentam resistência
quando relatam aos profissionais médicos que fazem tratamento paralelo junto aos benzedores. O benzedor da comunidade do Cajueiro Grande não é tão detalhista quanto Dona T. Numa segunda-feira, em minhas observações em campo, ele recebeu um garotinho em sua casa,
a mãe já havia lhe procurado fazia alguns dias. Ela apareceu bem cedo, antes das 7h da manhã,
mas seu S.T. já estava acordado há bastante tempo. Ele foi até o quintal, pegou uma folha bem
vistosa de peão-roxo (Jatropha gossypiifolia), e trouxe na mão. Ouviu atentamente o relato da mãe e logo em seguida sentou a criança meio chorosa em
uma cadeira. Ele rezou baixinho, fez orações, pegou a folha de peão-roxo e passou pela cabeça
e corpo do garotinho. Após benzer a criança, seu S.T. disse à mãe que o garoto era “gaiato”,
muito falador e chamava muita atenção dos outros, por isso era fácil de “pegar” quebranto. Ao
terminar de benzer a criança, a folha de pião-roxo estava completamente murcha e a criança
mais saudável do que nunca. Aqueles que possuem informações mais especializadas sobre o cultivo e a utilização das
plantas, de ervas e suas formas de cura e para tratamento e que podiam colocar em prática os
benzimentos ou as simpatias eram conhecidas ou identificadas como benzedores e benzedeiras. Atualmente, apesar das inúmeras dificuldades por quais passam, possuem de certo modo um NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 150 prestígio junto às suas comunidades, sendo respeitados pelos seus serviços à saúde do povo de
determinado lugar. Para a produção de chás é necessário a identificação do problema por qual a pessoa está
acometida. DOSSIÊ AMAZÔNIA Em alguns casos de problemas gastrointestinais (dores de barriga ou cólicas
abdominais), são utilizadas folhas secas ou verdes, que são fervidas em pequenas quantidades
com água e depois de coadas são definidas para utilização em horários determinados. Figura 2 – Benzimento utilizando “Pião - roxo”
Fonte – Acervo da autora. Os xaropes na maioria das vezes são utilizados com as partes das plantas, açúcar ou mel, Figura 2 – Benzimento utilizando “Pião - roxo” Figura 2 – Benzimento utilizando “Pião - roxo” Fonte – Acervo da autora. Fonte – Acervo da autora. Os xaropes na maioria das vezes são utilizados com as partes das plantas, açúcar ou mel,
isto somente quando o paciente pode utilizá-los. Normalmente as folhas são cozidas junto com
mel ou açúcar e depois armazenadas em pequenos potes ou frascos de vidros para consumo e
tratamento. Os xaropes na maioria das vezes são utilizados com as partes das plantas, açúcar ou mel,
isto somente quando o paciente pode utilizá-los. Normalmente as folhas são cozidas junto com
mel ou açúcar e depois armazenadas em pequenos potes ou frascos de vidros para consumo e
tratamento. Os xaropes na maioria das vezes são utilizados com as partes das plantas, açúcar ou mel,
isto somente quando o paciente pode utilizá-los. Normalmente as folhas são cozidas junto com
mel ou açúcar e depois armazenadas em pequenos potes ou frascos de vidros para consumo e
tratamento. As garrafadas são feitas com partes das plantas, cascas, entre outras ervas. Ficam
armazenadas em garrafas até adquirirem o ponto de consumo, sendo que existem garrafadas
para cada doença específica, seja gastrite, inflamações femininas, sendo estas as mais
conhecidas, por estar relacionadas à saúde feminina (VALE, 2018, p. 3). Dentre as similaridades observadas entre os benzedores e benzedeiras participantes
deste estudo, podemos ainda destacar: a) o saber advindo de seus antepassados e melhorados
com as vivências do dia a dia de cada benzedor e de cada benzedeira; b) a forte demonstração
de fé nas suas crenças religiosas e símbolos; c) o vasto conhecimento sobre as plantas e suas
propriedades, além da prática de produção de remédios a partir dessas plantas, bem como da
sabedoria popular. DOSSIÊ AMAZÔNIA Segundo Ben (2015), normalmente os benzedores são pessoas já em idade
avançada, experientes, alguns sem instrução formal, mas com um conhecimento amplo, prático
e empírico espetacular, demonstrando enfim uma grande preocupação com a transmissão e DOSSIÊ AMAZÔNIA 151 continuidade de suas informações, uma vez que não possuem a quem ensinar seus
conhecimentos. Com base nos relatos de experiência, diário de campo e registros foi possível produzir
um fluxograma para cada benzedor e benzedeira desta pesquisa. O fluxograma é uma
ferramenta da qualidade utilizada para representar a sequência e interação das atividades do
processo por meio de símbolos gráficos. Os símbolos proporcionam uma melhor visualização
do funcionamento do processo, ajudando no seu entendimento e tornando a descrição do
processo mais visual e intuitiva. (PEINADO; GRAEML, 2007). O objetivo dos fluxogramas é
demonstrar como o ato de benzer acontece e como são utilizados por cada benzedor. Figura 3 – Fluxograma de práticas de benzeção da Dona T. Fonte: elaborado pela Autora. Figura 3 – Fluxograma de práticas de benzeção da Dona T. Fonte: elaborado pela Autora. Figura 3 – Fluxograma de práticas de benzeção da Dona T. Figura 3 – Fluxograma de práticas de benzeção da Dona T. Fonte: elaborado pela Autora. Dona T. (Fig. 2) inicia o processo de benzimento a partir dos diagnósticos: Físico e
Verbal. A partir deles, ela identifica se o paciente sofre de uma doença que pode ser facilmente
identificada pelos médicos ou que seja somente identificada através de benzimentos. Dependendo da identificação afirmativa ou não, há um tipo de encaminhamento. Normalmente, para que Dona T consiga fazer esse diagnóstico, ela ouve o relato do
paciente ou do responsável por ele (a mãe ou pai, quando se trata de crianças). Se a doença for
de ordem médica, a conduta é indicação ao tratamento convencional. Se o diagnóstico for de
doença onde o benzimento é necessário, dona T. realiza, conforme a necessidade, condutas
distintas. Essas condutas são utilizadas conforme a especificidade da doença identificada,
podendo ser orações/rezas, plantas/chá e objetos. Fonte: elaborado pela Autora. Fonte: elaborado pela Autora. Dona T. (Fig. 2) inicia o processo de benzimento a partir dos diagnósticos: Físico e
Verbal. A partir deles, ela identifica se o paciente sofre de uma doença que pode ser facilmente
identificada pelos médicos ou que seja somente identificada através de benzimentos. Dependendo da identificação afirmativa ou não, há um tipo de encaminhamento. Dona T. (Fig. DOSSIÊ AMAZÔNIA 2) inicia o processo de benzimento a partir dos diagnósticos: Físico e
Verbal. A partir deles, ela identifica se o paciente sofre de uma doença que pode ser facilmente
identificada pelos médicos ou que seja somente identificada através de benzimentos. Dependendo da identificação afirmativa ou não, há um tipo de encaminhamento. Normalmente, para que Dona T consiga fazer esse diagnóstico, ela ouve o relato do
paciente ou do responsável por ele (a mãe ou pai, quando se trata de crianças). Se a doença for
de ordem médica, a conduta é indicação ao tratamento convencional. Se o diagnóstico for de
doença onde o benzimento é necessário, dona T. realiza, conforme a necessidade, condutas
distintas. Essas condutas são utilizadas conforme a especificidade da doença identificada,
podendo ser orações/rezas, plantas/chá e objetos. No caso de orações/rezas, são indicadas em caso de quebranto ou mau-olhado. As
plantas/chá apresentam uma maior especificidade, pois cada parte da planta é utilizada para
determinado caso, assim como seu modo de preparo e sua indicação terapêutica, seja para
quebranto, inflamações e mau-olhado. Com o uso de objetos, dona T. os utiliza quando o
paciente não pode chegar até ela. Nesse caso, ela utiliza objetos pessoais, roupas, terços etc. para realização do benzimento e para o fim específico que poderá ser quebranto, mau-olhado
ou inflamações (femininas). Somente após o emprego das indicações terapêuticas, Dona T. finaliza o seu diagnóstico
identificando o tipo de doença não natural. A benzedeira não cobra nem um tipo de valor ou
gratificação ao paciente. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 152 Figura 4 – Fluxograma de práticas de benzeção do Sr. S. T. Fonte: elaborado pela Autora. Para o processo de benzimento, o Sr. S.T. (Fig. 3) é bem mais objetivo. Seu instrumento
de benzimento rotineiramente inicia-se com uma planta (Pião-Roxo), que segundo ele, é
bastante forte para o diagnóstico inicial, pois a planta murcha dependendo do problema
apresentado. O diagnóstico inicial para ele consiste em sinais físicos que qualquer pessoa
poderá ver no paciente. Posteriormente o Sr. S.T realiza o diagnóstico verbal que se dá a partir
do relato do paciente sobre aquilo que somente ele sente e pode relatar. Após os diagnósticos, é sugerida a conduta que é utilizada conforme a especificidade do
problema apresentado pelo paciente. Esse benzedor sempre realiza orações/rezas e utiliza Figura 4 – Fluxograma de práticas de benzeção do Sr. DOSSIÊ AMAZÔNIA S. T. Fonte: elaborado pela Autora. Para o processo de benzimento, o Sr. S.T. (Fig. 3) é bem mais objetivo. Seu instrumento
de benzimento rotineiramente inicia-se com uma planta (Pião-Roxo), que segundo ele, é
bastante forte para o diagnóstico inicial, pois a planta murcha dependendo do problema
apresentado. O diagnóstico inicial para ele consiste em sinais físicos que qualquer pessoa
poderá ver no paciente. Posteriormente o Sr. S.T realiza o diagnóstico verbal que se dá a partir
do relato do paciente sobre aquilo que somente ele sente e pode relatar. p
q
q
p
Após os diagnósticos, é sugerida a conduta que é utilizada conforme a especificidade do
problema apresentado pelo paciente. Esse benzedor sempre realiza orações/rezas e utiliza
plantas/chá durante a benzeção. As orações/rezas são indicadas em caso de quebranto ou mau-olhado e as plantas/chá
são utilizadas dependendo do caso, assim como seu modo de preparo e sua indicação
terapêutica, para quebranto, inflamações e mau-olhado. Somente após o emprego das
indicações terapêuticas, o processo de benzimento é finalizado com a identificação do tipo de
doença de ordem não natural. O benzedor não faz qualquer menção a valores financeiros pelos
benzimentos. 153 DOSSIÊ AMAZÔNIA Figura 5 – Fluxograma de práticas de benzeção do Sr. J.C. Fonte: elaborado pela Autora. Figura 5 – Fluxograma de práticas de benzeção do Sr. J.C. Fonte: elaborado pela Autora. Para explicação do fluxograma do Sr. J.C. (Fig. 4), há alguns detalhes mais específicos
que precisam ser apresentados. Ele realiza benzimentos e trabalhos (espirituais) como
tratamento para algumas doenças não naturais, mas somente após identificar a sua necessidade
através de um diagnóstico inicial, seguido de diagnóstico físico e verbal. Em seguida, é
apresentada a conduta, que consiste em orações/rezas, plantas/chás, defumações e objetos. As orações/rezas são indicadas por caso, mas em sua maioria são contra quebranto ou
mau-olhado e em casos de cunhos espirituais (rituais, trabalhos etc.). Já as plantas/chá são
utilizadas dependendo do caso, seu modo de preparo e sua indicação terapêutica, para
quebranto, inflamações e mau-olhado. A defumação é utilizada principalmente em trabalhos
espirituais, assim como os objetos. Após o emprego das indicações terapêuticas, o benzimento Figura 5 – Fluxograma de práticas de benzeção do Sr. J.C. Figura 5 – Fluxograma de práticas de benzeção do Sr. J.C. Fonte: elaborado pela Autora. Fonte: elaborado pela Autora. Fonte: elaborado pela Autora. Para explicação do fluxograma do Sr. J.C. (Fig. DOSSIÊ AMAZÔNIA 4), há alguns detalhes mais específicos
que precisam ser apresentados. Ele realiza benzimentos e trabalhos (espirituais) como
tratamento para algumas doenças não naturais, mas somente após identificar a sua necessidade
através de um diagnóstico inicial, seguido de diagnóstico físico e verbal. Em seguida, é
apresentada a conduta, que consiste em orações/rezas, plantas/chás, defumações e objetos. p
q
ç
p
ç
j
As orações/rezas são indicadas por caso, mas em sua maioria são contra quebranto ou
mau-olhado e em casos de cunhos espirituais (rituais, trabalhos etc.). Já as plantas/chá são
utilizadas dependendo do caso, seu modo de preparo e sua indicação terapêutica, para
quebranto, inflamações e mau-olhado. A defumação é utilizada principalmente em trabalhos
espirituais, assim como os objetos. Após o emprego das indicações terapêuticas, o benzimento
ou o trabalho é finalizado com a identificação do tipo de doença de ordem não natural. Normalmente, como forma de garantia da profilaxia do benzimento ou do trabalho, o Sr. J.C
pede que o paciente retorne após alguns dias para o acompanhamento. O Sr. J.C. é o único entre os benzedores que cobra pelo seu trabalho. Segundo ele, todas
as profissões que requerem um tipo de saber cobram por tal conhecimento, sendo injusto ele
não receber ou não poder cobrar por algo que ele pratica e possui que é o saber e a prática de
cura através do ato de benzer. A partir do meu primeiro contato com o assunto, conforme observado na introdução,
foram sugeridos um planejamento e a descrição da pesquisa, com a apresentação da proposta
desta aos sujeitos em questão. A pesquisa bibliográfica e a etnografia sobre os benzedores serão
os procedimentos metodológicos neste estudo. É importante discutirmos alguns traços que
distinguem a experiência da observação participante e as dificuldades no estudo de algo tão
subjetivo, sob as perspectivas do observador e dos observados. O tempo de ofício de cada participante variou. Dona T., por exemplo, já possui 61 anos
como benzedeira, seu S.T. 50 anos, pois iniciou os benzimentos com 20 anos de idade e seu
J.C. 52 anos como benzedor, visto que iniciou os benzimentos aos 7 anos após sempre renegá-
los. Questionados com quem aprenderam a técnica, assim surgiram as respostas: O senhor S.T
e J.C. afirmam que aprenderam com Deus, e Dona T., com membros da própria família. Para chegar aos benzedores de Tracuateua como pesquisadora, as conversas com minha
família e com amigos foram fundamentais. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 154 benzia, só que “não era tão forte”, mas em Santa Maria tinha a Dona T., e ela era “forte”. Assim
decidi que iria procurá-la em breve e convidá-la para participar da pesquisa. benzia, só que “não era tão forte”, mas em Santa Maria tinha a Dona T., e ela era “forte”. Assim
decidi que iria procurá-la em breve e convidá-la para participar da pesquisa. A chegada ao Sr. S.T. também foi feita através de relatos e testemunhos de várias
pessoas dentro da sede do município e na comunidade onde seu S.T. reside. Várias pessoas
informaram que havia um benzedor “forte” na comunidade que cuidava muito bem de crianças. Passaram-se três dias para que eu finalmente encontrasse pessoalmente o benzedor. O terceiro benzedor pesquisado foi seu J.C. da comunidade quilombola do Jurussaca. Este já era por mim bastante conhecido devido aos relatos de meu pai que há muito tempo
utilizava de seus benzimentos, em várias situações, mas os relatos das comunidades ao entorno
sobre o benzedor me fizeram ir procurá-lo. Curiosamente, ao chegar à residência de seu J.C.,
ele já sabia da minha ida, mesmo sem qualquer aviso prévio. j
q
q
p
Ao chegar à residência de Dona T., era tardezinha, cheguei, bati palmas e pedi para
conversar, ela logo pegou algumas cadeiras e começamos uma conversa informal. Ela começou
relatando da facilidade e do prazer que sentia em ajudar ao próximo, mas que isso não acontecia
dentro da família. Ela não conseguia realizar benzimentos com os familiares, apenas com
pessoas desconhecidas. Nesse momento, chegou um casal em uma moto com uma criança,
procuravam dona T. para benzer a filha. Ela pediu licença e se retirou. Não pude acompanhá-
la durante este benzimento, pois ainda não havia apresentado meu objetivo ali. Aproximadamente uma hora após a chegada do casal, Dona T retornou a nossa conversa
e começou a falar sobre sua trajetória como benzedeira, desde sua infância até a atualidade,
contou sobre as sensações e situações que passava por possuir este dom, relatou também sobre
o desaparecimento de um neto que dormia na rede enquanto ela fazia tarefas domésticas, e
quando ela foi olhar a criança a mesma não estava mais na rede, quando sentiu sua falta, ela
estava bem ao lado de um poço, dormindo. DOSSIÊ AMAZÔNIA Uma de minhas vizinhas relatou que ela também DOSSIÊ AMAZÔNIA 155 atrapalhar sua rotina, pois ele iria para sua roça, combinamos de acompanhá-lo outro dia, já
com a permissão garantida. O encontro com seu J.C. na comunidade Quilombola de Jurussaca, no período da tarde,
foi bem interessante. Ao chegar lá, seu J.C. estava sentado embaixo de uma grande mangueira,
já esperando a visita. Me apresentei, embora ele já soubesse meu nome. Vale ressaltar que em
2004 trabalhei como professora na comunidade de seu J.C., no entanto, não possui contato com
o mesmo. Porém, como ele e meu pai são amigos de longa data, imaginei que por isso ele
soubesse meu nome e tivesse achado alguma semelhança entre meu pai e eu. Mas seu J.C. sabia
que eu iria visitá-lo naquele dia e sabia meu nome, mesmo sem eu mencionar meu pai. que eu iria visitá-lo naquele dia e sabia meu nome, mesmo sem eu mencionar meu pai. Ele disse que sabia o porquê que eu estava lá e disse: “Tu pra mim é transparente. Eu te
olho e te enxergo de um lado para o outro”, por isso eu estou aqui hoje e não sai. Eu sabia que
tu vinha (sic) aqui hoje” (informação oral, 2018). Por esse motivo, a conversa com seu J.C foi
bem mais direta, falei sobre meu interesse na pesquisa e logo ele se prontificou a contribuir. Foram feitas visitas às comunidades do município de Tracuateua que possuem
benzedores. E na busca da análise epistemológica do ofício dos benzedores no município de
Tracuateua – PA, este trabalho foi norteador para a abordagem a utilização da Etnografia. Para André (2007, p. 105), “o pesquisador que conhece um lugar, a partir do ponto de
vista do grupo, dando volume às vozes locais, parte para uma pesquisa do tipo etnográfica”. Para que pudesse analisar o ofício dos benzedores no município de Tracuateua/PA, foi preciso
estar lá, presenciar, acompanhar o cotidiano dos benzedores, as rezas, os doentes que chegam,
e isso só pode ser descrito minuciosamente quando se está presente na realidade. Morar em uma
das comunidades que residem os benzedores talvez seja uma das melhores ferramentas de
pesquisa. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Segundo dona T., quem desejava levar a criança era
o Curupira. Isso me fez recordar o quanto ouvi histórias desse tipo na infância. p
q
p
Dona T. relatou que está disposta para o benzimento sempre que é procurada; ela
costumava ir aos domingos à igreja, mas sempre que estava assistindo a missa ela era chamada
para auxiliar alguém, e por esta razão ela deixou de ir à missa. Após os relatos de Dona T., comecei a falar sobre meu interesse pelo seu ofício, e o
quanto ele era instigante e necessitava ser estudado, embora a complexidade do assunto seja
tamanha. Perguntei sobre a possiblidade de acompanhá-la durante os benzimentos para
entender melhor seu trabalho e ela concordou, sugeriu datas e locais para que então eu pudesse
começar a pesquisa. A tarde findava e eu pedi licença para retornar no dia sugerido por ela e
iniciar as pesquisas em campo. Em outra manhã de domingo, fui até a residência de seu S.T, cheguei lá por volta das
8h da manhã. Mas seu S.T. acorda muito cedo e já não estava mais em casa a essa hora. Retornei
no dia seguinte. Ao chegar à comunidade da Tracuá, seu S.T. já estava de pé. Fui recebida com
um abraço e em seguida ele me ofereceu um café. Sua esposa o acompanhava nesse dia. Comecei falando sobre o interesse em pesquisar os benzedores de Tracuateua e disse a ele o
quanto havia ouvido seu nome entre as pessoas do município. Ele então relatou que outros pesquisadores já haviam procurado por ele. E que um deles
havia lhe dado um diploma que respaldava seus conhecimentos e que era muito importante para
ele. Fiquei curiosa em ver o documento, mas hesitei em pedir a seu S.T. Ele, porém, entrou em
sua casa e em seguida surgiu com uma pasta munido de vários papéis. O documento apresentado
por seu S.T. era uma declaração de determinado órgão que também realizava pesquisas sobre o
trabalho de seu S.T, certificando-o quanto à prática de benzimentos. Seu S.T. também fez relatos das suas dificuldades, onde se encaixava a família e seus
filhos, pois se tornaram fiéis de outras religiões e não gostavam que seu S.T praticasse
benzimentos. Mesmo com o impasse, seu S.T concordou em participar da pesquisa, e para não DOSSIÊ AMAZÔNIA 3 O SEGREDO DO SAGRADO O ofício de benzeção e suas práticas ritualísticas, no conceito de Gomes e Pereira (2004,
p. 19), “é uma linguagem oro-gestual com a qual algumas pessoas – detentoras de poder
especial – controlam as forças que contrariam a vida harmoniosa do homem. Benzer é garantir
o funcionamento da normalidade desejada e conter o mal”. O processo de benzeção pode apresentar vários sentidos, desde doar o ato de benzer (Eu
te abençoo) até admirar-se, espantar-se, passar bons fluídos, produzir os benzimentos, dentre
outras nomenclaturas (OLIVEIRA, 1985, p. 8-9). Neste momento; é importante ressaltar que a
benzeção, os benzedores, as benzedeiras e seus trabalhos só podem ser compreendidos ao
estudar aos fatos que as levaram a iniciar tal prática, isto é, o momento em que recebem o
“dom”. Muitas vezes se transmite esse dom entre pessoas de uma mesma família, outras vezes,
o indivíduo é identificado como tal por outra pessoa, por possuir uma característica de bondade
ou de habilidade para ajudar as pessoas, ou se tem ainda todas essas situações combinadas de
diversas maneiras entre si, o que leva a benzedeira a acreditar no seu potencial curativo
(OLIVEIRA, 1985, p. 34). Sempre há uma espécie de sinal para a descoberta para a mulher ou
o homem escolhido para o dom divino, normalmente relacionado a um episódio muito marcante
na vida da pessoa. Segundo Dona T, seu dom foi recebido ainda criança: Aos 8 anos de idade, na volta para casa, um animal encontrava-se em agonia de parto,
minha avó me pediu para pegar o azeite e começamos a benzer juntas, puxava a
barriga do animal, até que consegui, e desde aí comecei a benzer (T., informação oral,
2018). Seu S. T. relatou que chorou no ventre de sua mãe, pois nasceu com o dom, e durante
o crescimento sentia que era diferente: 156 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Existem doenças que não são para os médicos, têm que ser tratadas por nós,
benzedores, estou cansado de ir a hospitais para benzer, eles vêm me buscar altas
horas da noite para benzer as pessoas, e eu vou. É um dom que DEUS me deu, não
posso negar ajuda a ninguém, e não cobro nenhum centavo (S.T., informação oral,
2018). 3 O SEGREDO DO SAGRADO O saber tradicional tende a se completar, em ambientes diferentes, mediante a relação
daqueles que de algum modo carregam consigo este diário. Como exemplo, podemos citar os
benzedeiros e benzedeiras, rezadores, erveiros, puxadores (que puxam barriga, costas, um tipo
de massagem que alivia dores e outros espasmos musculares), e outros que vão muito além da
interação com plantas medicinais. Em sua maioria, praticam as benzeções no dia a dia através de suas rezas, gestos e
energização, mas há aqueles que também complementam seus atos de benzer agregados ao uso
de ervas a partir do etnoconhecimento que é componente forte no saber tradicional, assim como
a palavra dita aumenta a força do ato ao processo de tratamentos ao doente. É É nesse contexto que devemos entender a naturalidade do sobrenatural para o
reestabelecimento da saúde física e mental, uma vez que a noção religiosa de corpo e alma,
inseparáveis desde o instante do nascimento, comporta a existência de sintomas físicos oriundos
de problemas espirituais, cuja cura exigia o conhecimento de produtos da fauna e da flora com
orações e benzeduras (ANZAI, 1985, p. 129). É nesse contexto que devemos entender a naturalidade do sobrenatural para o
reestabelecimento da saúde física e mental, uma vez que a noção religiosa de corpo e alma,
inseparáveis desde o instante do nascimento, comporta a existência de sintomas físicos oriundos
de problemas espirituais, cuja cura exigia o conhecimento de produtos da fauna e da flora com
orações e benzeduras (ANZAI, 1985, p. 129). As benzeções começam a ser rezadas em voz baixa, em murmúrios e muitas às vezes,
de forma quase que inaudível ou incompreensiva. O clima de segredo e mágico contribuiu para
a preservação e para a variação regional nos textos sobre benzimento, assim como a inclusão
de equivalências simbológicas e nativas distintas de região, muito embora venham a manter em
sua estrutura o ritual e as rezas, e os elementos invariáveis e corriqueiros embora possuam ter
significados distintos. g
Referente às orações, Confortin (2005, p. 21) explica que “geralmente são expressas em
termos simples, às vezes até mesmo um tanto obscuros e incompreensíveis, mesclam valores
do cristianismo, do folclore e das religiões africanas e indígenas”. DOSSIÊ AMAZÔNIA DOSSIÊ AMAZÔNIA 157 Percebe-se que cada praticante de benzimentos possui seu próprio método de trabalho,
sua técnica e seu meio de tratamento, trazendo consigo um marco próprio para suas práticas de
cura. Os benzedores e benzedeiras sempre falarão das enfermidades como fruto advindos
destes elementos, entendendo o adoecimento para além das explicações meramente
convencionais, mas aliando elementos simbólicos e imaginários passíveis de cura pela reza,
pelo mágico e por técnicas de tratamento empregadas por especialistas da medicina popular e
da religião, muito embora não sendo reconhecidas pelos órgãos oficiais, mas sim por suas
comunidades e pacientes que usufruem das benzeções (LOYOLA,1983). Prossegue a autora: E o que se pode perceber é que o benzimento, para essas pessoas detentoras de um
conhecimento literalmente poderoso, é o ato de tornar benzido ou sagrado algo a ponto
de curar. Em outras palavras, o que prevalece é sua função terapêutica aliada à sua
função religiosa (LOYOLA,1983, p. 92). É no uso das palavras ditas pelos benzedores durante os benzimentos que percebemos a
manifestação do “segredo”, é ali, junto a uma gama de técnicas ou sinais que vem até serem
relatados, que eles acontecem. As palavras que somente eles detêm e somente eles ouvem, e
que é característico somente daqueles que possuem o dom e o exerce como ofício para benzer
e curar. É perceptível, ainda, que a reprodução de determinadas frases pode ser estimada como
uma forma de manutenção da memória, característica de sociedades que se baseiam na
oralidade. Os estudos realizados sobre o saber dos benzedores do município de Tracuateua vêm
auxiliar sobre a importância de valorizar e contribuir com os estudos epistemológicos,
expandindo e favorecendo a epistemologia do conhecimento e da natureza. Morin (2011) afirma que deve haver um diálogo entre a ciência e os saberes populares
para que possa existir uma facilidade maior do indivíduo em se contextualizar, e que a
construção do conhecimento deve considerar a interdependência de outros saberes,
desconsiderando se é mais ou menos importante, mas que todo tipo de conhecimento deve estar
presente dentro de um todo complexo. 3 O SEGREDO DO SAGRADO Por essa razão, muitas doenças tratadas pelas benzedeiras e benzedeiros quilombolas
não constam com a mesma nomenclatura da lista de tratamentos da medicina institucionalizada,
como mostra a Tabela 1: Tabela 1 – Doenças identificadas pelos Benzedores e Benzedeiras de Tracuateua
Doenças
Características/Sintomas
Quebranto
Olhos lacrimejantes; moleza por todo o corpo; tristeza; bocejar constante;
espirros repetidos e inapetência. Mau-olhado
Tristeza e moleza. Erisipela
Febre alta e calafrios; dor de cabeça; náuseas e vômito; feridas vermelhas
na pele; inflamadas e doloridas; sensação de queimação na região
afetada; manchas vermelhas com bordas elevadas. Espinhela Caída
Vômito; posição desconfortável; choros (em caso de bebês, pela sensação
de dor); braço ou pernas mais longos do que o outro. Cobreiro
Bolhas, formigamento ou dor na pele; vermelhidão e inchaço na pele; mal-estar. Fogo selvagem
Bolhas e lesões na pele. Fonte: elaborada pela autora. Tabela 1 – Doenças identificadas pelos Benzedores e Benzedeiras de Tracuateua
Doenças
Características/Sintomas
Quebranto
Olhos lacrimejantes; moleza por todo o corpo; tristeza; bocejar constante;
espirros repetidos e inapetência. Mau-olhado
Tristeza e moleza. Erisipela
Febre alta e calafrios; dor de cabeça; náuseas e vômito; feridas vermelhas
na pele; inflamadas e doloridas; sensação de queimação na região
afetada; manchas vermelhas com bordas elevadas. Espinhela Caída
Vômito; posição desconfortável; choros (em caso de bebês, pela sensação
de dor); braço ou pernas mais longos do que o outro. Cobreiro
Bolhas, formigamento ou dor na pele; vermelhidão e inchaço na pele; mal-estar. Fogo selvagem
Bolhas e lesões na pele. Fonte: elaborada pela autora. Tabela 1 – Doenças identificadas pelos Benzedores e Benzedeiras de Tracuateua 4 CONSIDERAÇÕES FINAIS Os estudos realizados entre as benzedeiras e os benzedores do município de Tracuateua
são necessários para o conhecimento sobre o ofício dos benzedores e sobre a importância de
valorizar e contribuir com os estudos e pesquisas na área da Antropologia da Saúde e em
perspectivas interdisciplinares, expandindo e favorecendo a epistemologia do conhecimento e
da natureza. Os registros, os relatos dos benzedores e dos pacientes que praticam e recebem o
benzimento, demonstram experiências significativas sobre outra forma de conhecer e estar no
mundo, como também as habilidades que vão experimentando ao longo da vida, que são
fundamentais para os contextos sociais para que se possa conhecer e compreender como esses
saberes estão relacionados à prática do benzimento. Espera-se que este estudo venha a viabilizar outras pesquisas, partindo de uma análise
epistemológica dos benzedores, com registros e problematizações sobre o ofício de benzer e
suas práticas de cura. Acredito que deva ocorrer um diálogo entre a ciência e essas outras formas de
conhecimentos para que possa haver um entendimento maior para que o sujeito o entenda, e
que a construção do conhecimento deve considerar a interdisciplinaridade e o diálogo entre
outros saberes, não considerando se é mais ou menos relevantes e sim diferentes, e essa
diversidade contribui para o avanço de um conhecimento compartilhado e não fragmentado. Entende-se que seja necessário haver uma conexão entre conhecimentos, onde o saber
científico possa reconhecer que o benzimento não é uma “crendice”, mas sim um saber
diferenciado, um conhecimento como outros que utilizam o sagrado, as orações e as plantas
transmitindo transformações na vida daqueles que procuram alternativas ou elementos
complementares na busca para a cura ou um infortúnio, contribuindo de forma acentuada para
somar aprofundamento teórico sobre os elementos simbólicos e religiosos, mas também formas
de habilidades que seguem resistindo, através de seus saberes e domínios diversificados de
conhecimentos. É É importante reforçar a necessidade de diálogos entre os conhecimentos científicos e
outras formas de saber, apresentando assim um desafio entre aqueles que têm uma percepção
do ambiente em que todos os objetos, materiais e sujeitos, interagem entre si e produzem assim
uma materialidade religiosa. Trata-se, por conseguinte de enraizar-se e corroborar o
conhecimento dessas pessoas. Clarificar, não somente no meio acadêmico, mas na sociedade,
a autoridade e precisão do ofício dos benzedores, no auxílio e nos processos de cura da
população. DOSSIÊ AMAZÔNIA Nas palavras do autor: Complexus significa o que foi tecido junto; há complexidade quando elementos
diferentes são inseparáveis constitutivos do todo (como o econômico, político, o
sociológico, o psicológico, o afetivo, o mitológico), há um tecido interdependente,
interativo e interretroativo entre o objeto de conhecimento e seu contexto, as partes e
o todo, o todo e as partes, as partes entre si (MORIN, 2011, p.38). Conforme o autor entende-se que deva haver uma conexão entre conhecimentos, onde
o saber científico possa reconhecer que o benzimento não é uma crendice, mas sim um saber
único, um conhecimento como outros que utilizam o sagrado, as orações, as plantas, e energias,
transmitindo a cura na vida daqueles que acreditam e dos que não acreditam no benzimento,
contribuindo de forma acentuada para somar aprofundamento teórico sobre os elementos
simbólicos e religiosos que seguem resistindo, através de seus saberes e domínios cheios de
conhecimento popular. Sinaliza-se, assim, a necessidade de diálogos entre os conhecimentos científicos e
populares, apresentando assim um desafio entre aqueles que acreditam que todos os objetos e
sujeitos, interagem entre si. Trata-se, por conseguinte de enraizar-se e corroborar o
conhecimento dessas pessoas. Clarificar, não somente no meio acadêmico, mas na sociedade,
a autoridade e precisão do ofício dos benzedores, no auxílio e nos processos de cura da
população. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 158 REFERÊNCIAS ANDRÉ, Marli Elisa Dalmazo A. de. Etnografia da Prática Escolar. 14. ed. Campinas:
Papirus, 1997. ANZAI, Leni Caseli. Vida cotidiana na zona rural do município de Goiás 1888-1930. Goiânia, 1985. Dissertação – Faculdade de Ciências Humanas e Filosofia, Universidade
Federal de Goiás. Goiânia, ago. 1985. CHARTIER, Roger. O mundo como representação. Estudos Avançados, São Paulo, v.5,
n.11, p. 173-191, 1991. Trad. Andréa Daher e Zenir Campos Reis. Disponível em:
https://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-40141991000100010&ln. Acesso em: 06 ago. 2020. CONFORTIN, Helena. Benzeduras, superstições, simpatias... Mitos ou realidade. Erechim: EdiFAPES, 2005. 4 CONSIDERAÇÕES FINAIS Dialogar sobre os saberes de benzedores(as) e as consequências dessa apreensão de
conhecimento ou reconhecimento e de suas afinidades com o conhecimento científico, terá
reflexos diretos na implantação de políticas públicas que poderão contribuir significativamente
para a valorização e interação entre conhecimentos. Deste modo, o conhecimento pode ser compartilhado e assim, não somente as pessoas
que são tratadas pelos benzedores poderão vislumbrar de um saber relevante e que precisa ser
estudado, enquanto muitos na sociedade e na academia ainda desconhecem ou sequer
reconhecem o caráter epistemológico do ofício dos benzedores no tratamento de doenças. Estudos realizados sobre o conhecimento das benzedoras e dos benzedores do município
de Tracuateua podem contribuir para a possibilidade de valorizar as práticas de benzeção
favorecendo a epistemologia da natureza. Os registros, os relatos dos benzedores e dos pacientes que praticam e recebem o
benzimento, demonstram experiências significativas sobre o saber chamado de “popular”, que
são fundamentais para os contextos sociais para que se possa conhecer e compreender como
esses saberes estão relacionados à prática do benzimento. DOSSIÊ AMAZÔNIA 159 Espera-se que este estudo venha viabilizar outras pesquisas, partindo de uma análise
epistemológica dos benzedores, com registros e problematizações sobre o ofício de benzer e
suas práticas de cura. MORIN, Edgar. Introdução ao pensamento complexo. 3. ed. Porto Alegre: Sulina, 2007 MOTTA-MAUÉS, Maria Angelica; VILLACORTA, Gisela Macambira. Matintapereras e
pajés: gênero, corpo e cura na pajelança amazônica (Itapuá/PA). In: ENCONTRO ANUAL
DA ANPOCS, n. XXIV, Belém, 2000. Anais [...]. GT11 - Pessoa, Corpo e Doença - Sessão
3, Doença, Gênero e Diferença Social. Belém, 2000. Disponível em:
http:bibliotecavirtual.clacso.org.ar/ar/libros/anpocs00/gt11/00gt1132.doc. Acesso em: 07 ago. 2020. NASCIMENTO, Danielle Gomes. Tradições Discursivas Orais: Mudanças e Permanências
nas Rezas de Cura e Benzeduras Populares da Região de Itabaiana. 2010. Dissertação
(Mestrado em Linguística) – Programa de Pós-Graduação em Linguística, Universidade
Federal da Paraíba, João Pessoa, 2010. MAUÉS, Raymundo Heraldo. A ilha encantada: medicina e xamanismo numa comun
de pescadores. Belém: Edufpa, 1990. MAUÉS, Raymundo Heraldo. A ilha encantada: medicina e xamanismo numa comunidade
de pescadores. Belém: Edufpa, 1990. MAUÉS, Raymundo Heraldo. Catolicismo e pajelanca entre pescadores da zona do Salgado. Comunicações do ISER, Rio de Janeiro, v. 4, n.2, p. 54-61, 1985. MAUÉS, Raymundo Heraldo. Medicinas populares e pajelança cabocla na Amazônia. In:
ALVES, Paulo César; MINAYO, Maria Cecília de Souza (Org.). Saúde e doença: um olhar
antropológico. Rio de Janeiro: FIOCRUZ, 1994, p. 73-81. Disponível em:
http://books.scielo.org/id/tdj4g. Acesso em: 07 ago. 2020. MAUÉS, Raymundo Heraldo. Padres, Pajés, Santos e Festas: catolicismo popular e controle
eclesiástico. Belém: CEJUP, 1995. MORIN, Edgar. Os sete saberes necessários à educação do futuro. Trad. Catarina Eleonora
F. da Silva e Jeanne Sawaya; revisão técnica de Edgard de Assis Carvalho. 2. ed. São Paulo:
Cortez, Brasília, DF: UNESCO, 2011. MORIN, Edgar. Introdução ao pensamento complexo. 3. ed. Porto Alegre: Sulina, 2007. OLIVEIRA, Elda Rizzo de. O que é benzeção. São Paulo: Editora Brasiliense, 1985a. OLIVEIRA, Elda Rizzo de. O que é medicina popular. São Paulo: Editora Brasiliense,
1985b. CONFORTIN, Helena. Benzeduras, superstições, simpatias... Mitos ou realidade.
Erechim: EdiFAPES, 2005. GOMES, Núbia Pereira de Magalhães; PEREIRA, Edimilson de Almeida. Assim se benze
em Minas Gerais. Juiz de Fora: EDUFJ/Mazza Edições, 1989. GOMES, Núbia Pereira de Magalhães; PEREIRA, Edimilson de Almeida. Assim se benze
em Minas Gerais: um estudo sobre a cura através da palavra. Belo Horizonte: Mazza
Edições, 2004. INSTITUTO BRASILEIRO DE GEOGRAFIA E ESTATÍSTICA. Tracuateua/PA. [2019]. Disponível em https:cidades.ibge.gov.br/brasil/pa/tracuateua/panorama. Acesso em: 06 ago. 2020. INGOLD, Timothy. Antropologia: Para que serve? Trad. Beatriz Silveira Castro. Filgueiras. Petrópolis: Vozes, 2019. INGOLD, Timothy. Da transmissão de representações à educação da atenção. Educação,
Porto Alegre, v. 33, n. 1, p. 6-25, jan./abr. 2010. Disponível em:
https://revistaseletronicas.pucrs.br/ojs/index.php/faced/article/view/6777/4943. Acesso em: 06
ago. 2020. INGOLD, Timothy. Estar Vivo: Ensaios sobre Movimento, Conhecimento e Descrição. Trad. Fábio Creder. Petrópolis: Vozes, 2015. INGOLD , Timothy; ALMEIDA, Rafael Antunes (Trad.). (2018). Antropologia versus
etnografia. Cadernos De Campo, São Paulo, v. 1, n. 26, p. 222-228, 2017. Disponível em:
https://www.revistas.usp.br/cadernosdecampo/article/view/140192. Acesso em: 06 ago. 2020. LOYOLA, Maria Andréa. Médicos e curandeiros: conflito social e saúde. São Paulo: Fidel,
1983. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 160 MACIEL, Marcia Regina Antunes; GUARIM NETO, Germano. Um olhar sobre as
benzedeiras de Juruena (Mato Grosso, Brasil) e as plantas usadas para benzer e curar. Boletim
do Museu Paraense Emílio Goeldi Ciências Humanas, Belém, v. 1, n. 3, p. 61-77, 2006. Disponível em: https://www.scielo.br/pdf/bgoeldi/v1n3/v1n3a03.pdf. Acesso em: 07 ago. 2020. MALINOWSKI, Bronislaw C. Argonautas do Pacífico Ocidental: um relato do
empreendimento e da aventura dos nativos nos arquipélagos da Nova Guiné melanésia. Trad. Anton P. Carr e Lígia Aparecida Cardieri Mendonça. São Paulo: Abril Cultural, 1978. PARÁ. Secretaria de Estado do Turismo. Inventário da Oferta Turística de Tracuateua.
Belém: SETUR/PA, 2014. PEINADO, Jurandir; GRAEML, Alexandre Reis. Administração da produção: operações
industriais e de serviços. Curitiba: UnicenP, 2007. Disponível em:
http:paginapessoal.utfpr.edu.br/jurandirpeinado/livro-administracao-da-producao/livro-
administracao-da-producao/livro2folhas.pdf/at_download/file. Acesso em: 07 ago. 2020. OLIVEIRA, Elda Rizzo de. O que é medicina popular. São Paulo: Editora Brasiliense
1985b. OLIVEIRA, Oséias de; PADILHA, Milene A. História, Memória e Benzimentos. In: OLIVEIRA, Oséias de; PADILHA, Milene A. História, Memória e Benzimentos. In:
CONGRESSO INTERNACIONAL DE HISTÓRIA, n. V, 21-23 set. 2011, Maringá. Anais OLIVEIRA, Oséias de; PADILHA, Milene A. História, Memória e Benzimentos. In:
CONGRESSO INTERNACIONAL DE HISTÓRIA, n. V, 21-23 set. 2011, Maringá. Anais DOSSIÊ AMAZÔNIA 161 [...]. Maringá: Universidade Estadual de Maringá, 2011. Disponível em: [...]. Maringá: Universidade Estadual de Maringá, 2011. Disponível em:
http:www.cih.uem.br/anais/2011/trabalhos/279.pdf. Acesso em: 07 ago. 2020. PARÁ. Secretaria de Estado do Turismo. Inventário da Oferta Turística de Tracuateua. Belém: SETUR/PA, 2014. QUINTANA, Alberto Manuel. A ciência da benzedura: mau-olhado, simpatias e
uma pitada de psicanálise. Bauru: EDUSC, 1999. QUINTANA, Alberto Manuel. A ciência da benzedura: mau-olhado, simpatias e
uma pitada de psicanálise. Bauru: EDUSC, 1999. REIS, Maria Helena de Aviz dos. VIEIRA, Norma Cristina. “Batida” pra elas, cachaça pra
eles: o ritual de beberagem na festa de todos os santos na comunidade quilombola de
Jurussaca em Tracuateua/PA. Nova Revista Amazônica, Bragança, v. 4, n. 2, 2016. Disponível em: https:periodicos.ufpa.br/index.php/nra/issue/view/332/showToc. Data de
acesso: 07 ago. 2020. SANTOS, Boaventura de Sousa. Para uma Sociologia das Ausências e uma Sociologia das
Emergências. In: SANTOS, Boaventura de Sousa (Org.). Conhecimento prudente para uma
vida decente: um discurso sobre as ciências revisitado. São Paulo: Cortez, 2004. p. 777-821. SANTOS, Boaventura de Sousa. Para uma Sociologia das Ausências e uma Sociologia das
Emergências. In: SANTOS, Boaventura de Sousa (Org.). Conhecimento prudente para uma
vida decente: um discurso sobre as ciências revisitado. São Paulo: Cortez, 2004. p. 777-821. VALE, Giovanna Luiza Santos. A Epistemologia das garrafadas. In: ENCONTRO DE
ANTROPOLOGIA VISUAL DA AMÉRICA AMAZÔNICA, n. III, Belém, 19 e 21 de SANTOS, Boaventura de Sousa. Para uma Sociologia das Ausências e uma Sociologia das
Emergências. In: SANTOS, Boaventura de Sousa (Org.). Conhecimento prudente para uma
vida decente: um discurso sobre as ciências revisitado. São Paulo: Cortez, 2004. p. 777-821. VALE, Giovanna Luiza Santos. A Epistemologia das garrafadas. In: ENCONTRO DE
ANTROPOLOGIA VISUAL DA AMÉRICA AMAZÔNICA, n. III, Belém, 19 e 21 de
setembro de 2018. Anais [...]. Belém: Universidade Federal do Pará, 2018. Disponível em:
http:www.eavaam.com.br/anais/anais/2018/gt11/58.pdf. Acesso em: 07 ago. 2020. – VOLUME – – – SABERES NA AMAZÔNIA SABERES NA AMAZÔNIA SEÇÃO LIVRE SEÇÃO LIVRE 163 MARÇO
202
1 VOLUME 1 REVISTA GR ADUAÇÃO EM L INGU AGENS E 202 MARÇO NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 164 enquanto análise da Geografia Crítica, que é a ciência marcada por uma análise marxista
baseada nas relações de trabalho, relações sociais, desprendendo-se apenas de visões
descritivas da realidade. A Geografia, tal qual outras ciências de cunho social, tem uma
relação de afinidade com outras ciências, como por exemplo a Economia e a Sociologia, o que
faz dela uma ciência que busca explicar a realidade a partir de diferentes enfoques teórico-
filosóficos. O objetivo deste artigo é discorrer sobre os espaços de representação em uma
abordagem lefrebvriana, demonstrando sua importância na ciência geográfica. No que tange ao espaço enquanto categoria analítica, pode-se dizer que é um conceito
complexo e de suma importância para a Geografia. Partindo dessa premissa, Carlos (2011,
p.17) afirma que “o espaço, como categoria de pensamento e realidade prática, traz em si a
ideia de referência para o ser humano, uma vez que é sua condição de existência, assim como
as transformações da sociedade trazem como consequência modificações espaciais”. Diante
disso, percebe que a compreensão de espaço perpassa a sua materialidade, atingindo um viés
subjetivo que é o das relações sociais. A Geografia Crítica vem trazer, portanto, essa
discussão tendo como base o materialismo histórico e dialético. O foco do debate é o entendimento dos espaços de representação, conceito
desenvolvido por Lefebvre (1974) e que trouxe tanto para a Geografia como para a outras
ciências uma forma de ver o espaço como conectado à sociedade na forma de representação
do mundo, da vida e do cotidiano. Tal visão é importante pois não despreza a materialidade,
mas entende que os símbolos e as formas mais subjetivas de construção social são
componentes indivisíveis do espaço. O foco do debate é o entendimento dos espaços de representação, conceito
desenvolvido por Lefebvre (1974) e que trouxe tanto para a Geografia como para a outras
ciências uma forma de ver o espaço como conectado à sociedade na forma de representação
do mundo, da vida e do cotidiano. Tal visão é importante pois não despreza a materialidade,
mas entende que os símbolos e as formas mais subjetivas de construção social são
componentes indivisíveis do espaço. A abertura política que se afirma no país, a descrença que vários geógrafos passaram
a ter em relação à “nova geografia”, a própria falência do sistema de planejamento, a
acentuação dos problemas nacionais que se tinha proposto solucionar, a volta de
Milton Santos com sua riqueza e vigor intelectual, tudo isto iria contribuir para a
emergência de uma “geografia nova” não comprometida com o aparelho ideológico
do Estado, comprometida sim, com os interesses da maioria da população, com os
trabalhadores rurais e urbanos, e com um projeto histórico que é o da transformação
da sociedade. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Os autores utilizados como aporte teórico desse artigo foram escolhidos com base na
corrente da Geografia crítica, optando por autores de referência nessa temática, diversificando
entre estrangeiros e brasileiros e buscando embasar a discussão conceitual de espaço, tais
como Lefebvre (1976), Harvey (2006), Santos (1996; 2008), Lacoste (1990), Moreira (1985),
Carlos (2011), Gottdiener (2010), Brunet (1990) e Castells (2000). Na primeira seção, faz-se
um breve histórico sobre a Geografia Crítica, trazendo sua base teórica e surgimento, assim
como o conceito de espaço geográfico de modo diversificado, conforme a teoria de autores
contemporâneos. Na segunda seção, apresenta-se diferentes concepções a respeito dos
espaços de representação. SEÇÃO LIVRE SEÇÃO LIVRE 165 Essa nova Geografia vem responder a uma necessidade da sociedade em romper com a
neutralidade e assumir um viés político, reproduzindo o ideal marxista da luta de classes. Uma
característica notória dessa corrente é a criticidade com que analisa o espaço geográfico,
saindo do âmbito tradicional com foco no empirismo e “pensando o espaço em sua
complexidade” (LACOSTE, 1990, p.35). Esta ciência crítica surge em meio crise trazendo mudanças expressivas e respondendo
a um descontentamento geral. Como afirma Moreira (1985, p.58), a Geografia é uma ciência
de extrema relevância para a sociedade: A geografia é um saber vivido e aprendido pela própria vivência. Um saber que nos
põe em contato direto com nosso mundo exterior, com o seu todo e com cada um de
seus elementos, a um só tempo. Se nisto reside sua peculiaridade, da qual deriva sua
natural popularidade, reside nisto igualmente seu amplo significado político. Ainda de acordo com Moreira, é importante ressaltar essa visão da Geografia enquanto
ciência utilizada e vivida no cotidiano, muito mais que um conhecimento científico essa
ciência é plural e intrínseca a vivência social, se materializando diariamente na ação de seus
atores sociais. Segundo Lacoste (1997, p. 25): Na verdade, a função ideológica essencial do discurso da geografia escolar e
universitária foi, sobretudo, a de mascarar por procedimentos que não são evidentes,
a utilidade prática da análise do espaço, sobretudo para a condução da guerra, como
ainda para a organização do Estado e prática do poder. É, sobretudo, quando ele
aparece inútil que o discurso geográfico exerce a função mistificadora mais eficaz,
pois a crítica de seus objetivos neutros e inocentes parece supérflua. Lacoste (1997), ainda afirma que durante muito tempo a Geografia foi utilizada para
fazer a guerra, como estratégia militar e política de dominação, sendo utilizada para
consolidar e estruturar o modo capitalista de produção e atender aos interesses da burguesia. A Guerra do Vietnã é um exemplo, uma vez que, em 1972, quando a partir de um estudo
geográfico de análise espacial para verificar os melhores locais surgiu um plano de
aniquilamento sistemático da rede de diques que protegem as planícies extremamente
populosas do Vietnã do Norte (LACOSTE, 1997). Diferente da Geografia Tradicional, a Geografia Crítica traz a análise geográfica
enquanto oportunidade de libertação do homem. 1 DA CRÍTICA DA GEOGRAFIA AOS ESPAÇOS DE REPRESENTAÇÃO A Geografia Crítica surgiu na França em meados da década de 1970, e em seguida
espalhou-se por outros países como: Suíça, Itália, Alemanha, Brasil, México entre outros. Essa corrente da Geografia tem como base filosófica e teórica o materialismo histórico e
dialético. Fundamentada em teorias marxistas, vai além do pensamento tradicional ligado
fortemente ao positivismo lógico e ao empirismo, trazendo assim uma abordagem militante
com foco em uma sociedade mais justa e igualitária. Partindo desse pressuposto de renovação e construção de uma nova geografia, Corrêa
(1982, p.20) diz: Partindo desse pressuposto de renovação e construção de uma nova geografia, Corrêa
(1982
20) di SEÇÃO LIVRE Ademais, a Geografia passa a ser práxis
revolucionária com objetivo de transformar o espaço, estudando as práticas sociais e os
sujeitos que compõem e constroem este espaço. A partir dessa corrente, o espaço passa a se tornar objeto principal de estudo da
Geografia, pois é nele que se pode ver a materialização da sociedade em todas as suas
nuances, uma vez que o espaço é verdadeiro e amplamente social, representando as dinâmicas
sociais sem menosprezar as questões naturais e suas singularidades (SOUZA, 2013). O espaço geográfico é um dos conceitos mais importantes da Geografia, ele é
analisado enquanto fenômeno social produzido na relação sociedade-natureza, é um conceito
complexo exigindo um esforço de construção epistemológica devido a sua abrangência e os
diversos debates teóricos acerca do tema. Segundo Santos (2012, p. 30), “o espaço não é nem
uma coisa nem um sistema de coisas, senão uma realidade relacional: coisas e relações
juntas”. O conceito de espaço perpassa o material e se dá principalmente nas relações de
trabalho da sociedade, diante disso, não pode ser considerado estático, mas dinâmico e
concreto. Segundo Carlos (2011, p.28): Segundo Carlos (2011, p.28): 166 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Todavia, o espaço guarda o sentido do dinamismo das necessidades e dos desejos
que marcam a reprodução da sociedade em seu sentido mais amplo, a realização da
vida para além da sobrevivência. Seguindo essa perspectiva, é visível o quanto o espaço se tornou dinâmico e local da
produção e reprodução social desenvolvida cotidianamente pelos atores sociais em seus
modos de apropriação do espaço, de forma tanto individual quanto coletiva envolvendo
espaço e tempo delimitados (CARLOS, 2011). Santos (2008, p. 46), nos apresenta um conceito de espaço que bem caracteriza esse
contexto da Geografia Crítica: [...] algo dinâmico e unitário, onde se reúnem materialidade e ação humana. O
espaço seria o conjunto indissociável de sistemas de objetos, naturais ou fabricados,
e de sistemas de ações, deliberadas ou não. A cada época, novos objetos e novas
ações vêm juntar-se às outras, modificando o todo, tanto formal quanto
substancialmente. Segundo este autor, o espaço é algo em movimento, vivo, sendo fruto da ação humana
e uma soma do sistema de ações e objetos. Tais elementos são indissociáveis na formação do
espaço. Do espaço não se pode dizer que seja um produto como qualquer outro, um objeto
ou uma soma de objetos, uma coisa ou uma coleção de coisas, uma mercadoria ou SEÇÃO LIVRE Não se pode dizer que seja simplesmente um
instrumento, o mais importante de todos os instrumentos, o pressuposto de toda
produção e de todo intercâmbio. Estaria essencialmente vinculado com a reprodução
das relações (sociais) de produção (LEFEBVRE, 1976, p. 34). um conjunto de mercadorias. Não se pode dizer que seja simplesmente um
instrumento, o mais importante de todos os instrumentos, o pressuposto de toda
produção e de todo intercâmbio. Estaria essencialmente vinculado com a reprodução
das relações (sociais) de produção (LEFEBVRE, 1976, p. 34). Portanto, Lefebvre (1976) traz uma análise marxista do espaço, mostrando uma visão
de espaço ligado à prática social, de modo que este tem um papel de estruturação de uma
lógica capitalista. Partindo dessa premissa, pode-se perceber que na teoria do referido autor o
espaço tem natureza multifacetada, ele é a parte material, como também o social e é lócus da
produção e reprodução dos atores sociais, em todas as áreas do cotidiano humano. É
essencialmente um produto social. p
Deste modo, Lefebvre (1991) mostra uma visão de espaço ligado à prática social, uma
visão dos sujeitos como construtores desse espaço que tem um papel de estruturação de um
sistema, uma lógica capitalista. No que tange ao espaço de representação, será tomada a definição de Lefebvre (1991),
que trata da tríade do espaço percebido (práticas espaciais), concebido (representações do
espaço) e vivido (espaço representacional) e, diante disso, inspira a análise sobre os sujeitos
em relação a produção do espaço. A tríade percebido-concebido-vivido (em termos espaciais: práticas espaciais,
representações de espaço, espaço representacional) perde toda a sua força quando é
tratada como um modelo “abstrato”. [...] ela (a tríade) tem sua fonte na história de um
povo, assim como na história de cada indivíduo que pertence àquele povo. [...]
Compreende os loci das paixões, das ações e das situações vividas e, portanto, implica
em tempo. Consequentemente pode ser [...] direcional, situacional ou relacional,
porque é essencialmente qualitativa, fluida e dinâmica. (LEFEBVRE,1991, p. 40-42). A análise tridimensional do espaço percebido, concebido e vivido constitui a
autoprodução da sociedade. É perceptível que esses conceitos são compostos de subjetividade,
individualidade e concomitantemente de uma conjuntura social, são processos ativos. Agora
vamos conceituar esses espaços em suas particularidades. O espaço percebido é o que é relativo às práticas espaciais, pode ser apreendido por
meio dos sentidos, além dos cinco sentidos estabelecidos pela ciência, ele está ligado aos
elementos, aquilo que é material. SEÇÃO LIVRE Esse conceito vem se modificando com o passar do tempo, tem sofrido alterações que
se desdobram como uma expressão da sociedade em seu processo histórico e são essenciais
para responder a necessidade da época. No campo da sociologia, Castells (1984 apud GOOTDIENER, 2010 p.124) afir No campo da sociologia, Castells (1984 apud GOOTDIENER, 2010 p.124) afirma: Acredito que estamos à beira de uma catástrofe socioespacial gigantesca, mas não,
como dizem os ecologistas, por causa do processo de metropolização e devastação
dos recursos naturais. É porque os novos interesses dominantes e as novas revoltas
sociais tendem a dissociar o espaço das organizações e o espaço da experiência, O referido autor traz uma abordagem marxista do espaço, conceituando-o como um
produto material de uma determinada formação social. Segundo Gottdiener (2010), a teoria de
Castells é formada por dois pilares: a aplicação da teoria de Althusser e a teoria da produção
do ambiente construído além da utilização do conceito de urbano como uma unidade espacial
dentro do sistema de ambiente construído. Ainda de acordo com Gottdiener (2015, p. 124): O aspecto mais importante da mudança de pensamento de Castells é que, deixando
de aplicar Althusser a uma teoria do espaço, ele veio a desenvolver um aspecto
específico dessa teoria, ou seja, a relação entre o Estado e o espaço de assentamento. A teoria de Castells traz os meios de produção e a força de trabalho como processos do
espaço urbano, segundo o autor o urbano é uma unidade espacial da reprodução da força de
trabalho. Castells acredita que o espaço é um elemento indispensável para a análise da
sociedade atual, como afirma: “ao contrário da maioria das teorias clássicas, que supõem o
domínio do espaço pelo tempo, proponho a hipótese de que o espaço organiza o tempo na
sociedade em rede.” (CASTELLS 2012, p. 467). Nesse contexto, é notório que o espaço tem
uma relação de interação com a sociedade, as tecnologias e principalmente pelo tempo
enquanto fator organizado pelo espaço. Assim como Castells (2000), Lefebvre (1976) traz uma abordagem marxista do
espaço, diretamente ligada as transformações da sociedade conforme citação abaixo: Do espaço não se pode dizer que seja um produto como qualquer outro, um objeto
ou uma soma de objetos, uma coisa ou uma coleção de coisas, uma mercadoria ou SEÇÃO LIVRE SEÇÃO LIVRE 167 um conjunto de mercadorias. Assim como o espaço, o tempo e a matéria delineiam e abrangem as qualidades
essenciais do mundo físico, a espacialidade, a temporalidade e o ser social podem
ser vistos como as dimensões abstratas que, em conjunto, abarcam todas as facetas
da existência humana. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 De acordo com Soja (1993), a existência humana se constrói por intermédio do
imaginário, simbolismo, signos e todas as práticas temporais e espaciais presentes na
sociedade. Aqui o importante é sinalizar que o pensamento crítico não se ocupa mais de
representações apenas baseadas no aspecto empírico e na experimentação. Trata-se, para além
disso, de expressar a vivência dos grupos sociais. Das práticas cotidianas, das iconografias e
diferentes linguagens expressa no espaço. Revela, do mesmo modo, as necessidades
(individuais e sociais), os desejos relacionados ao corpo e à memória (ou o inconsciente). Trata-se do espaço como forma de pensar, como expressão da consciência coletiva e,
quando necessário, como transgressão às representações dominantes. É o lócus da ação e, de
origem simbólico, tem na cotidianidade sua materialidade e no poder a sua maior expressão. Para Tuan (2013, p. 15): “[...] poucas obras tentam compreender o que as pessoas sentem
sobre espaço e lugar, considerar as diferentes maneiras de experienciar (sensório-motora, tátil,
visual, conceitual) e interpretar espaço e lugar como imagens de sentimentos complexos [...]”. Nesse sentido, entende-se que todo sujeito citadino tem uma ligação com a sua cidade, no que
tange a memórias afetivas, experiências, signos, o que podemos chamar de relação de
representação. De acordo com Lefebvre (1974), é na espacialidade que se percebe a total imbricação
do percebido, concebido e vivido, além de transparecer que os fenômenos socioespaciais são
tanto agentes quanto produtos da reprodução do espaço. Lefebvre (1974), deduz que o espaço
traduz um conjunto de diferenças, ou seja, é o lócus de coexistência da pluralidade e das
simultaneidades de padrões, de maneiras de viver a vida urbana. Contudo, não descarta a idéia
de que o espaço também é o lugar dos conflitos, onde a exploração subordina não apenas a
classe operária como outras classes sociais. Para tal, o espaço percebido refere-se as práticas espaciais, a materialidade dos
objetos na relação com o sujeito, já o espaço concebido são as representações do espaço e
seus signos concebidas pelos agentes. No que tange ao espaço vivido, trata-se do espaço
representacional, as chamadas invenções mentais, o imaginário individual e coletivo. SEÇÃO LIVRE O espaço tem um aspecto perceptível que pode ser
apreendido por meio dos sentidos. Em se tratando do espaço concebido, vê-se que ele está intrinsicamente ligado ao
pensamento e não pode ser apreendido enquanto tal sem ter sido concebido previamente. Ele é
a representação do espaço, ações ligadas ao conhecimento e ao pensamento. No que tange ao espaço vivido, por sua vez, pode-se dizer que ele é o espaço
representacional. É a experiência vivida do espaço. Ele é o conceito que expressa a
cotidianidade da vida humana, é a vivência que não se consegue definir apenas teoricamente
(SCHMIDT, 2012). O espaço se tornou dinâmico e vivificado como local da produção e reprodução social
desenvolvida cotidianamente pelos atores sociais em seus modos de apropriação do espaço de
forma tanto individual quanto coletiva envolvendo espaço e tempo. Espaço e tempo são
conceitos essenciais da vivência humana, que estão interligados no cotidiano social. Segundo
Soja (1993, p.34): Assim como o espaço, o tempo e a matéria delineiam e abrangem as qualidades
essenciais do mundo físico, a espacialidade, a temporalidade e o ser social podem
ser vistos como as dimensões abstratas que, em conjunto, abarcam todas as facetas
da existência humana. 168 2 ESPAÇO E REPRESENTAÇÃO: DIFERENTES CONTRIBUIÇÕES Uma contribuição significativa para a compreensão do espaço se dá a partir dos
estudos de Santos (1998), através do estabelecimento do conceito de formação sócio-espacial
e da concepção do espaço enquanto instância da sociedade: “o espaço organizado pelo homem
é como as demais estruturas sociais, uma estrutura subordinada-subordinante. E como as
outras instâncias, o espaço, embora, submetido a lei da totalidade, dispõe de uma certa
autonomia” (SANTOS, 1988, p.145). É importante ressaltar que Santos (1996) apresenta o
espaço enquanto fator social, organizado pelo homem e parte do processo de existência e
reprodução social. O autor combate a ideia arcaica de espaço enquanto vazio, sem articulação,
vácuo e traz uma análise critica da realidade baseado nas transformações da globalização que
levaram a um estabelecimento de novas dinâmicas relativas ao espaço. Posteriormente, Santos (1996), em seu livro A Natureza do Espaço, traz uma nova
conceituação para o espaço geográfico. Segundo o autor: “O espaço é formado por um
conjunto indissociável, solidário e também contraditório, de sistemas de objetos e sistemas de
ações, não considerados isoladamente, mas como o quadro único no qual a história se dá”
(SANTOS, 2006, p.39). Para o autor, a natureza é que dá origem as coisas que posteriormente
serão trabalhadas (transformadas) pelo homem através da técnica, por meio de uso de
instrumentos e técnicas o homem constrói o espaço. E a partir da evolução das técnicas e
relações sociais o espaço geográfico também sofre mudanças, o espaço seria então uma
expressão da própria da sociedade. SEÇÃO LIVRE 169 Ainda sobre o conceito de espaço, o geográfo britânico David Harvey tece uma crítica
sobre o que chama de falta de preocupação com a conceituação de espaço pelas ciências
humanas, como pode ver a seguir: Marx, Marshall, Weber e Durkhein tinham isso em comum: davam prioridade ao
tempo e à história e não ao espaço e à geografia, e, quando tratavam do espaço e da
geografia, tendiam a considerá-los de modo não problemático, enquanto contexto ou
sítio estável para a ação histórica. (HARVEY, 2006, p. 142). O autor enfatiza a necessidade e importância de se discutir o conceito de espaço
enquanto teoria espacial de categoria de análise e investigação. Partindo do pressuposto de
que para compreender a sociedade atual é necessário observar a relação entre tempo e espaço
tomando cuidado para não priorizar um em detrimento ao outro. O espaço geográfico é formado pelo conjunto de populações, por suas obras, suas
relações localizadas, pelo seu meio de vida [...]. Ele não pode ser confundido com os 2 ESPAÇO E REPRESENTAÇÃO: DIFERENTES CONTRIBUIÇÕES Além disso, Harvey (2006)
faz uma abordagem tripartite sobre o espaço dividindo-o em espaço absoluto, relativo e
relacional em uma teoria marxista que se soma a teoria lefebvriana da representação do
espaço. Não existiria, por exemplo, nenhum valor no espaço-tempo relacional sem trabalhos
concretos construídos em inumeráveis lugares no espaço e tempo absolutos. Nem o
valor emergiria como um ‘poder imaterial mas objetivo’ sem os inumeráveis atos de
troca, os processos de circulação contínuos que mantêm o conjunto do mercado
mundial no espaço-tempo relativo. O valor é, portanto, uma relação social que
internaliza toda a história e a geografia do trabalho concreto no mercado mundial;
expressa as relações sociais (principalmente, mas não exclusivamente, de classe)
construídas pelo capitalismo na escala mundial. (HARVEY, 2012, p. 26). De acordo com Harvey (2012), espaço absoluto é algo fixo onde acontecem
planejamento de eventos ou registros, como por exemplo, cidades e condomínios fechados
com espaços essencialmente cartesianos. Já o espaço relativo tem um caráter relacional de
espaço-tempo inspirado nas contribuições de Albert Einstein. É o espaço do movimento, da
circulação e dos fluxos. Por sua vez, o espaço relacional refere-se a relações internas, é o
espaço dos sonhos, sendo inspirado em Leibniz. O autor também aborda questão da tensão
dialética entre o material, concebido e vivido, articulando espaço e tempo e deixando claro o
quanto esses espaços são interdependentes. Diante disso, é importante ressaltar a abordagem
do espaço vivido enquanto local de produção de sensações e emoções, tendo como força
analítica a tensão dialética e a interação. Espaço e tempo são conceitos essenciais da vivência humana, que estão interligados
no cotidiano social. Segundo Soja (1993, p.34): Assim como o espaço, o tempo e a matéria delineiam e abrangem as qualidades
essenciais do mundo físico. A espacialidade, a temporalidade e o ser social podem
ser vistos como as dimensões abstratas que, em conjunto, abarcam todas as facetas
da existência humana. De acordo com Soja (1993), a existência humana se constrói por intermédio do
imaginário, simbolismo, signos e todas as práticas temporais e espaciais presentes na
sociedade. O geógrafo francês Roger Brunet, por sua vez, traz contribuições sobre o conceito de
que se assemelham a de Milton Santos no que tange a interação do homem com a natureza
para criação e produção do espaço. De acordo com Brunet (2001, p. 2 ESPAÇO E REPRESENTAÇÃO: DIFERENTES CONTRIBUIÇÕES 15): O espaço geográfico é formado pelo conjunto de populações, por suas obras, suas
relações localizadas, pelo seu meio de vida [...]. Ele não pode ser confundido com os 170 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 objetos que o povoam [...] Ele nasce com o trabalho das sociedades e só tem um fim
com ele. O autor afirma que o espaço enquanto superfície é imprescindível para análise
geográfica uma vez que, por intermédio dela pode-se constatar fatores como localização e
distância. Brunet foi o criador da coremática, um estudo teórico-metodológico que objetiva a
representação da análise do espaço geográfico utilizando modelos gráficos, uma forma de
expressão dinâmica. Segundo Brunet (2001), os homens criam Coremas ao transformarem o
espaço mediante as suas relações de trabalho. Tais estruturas se materializam por uma
expressão cartográfica, que o autor as considera como abstrações ou um sistema de signos. Para entendimento dos espaços de representação será tomada a definição de Lefebvre
(1991) que trata da tríade que envolve o espaço percebido (práticas espaciais), o concebido
(representações do espaço) e o vivido (espaço representacional) e diante disso inspira a
análise sobre os sujeitos em relação a produção do espaço, como pode-se ver abaixo: A tríade percebido-concebido-vivido (em termos espaciais: práticas espaciais,
representações de espaço, espaço representacional) perde toda a sua força quando é
tratada como um modelo “abstrato”. [...] ela (a tríade) tem sua fonte na história de
um povo, assim como na história de cada indivíduo que pertence àquele povo. [...]
Compreende os loci das paixões, das ações e das situações vividas e, portanto,
implica em tempo. Consequentemente pode ser [...] direcional, situacional ou
relacional, porque é essencialmente qualitativa, fluida e dinâmica (LEFEBVRE,
1991, p. 40;42). Para melhor exemplificação dessa relação, será utilizada a Figura 1: Para melhor exemplificação dessa relação, será utilizada a Figura 1: Para melhor exemplificação dessa relação, será utilizada a Figura 1: Para melhor exemplificação dessa relação, será utilizada a Figura 1:
Figura 1 – Tripé sobre a produção do espaço
Fonte: Cardoso e Cristiane, 2009
Conforme figura acima, a análise tridimensional do espaço percebido, concebido e
vivido constitui a autoprodução da sociedade. SEÇÃO LIVRE SEÇÃO LIVRE 171 compostos de subjetividade, individualidade e, concomitantemente, de uma conjuntura social
como processos ativos. Partindo desse pressuposto e consoante os postulados de Schmidt
(2012), serão conceituados esses espaços em suas particularidades: o espaço percebido é
relativo as práticas espaciais e pode ser visto por meio dos cinco sentidos estabelecidos pela
ciência. Está ligado aos elementos, aquilo que é material, sendo que o espaço tem um aspecto
perceptível que pode ser apreendido por meio dos sentidos. Ainda de acordo com Schmidt (2012), em se tratando do espaço concebido: vê-se que
ele está intrinsicamente ligado ao pensamento. O espaço não pode ser percebido enquanto tal
sem ter sido concebido previamente em pensamento, pois ele é a representação do espaço, de
ações ligadas ao conhecimento. No que tange ao espaço vivido, pode-se dizer que ele é o
espaço representacional, é a experiência vivida do espaço. Ele é o conceito que expressa a
cotidianidade da vida humana, é a vivência que não se consegue definir apenas teoricamente. Concomitantemente a essa proposta, Lefebvre (1983) com sua tríade do espaço de
representação, trata o aspecto da representação para além da dominação, como forma de
quebrar certos paradigmas Aqui, o importante é sinalizar que o pensamento crítico não se ocupa mais de
representações meio-mortas em estado de sobrevivência, entretanto que deveria surpreendê-
las em sua vida, dentro da vivência e inclusive ao nascer, quando surge. De onde? Da prática. Através de que? Dos grupos sociais e da linguagem ou, mas bem das línguas, mas também
das necessidades (individuais e sociais) dos desejos, do chamado ao corpo, e da memória: o
“inconsciente” (LEFEBVRE, 1983). A representação é entendida, portanto, como forma de pensar, como expressão da
consciência coletiva, como o lócus da ação de origem simbólico que tem na cotidianidade sua
materialidade. Todo sujeito tem uma ligação como espaço em que vive, no que tange a
memórias afetivas, experiências, signos, o que se pode chamar de relação de representação. Para tal, o espaço percebido refere-se as práticas espaciais, a materialidade dos objetos na
relação com o sujeito, já o espaço concebido são as representações do espaço e seus signos
concebidas pelos agentes conceituais, no que tange ao espaço vivido trata-se do espaço
representacional, as chamadas invenções mentais, o imaginário individual e coletivo. Assim, é importante pensar sobre como esse espaço é produzido, de que forma se dão
essas relações. 2 ESPAÇO E REPRESENTAÇÃO: DIFERENTES CONTRIBUIÇÕES É perceptível que esses conceitos são Figura 1 – Tripé sobre a produção do espaço Figura 1 – Tripé sobre a produção do espaço Fonte: Cardoso e Cristiane, 2009 Conforme figura acima, a análise tridimensional do espaço percebido, concebido e
vivido constitui a autoprodução da sociedade. É perceptível que esses conceitos são Conforme figura acima, a análise tridimensional do espaço percebido, concebido e
vivido constitui a autoprodução da sociedade. É perceptível que esses conceitos são NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Por fim, conclui-se que os espaços de representação são importantes para compreender
o cotidiano humano, uma vez que envolvem as dimensões física, mental e social dos sujeitos. Partindo dessa premissa, é notório destacar a força e a importância dessa dimensão espacial
para a Geografia diante do fenômeno da globalização, é necessário pensar em modelos para
melhor entendimento do conceito, além de sobrepor limitações na sua interpretação. 3 CONSIDERAÇÕES FINAIS Abordar o espaço geográfico segundo a corrente da Geografia Crítica é um desafio
devido as diversas abordagens epistemológicas realizadas sobre o conceito. Nesses termos, é
fato que o espaço geográfico é um conceito de suma importância para a Geografia, isso
explica as inúmeras teorias sobre essa categoria analítica. Partindo desse pressuposto, conclui-
se ser de extrema importância entender as implicações do espaço na sociedade, uma vez que
ele é produto das relações sociais. Ademais, reconhecer a espacialização na sociedade atual é entender todo um modo de
vida e a ação dos atores sociais cotidianamente de forma muito diversificada, uma vez que o
espaço se transforma conforme as mudanças na sociedade. Ele é produzido e reproduzido por
ela em todas as suas nuances, tendo como foco as relações de trabalho. Esse estudo mostra o espaço em um contexto de uma sociedade de classes subordinada
a um sistema capitalista e revela o quanto as ações dessa sociedade dinamizam o espaço de
forma a modificá-lo conforme suas ações. Não se tratam, portanto, de ações naturais, mas
daquelas que são fruto de conflitos. Conclui-se, portanto, que o espaço geográfico é um
conceito complexo e dinâmico e que deve ser amplamente discutido objetivando o avanço da
ciência geográfica frente as necessidades da sociedade. BRUNET, Roger. Le déchiffrement du monde: théorie et pratique de la géographie.
Paris: Belin, 2001 [1990]. BRUNET, Roger. Le déchiffrement du monde: théorie et pratique de la géographie. Paris: Belin, 2001 [1990]. ARLOS, Ana Fani Alessandri. A condição espacial. São Paulo: Contexto, 2011. 157 p. CASTELLS, Manuel. A sociedade em rede. São Paulo: Editora Paz e Terra, 2000. CORRÊA, Roberto Lobato. Geografia brasileira: crise e renovação. In: MOREIRA,Ruy (org). Geografia: teoria e crítica. O saber posto em questão. Petrópolis: Vozes,1982. GOTTDIENER, Mark. A produção social do espaço urbano. 2.ed. São Paulo: Edusp, 2010. SEÇÃO LIVRE Segundo a teoria de Lefebvre (1984) acontece de três maneiras: prática
espacial, representações do espaço e espaços de representação, diante disso, Lefebvre (1984)
faz uma análise tridimensional do espaço em sua obra como podemos ver a seguir: A prática espacial, que engloba produção e reprodução, lugares especificados e
conjuntos espaciais próprios de cada formação social, que assegura a continuidade
numa relativa coesão. Essa coesão implica, no que concerne ao espaço social e a
relação de cada membro de determinada sociedade ao seu espaço, ao mesmo tempo
de uma competência certa e uma certa performance; as representações do espaço,
ligadas às relações de produção, a “ordem” que elas impõem e, desse modo, ligadas
ao conhecimentos, aos signos, aos códigos, às relações “frontais”; os espaços de
representação, apresentam (com ou sem códigos) simbolismos complexos, ligados
ao lado clandestino e subterrâneo da vida social, mas também a arte que
eventualmente poder-se-ia definir não como código do espaço, mas como código de
representação (LEFEBVRE, 1984,p.36) Os espaços de representação estão imbricados a vida cotidiana dos sujeitos, diante
disso, para compreensão dessa questão é necessário compreender as relações de espaço e
tempo que compõem essa produção social, e tal espaço social é a expressão das normas
sociais, costumes, valores construídos em um determinado ambiente. Para Lefebvre (1984), o
espaço é parte do processo e produto das relações sociais, fazendo parte dos meios e forças de
produção. 172 TTDIENER, Mark. A produção social do espaço urbano. 2.ed. São Paulo: Edusp, 2010 HARVEY, David. O espaço como palavra chave. Revista GEOgraphia. V. 14, n. 28, 2012, p. 8 – 39, 2012. Original: HARVEY, D. Space as a keyword. In: CASTREE, N. e GREGORY,
D. (Orgs.) David Harvey: a critical reader. Malden e Oxford: Blackwell, 2006. Tradução
livre: Letícia Gianella. Revisão técnica: Rogério Haesbaert e Juliana Nunes. HARVEY, David. A produção capitalista do espaço. 2. ed. São Paulo: Annablume, 2006. ARVEY, David. A produção capitalista do espaço. 2. ed. São Paulo: Annablume, 200 LACOSTE, Yves. A Geografia isso serve, em primeiro lugar, para fazer a guerra. Trad. M. C. França. 4. ed. Campinas: Papirus, 1997. LACOSTE,Yves. Paysages politiques. Paris:Biblio Essais,1990. SEÇÃO LIVRE 173 LEFÉBVRE, Henri. A produção do espaço (1ª ed. 1974) Paris, Anthropos, 1984. LEFÉBVRE, Henri. Espaço y política. (1ª ed. 1973) Barcelona. Ediciones Peninsula, 1976 LEFEBVRE, Henri. La presencia y la ausência: contribucion a la teoria de las
representaciones. México, DF: Fondo de Cultura Económica, 1983 LEFEBVRE, Henri. La production de l’espace. Paris: Ed anthropos, 1974. LEFEBVRE, Henri. O direito à cidade. 1° ed. São Paulo: Moraes, 1991. MOREIRA, Ruy. O que é geografia. 5. ed. São Paulo: Brasiliense, 1985. SANTOS, M. Metamorfoses do Espaço Habitado: fundamentos teóricos e metodológicos
da geografia. 6ª ed. São Paulo: Edusp, 2012. SANTOS, Milton. Por Uma Geografia Nova. São Paulo: Hucitec, 1988. SANTOS, Milton. Espaço e método. (1ª ed. 1985) 5ª Ed. EDUSP, São Paulo, 2008. SANTOS, Milton. Técnica, Espaço, Tempo. (1ª ed. 1994) 5ª Ed. EDUSP, São Paulo, 2008. SANTOS, Milton. A Natureza do Espaço. Técnica e Tempo. Razão e Emoção. 2º Edição. São Paulo: Hucitec, l996. SCHMIDT, Christian. A teoria da produção do espaço de Henri Lefebvre: em direção a
uma dialética tridimensional. Trad. Marta Inez Medeiros Marques; Marcelo Barreto. GEOUSP – espaço e tempo, São Paulo, n. 32, p. 89-109, 2012 SOJA, Edward Willian. Geografias pós-modernas: a reafirmação do espaço na teoria social
crítica. Rio de Janeiro: Jorge Zahar 1993.323 p. SOJA, Edward Willian. Le développement des territoires: formes, lois, aménagement. La
Tour D’Aigues, 2004. SOUZA, Marcelo Lopes de. Por uma Geografia nova. São Paulo: Hucitec-Edusp, 1978. NÚMERO 01
– – CAMPUS BRAGANÇA VOLUME VOLUME VOLUME REVISTA DO PROGRAMA DE PÓS GRADUAÇÃO EM LINGUAGENS E SABERES NA AMAZÔNIA OUZA, Marcelo Lopes de. Por uma Geografia nova. São Paulo: Hucitec-Edusp, 1978. SOUZA, Marcelo Lopes de. Os conceitos fundamentais da pesquisa sócio-espacial. Rio de
Janeiro: Bertrand Brasil, 2013. TUAN,Yi-fu. Espaço e lugar: a perspectiva da experiência. Tradução: Lívia de Oliveira. Londrina: Eduel, 2013. SEÇÃO LIVRE SEÇÃO LIVRE 175 – NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 176 um ser biológico exclusivo com suas peculiaridades. Na nossa pesquisa, o objeto de estudo está
relacionado à velhice dos homens (OLIVEIRA, et al, 2011). um ser biológico exclusivo com suas peculiaridades. Na nossa pesquisa, o objeto de estudo está
relacionado à velhice dos homens (OLIVEIRA, et al, 2011). Numa análise sociológica, a velhice humana apresenta-se de forma ambígua, ou seja, é
vista como sinônimo de sabedoria e prestígio, mas também como fase de decrepitude e uma
fonte de sofrimentos, evidenciada como um momento de felicidade para alguns e de tristeza
para outros. Esta dualidade do próprio conceito do que é a velhice na sociedade humana se dá
de forma diferente em cada ser, logo, concluímos que o envelhecimento se reificará no
indivíduo conforme os seus hábitos e costumes particulares no decorrer de sua existência e,
dependendo principalmente do seu estado de saúde, do seu modo de viver a vida, poderá ser
algo positivo ou negativo no seu existir, o que dependerá em parte do próprio indivíduo em suas
escolhas, enquanto ser vivo, participante no e do mundo físico (CÍCERO, 1999; 2006). q
p
p
Desta forma, o animal racional, em sua formação humana, tem um tempo de vida neste
mundo, com início, meio e fim, o que podemos resumir em duas etapas: a primeira é o
nascimento e a segunda a morte. A formação humana se dá nas quatro fases do
desenvolvimento: na infância (do nascimento até os 11 anos de idade), em seguida, na
adolescência (que vai dos 12 aos 20 anos de idade), posteriormente, na fase adulta (a partir dos
21 anos de idade) e, finalmente, na velhice, fase considerada, nos países em desenvolvimento,
a partir dos 60 anos e nos desenvolvidos, iniciando aos 65 anos. Em outras palavras, vivemos
uma vida biológica constituída de quatro fases distintas, com suas características físicas e/ou
psicológicas diferentes, sendo elas: a infância, em seguida a adolescência, a idade adulta e a
velhice. Como podemos perceber o homem, desde o seu nascimento até a sua morte, é um ser
inserido em um processo de formação do caráter humano, de sua identidade cultural e social. Portanto, o envelhecimento humano é universal e inevitável, processo que é vivido e
sentido de formas diferentes por cada ser vivo. A velhice é intrínseca à própria natureza
humana, e todo e qualquer ser humano logo se deparará com esta fase da vida. Conseguir
atravessar a infância, a juventude, a fase adulta e assim chegar à maturidade é muito relevante,
entretanto, a grande maioria não se preocupa e nem se prepara para a chegada da velhice e,
sobretudo, para viver um envelhecimento ativo e saudável. Nas civilizações antigas, havia uma preocupação com a velhice e com o
rejuvenescimento. Essa apreensão persiste até a contemporaneidade, todavia, apesar do mundo
ter evoluído cientificamente e tecnologicamente, ainda não se encontrou a “fórmula milagrosa”,
ou a tão sonhada “fonte da juventude” que é vislumbrada em diversos filmes hollywoodianos. Portanto, não há como determos a velhice. Precisamos entender que é um processo natural e
biológico da criação dos seres vivos, em especial, dos humanos, que devem aceitá-la e
prepararem-se para um envelhecimento ativo e digno na sociedade, haja visto que este processo
humano é inevitável. 2 O FILÓSOFO CONFÚCIO E A VALORIZAÇÃO DA VELHICE HUMANA NA
CHINA. Na China, também, há uma filosofia com base nos ensinamentos do Mestre Confúcio
que valoriza os velhos e ensina que todas as famílias deveriam obedecer aos idosos,
manifestando respeito pelas gerações mais velhas. Confúcio (551 - 479 a.C.) era um filósofo da
civilização oriental, considerado, por muitos, um homem sábio, com enorme conhecimento
sobre a alma humana e que construiu conceitos filosóficos relacionados à moral, à ética e à
sabedoria. O Confucionismo não pode ser confundido com religião, haja visto que se trata de
uma organização nacionalista da sociedade, respaldada no princípio da simpatia universal, que
deve ser atingida pela educação e prolongando-se do ser humano à família e da família ao
Estado, sendo este último a maior família (CONFÚCIO, 1999). Nesta perspectiva, os ensinamentos de Confúcio, os Lun Yú, vulgarmente conhecidos
por "Anacletos" foram compilados pelos seus discípulos após a sua morte. O objetivo essencial
da vida humana é, segundo Confúcio, a perfeição, partindo do desenvolvimento da natureza
individual e atingindo a criação de Estado bem ordenado e um mundo pacífico. Esta ideia é o
"jen", a palavra que significa "benevolência", "bondade", "verdadeira humanidade". A
humanidade é o pilar central do Confucionismo, no qual se acredita que todos os humanos são
naturalmente bons, sendo a educação o fator principal que irá determinar a condição humana. Assim, o Confucionismo trabalha uma filosofia, enquanto doutrina que conciliará a natureza
humana com teorias políticas e sociais, visando o bem viver na sociedade. Na estrutura da Filosofia de Confúcio, a família é a base e todos os membros do grupo
familiar devem obediência ao ser humano masculino mais velho. Desta forma, a autoridade do
patriarca mantém-se com o passar dos anos e até mesmo a mulher, que sempre foi subordinada,
em sua velhice, ganha poderes maiores do que os jovens masculinos, exercendo grande
influência na educação dos netos. Confúcio (1999) percebia os velhos como pessoas com
grande autoridade e sabedoria e declarava que aos 60 (sessenta) anos o ser humano passa a
compreender sem a necessidade de refletir tudo o que ouve e, a partir dos 70 (setenta) anos, o
indivíduo segue os desejos de seu coração, sem violar regra alguma. SEÇÃO LIVRE SEÇÃO LIVRE 177 verdadeiro seria Li Er ou Lao Dan, mas ele se fez conhecido mundialmente através da sua obra
intitulada “Da Razão Suprema e da Virtude, o Tao te King”, livro escrito entre 350 e 250 a. C. e que faz parte da literatura chinesa (TAO TE CHING, 2011; LAO TZU, 2014). Para Lao-Tsé, a velhice era entendida como uma vivência, um momento supremo de
alcance espiritual máximo e que o ser humano, ao chegar à idade de 60 anos, estaria próximo
do momento de liberta-se do seu corpo físico, para viver o êxtase da sua passagem à santidade
(a dimensão espiritual). De acordo com o Filósofo Lao-Tsé, a velhice é reconhecida apenas no
outro indivíduo humano e não em quem a vivencia, o detentor do corpo que envelhece,
conectado na dimensão temporal da existência que se vislumbra a cada instante, de forma
renovada, vive uma transformação, visando novos limites, no sentido de adentrar com a alma
pura no mundo metafísico (da santidade), o que seria uma evolução transcendental nesta etapa
da vida (TAO TE CHING, 2011; LAO TZU, 2014). 1 LAO-TSÉ (604 – 531 A. C.), O “VELHO MESTRE” E A VELHICE. Para aprofundarmos a temática do envelhecimento humano, verificamos, por meio de
pesquisas, que na China, desde a antiguidade até a contemporaneidade, velhice é sinônimo de
sabedoria e respeito à família, segurança dos anciãos, o que evidencia uma educação e cultura
milenar (tradição) de cuidar bem de seus velhos que são considerados como pessoas de imenso
valor na sociedade chinesa. Dessa forma, na antiga China, destacamos alguns filósofos que conceituaram a velhice,
dentre os quais Lao-Tsé (604 - 531 a. C.) que foi o fundador do Taoísmo, doutrina mística e
filosófica (formulada no séc. VI a.C.) que enfatiza a vida em harmonia com o Tao (termo chinês
que significa "caminho", "via" ou "princípio"), o todo e único. Pouco se conhece sobre a história
da vida do Filósofo chinês Lao-Tsé ou Lao-Tzy, nome que, em sua tradução mais adequada,
significa “ancião”, “velho sábio”, “grande senhor” ou “velho mestre”, porém seu nome 3 A VELHICE NA SOCIEDADE JAPONESA No Japão, da antiguidade até a modernidade, a velhice sempre foi e continua sendo vista,
assim como na China, sinônimo de sabedoria e respeito aos velhos. Estes são vistos, de fato,
como pessoas de grande autoridade na sociedade japonesa. Dessa forma, a velhice e o
envelhecimento humano, para os japoneses, são fenômenos naturais e inerentes à nossa espécie,
que devem ser avaliados, cuidados e estudados com muita atenção pelos governantes,
ressaltando que as pessoas idosas devem ser tratadas com carinho, amor, respeito e dignidade,
devido à vasta experiência acumulada em suas existências. A família é considerada como referência fundamental no cuidado dos velhos, haja vista
ser o porto seguro do idoso, sendo os familiares: os filhos, os netos e os mais jovens, aqueles
que irão ser educados para cuidar bem de seus pais e avós, o que significa, ainda, tratar deles
próprios, já que mais tarde serão velhos também. Os jovens japoneses são inseridos pela família
em um processo de ensino-aprendizagem construído nos lares que os educa para viverem e
demonstrarem sempre alegria, fraternidade, festa e plenitude pela presença dos velhos em seu
meio familiar e social (CONFÚCIO, 1999). A Sociedade Japonesa, particularmente, apresenta uma educação de dignidade e
respeito, uma cultura milenar, passada de geração a geração, no sentido de cuidar bem,
glorificar e cultuar seus velhos, o que sem dúvida, é algo muito valioso e de prazer para as
pessoas da chamada terceira idade. Destaca-se que os japoneses antes de tomarem qualquer
decisão acerca de determinadas situações, aconselham-se com os anciãos, por considerarem
seus conselhos sábios e experientes e estes, também, têm grande influência e atuação nas
decisões importantes nos grupos sociais em que fazem parte, inclusive, alterando as agendas e
o destino da política de seu país (PESSANHA, 2006). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 178 em virtude da morte e posterior a ela, reverenciando-os, como culto aos antepassados, o que
seria a única ligação dessa doutrina com o mundo espiritual. em virtude da morte e posterior a ela, reverenciando-os, como culto aos antepassados, o que
seria a única ligação dessa doutrina com o mundo espiritual. Nesta perspectiva, o amor dos filhos aos pais envelhecidos é algo divino, especial, que
compreende maior proteção e segurança na última fase da vida humana, o que se considera um
dos mais admiráveis atos da raça humana consigo mesma e para com seus semelhantes, em
destaque, com a sua geração e para com as futuras gerações (SANTOS, 2001). Para Confúcio (1999), o homem velho é um ser imerso no conhecimento e com grandes
experiências vividas a serem repassadas aos mais jovens que lhes devem respeito. Assim, a
velhice pressupõe autoridade que se justifica pela sabedoria presente nos velhos que têm muito
a ensinar aos novos. 2 O FILÓSOFO CONFÚCIO E A VALORIZAÇÃO DA VELHICE HUMANA NA
CHINA. Confúcio orientava a
sociedade a prestigiar os velhos e a velhice e afirmava que o processo de envelhecimento do
homem deveria ser com paz e felicidade, exigindo dos mais jovens, o amor e o respeito para
com os anciãos, os antigos, os seus pais e avós no seio familiar e na sociedade. Confúcio (1999) dizia que no mundo não há nada maior do que a criação humana e, no
ser humano, nada é maior que a piedade filial. A filosofia Confucionista afirma que os filhos
têm deveres e obrigações perante seus pais, o que pressupõe: amá-los, cuidá-los com carinho e
atenção durante a vida inteira, visando torná-los pessoas felizes, de diversas formas e em todos
os momentos em suas existências no bojo familiar e, ainda, demonstrarem saudade e dó deles, SEÇÃO LIVRE 179 SEÇÃO LIVRE pelo poeta e filósofo Ptah-Hotep que evidenciou o envelhecimento como um estado de
dependência dos idosos em relação aos jovens, e afirmou: Como é penoso o fim de um velho! Ele se enfraquece a cada dia; sua vista cansa, seus
ouvidos tornam-se surdos; sua força declina; seu coração não tem mais repouso; sua
boca torna-se silenciosa e não fala mais. Suas faculdades intelectuais diminuem, e lhe
é impossível lembrar-se hoje do que aconteceu ontem. Todos os seus ossos doem. As
ocupações que até recentemente causavam prazer só se realizam com dificuldade, e o
sentido do paladar desaparece. A velhice é o pior dos infortúnios que pode afligir um
homem. O nariz entope, e não se pode mais sentir nenhum odor (BEAUVOIR, 2018,
p. 97). Verificamos que Ptah-Hotep sinaliza e considera que a velhice é uma fase cruel da vida
do ser humano, a qual o indivíduo enfrentará, quando chegar nela, haja vista que passará por
momentos de dependência, dificuldades físicas, biológicas e mentais, terá diversas
enfermidades e não terá boas condições e saúde. A visão deste filósofo não é muito agradável
aos nossos olhos e pode até ser vista de forma preconceituosa, já que, em sua época, se
privilegiava a beleza, o vigor físico e a juventude. Porém, não podemos negar em nossa
contemporaneidade a velhice, fenômeno do envelhecimento que é uma realidade concreta em
todos os continentes e em evolução constante no mundo. Desta forma, em todas as sociedades, o número de pessoas velhas com sessenta ou mais
anos de idade cresce rapidamente, ano após ano, conforme estatísticas. Percebe-se que há um
grande contingente de velhos na modernidade que vivem em condições semelhantes às
vislumbradas no texto do poeta e que a velhice organicamente representa declínio, mas que
ocorre de formas diferentes nos indivíduos e de acordo com a condição social e econômica nas
quais se encontram, sendo a pobreza extrema (vivenciada por grande parte dos velhos) um dos
fatores determinantes para um processo de envelhecimento penoso, não saudável, não ativo e
temido pela humanidade. Na Antiga Grécia, dos anos de 4.000 a 1.000 a.C., o país de relevo montanhoso e com
planícies entre as montanhas, com diversas ilhas e de clima árido, as cidades do mundo grego
se desenvolviam, entretanto, duas cidades-estados das mais importantes brigaram pela
supremacia dessa civilização e destacaram-se neste período: Atenas e Esparta. 4 A VELHICE E O ENVELHECIMENTO NAS SOCIEDADES OCIDENTAIS A palavra Ocidente vem do latim occidens, que significa “pôr do sol”, oeste, que difere
do oriente. O chamado “Mundo Ocidental”, “Civilização Ocidental” ou “Ocidente”, são
nomenclaturas que abrangem um conceito geopolítico e cultural, associadas primeiramente à
Europa Ocidental e que, posteriormente, se estendeu a outras regiões do mundo com o processo
de colonização, onde essas áreas têm uma população representativa de ascendência europeia,
de forma que suas culturas e sociedades são fortemente influenciadas pela Europa. Nesta
perspectiva, na contemporaneidade, o mundo ocidental inclui a maior parte da Europa, além de
muitos países de origem colonial europeia nas Américas e na Oceania, como Estados Unidos,
Canadá, México, Argentina, Brasil, Chile, Austrália, Nova Zelândia, entre outros. Beauvoir (2018), em seu livro “A Velhice”, destaca que, na civilização ocidental, por
volta do ano 2.500 a. C., a beleza e o vigor físico eram atributos humanos poetizados e
aclamados, mas foi nesse período que surgiu o primeiro texto sobre a velhice, escrito no Egito, NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 180 saiu vitoriosa, o que coincidiu com o declínio de Atenas. Todavia, Atenas ofertou ao mundo a
Filosofia, a Democracia e outros conhecimentos, deixando-nos um grande legado. Atenas foi
considerada o centro cultural e intelectual do Mundo Ocidental e, ainda, nos presenteou com os
grandes filósofos, dentre eles: Sócrates, Platão e Aristóteles (PLATÃO, 1985). saiu vitoriosa, o que coincidiu com o declínio de Atenas. Todavia, Atenas ofertou ao mundo a
Filosofia, a Democracia e outros conhecimentos, deixando-nos um grande legado. Atenas foi
considerada o centro cultural e intelectual do Mundo Ocidental e, ainda, nos presenteou com os
grandes filósofos, dentre eles: Sócrates, Platão e Aristóteles (PLATÃO, 1985). A história do mundo grego evidencia a diversidade cultural entre as cidades-estados da
Grécia Antiga, bem como, a política, a filosofia e a educação no bojo das cidades, a luta pela
conquista de territórios, poder e direitos, em uma civilização que se tornou modelo para outras
sociedades na modernidade. Entretanto, naquela época, a sociedade vivia com seus
preconceitos em relação à velhice e cultuava a juventude, o corpo e a beleza. A senescência, ou
seja, o processo do envelhecimento era algo detestável, deplorável, não desejável e pouco
abordado na sociedade grega, o que não é tão diferente da nossa contemporaneidade, apesar da
evolução da Ciência, da Medicina e da Tecnologia, em especial, da Gerontologia e da Geriatria. A Gerontologia é a área da saúde multidisciplinar, onde diferentes profissionais da saúde
desenvolvem estudos sobre o envelhecimento humano, levando em consideração as
consequências físicas, emocionais, econômicas e sociais intrínsecas ao desenvolvimento da
velhice no decorrer da vida e, deste modo, contribuindo para a prevenção e intervenção na saúde
do idoso, com o objetivo de garantir uma melhor qualidade de vida para os velhos. A Geriatria
é uma especialidade médica que estuda e trata das doenças ligadas ao envelhecimento. O
médico geriatra é o profissional responsável pela promoção da saúde, prevenção e tratamento
de enfermidades de pessoas que estão na chamada terceira idade. p
Na Jônia voluptuosa e hedonista, Minermo, sacerdote em Cólofon, exprime, por volta
de 630 a.C., os sentimentos de seus concidadãos; ele canta os prazeres, a juventude, o
amor; e detesta a velhice: “Que vida, que prazeres, sem Afrodite de ouro?” Ele
lamenta Títono: “Infeliz dele! Foi com um mal imortal que os deuses o atingiram!”
Repete sem cessar que preferiria morrer a envelhecer: “Como as folhas que a estação Segundo Homero, entretanto, a velhice está associada à sabedoria, e é encarnada em
Nestor, o conselheiro supremo; o tempo lhe conferiu a experiência, a arte da palavra,
a autoridade. Entretanto, ele aparece como fisicamente enfraquecido. E não é ele quem
assegura aos gregos à vitória. Só um homem na força da idade seria capaz de inventar
um artificio mais eficaz do que todas as táticas tradicionais. [...]. Por outro lado,
Homero zomba dos demogerontes de Troia. Ele evoca o “limiar maldito da velhice”.
Num hino que lhe é atribuído, Afrodite diz: “Os deuses também odeiam a velhice.”
(BEAUVOIR, 2018: p. 104). SEÇÃO LIVRE Estas tinham
hábitos e costumes próprios, economias independentes e diferentes culturas, que geraram uma
rivalidade entre essas cidades-estados, porém, formavam um povo que falava a mesma língua
e que cultuava os mesmos deuses. Nesta perspectiva, a principal diferença entre Atenas e
Esparta está no Modelo de Governo da cidade-estado, o que representa a diversidade cultural
grega: Atenas consolidava a Democracia, enquanto Esparta efetivava uma Monarquia
(Aristocracia). Em relação à educação dos jovens, tanto os atenienses como os espartanos possuíam a
mesma preocupação, mas realizavam-na de forma diferente. Atenas priorizava na educação o
estudo da filosofia, da matemática e outras áreas do conhecimento. O saber era vital para toda
e qualquer ação. A educação ateniense refletia os anseios e valores daquela sociedade, que tinha
como objetivo principal a formação de indivíduos completos, ou seja, com bom preparo físico,
psicológico e cultural. Por volta dos sete anos de idade, o menino ateniense era orientado por
um pedagogo. De outro modo, Esparta efetivava uma educação rudimentar nos seus colégios
militares, onde se aprendia a ler e escrever o básico e o necessário para a vida cotidiana, haja
vista que se priorizava o corpo, visando transformar os jovens em guerreiros para as batalhas. q
p
p
j
g
p
Atenas e Esparta travaram, entre os anos de 431 a 404 a.C., a Guerra do Peloponeso
(conhecida como Guerra Mundial da Antiga Grécia) que foi detalhada em relatos de dois
historiadores da Grécia Antiga: Xenofonte e Tucídides. Os espartanos deram suporte a um golpe
oligárquico em Atenas, derrubando o Sistema Democrático e implantando um Sistema de
Governo autoritário, conhecido como Tirania dos Trinta. Após muitos anos de batalhas, Esparta SEÇÃO LIVRE Já vimos:
à atitude dos poetas diante dessa aventura individual que é, para eles, a velhice,
opõem-se as ideologias que consideram esta última uma categoria social. É assim
Sólon rejeita a ideia melancólica que Minermo faz da idade avançada. Ele lhe
responde que é desejável viver até 80 anos: “Eu não cesso de aprender, enquanto
avanço na minha velhice.” É que seu sistema de valores era bem diferente. A volúpia
dos prazeres pouco contavam, para ele. Seu problema era político. Pretendia arbitrar
entre os eupátridas e os tetas: na verdade, ele favoreceu a aristocracia. Como todos os
conservadores, desejava apoiar-se nos anciãos e reservar a estes um grande espaço na
construção da Pólis. (BEAUVOIR, 2018, p.106). Não há como negar que a velhice, tanto no passado, como no presente, em sua
concreticidade, representa, para muitos, uma fase terrível da vida humana, que inclusive é
negada e invisibilizada pela maioria da população e por grande parte dos governos
conservadores. Geralmente, a velhice é vista nos outros, jamais em nós mesmos. Entretanto,
outros conceitos e de forma positiva foram sendo criados, no decorrer do tempo e conforme o
avanço da humanidade, por aqueles que enxergam a velhice e o envelhecimento como etapas
da vida humana absolutamente normal, como processos aos quais temos que aceitá-los. Desse modo, adaptarmo-nos a esta nova fase do existir humano requer cuidados e
mudanças de hábitos, em especial, no tratamento da nossa saúde e, além disso, em outras áreas:
sociais, esportivas e educativas, nas quais a participação e inserção dos velhos são essenciais
para o bem-estar social e para a melhoria da qualidade de vida deles. Atualmente, chamam-nos
a atenção algumas áreas específicas da Medicina e da Educação, cujo foco está relacionado à
preparação das gerações para a velhice, para a construção de um envelhecimento digno,
participativo e ativo na sociedade: a Gerontologia, a Geriatria, as Universidades da Terceira
Idade - UNATIs e a Universidade da Maturidade - UMA. O filósofo Platão (427 a.C. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Dessa forma, mesmo com todos esses avanços no que tange aos cuidados com os velhos,
desde a Grécia Antiga até a modernidade, a questão social do envelhecimento ainda é pouco
trabalhada, estudada e pesquisada nas sociedades capitalistas, haja vista que estas também
cultuam a juventude, a beleza, o corpo escultural, o novo, em detrimento ao velho, e por
considerarem os velhos como peças descartáveis no processo da produção e reprodução do
capital, como se esses fossem engrenagens que não servem mais para a acumulação de riquezas,
por não serem mais belos e por não produzirem, conforme as exigências e os desejos das
grandes corporações ou empresas, ou seja, por serem vistos não mais produtivos para a enorme
máquina do Capital globalizado. Assim, a velhice e o envelhecimento, tanto nas cidades da antiga Grécia, como nas
cidades do atual mundo moderno colonizado e capitalizado, são vistos de forma idêntica: algo
negativo, uma coisa ruim e que para muitos expressam terror, como se a velhice não fosse
atingir a todos. Por outro lado, existem outras visões de caráter positivo, exemplificados a
seguir: A filósofa, intelectual, ativista e professora Simone Beauvoir (1908 – 1986) em sua obra
“A velhice”, descreve o fenômeno social do envelhecimento de forma profunda. A escritora
avalia e sinaliza diversos conceitos de importantes pensadores e poetas daquele período na
Antiga Grécia, onde a velhice era vista dialeticamente de forma ambivalente, isto é, tanto
positiva como negativa: SEÇÃO LIVRE SEÇÃO LIVRE 181 das flores faz brotar sob os raios do sol, durante um fugidio instante gozamos a flor
de nossa juventude, e logo as negras Parcas nos cercam, uma trazendo a dolorosa
velhice e a outra a morte. O fruto da juventude não tardou a apodrecer: mal dura o
tempo da luz do dia. (BEAUVOIR, 2018, p. 105). Como Minermo, Anacreonte, também ele originário da Jônia, cantou, no Século VI,
o amor, o prazer, o vinho, as mulheres; envelhecer é perder tudo o que fazia a doçura
de viver; ele descreve com dor o reflexo que seu espelho lhe devolve: cabelos fanados,
têmporas grisalhas, dentes estragados, e se lamenta da morte próxima. [...]. Já vimos:
à atitude dos poetas diante dessa aventura individual que é, para eles, a velhice,
opõem-se as ideologias que consideram esta última uma categoria social. É assim
Sólon rejeita a ideia melancólica que Minermo faz da idade avançada. Ele lhe
responde que é desejável viver até 80 anos: “Eu não cesso de aprender, enquanto
avanço na minha velhice.” É que seu sistema de valores era bem diferente. A volúpia
dos prazeres pouco contavam, para ele. Seu problema era político. Pretendia arbitrar
entre os eupátridas e os tetas: na verdade, ele favoreceu a aristocracia. Como todos os
conservadores, desejava apoiar-se nos anciãos e reservar a estes um grande espaço na
construção da Pólis. (BEAUVOIR, 2018, p.106). das flores faz brotar sob os raios do sol, durante um fugidio instante gozamos a flor
de nossa juventude, e logo as negras Parcas nos cercam, uma trazendo a dolorosa
velhice e a outra a morte. O fruto da juventude não tardou a apodrecer: mal dura o
tempo da luz do dia. (BEAUVOIR, 2018, p. 105). das flores faz brotar sob os raios do sol, durante um fugidio instante gozamos a flor
de nossa juventude, e logo as negras Parcas nos cercam, uma trazendo a dolorosa
velhice e a outra a morte. O fruto da juventude não tardou a apodrecer: mal dura o
tempo da luz do dia. (BEAUVOIR, 2018, p. 105). Como Minermo, Anacreonte, também ele originário da Jônia, cantou, no Século VI,
o amor, o prazer, o vinho, as mulheres; envelhecer é perder tudo o que fazia a doçura
de viver; ele descreve com dor o reflexo que seu espelho lhe devolve: cabelos fanados,
têmporas grisalhas, dentes estragados, e se lamenta da morte próxima. [...]. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 182 de forma feliz e harmoniosa na família e diante da sociedade, o que significa, parafraseando o
filósofo Platão, viver na paz e na tranquilidade, longe das coisas ruins do mundo. de forma feliz e harmoniosa na família e diante da sociedade, o que significa, parafraseando o
filósofo Platão, viver na paz e na tranquilidade, longe das coisas ruins do mundo. Sócrates (469 a.C. – Atenas, 399 a.C.) ensina-nos com a sua filosofia educativa, sendo
homens ou mulheres, que devemos vivenciar uma conduta virtuosa e honesta na sociedade,
buscando sempre o Conhecimento, a Cultura e a Educação, para atuarmos no cotidiano
problemático dos espaços terrestres, nas relações sociais de poder e de conflitos, agindo com
sabedoria e prudência e estando-nos bem preparados para as situações adversas do existir
humano. Desse modo, para essas pessoas que se encontram num nível elevado de consciência
espiritual, política e educacional, o envelhecimento não seria problema algum, apenas um
estágio da vida no qual temos que, desde a juventude, prepararmo-nos para vivermos no futuro,
uma velhice de forma feliz e sadia, em um processo de envelhecimento ativo e participativo na
sociedade (PLATÃO, 1985; BEAUVOIR, 1990). Em “A República”, destacamos que Platão faz referência a um diálogo de Sócrates com
Céfalo, tendo como tema a velhice: na ocasião Sócrates é acompanhado por diversos jovens
que o admiravam e um deles, Polemarco, convida-o para ir à casa de seu pai Céfalo. Ao
chegarem à casa, Céfalo fica surpreso com a presença de Sócrates e pede desculpas por não o
visitar, devido a sua velhice e por quase não sair de sua casa. Céfalo convida Sócrates para
visitá-lo e afirma a seu amigo que “quanto mais os prazeres do corpo emurchecem, tanto mais
crescem o desejo e o prazer da conversação”. Sócrates aceitou o convite e respondeu que
gostava de conversar com os velhos, pois acreditava que com os antigos estavam a resposta, ou
as respostas, para a compreensão do envelhecimento, já que estes vivenciam um caminho no
qual teremos que caminhar provavelmente no futuro. Sócrates questionava “o que é este
caminho: será áspero e difícil, ou cômodo e fácil.” Sócrates questionou ao seu amigo Céfalo
como estando velho, sente-se ao alcançar esta etapa da vida que os poetas denominam de “limiar
da velhice”? SEÇÃO LIVRE – 347 a.C), que foi discípulo de Sócrates, a quem considerava
o mais sábio e o mais justo dos homens, contempla a velhice em seu pensamento filosófico
afirmando que o processo de envelhecimento é uma etapa da vida repleta de paz e tranquilidade,
e em sua obra “A República”, Platão revela passagens nas quais o seu mestre Sócrates faz
referências ao envelhecimento, citando “que para os seres humanos prudentes e bem
preparados, a velhice não constitui peso algum.” Na modernidade do mundo capitalizado, percebemos que a velhice, fenômeno mundial
do envelhecimento, está em evolução e tem sido cada vez mais abordado pelas mídias, em
manchetes de jornais, programas televisivos e na Internet. A velhice também é um tema
evidenciado na área educacional, em especial, nas Universidades, no ensino superior, onde
diversos especialistas e estudiosos têm chamado a atenção, reivindicando das autoridades
governamentais planejamento e efetivação de políticas públicas direcionadas à população idosa,
o que tem contribuído significativamente para a melhoria da qualidade de vida dos velhos e
para a realização de debates no âmbito da comunidade acadêmica e na sociedade, em destaque,
a brasileira. Desta forma, entendemos que é fundamental e benéfico tanto para os governos, como
principalmente, para os velhos e a sociedade, o desenvolvimento de projetos educacionais tendo
como objeto de estudo o envelhecimento, no sentido de preparar as gerações do presente e as
do futuro para um envelhecer ativo, saudável e com dignidade no bojo das cidades, para ainda
aceitar a velhice como parte de um processo natural da vida, que deve ser vivido com sabedoria, SEÇÃO LIVRE SEÇÃO LIVRE 183 compreender
o
organismo
humano,
incluindo
a personalidade
na
teoria
dos
quatro humores corporais (sangue, fleuma ou pituíta, bílis amarela e bílis negra) que,
consoante às quantidades relativas presentes no corpo, levariam a estados de equilíbrio
(eucrasia) ou de doença e dor (discrasia). Com Hipócrates, foram elaborados os primeiros procedimentos médicos direcionados
para os velhos e cuidados com a saúde na velhice. Ele determinou normas assistenciais, no que
tange à higiene corporal; recomendou atividade física e mental e alimentação adequada, bem
como moderação nas ações do cotidiano, do existir humano, o que entendemos ser o nascimento
da abordagem geriátrica na Medicina e da Gerontologia. Os gregos ofertaram ao mundo grandes conhecimentos e conceituaram o processo do
envelhecimento a partir de diversas concepções. O pensamento aristotélico contribuiu para os
estudos e avanços da Medicina em relação à velhice no período de transição da Antiguidade
para a Idade Média (séculos II a V d. C.). Os ensinamentos medicinais de Hipócrates sobre o
envelhecimento influenciaram o filósofo e médico romano Claudio Galeno, que expandiu a
teoria dos humores, ligando-a a personalidade. Para ele, havia uma relação direta entre os níveis
de humores no corpo e as inclinações emocionais e comportamentais, que chamou de
“temperamentos”, sendo estes formados por quatro elementos: fleumático/terra (fria e
seca), sanguíneo/ar (quente e úmido), colérico/ fogo (quente e seco) e melancólico/água (fria e
úmida). O equilíbrio dos humores determina o tipo de personalidade da pessoa, além de indicar
a tendência a sofrer certas doenças. Se algum dos humores se desenvolver mais do que outros,
passará a dominar a personalidade da pessoa, o que certamente alteraria o comportamento dos
indivíduos, sejam novos ou velhos e, desse modo, a velhice ocorreria de forma determinada
pelos temperamentos humanos. p
p
Nessa perspectiva, sabemos que os procedimentos de ensino-aprendizagem da medicina
de Hipócrates foram fundamentais para a compreensão da velhice, do envelhecimento humano
e para o cuidado com a saúde dos indivíduos nesta fase da vida. Estes procedimentos
proporcionaram à humanidade a estruturação da Geriatria e da Gerontologia na modernidade e,
a partir desses conhecimentos, Vieira (2011) aborda sobre temas e problemas para pensar o
envelhecimento: Até recentemente, acreditava-se que grande número dos problemas encontrados no
idoso doente eram consequências normais do envelhecimento. Somente há poucos
anos a abordagem geriátrica ampla e a medicina geriátrica começaram a ser
estruturadas. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Céfalo respondeu que se sentia ótimo, pois o triste poema ou canção, retratado por
muitos, penalizando a velhice por todos os males, para ele era proveniente do próprio existir e
não da idade avançada e que a velhice significava muita paz e liberdade. Disse-lhe, ainda, que
se os homens tiverem bom caráter e alma equilibrada, a velhice não será problema algum
(PLATÃO, 1985; SANTOS, 2001). O filósofo Aristóteles (384 – 322 a. C.), nascido em Estagira, Macedônia, vai aos 18
anos para Atenas e ingressa na Academia de Platão, onde se torna discípulo deste, tendo sido
considerado um dos principais filósofos da época e com grande influência na organização do
saber grego que colaborou e impactou a história do pensamento ocidental. Aristóteles, em
relação às concepções acerca do envelhecimento, é bem diferente de seu mestre Platão, haja
vista que entendia que uma boa velhice seria aquela sem enfermidades e que ser velho é
extremamente deplorável, o que confirmou em sua obra “Ética a Nicômaco”, onde afirma que
os velhos são pessoas reticentes, hesitantes, lentas, desconfiadas, não virtuosas, que só
imaginam o mal e carentes de generosidade, vivendo das lembranças do seu passado e não
considerando a opinião dos outros. Aristóteles considerava, ainda, que o ser humano evoluía
até os 50 anos. Desta forma, segundo ele, tais características colocavam os velhos como não
capacitados, tanto para o poder na pólis (cidade-estado), como para cargos de relevância política
(PLATÃO, 1985; SANTOS, 2001). Não podemos deixar de falar do médico Hipócrates (460 – 370 a. C.), celebridade da
Antiga Grécia, que é considerado “Pai da Medicina”, e por trabalhar a saúde a partir de uma
visão racional e científica, não considerando as superstições, crendices populares e práticas
mágicas da “saúde” primitiva. Para Hipócrates, a velhice inicia-se a partir dos 50 anos e
associada ao desequilíbrio dos humores. Ele estabelece diferentes características nos estados
clínicos entre idosos e jovens, apontando que nos velhos, a temperatura não tende a ser alta,
estes têm doenças crônicas, os hábitos intestinais transformam-se, bem como, o diagnóstico das
enfermidades é diferente e difícil. Hipócrates fundamentou a sua prática e a sua forma de NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 184 No Século I, antes da Era Cristã, destaca-se a figura do emblemático romano Marco
Túlio Cícero (106 – 33 a. C.) que foi advogado, político, escritor, orador e filósofo da gens Túlia
(família da Roma) da República Romana, que se elege cônsul em 63 a. C. A sua família lhe
proporcionou uma educação de qualidade. Marco Túlio estudou na escola pública e ao
completar a maioridade, passou a vestir a toga virilis (traje masculino). O seu pai Cícero (o
velho) lhe entrega aos cuidados do célebre Senador e jurista romano Quinto Múcio Cévola, que
o pôs a par das Leis e das Instituições Políticas de Roma. Cícero é educado com base nos
ensinamentos dos antigos filósofos, poetas e historiadores gregos, considerado o primeiro
romano que chegou aos principais postos do Governo, com base na sua eloquência e ao mérito
com que exerceu as suas funções de magistrado civil (PLATÃO, 1985, SANTOS, 2001). Cícero, na antiguidade (44 a. C.), em suas reflexões sobre o envelhecimento, acaba
escrevendo o livro “De Senectute ou Catão, o velho”, que é apresentado em forma de
dissertação e dedicado ao seu amigo Tito Pompônio Ático. A obra descreve um diálogo entre o
idoso Marco Catão, considerado modelo máximo da cultura romana, e os jovens, homens
públicos: Lélio e Cipião, em que a velhice é o tema abordado. Ressalta-se que Cícero e Tito
estavam próximos de vivenciar a velhice, que é tratada no texto. Neste, Cícero defende e
conceitua a velhice como algo bom ou ruim e isto, dependendo do agir do indivíduo na
Natureza. Demonstra, também, a dualidade existente no processo do envelhecimento humano,
a oposição dialética entre velhice e juventude que poderá ocorrer no ser de forma positiva ou
negativa (PLATÃO, 1985, SANTOS, 2001). g
(
)
Em “De Senectude”, os jovens Cipião e Lélio interrogam Marco Pórcio Catão (234 –
149 a.C.) sobre o envelhecimento, com relação às consequências e vantagens do envelhecer. O
Senador Catão, já com 80 anos, reponde, derruba os tabus e preconceitos contra a velhice e
coloca os velhos em posição de destaque, como grandes responsáveis pela restauração dos
Estados quando arruinados pelos jovens (PLATÃO, 1985; SANTOS, 2001). SEÇÃO LIVRE Hoje se sabe que a tendência a rotular sintomas como “problemas da
idade” é um dos principais obstáculos ao correto diagnóstico e tratamento das doenças
comuns na velhice. A doença é aceita pelo paciente, pela família e muita das vezes
até pelo médico como manifestação normal da idade. Os sintomas são considerados
intratáveis ou não merecedores de atenção médica. Isto não é verdade. A medicina
geriátrica é uma especialidade que envolve a prevenção ou a reabilitação destes
problemas comuns no envelhecimento, indo além do diagnóstico e do tratamento
isolados da doença. Nesta abordagem ampla, a medicina geriátrica enfatiza a
qualidade de vida e a independência funcional do paciente idoso, trabalhando em
conjunto com uma equipe multidisciplinar de profissionais, a equipe de gerontologia.”
(VIEIRA, 2011, p.7). Vieira (2011) confirma, na modernidade, a relevância da Geriatria e da Gerontologia
para a interpretação e conceituação da velhice e do processo de envelhecimento humano na
sociedade, em especial, para o cuidado dos velhos e tratamento de suas doenças de forma
preventiva e curativa, algo ainda muito recente na Medicina, mas, com o avanço da ciência e
da tecnologia, o fenômeno do envelhecimento tem ganhado maior ênfase e sido foco de diversos
estudos científicos, em diversas áreas do conhecimento da ciência que agora se expressa na
Gerontologia. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Conforme Catão, a velhice é acusada, por muitos, de ser uma fase da vida deplorável
pelos seguintes motivos: a) afasta o homem dos negócios; b) torna o corpo mais sujeito a
doenças; c) priva o homem de quase todos os prazeres e d) não está muito distante da morte. Catão elaborou, então, a defesa da velhice e, pela lógica de sua argumentação, afirma que o
envelhecimento poderá ocorrer de forma feliz, que dependerá exclusivamente do seu modo de
vida e de viver na sociedade. Considerando, também, que a velhice digna é uma edificação
árdua que exige bastante vigor e uma prática dialética virtuosa entre jovens, adultos e velhos e
que todos da sociedade devem respeitar e aceitar as diretrizes da natureza para viverem a
excelência de suas idades e com felicidade. A obra de Cícero (44 a. C) é um instrumento, um manual de orientação para jovens e
velhos que objetivam uma existência feliz e harmoniosa com a natureza, livres do embate de
gerações. Cícero considera o envelhecimento um processo fisiológico, uma fase natural da vida,
na qual os indivíduos estão sujeitos à redução da memória e da capacidade funcional, como
alteração nos órgãos dos sentidos e diminuição da capacidade laboral. Destacou que quando se
chega à velhice, os prazeres corporais paulatinamente cedem lugar aos projetos intelectuais e
enfatizou a necessidade de prestigiarmos os velhos e de prepará-los psicologicamente para o
fim da vida. Entretanto, Cícero defendia a tese de que, para se viver uma velhice saudável e
prazerosa, seria fundamental o cuidado corporal, nutricional, mental, a inserção em projetos
educacionais e outras atividades que gerassem benefícios individuais e coletivos, todavia que
fosse de acordo com a condição física de cada ser. Dessa forma, ele dizia que a arte de envelhecer está em descobrirmos a alegria que todas
as fases da existência humana nos proporcionam, seja enquanto criança, jovem, adulto ou velho,
haja vista que todas são cheias de virtudes. O processo de ensino-aprendizagem do envelhecer
saudável, ativo e feliz se dá no convívio social, na coletividade e na participação com o outro,
com seu irmão velho na comunidade, no trabalho, nas escolas e igrejas, conforme as suas SEÇÃO LIVRE 185 escolhas no meio natural, no espaço onde vive (urbano ou rural), e respeitando a Mãe Natureza
(PLATÃO, 1985, SANTOS, 2001). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Cícero (1999; 2006), ainda em sua obra, afirma que não podemos atribuir à velhice todos
os males da vida e que quem vive se lamentando, certamente fez o mesmo nas outras idades. Neste aspecto, ele refere-se que os humanos inteligentes devem sempre se distanciar da tristeza
e do mau humor, desses temperamentos que são prejudiciais em qualquer fase da vida. Na
concepção estóica de Cícero, a velhice deve ser aceita por todos, pois é uma determinação da
natureza, processo fisiológico que abraçará a todos. Assim, estudar e pesquisar o fenômeno, a
questão social e educacional do envelhecimento é fundamental para se pensar as condições da
velhice na contemporaneidade, em especial, no Brasil, no Estado do Tocantins e na cidade de
Araguaína. O romano Lúcio Aneu Séneca ou Sêneca (20 a. C – 65 d.C.) foi um dos mais relevantes
advogados, escritores e intelectuais do Império Romano. Ele refletiu sobre o envelhecimento
em seus escritos e destacou várias cartas destinadas a seu amigo Lucílio (no período entre 63 e
65 d. C.). Segundo Sêneca, a velhice não seria algo ruim, mas uma coisa boa, já que faz parte
do processo da natureza humana que deve, com tranquilidade, ser aceita e ocorrer vivendo-a de
forma feliz, com sabedoria, prudência e no culto às virtudes para o bem viver. Dessa forma,
Sêneca respaldou o pensamento de Cícero em relação ao envelhecimento humano (PLATÃO,
1985). 5 CONSIDERAÇÕES FINAIS É de suma importância conhecer a visão dos antepassados por meio dos filósofos. A
história oportuniza-nos enxergar o outro e a nós mesmos. Nesta perspectiva, o amor dos filhos
aos pais envelhecidos é algo divino, especial, que compreende maior proteção e segurança na
última fase da vida humana, o que se considera um dos mais admiráveis atos da raça humana
consigo mesma e para com seus semelhantes, em destaque com a sua geração e para com as
futuras gerações. Assim, a velhice e o envelhecimento, tanto nas cidades da antiguidade, como nas
cidades do atual mundo moderno colonizado e capitalizado, são vistos de forma idêntica: algo
negativo, uma coisa ruim que, para muitos, expressam terror e como se a velhice não fosse
atingir a todos. Por outro lado, existem outras visões de caráter positivo e que devem ser
consideradas. Desse modo, adaptarmo-nos a esta nova fase do existir humano, a velhice, é algo que
requer cuidados e mudanças de hábitos, em especial, no tratamento da nossa saúde. Além da
saúde, é preciso priorizar outras áreas: sociais, esportivas e educativas, nas quais a participação
e inserção dos velhos são essenciais para o bem-estar social e a melhoria da qualidade de vida
deles. É preciso, também, que as autoridades governamentais e o Estado brasileiro se
responsabilizem pelas políticas públicas voltadas à população idosa. Atualmente, chamam-nos a atenção algumas áreas, específicas, da Medicina e da
Educação, cujo foco é a preparação das gerações para a velhice, para a construção de um
envelhecimento digno, participativo e ativo na sociedade: a Gerontologia, a Geriatria, as
Universidades da Terceira Idade (UNATIs) e a Universidade da Maturidade (UMA). Portanto, a questão do envelhecimento humano e da velhice é temática viva e presente
no século XXI e que precisa ser pesquisada e estudada profundamente em nossa Amazônia
brasileira, em toda a região norte, em especial no Estado do Tocantins. REFERÊNCIAS NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 186 ALMEIDA, V. L. V. Imagens da velhice: o olhar antropológico. A terceira idade, São Paulo:
v. 10, n. 15, p 35-40, dez. 1998. AMARO, Sarita. Serviço Social na Educação: bases para o trabalho profissional. 1ª
reimpressão – Florianópolis: Ed. Da UFSC, 2012. ARROYO, Miguel G. Outros Sujeitos, Outras Pedagogias. Petrópolis, RJ: Vozes, 2012. ARROYO, Miguel G. Outros Sujeitos, Outras Pedagogias. Petrópolis, RJ: Vozes, 2012. ASLAN, Ana, 1898. Vencendo a velhice. Tradução José Augusto Carvalho. 5ª ed. Rio de
Janeiro: Record, 1994. 127p. Tradução de: Contre la vieillesse. BEAUVOIR, S. de. A velhice: realidade incômoda. 2ª ed. DIFEL, São Paulo: 1976. BEAUVOIR, Simone de (1908 – 1986). A velhice. Tradução de Maria Helena Franco
Martins. 2ª ed. – Rio de Janeiro: Nova Fronteira, 2018. BRANDÃO, Carlos Rodrigues. O que é educação. 33 ed. – São Paulo: Brasiliense, 1995. –
(Coleção primeiros passos; 20). BRASIL. Constituição da República Federativa do Brasil: promulgada em 05 de
outubro de 1988. São Paulo: Saraiva, 1988. BRASIL. Estatuto da Pessoa Idosa. – Lei 10.741 de 1/10/2003 – Dispõe sobre o Estatuto do
Idoso e dá outras providências. Autor da lei: Senador Paulo Paim PT/RS – Brasília, 2003. CÍCERO, M. T. Saber envelhecer. Tradução. Paulo Neves. Porto Alegre: L & PM, 1999. CÍCERO, M. T. A Velhice Saudável: O Sonho de Cipião. Tradução Luiz Feracine. São
Paulo: Escala, 2006. 112 p. Tradução de: De senectude. CONFÚCIO. Vida e doutrina, Os Analectos. Tradução de Múcio Porphyrio Ferreira. São
Paulo: Pensamento, 1999. FALEIROS, Vicente de Paula. Cidadania e direitos da pessoa idosa. Ser Social. In: Revista
do Programa de Pós Graduação em Política Social. Brasília, UNB, n. 20, jan./jun. 2007. 35-61
p. LAO TZU. Tao te Ching. (Tradução e comentários de Laércio B. Fonseca. (2.ed) Editora:
Lenon Tree, 2014 / Limeira –SP. OLIVEIRA, Rita de Cássia da Silva; SCORTEGAGNA, Paola Andressa; OLIVEIRA, Flávia
da Silva. O envelhecimento e a velhice: teorias, demografia e política. 1ª ed. Curitiba, PR:
CRV, 2011. 100p. PESSANHA, Clarice C. Franco. Breves considerações sobre a evolução histórica da imagem
do Idoso na Civilização Oriental. Revista de Trabalhos Acadêmicos - Universo Campos dos
Goytacazes, n. 6, Vol. 2, 2016. Disponível em:
http://www.revista.universo.edu.br/index.php?journal=1CAMPOSDOSGOYTACAZES2&pa
ge=issue&op=view&path%5B%5D=176&path%5B%5D=showToc. Acesso em: 14 de jun. 2019. SEÇÃO LIVRE 187 PLATÃO (427 – 347 a. C.). A República. Platão; tradução de Carlos Alberto Nunes. – 3. Ed. – Belém: EDUFPA, 2000. PLATÃO. A República. Tradução de Elza Moreira Marcelina. Brasília: UnB, 1985. Livro 7. SANTOS, S. S. C. Envelhecimento: visão de filósofos da antigüidade oriental e ocidental. Rev. Rene., Fortaleza, v.2, n.1, p. 88-94, jul./dez. 2001. 1Graduação em História pela Universidade Federal do Pará UFPA (1999). Mestrado em Antropologia pela
Universidade Federal do Pará UFPA (2002). Doutorado em Ciências Sociais na especialidade Antropologia
Cultural e Social pelo Instituto de Ciências Sociais da Universidade de Lisboa (ICS) Professor no Campus De
Bragança da UFPA, Ligado a Faculdade de Educação e Professor da Pós-Graduação em Linguagens E Saberes
Na Amazônia. E-mail: LUISJSARAIVA@GMAIL.COM TAO TE CHING. Tradução de Wu Jyh Cherng. Rio de Janeiro: Mauad, 2011. TAO TE CHING. Tradução de Wu Jyh Cherng. Rio de Janeiro: Mauad, 2011. VIEIRA, Cláudia Caciquinho. IDOSO E AMEDICINA: diálogo com a abordagem geriátrica
ampla. In: MOREIRA, Jacqueline de Oliveira (Org.). Gerontologia e cuidado: temas e
problemas para pensar o envelhecimento. Gerontologia e cuidado: temas e problemas para
pensar o envelhecimento. Curitiba, PR: CRV, 2011. SEÇÃO LIVRE SEÇÃO LIVRE 189 ALIMENTAÇÃO E RELIGIOSIDADES NO ROMANCE MENINA QUE VEM DE
ITAIARA DE LINDANOR CELINA Luis Junior Costa Saraiva1
Paulo Sergio Oeiras da Silva2
Jéssica do Socorro Leite Corrêa3 RESUMO O trabalho traz reflexões sobre a relação entre alimentação e saúde no romance Menina que vem de
Itaiara de Lindanor Celina. A personagem principal, Irene, descreve parte da sua infância e início de
sua adolescência, com um cotidiano bem típico amazônico, entre os saberes culturais presente em toda
obra, tendo como cenário a cidade de Itaiara, nome fictício da cidade de Bragança. Destacaremos
alguns segmentos da narração que apresentam elementos importantes sobre a relação entre
alimentação e religiosidades. A narrativa da obra é em primeira pessoa e a personagem principal
descreve momentos de sua memória, momentos em que retrata a cultura patriarcal da época,
apresentando valores e costumes religiosos locais. Como resultado da análise, percebe-se que a autora,
deixa informações importantes já esquecidas, uma memória literária rica em conhecimento sobre
alimentação e religiosidades e os diversos processos de cura. Palavras-Chave: Lindanor Celina. Alimentação. Saúde. Religiosidades. 2 Graduado em Letras - Língua Portuguesa pela Faculdade de Letras do Campus Universitário de Bragança da
Universidade Federal do Pará (2009-2013). Mestre em Linguagens e Saberes na Amazônia- UFPA. E-mail:
oeirasufpa@gmail.com p
g
3 Graduada em Pedagogia pela Universidade Federal do Pará (2015). Mestra em Linguagens e Saberes na
Amazônia- UFPA. E-mail: etieljessica@gmail.com 1Graduação em História pela Universidade Federal do Pará UFPA (1999). Mestrado em Antropologia pela
Universidade Federal do Pará UFPA (2002). Doutorado em Ciências Sociais na especialidade Antropologia
Cultural e Social pelo Instituto de Ciências Sociais da Universidade de Lisboa (ICS) Professor no Campus De
Bragança da UFPA, Ligado a Faculdade de Educação e Professor da Pós-Graduação em Linguagens E Saberes
Na Amazônia. E-mail: LUISJSARAIVA@GMAIL.COM
2 Graduado em Letras - Língua Portuguesa pela Faculdade de Letras do Campus Universitário de Bragança da
Universidade Federal do Pará (2009-2013). Mestre em Linguagens e Saberes na Amazônia- UFPA. E-mail:
oeirasufpa@gmail.com
3 Graduada em Pedagogia pela Universidade Federal do Pará (2015). Mestra em Linguagens e Saberes na
Amazônia- UFPA. E-mail: etieljessica@gmail.com INTRODUÇÃO A presente análise foi desenvolvida durante a produção acadêmica para a construção
da dissertação de mestrado do Programa de Pós-Graduação em Linguagens e Saberes na
Amazônia da Universidade Federal do Pará, sob o tema “Reflexões sobre alimentação e saúde
no romance Menina que vem de Itaiara de Lindanor Celina”. A narrativa da obra é em
primeira pessoa e a personagem principal, Irene, descreve momentos de sua memória, na qual
retrata a cultura patriarcal da época. Nesta obra, Irene descreve parte da sua infância e início
de sua adolescência, cotidiano, inquietações e traquinagens, que tem como pano de fundo a
cidade de Itaiara, nome fictício da cidade de Bragança, local no qual é ambientado o romance. A cidade de Bragança-PA, fica localizada a aproximadamente 210 km da capital do
estado, muito conhecida pela produção de farinha d’água, além de destaque na atividade
pesqueira e nas manifestações culturais. Muitas características da cidade são apresentadas no
romance, as manifestações culturais, características sociais e estruturais da cidade, e muitos
elementos de caráter alimentar. No presente artigo, destacaremos algumas narrativas que
apresentam as variadas propriedades da cultura alimentar, saúde e religiosidade, e suas
diferentes significações. g
ç
A cozinha sempre se configurou como um amplo espaço de análise sociocultural, um
conjunto de elementos que perpassam pelas significações dos produtos utilizados, seu modo
de preparado e o ritual de produção e consumo. Na obra Menina que vem de Itaiara, Irene
narra diversas situações vivenciadas por ela e nos apresenta alguns desses elementos
característicos do contexto amazônico, na qual percebemos bem forte a presença da tradição
alimentar, principalmente por conta da época em que o romance foi escrito, período de pouca
tecnologia, baixa influência da mídia televisiva com suas propagandas alimentares bem
atrativas, seduzindo para as refeições rápidas, porém de baixo poder nutricional e alimentar, e
consequentes prejuízos à saúde e ao bem estar. Assim, os hábitos alimentares tradicionais do
romance não possuíam a concorrência que facilmente visualizamos nos dias atuais,
proporcionando uma alimentação bem mais saudável, os alimentos usados, em sua maioria,
eram oriundos de recursos naturais, por vezes, colhidos no pomar do quintal da casa de Irene. Os recursos naturais não apresentavam substâncias que hoje causam mal à saúde,
como agrotóxicos, produtos utilizados na agricultura para controlar insetos, doenças, ou
plantas daninhas que causam danos às plantações. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 190 ABSTRACT The work brings reflections on the relationship between food and health in the romace Menina que
vem de Itaiara by Lindanor Celina. The main character, Irene, describes part of her childhood and
early adolescence, with a very typical Amazonian life, among the cultural knowledge present in every
work, has the city of Itaiara as a scenario, fictitious name of the city of Bragança. We will highlight
some segments of the narration that present important elements about the relationship between food
and religiosities. The narrative of the work is in first person and the main character describes moments
in his memory, moments in which he portrays the patriarchal culture of the time, presenting local
religious values and customs. As a result of the analysis, it is clear that the author leaves important
information already forgotten, a literary memory rich in knowledge about food and religiosities and
the various healing processes. Keywords: Lindanor Celina. Food. Cheers. Religiosities. Keywords: Lindanor Celina. Food. Cheers. Religiosities. Data da submissão 18.11.2020
Data da aprovação 07.12.2020 Data da submissão 18.11.2020
Data da aprovação 07.12.2020 2 Graduado em Letras - Língua Portuguesa pela Faculdade de Letras do Campus Universitário de Bragança da
Universidade Federal do Pará (2009-2013). Mestre em Linguagens e Saberes na Amazônia- UFPA. E-mail:
oeirasufpa@gmail.com INTRODUÇÃO Era bem mais fácil encontrar casas com
suas próprias criações, tais como criações de galinhas, de patos, de perus, de porcos etc. Em
todo romance, isso é algo bem presente, principalmente quando se reuniam para certas
ocasiões em que eram servidos pratos típicos da Amazônia. Esta é a diferença atual para o que
era frequente durante a construção do romance, os elementos que foram inseridos, algo
daquele momento vivido, os tipos de alimentos, as configurações das casas, com espaços
maiores em que se podia plantar, o espaço envolvido, pois de lá saía o leite, a carne, os grãos,
as frutas e as verduras e, ocasionalmente, funcionavam as trocas. Se alguém matava um
porco, era repartido com os outros vizinhos. Trata-se de um costume que muitos conheceram
em alguns interiores e, ainda, em ocasiões a prática continua em datas específicas. Os elementos culturais na culinária herdada dos nossos antepassados estão presentes
também nas manifestações religiosas. Esta situação, de alguma forma, propicia uma sintonia
com o ser divino e deixa claro que a religião é um dos sustentáculos de uma cultura. As
manifestações religiosas demonstram a necessidade do homem para se comunicar com o
sobrenatural, para auxiliá-los em suas necessidades. Atualmente, algumas características
permanecem. Portanto, fatores religiosos influenciaram profundamente em certos hábitos
alimentares. Trocas sobre experiências alimentares ocorrem quando diversas culturas se encontram
no mesmo espaço, quando relacionadas a diversidade entre natureza e sociedade, resultando SEÇÃO LIVRE 191 em combinações que reproduzem emoções nas degustações, nas diferentes formas de práticas
alimentares. Alimentos que possuem, para determinado grupo social, propriedades curativas e
míticas. em combinações que reproduzem emoções nas degustações, nas diferentes formas de práticas
alimentares. Alimentos que possuem, para determinado grupo social, propriedades curativas e
míticas. A alimentação é um tema presente em livros religiosos sagrados, como na Bíblia, os
quais destacam os elementos alimentares ou ainda as proibições alimentares, como no Livro
de Gênesis. E disse Deus: Produza a terra erva verde, erva que dê semente, árvore frutífera que
dê fruto segundo a sua espécie, cuja semente esteja nela sobre a terra. E assim foi. E
a terra produziu erva, erva dando semente, conforme a sua espécie, árvore frutífera,
cuja semente está nela conforme a sua espécie. E viu Deus que era bom. (GÊNESIS,
1,11-12). INTRODUÇÃO Ainda em um outro livro sagrado da Bíblia, temos a seguinte passagem, “E seu fruto
servirá de alimento e a sua folha de remédio” (EZEQUIEL, 47, 12). Segundo Balbach (1968),
essa ciência terapêutica vem desde a Antiguidade. Claro que no início não existiam tantas
enfermidades, mas, com o decorrer do tempo, a força física do homem foi diminuindo, em
virtude das consequências das leis da natureza que foram sofrendo mudanças causadas pelas
mãos do homem. Assim, os homens foram tratando das enfermidades como melhor podiam, e
nada melhor para isso do que recorrer à natureza, que foi o primeiro médico e remédio da
humanidade. Em Menina que vem de Itaiara, Lindanor Celina retrata a infância da personagem
numa cidade interiorana, que ainda tem nos saberes tradicionais a solução para diversas
situações relacionadas à saúde, típicas de comunidades tradicionais, que buscam em ervas e
chás a cura para diversos males, dos mais leves aos mais complexos. Esse conjunto de saberes
está muito presente na experiência dos personagens criados por Lindanor ao longo da obra,
como, por exemplo, no Marreca, rezador de garganta, ou na Vijoca, experiente em remédios
naturais, e outros que serão tratados ao longo do presente trabalho. Sobre o saber tradicional de comunidades amazônicas Lima (2009) diz que são características de componentes de populações tradicionais, a percepção dos sons
da mata, sejam diurnos, noturnos, rastros, odores, conhecimento das espécies da
fauna e flora e o uso adequado que se faz dessas espécies” e ainda “muitas
habilidades presentes nas populações tradicionais, como o conhecimento das
funcionalidades de ervas e sua manipulação para confecção de ungüentos, xaropes”
(LIMA, p. 4). Analisando a relação entre alimentação e saúde na obra, percebemos que Lindanor
Celina concilia essa variedade de alimentos regionais com hábitos, costumes e culturas, pois
está interiorizada em seu trabalho. Hábitos adquiridos por crenças, valores e agentes sociais,
que praticam uma vivência de tradições, uma ciência tradicional que está inserida nas
personagens, transmitindo a importância dos saberes históricos culturais. Apresenta também
soluções por meio de elementos religiosos acompanhados de alimentos, ervas e outras
práticas. Assim, os hábitos e práticas alimentares produzidos historicamente se transformam
em hábitos culturais que integram o modo de viver deste grupo social ou povo. Considera-se também que numa sociedade capitalista não existem hábitos e práticas
alimentares homogêneas, pois existem hábitos que, mesmo desejados por todos, não
podem ser transformados em práticas por grande parte da população. 4MANDINGA - termo de origem africana para feitiço. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 192 O conceito de cultura apresenta, de alguma forma, um padrão que deve ser respeitado,
pois está representando significados que dominam certos grupos de pessoas, símbolos que
historicamente se perpetuaram, mas que nem sempre são bem vistos por todas as pessoas. E
essa cultura vem junto com a religiosidade de cada um. Existe uma religião dominante, o
Cristianismo, que, talvez por isso, nem sempre são aceitos outros tipos de crenças, ou seja,
mais difíceis de segui-las, porém, há um sincretismo de costumes, que vêm sendo repassados
em cada cultura. Na crença e na prática religiosa, o ethos de um grupo torna-se intelectualmente
razoável porque demonstra representar um tipo de vida idealmente adaptado ao
estado de coisas atual que a visão de mundo descreve, enquanto essa visão de
mundo torna-se emocionalmente convincente por ser apresentada como uma
imagem de um estado de coisas verdadeiro, especialmente bem arrumado para
acomodar tal tipo de vida. (GEERTZ, 2012, p. 67). O que seria essa visão de mundo para este autor? Como são vistas as práticas
religiosas nas culturas? Veremos, a seguir, um pouco desta prática religiosa relacionada a
elementos alimentares tratados pela autora no romance, que destaca informações importantes
da visão de mundo do povo amazônico, e como cada atitude, cada alimento, se torna tão
aceitável pelas pessoas. Se percebe como a religião toma forma nas ações humanas,
permitindo mudanças em determinados padrões de vida. O sincretismo religioso afro-brasileiro como aspecto cultural foi - e continua a ser -
uma estratégia de sobrevivência transnacional, pois teve sua origem exatamente no
desarraigamento de milhões de africanos pela via da chamada passagem do meio.
Também o entendemos como transnacional, porque sua complexidade temática se
estendia - e ainda se estende - às mais diversas áreas da convivência e das vivências
humanas: rituais religiosos, conteúdos históricos, práticas sociais, lendas e mitos
como substratos culturais, e toda uma gama de outros fatores (ROMÃO, 2018, p.
368). INTRODUÇÃO (PACHECO,
2008, p. 222). 5Tribunal de Santo Ofício, foi um movimento da Igreja Católica Romana, criado para combater a heresia, em que
os supostos hereges eram julgados, torturados e até a morte na fogueira. SEÇÃO LIVRE SEÇÃO LIVRE 193 Esses grupos de pessoas não tinham a liberdade para cultuarem suas divindades e, para
enganar seus senhores, criaram as próprias estratégias para persuadi-los. Começaram, então, a
usar as imagens de santos católicos, como táticas de sobrevivência, para encobrir seus orixás,
caso não procedessem assim seriam pegos e advertidos, até por causa de elementos como a
Inquisição5 que no Brasil teve início no período colonial, pois a Igreja jamais aceitaria e
nunca aceitou tal ato. Então, surgiram santos que transitaram, e até hoje transitam, pelas
religiões africanas e católica, o São Sebastião, São Benedito, São Cosme e Damião, santos de
origem católicas, mas que também são cultuados nas religiões de origem africana. Com certa facilidade encontramos pessoas em eventos católicos, por exemplo, na
festividade de São Benedito em Bragança, promesseiros, marujos, que vêm pagar suas
promessas no período da festa, mas que raramente puseram seus pés em outros momentos na
igreja católica, exceto neste período. Justamente porque tais promessas foram feitas em
terreiros, durante rituais de candomblé ou de umbanda etc. Pois tais imagens de santos estão
presentes nas outras religiões. p
g
Há um filme nacional chamado O Santo Milagroso, de 1967. É um filme de humor,
no qual dois personagens retratam a fé em diferentes situações, um padre e um pastor que
disputam seus fiéis, e um coroinha que se apaixona pela irmã do pastor. No decorrer do filme
o coroinha é proibido de se encontrar com a mocinha da história, mas acaba fazendo uma
promessa em um terreiro de umbanda, no intuito de conseguir a jovem, porém o padre e o
pastor se envolvem num conflito que finda fazendo uma imagem do Santo Antônio “falar”. No final da trama, os jovens ficaram juntos e o milagre foi atribuído ao santo. O filme retrata
essa realidade de mistura, esse sincretismo entre religiões, adquirindo costumes, mas que não
fazem parte de certas doutrinas religiosas, são aspectos adquiridos pelo próprio indivíduo. É importante lembrar que no Brasil raramente se encontrará um panteão de origem
africana totalmente baseado apenas em uma etnia. Costuma-se encontrar em um
mesmo candomblé uma divindade de origem ioruba, p. ex. Oiá, também conhecida
como Iansã, ao lado de outras divindades assimiladas, à guisa de exemplo, das
práticas religiosas da omeanas, como Oxumarê, Omulu e Nanã Buruku. 1 PRÁTICAS ALIMENTARES E CURATIVAS NO HIBRIDISMO RELIGIOSO A narrativa na obra Menina que vem de Itaiara organiza um conhecimento social
daquele determinado momento, que explica um pensamento comum do período. No romance,
encontramos características marcantes da religião africana, que poderia ser candomblé ou
umbanda. É o caso da palavra mandinga4, que é uma forma de exercer uma medicina mágica
e simpatias, crenças herdadas de homens escravizados, oriundos da África. Encontramos
também elementos da religião católica em sincronismo com outras religiões, ou ainda da forte
presença do espiritismo. A obra termina por trazer ao longo das páginas a presença do
sincretismo religioso tão presente em nosso país. Com a presença dos africanos no Brasil Colônia, as diferentes religiões e/ou os
cultos tradicionais dos diversos grupos étnicos foram-se assimilando, para, num
primeiro passo, paulatinamente constituírem o que se costuma chamar de candomblé
e, num segundo instante, estabelecerem um diálogo também com a religião católica
e os cultos indígenas, adotando elementos destes. (ROMÃO, 2018, p. 362). Como a Religião Católica era a dominante, imposta durante a “catequização” feita
pelos primeiros colonizadores, após o comércio de pessoas escravizadas trazidas para o Brasil
do continente africano, estes criaram estratégias para a sobrevivência de suas religiões
maternas. O sincretismo religioso afro-brasileiro como aspecto cultural foi - e continua a ser -
uma estratégia de sobrevivência transnacional, pois teve sua origem exatamente no
desarraigamento de milhões de africanos pela via da chamada passagem do meio. Também o entendemos como transnacional, porque sua complexidade temática se
estendia - e ainda se estende - às mais diversas áreas da convivência e das vivências
humanas: rituais religiosos, conteúdos históricos, práticas sociais, lendas e mitos
como substratos culturais, e toda uma gama de outros fatores (ROMÃO, 2018, p. 368). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 194 rústica em medicina mágica, medicina religiosa e a medicina empírica, pois para cada tipo de
doença há um determinado remédio, enfim, a causa do mal está sempre no sobrenatural, daí
haver uma certa unidade entre essa classificação. rústica em medicina mágica, medicina religiosa e a medicina empírica, pois para cada tipo de
doença há um determinado remédio, enfim, a causa do mal está sempre no sobrenatural, daí
haver uma certa unidade entre essa classificação. Em Menina que vem de Itaiara, temos, então, o personagem Marreca, exímio rezador
de garganta e alguém que representa bem essa junção entre religiosidade, medicina e poderes
de cura no sobrenatural. Abaixo temos a descrição do trabalho do benzedor, o qual
percebemos que nesse tipo de ofício não tem hora para ser chamado, todo momento torna-se
oportuno, precisou logo era chamado, à semelhança dos profissionais da saúde pública, a
necessidade de socorrer fazia parte dos padrões de cultura, e a fé depositada no benzedor ia
além de um simples conhecimento, a crença regia toda a comunidade. Tudo estava voltado
para o sobrenatural. A mistura das religiões era bastante comum. Não se percebia as
diferenças, preconceitos ou algo similar, e sim algo corriqueiro, faziam parte das narrativas
populares. Era comum esse tipo de prática. As doutrinas religiosas não eram de conhecimento
do povo. Tudo era mais simples, e se algo era proibido, por exemplo, pela Igreja Católica,
certos rituais, não eram de conhecimento ou não se aplicava tanta importância. Fazia parte dos
costumes do povo. Em toda região sempre havia mais de um benzedor, alguém que portava
tais poderes. Era muito importante a presença de uma pessoa que pudesse aliviar o sofrimento
alheio. Sempre era bem-vindo um benzedor. Ele gozava de um respeito, assim como também
podia ser temido, uma vez que algumas pessoas confundiam suas práticas como o mundo
obscuro do sobrenatural. Uma vez, no jantar, engoli uma espinha de peixe. De tainha. Era de noite, grande foi
a agonia. Debalde me fizeram cuspir no prato que rodaram três vezes, à toa ingeri
punhados e punhados de farinha enxuta, da bem brolô, pirão, banana. Em vão
mamãe bradou: “São Brás, valei-me” não sei quantas vezes. São Brás, nem, nem. Certamente operava gargantas noutro canto do mundo, distante demais da rua do
Capim. Pois dois dias passei naquela situação. SEÇÃO LIVRE Com o
tempo, o sincretismo originou uma religião tipicamente brasileira, mesclando
diversos elementos de outras religiões e crenças, mas com base primordialmente nos
cultos africanos, nos rituais indígenas e no catolicismo: a umbanda. (ROMÃO,
2018, p. 368). Em se tratando de religiosidade, não há prática totalmente pura, mas um hibridismo
religioso, que é muito presente no contexto brasileiro de um modo geral e algo muito presente
na obra de Lindanor. Vamos explorar um pouco mais a medicina rústica (práticas médicas populares), como
resultado de uma série de aculturações da medicina popular da cultura portuguesa, indígena e
africana. Para tanto, é necessário o conhecimento das influências que ela sofreu dos
antecedentes pré-ibéricos, lusos, ameríndios e africanos. Não devemos olvidar os
antecedentes que a medicina popular negra recebeu, quando estiveram em contato com a
África branca – os mouros. Todavia, o novo ambiente e novos contatos proporcionaram, para
ambas as partes, novas experiências como os elementos que o ameríndio, e o novo habitat,
lhes ofereceram. (ARAÚJO, 1959, p. 43). Araújo diz que “o pajé ameríndio, o feiticeiro negro, o bruxo europeu, certamente
tiveram suas técnicas de lidar com o sobrenatural, num dado momento em contato” (1959, p. 44). Ainda, segundo o mesmo autor, ele faz uma classificação para o estudo da medicina NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Resolveu, então, tornar-se um eremita e ficar em constante oração. Assim, viveu numa gruta por muitos anos. São Brás nasceu na cidade de Sebaste, Armênia perto do ano 300. Num certo tempo,
começou a questionar sobre sua profissão de médico, pois queria servir a Deus, mas
não sabia como. Resolveu, então, tornar-se um eremita e ficar em constante oração. Assim, viveu numa gruta por muitos anos. Um dia, uma mãe desesperada o procurou porque seu filho estava quase morrendo
com um espinho encravado na garganta. São Brás olhou para o céu, rezou e, em
seguida, fez o sinal da cruz na garganta do menino. No mesmo instante, ele ficou
milagrosamente curado. Por esse milagre, até os dias de hoje São Brás é invocado
para curar os males da garganta. Em todos os lugares do mundo, quando uma criança ou qualquer pessoa se engasga,
a invocação direta ao Santo logo é rezada: "São Brás te proteja." Ou simplesmente:
"São Brás."6 Um dia, uma mãe desesperada o procurou porque seu filho estava quase morrendo
com um espinho encravado na garganta. São Brás olhou para o céu, rezou e, em
seguida, fez o sinal da cruz na garganta do menino. No mesmo instante, ele ficou
milagrosamente curado. Por esse milagre, até os dias de hoje São Brás é invocado
para curar os males da garganta. p
g g
Em todos os lugares do mundo, quando uma criança ou qualquer pessoa se engasga,
a invocação direta ao Santo logo é rezada: "São Brás te proteja." Ou simplesmente:
"São Brás."6 São Braz era um santo conhecido por curar gargantas, conforme comprova o relato
acima citado. A mãe de Irene ao vê-la em sofrimento com a espinha na garganta, clama ao
Santo (São Braz), na busca de um repentino milagre, porém o socorro por parte do santo não
vem, embora a mãe clame inúmeras vezes. Só que logo que chegou o Marreca, o responsável
de fazer a espinha sumir da garganta, utilizando uma faca e uma reza, que o texto não deixa
claro se essa reza foi a São Braz ou direcionada a outro santo, mas a cura da garganta é
atribuída ao benzedor. A espinha sumiu durante a reza que Marreco fez no momento em que
“passava a faca” na garganta de Irene e balbuciava orações, que a personagem não conseguia
compreender o que ele pronunciava, embora se esforçasse para isso. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Dormia uns pedaços, quando o sono
podia mais que o incômodo, a dor, isso mesmo de boca aberta sobre um travesseiro,
babando sem destino. Os vizinhos acudiram, era mais quem ensinava mezinhas,
simpatias. Mas a espinha saiu quando bem quis, aliás, quando o Marreca chegou ...”
(CELINA, 1997, p. 115). Fui-me deixando operar. Ergui o queixo, conseguinte ele mandou, e Marreca
começou a encostar a lâmina em minha garganta, calcando-a de leve, não pelo fio,
mas pelo lado, enquanto pronunciava sua reza, baixinho, aos cochichos. Debalde
busquei entender palavra que fosse da benzedura, ele falava mais para dentro, muito
balbuciado. Só conto de certo isto: no medo, depois atenção em que fiquei, esqueci a
espinha, o mal-estar, a dor na garganta. Quando dei por mim, cadê espinha? Fora-se,
descera evidentemente, eu nem sentira. Eu que há quarenta e oito horas só falava por
mímica e boca não tinha senão para babar. Engoli em seco repetidas vezes,
experimentando, e falei alto: “Mamãe, a espinha passou”. “Desceu mesmo, minha
filha, verdade? Deus seja louvado!” (Idem, p. 117). Nos trechos acima, alguns elementos merecem análise. Um deles, refere-se ao
consumo alimentar de peixes, um dos peixes que ainda hoje é bastante consumido em
Bragança é a tainha, e é exatamente uma espinha desse peixe que engata na garganta de Irene. Toda alimentação deve ser bem mastigada, para não correr o risco de se ingerir uma espinha
inteira. O peixe é um dos alimentos que requer um cuidado maior ao ingerir. Qualquer
descuido pode resultar no perigo da espinha ingerida ficar presa na garganta, causando grande
desconforto e consequente dor naquela região. A espinha pode ficar presa na garganta por
dias. Daí a importância ou necessidade de alguém com habilidades para retirá-la. O peixe é
um dos alimentos preferidos das comunidades da região bragantina, por ser esta uma região
costeira, tão próxima da costa oceânica. Cabe notar que a personagem não é de imediato
levada ao hospital, para que seja submetida a algum tratamento médico, e sim submetida aos 195 SEÇÃO LIVRE cuidados do Marreca, um benzedor conhecido pelos personagens do romance por suas
habilidades de benzimento, reza e cura; Um pouco antes, a mãe de Irene, clama por São Braz, São Brás nasceu na cidade de Sebaste, Armênia perto do ano 300. Num certo tempo,
começou a questionar sobre sua profissão de médico, pois queria servir a Deus, mas
não sabia como. 6Informações disponíveis no site: https://cruzterrasanta.com.br/historia-de-sao-bras/132/102/. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 196 rezas e palavras com as quais as pessoas procuram alcançar a cura, proteção da saúde ou
prevenção dos males. rezas e palavras com as quais as pessoas procuram alcançar a cura, proteção da saúde ou
prevenção dos males. Fica entendido que a benzedura só é feita por oficiais especializados. Desta forma,
teremos o curador de cobras (especialista), o curador e o benzedor (clínica geral). Já a
simpatia é uma forma de secularização da benzedura. A sua execução não depende de um
oficial especializado, qualquer pessoa que queira se disponibilizar poderá executá-la. Por isso,
a simpatia passa a sensação de cura, proteção e prevenção. A simpatia não precisa ser
executada como a benzedura, qualquer pessoa leiga pode fazê-la. Já a benzedura não pode ser
feita por qualquer pessoa. O benzedor não ensina sua prática, a não ser em dias especiais, para
alguém que esteja iniciando, se o benzedor pressentir sua morte na sexta-feira Santa, dia 25 de
março, dia dos mortos ou dia de Natal. A importância desses dias é que, fora dessas datas,
perderá a força para realizá-las, ficará ‘quebrado’. Ao passo que as simpatias podem ser
ensinadas a qualquer momento, e não implicam a perda de forças. Por isso, a benzedura e as
simpatias são empregadas por meio das rezas e as características dessas ações são os gestos,
as palavras, que fazem desaparecer o motivo ou a própria doença. “O curador, rezador, ou
“benzinheira” tem o poder de fazer passar de um ser humano para animal ou daquele para
uma cousa, é a transferência, técnica muito usada” (ARAÚJO, 1959, p. 49). (
p
)
Na região bragantina os mais velhos costumavam chamar para essas pessoas de
benzedeiras, muitas já falecidas, geralmente usavam para as suas rezas um tipo de mato
chamado “vassourinha”, outras vezes pião roxo e, na ausência dessas plantas, usavam o alho. Os gestos eram em cruzes ou o sinal da cruz (símbolo do cristianismo). Geralmente durante
essas benzeções tais plantas murchavam, era o sinal que o quebranto saiu e aquelas folhas
teriam absorvido todo o mal do corpo. Pois, como bem afirma Araújo sobre a magia a sua razão de ser repousada na lei da magia da transferência. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Cada pessoa tem dentro de si um conceito de religião e crendices. Por isso, alguns são
capazes de conhecer e colocar em prática maneiras particulares de resolverem problemas de
imediato. Percebemos que no romance é muito forte essa presença mítica. A fé depositada em
certas simpatias, alimentos, frutas e ervas, se fazem muito presentes no momento tratado na
obra. Sempre era mais comum primeiro recorrer a pessoas como o Marreca, com costumes e
culturas herdadas pelas raízes étnicas, do que recorrer a um médico, visto que, nesse
momento, era mais difícil o acesso à medicina canônica. Os meios naturais eram os mais
acessíveis e utilizados. As doenças e suas causas nos induzem a saber melhor qual tipo de medicina onde as
classificamos. Assim a cura de uma doença provocada pela quebra de um tabu
(medicina religiosa) terá que se processar através de um ritual. Não importa que
entre nesse ritual, por exemplo, o uso de um vomitório ou chazinho (Medicina
empírica). (ARAÚJO, 1959, p. 45). O personagem Marreca era um “rezador contra espinhas de peixe, maus-olhados,
quebrantos, esipras” (CELINA, 1997, p. 116). Mas, conforme está no romance, não é um
simples rezador, devido as suas atividades, mas alguém respeitado por seus poderes de cura. Antigamente, encontravam-se muitas pessoas com essa denominação. Eram apenas rezadores
ou benzedores. Hoje, a maioria são idosos, muitos já morreram, alguns chegaram até passar
esses ensinamentos e práticas para os seus filhos ou netos, mas estes, na maioria das vezes,
rejeitaram dar continuidade. “No candomblé a medicina é mística, é sacerdotal, sua terapêutica não é mágica e sim
religiosa” (ARAÚJO, 1959, p. 46). Vamos entender um pouco mais sobre essa medicina
mágica, uma vez que, segundo Araújo (1959), há uma diferença entre benzedura e simpatia,
embora ambas sejam do ritual protetivo, ambas também apresentam um conjunto de gestos, SEÇÃO LIVRE 197 SEÇÃO LIVRE qualquer doença, diarreia ou vômito em uma criança jamais vai se dizer que foi algo
provocado por certos comportamentos humanos, o que se vai dizer é que pode ter adquirido
alguma bactéria, e a criança é levada imediatamente para o hospital, jamais vai se dizer que
uma dor de cabeça foi causada pelo sol, a não ser uma insolação que é visível. A questão aqui
de todo esse conhecimento e sabedoria, os mais antigos dirão que foi por “mau olhado”,
ventre caído ou outras doenças que somente uma benzedeira pode tirar, caso contrário, vão
levar para um médico, não vai ficar curada, pois não é doença causada por bactérias, e não
acreditavam em superstições. Na citação a seguir, temos no exemplo da curandeira, mais uma personagem do
romance que utiliza seus saberes sobre plantas e alimentos que curam. Pelo décimo segundo dia da doença, apareceu em casa a Vijoca. Vijoca, tempos em
tempos vinha à cidade, ali se demorava mais ou menos um mês, receitando, pondo
emplastros, benzendo e fomentando, dando passes, com suas artes de curar. Era aqui
e acolá, dum lado e doutro, Itaiara, Bragança, Carutapera, Viseu, não parava, sempre
chamada para ver doente. Não chegava para as encomendas. Mamãe, que padecia de
umas dores de madre, há dias mandara chama-la. Procurada como era, a Vijoca
demorou-se. Quando veio para ver mamãe, achou foi o povo todo fazendo quarto à
minha irmã desenganada. g
- Ai, dona Vijoca, lhe chamei para mim, mas quem está mal é minha filha! B
l
f l
il
Vij
lh
l
i - Ai, dona Vijoca, lhe chamei para mim, mas quem está mal é minha filha! Bem calma, a fala tranquila, a Vijoca olhou longo e atentamente a menina, e pediu
um dente de alho. Com o dente de alho benzeu Stela, acabou, parou, assim uns
instantes, como quem escuta. Falou, sempre o mesmo descanso na voz: “Eles estão
dizendo que foi vento na nuca que ela pegou”. A Vijoca, sem dizer palavra, atenta, como se escutasse ainda as suas vozes: “Eles
estão dizendo que se fizerem o remédio direito, como eu vou ensinar, ela fica boa, e
fica perfeita”. Houve um silêncio. E pela primeira vez mamãe sorriu. A curandeira pediu papel e lápis. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Outras vezes é a
‘benzinheira’ a pessoa que tem a força para mandar o quebranto para as areias
gordas do mar sagrado. (ARAÚJO, 1959, p. 49). As personagens presentes na obra ainda hoje se configuram no cotidiano de cidades
como Bragança. Em Aráujo, a oração se escutava um pouco o que rezava, mas as da região
bragantina, não se escutava nada, apenas usavam gestos com as mãos fazendo cruzes na testa,
na costa, nas mãos, e elas bocejavam bastantes dizendo que a criança estava com muito mal
olhado, lacrimejavam bastante. Quando isso acontecia, geralmente, as pessoas iam em busca
das benzedeiras, que passavam mais credibilidade durante as sessões de benzimento. Sobre a cabeça da criança com um raminho verde (o que vimos casualmente era
jumeira, poderia ser de arruda, guiné, etc.), enquanto fazia cruzes, rezava. O
benzimento para surtir efeito deve ser executado durante três dias seguidos de
manhã com a criança ainda em jejum. No primeiro dia, com uma folha, no segundo
com duas, no terceiro com três. Quando é arruda ou guiné pó benzimento é feito
com um pequeno galho. Deve-se ter cuidado de lança-lo na água corrente, atirando
com as costas voltadas para o rio, sem olhar para traz, mandando que em nome de
Deus, dos santos e da Virgem Maria que o mal siga para as águas do mar sagrado,
deixando a vitima da moléstia sã e sossegada. (ARAÚJO, 1959, p. 52). Naquela época se a criança estivesse com a cabeça quente, o benzedor tirava o sol da
cabeça, com uma fralda enxuta, ou guardanapo, na cabeça e um copo cheio de água. Colocava
os dois juntos na cabeça. Enquanto não parasse de borbulhar, ela rezava. Segundo Araújo
(1959, p. 50) “coloca na cabeça do doente um pano branco e uma garrafa branca cheia de
água até o gargalo; vai rezando; benzendo, quando a doença começa a sair a água ferve”. Também tirava o ventre caído, quando as crianças apresentavam diarreia e febre repentina,
após alguém ter levantado a criança acima da cabeça. Para o que conhecemos atualmente, 7HORTELÃ – Mentha piperita – Família: Labiadas. Outros nomes: Hortelã- pimenta, menta. Descrição: Planta
de 30 a 60 cm, ligeiramente aveludada. USO MEDICINAL: Na hortelã estão reunidas, em elevado grau, as
propriedades antiespasmódicas, carminativas, estomáquicas, estimulantes, tônicas, etc. Prescreve-se a hortelã
como remédio na atonia das vias digestivas, flatulências, timpanite (especialmente a de causa nervosa), cáuculos
biliares, icterícia, palpitações, tremedeiras, vômitos (por nervosidade), cólicas uterinas, dismenorréia. É um
medicamento eficaz contra os catarros das mucosas, já porque favorece a expectoração, já porque combate a
formação de novas matérias a expulsar. Aplica-se o sumo embebido em algodão para acalmar as dores de dente.
(BALBACH, 1968, p. 252). SEÇÃO LIVRE Sentou-se, muito lenta, junto à mesa da sala de
jantar, apanhou a xícara de café quentinho que a Rita lhe trouxera, pediu a papai que
escrevesse (era analfabeta) e foi ditando: “Urina de três meninos “Urina de três meninos hortelã de três qualidades: de panela, hortelã-pimenta7 e verga-mota (erva morta) tabaco torrado sal na mãozinha...” sal na mãozinha...” - Sal na mãozinha? – interrompeu mamãe. “Sim. Senhora pega um pouco de sal que
dê para encher a cova da mão da criança, sal esse que se torra e se mistura à hortelã
para ser socado”. Prosseguia: “Álcool canforado gergelim mamona azeite doce óleo de amêndoas também doces. óleo de amêndoas também doces. Soque tudo, ponha numa cuia de coco, junte a urina dos três meninos, e leve ao fogo
para esquentar. Com a mistura, bem aquecida, faça três fricções, uma por noite, três
noites seguidas. Depois nove pílulas contra estupor, uma banda por noite, são
dezoito noites. Dê as pílulas desmanchadas no leite de mulher que estiver criando
um menino. Ao fim dos dezoito dias, fazer, três dias seguidos, três chás de palha de 7HORTELÃ – Mentha piperita – Família: Labiadas. Outros nomes: Hortelã- pimenta, menta. Descrição: Planta
de 30 a 60 cm, ligeiramente aveludada. USO MEDICINAL: Na hortelã estão reunidas, em elevado grau, as
propriedades antiespasmódicas, carminativas, estomáquicas, estimulantes, tônicas, etc. Prescreve-se a hortelã
como remédio na atonia das vias digestivas, flatulências, timpanite (especialmente a de causa nervosa), cáuculos
biliares, icterícia, palpitações, tremedeiras, vômitos (por nervosidade), cólicas uterinas, dismenorréia. É um
medicamento eficaz contra os catarros das mucosas, já porque favorece a expectoração, já porque combate a
formação de novas matérias a expulsar. Aplica-se o sumo embebido em algodão para acalmar as dores de dente. (BALBACH, 1968, p. 252). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 198 alho, bem fortes. Que é para cortar o mal pela raiz, eles estão dizendo (CELINA,
1997, p. 104-105). No romance Vijoca representa uma figura popular. As pessoas depositavam uma
confiança em função dos favores e conhecimentos curativos, suas ações de curandeira, esse
mistério envolvendo o espiritual e as crendices mais conhecidas. Pois as pessoas presentes na
história, no caso a família que aceita essa ajuda, essa oração, ou remédios, como emplastos,
banhos receitados por curandeiros, representam pessoas reais que, pela religiosidade, são mais
fáceis de aceitar ou de serem manipuladas. SEÇÃO LIVRE Aqui, no entanto, não se trata de manipulação, mas
de fé. Algumas pessoas que se dedicam a esses trabalhos não cobram qualquer valor em
dinheiro, mas podem receber ajudas ou troca de favores, até porque diziam que era um dom
recebido de Deus. Atualmente, os curandeiros são conhecidos por praticarem medicina
tradicional. Segundo Araújo (1959), o curandeiro não ensina suas rezas, geralmente seguem o
calendário religioso. Em determinadas épocas recorrem à religião para adquirir mais forças
pela confissão. Jajaba, pai-de-terreiro do candomblé, no dia 15 de agosto confessou. “Pernambucano, assim era chamado Artur Francisco da Cruz, o presidente do tore
que funciona à Rua Socorro, também confessou nesse dia. Entrevistados, ambos
disseram o que resumimos: quando a gente tem um trabalho grande e precisa de
mais forças é bom confessar e comungar”. Santos e divindades seriam então os
oficiais da medicina mágica. E muitos padres, sem o saber, se tornam os
ministradores das “forças” e “virtudes” a muitos dirigentes de tore, candomblé ou
curadores que na igreja aparecem em determinados dias com fito exclusivos de
recebê-las (ARAÚJO, 1959, p. 74). O benzedor ou curandeiro tem seus segredos e seguem rituais religiosos próprios, e
buscam reforços no Catolicismo no intuito de intervenções nas coisas sagradas, e de certa
forma proibidas pela Igreja, quando usadas indevidamente. Dentro dessa perspectiva, os
trabalhos, as benzeções têm resultados imediatos pelo sobrenatural com auxílio de elementos
da natureza, como ervas e outros tipos de alimentos, pois junto com tais elementos, recebem
em oração como um encantamento, como uma fórmula mágica, uma espécie de energia
benéfica no que será ingerido ou utilizado para expulsão da doença ou outros males no corpo. - Mamãe, que dores são estas, tão fortes, da Rita?
É Dr. Oscar foi das personagens dessa época uma que se plantou nas minhas
lembranças para nunca mais. Não posso sentir o cheiro de chá de erva-cidreira que
não o veja diante de mim, ele e seus purgantes pra vermes. Cada mês, aquele dia de - É dor de madre, dor nos intelitos (mamãe assim denominava tudo quanto ficasse
dentro da barriga, estômago etc.), moça que não se cuida, em certos dias, que anda
na terra quente, come tamarindo, fruta ácida, carrega peso, toma banho de igarapé
gelado sem poder, dá nisso. Vai botando tuas barbas de molho, estás vendo!”
(CELINA, 1997, p. 196). SEÇÃO LIVRE SEÇÃO LIVRE SEÇÃO LIVRE 199 A coitada engolia o chá pelando, mais as descomposturas, calada, fungando o choro,
bufando de dor.” (CELINA, 1997, p. 195). A coitada engolia o chá pelando, mais as descomposturas, calada, fungando o choro,
bufando de dor.” (CELINA, 1997, p. 195). Neste trecho, enfatizamos a natureza feminina, contada de uma forma mais popular e a
solução caseira para o desconforto causado neste período eram os chás, que segundo a
narrativa, eram tomados sem muitas regalias. A forma de tratamento apresentada no discurso
retrata algo típico das mulheres interioranas, alguns cuidados nesta fase eram recomendados,
e deveriam ser cumpridos rigorosamente. Os tabus estão presentes nas mais diferentes fases da vida e são significativos para o
bem-estar do corpo e a preservação da saúde. Por exemplo: mulheres durante a
menstruação devem evitar o consumo de abacaxi, melancia e jaca dura para não
inflamar o útero; outra regra geral é a proibição de comer com “cisma” (aborrecido),
pois pode causar amolecimento do corpo e febre (SANTOS, 2008, p. 33). Ainda hoje a mulher durante a menstruação segue regras que foram passadas de
geração a geração. Há diversas crenças sobre esse delicado período feminino, nas quais não se
sabe quando nem onde começaram. Vejamos algumas relacionadas à alimentação: a) Não se
deve comer ovo, que causa mau cheiro; b) Evitar comer abacate, que é gorduroso e pode dar
pus; c) Evitar tomar suco de cupuaçu, pode matar, aumentar a cólica ou causar hemorragia; d)
Evitar qualquer fruta cítrica, aumenta o fluxo de sangue e pode causar hemorragia; e) Evitar
tomar açaí, faz mal! Vai mudar a cor do sangue e causar inflamações. Estes são alguns
exemplos de saberes populares entre as mulheres, mesmo as mulheres que tenham alcançado
um grau de estudo formal mais avançado, muitas delas continuam a “obedecer” essas regras. g
ç
g
Ainda no caso das mulheres na fase do ciclo menstrual, no romance Menina que vem
de Itaiara (CELINA, 1997) podemos verificar a dificuldade que certas mães tinham, na época,
de falar claramente sobre esse assunto com as suas filhas, a citação a seguir denota essa
realidade. - Mamãe, que dores são estas, tão fortes, da Rita? 2 ALIMENTOS QUE CURAM As ervas medicinais presentes na obra em questão são bem frequentes e corriqueiras
na vida dos bragantinos. Na época retratada pelo romance, nas zonas rurais era muito comum
as casas terem em seus quintais ou terrenos plantações ou hortas medicinais, com um variado
tipo de ervas de poder curativo, que serviam para diversos tipos de doenças, tais como: gripes,
resfriados, dor de cabeça, cólicas etc., conforme afirma Balbach “Assim, as plantas têm esta
tríplice tarefa: Alimentam e curam o homem e purificam o ar” (BALBACH, 1968, p. 52). Vejamos o exemplo da personagem Rita que, com os efeitos do período menstrual,
recorria-se ao uso de chá de ervas para amenizar o incômodo destes dias. A Rita todo santo mês, ô martírio! Três dias malacafenta, o primeiro então, certo
passá-lo inteirinho deitada, gemendo, na rede, no quartinho aos fundos do alpendre,
uma garrafa de água quente na barriga. E suava, ensopava camisões, se torcia de
dores. Mamãe fazia chá de sene e lhe levava, quente, ralhando: - “Tá pensando que é
canja, dona moça? Vá, vá andar na terra escaldando, vá dançar no morro até essas
tantas, vá! Pensa que é brincadeira de menina fêmea? Mulher é bicho fino, qualquer
coisinha se arrebenta. SEÇÃO LIVRE - É dor de madre, dor nos intelitos (mamãe assim denominava tudo quanto ficasse
dentro da barriga, estômago etc.), moça que não se cuida, em certos dias, que anda
na terra quente, come tamarindo, fruta ácida, carrega peso, toma banho de igarapé
gelado sem poder, dá nisso. Vai botando tuas barbas de molho, estás vendo!”
(CELINA, 1997, p. 196). - É dor de madre, dor nos intelitos (mamãe assim denominava tudo quanto ficasse
dentro da barriga, estômago etc.), moça que não se cuida, em certos dias, que anda
na terra quente, come tamarindo, fruta ácida, carrega peso, toma banho de igarapé
gelado sem poder, dá nisso. Vai botando tuas barbas de molho, estás vendo!”
(CELINA, 1997, p. 196). A citação acima mostra como a mãe de Rita usa algumas figuras de linguagem para
ensinar a filha sobre o ciclo menstrual e suas consequências, expressando a dificuldade que as
mães tinham de tratar claramente de assuntos dessa natureza com a própria filha. A citação acima mostra como a mãe de Rita usa algumas figuras de linguagem para
ensinar a filha sobre o ciclo menstrual e suas consequências, expressando a dificuldade que as
mães tinham de tratar claramente de assuntos dessa natureza com a própria filha. Outro exemplo são os purgantes, eles nos fazem lembrar o terror da infância de nossos
pais, como o caso da famosa “mamona”, bastante presente em Menina que vem de Itaiara. Veremos alguns casos: “Sei de um pé de cajarana no quintal, um dia levei umas lambadas
porque, às escondidas, me fartei de cajaranas, depois de um bruto purgante de mamona”
(CELINA, 1997, p. 11). p
Ainda em Menina que vem de Itaiara (CELINA, 1997) temos o purgante sendo
receitado por um médico, como na transcrição a seguir. 200 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 juízo, mamãe me agarrando à força, o copo de mamona8 dissolvida em chá de
cidreira na mão: “Engula, engula, senão apanha!”. Tive pena dele, abri a boca, ele
virou a mamona com quenopódio, dissolvida no chá de cidreira. (CELINA, 1997, p. 15). 8MAMONA- Ricinus communis – família: Euforbiáceas. Outros nomes: Ricino, carrapateiro, palma Cristo.
Descrição: A mamona, quando nova, é uma planta herbácea que se lignifica com a idade, assumindo o aspecto
de uma árvore pequena e muito esgalhada. USO MEDICINAL: das sementes, limpas das cascas, se obtém um
óleo de efeito purgativo. O mesmo azeite também se presta para combater os vermes intestinais. As sementes são
Tóxicas. “vinte delas, ingeridas por um adulto, geralmente lhe conduzem a morte. Seis a sete já liquidam uma
criança. (BALBACH, 1968, p. 280). SEÇÃO LIVRE Provavelmente um dos primeiros métodos de cura que veio das plantas, o animal,
instintivamente, quando adoece recorre às ervas curativas, o homem notou este gesto
instintivo dos animais e, orientado por observações próprias, verificou-se que nas ervas há
poder curativo. Desta forma, iniciaram-se as pesquisas em torno da natureza, especificamente
com as ervas. “Tão perfeita é a natureza que provê tudo que necessitamos, pelas plantas todas
doenças são curáveis, porém muitas curas ainda não foram descobertas”. (BALBACH, 1968,
p. 45). p
Para Balbach (1968), o mal muitas vezes se manifesta aos mais vulneráveis, por isso
ficam propícios às enfermidades. Antes que uma doença possa ser classificada como diabetes,
tuberculose, etc., por exemplo, há processos anormais que entorpecem o metabolismo
nutritivo, mesmo outras enfermidades não podem surgir sem encontrarem um caminho
preparado, se a pessoa estiver com suas funções orgânicas normais, primeiro a pessoa se
predispõe para o mal, em seguida surgem, então, as desordens em todo mecanismo funcional,
acumulam-se no organismo humores mórbidos, repletos de toxinas. Os micróbios encontram
então um terreno propício para a sua atuação, se alastram, apesar da resistência que encontram
da parte das defesas naturais do organismo enfraquecido. Há que se falar também nas ervas com poder de danificar os órgãos, algumas com
poder de até mesmo de levar a óbito, ervas com alto poder degenerativo. Ervas venenosas. No romance, a protagonista Irene, diante do sofrimento da prima Diquinha, pensa que
se conhecesse alguma erva, poria fim ao sofrimento da prima. Porém o sentido de acabar o
sofrimento seria através da morte, não pela cura, mas o que importa entender no presente
contexto, é a importância que as ervas têm no cotidiano das pessoas. Conforme retrata o texto
a seguir. Falei que tia Helga tinha uma filha aleijada. Não saía da cama e comia num prato de
madeira ... vivia num quarto à parte, escondida. Não falava, não andava, tudo era
pela mão dos outros ... Foi crescendo, foram percebendo que ficara inutilizada. Quando queria comer, chamar alguém, batia os pés ... Quando tive a certeza de que
prima Diquinha jamais ficaria boa, nunca iria tomar um banho no rio, brincar, falar,
correr como a gente ... Um dia, tive um pensamento horrível: soubesse eu de um
mato, umas ervas, um chá, umas gotas ou pílulas, lhe faria beber. Falei que tia Helga tinha uma filha aleijada. Não saía da cama e comia num prato de
madeira ... vivia num quarto à parte, escondida. Não falava, não andava, tudo era
pela mão dos outros ... Foi crescendo, foram percebendo que ficara inutilizada.
Quando queria comer, chamar alguém, batia os pés ... Quando tive a certeza de que
prima Diquinha jamais ficaria boa, nunca iria tomar um banho no rio, brincar, falar,
correr como a gente ... Um dia, tive um pensamento horrível: soubesse eu de um
mato, umas ervas, um chá, umas gotas ou pílulas, lhe faria beber. Soubesse dar
injeção, possuísse uma dessas ampolas de matar, aplicaria, às escondidas, na minha
pobre prima, assim que ela dormisse. Para que nunca mais acordasse (CELINA,
1997, p. 94). SEÇÃO LIVRE 201 “Astésia, esta criança tem febre”. Astésia palpou-a: “Tem não, madrinha, é que
estava dormindo”. “Sim, mas não no abafado, com tudo aberto...” Conversa
continuou, a Rita daí a pouco trouxe café com macaxeira, merendamos. Logo
Deusarina, ama de Stela, apareceu com o prato com banana e aveia. Porém, ela
recusou-se a comer. Mamãe tornou a palpá-la: “Astésia, Stela está doente, olha só a
quentura, aumentou”. Trataram de vesti-la, agasalha-la, fazer-lhe um chá de
sabugueiro que teve que engolir bem quente ... Quando papai entrou, pelas dez
horas, Stela tinha tombado num agitado sono, cheio de tremores, entrecortado de
breves, inarticulados gritos. Mamãe com dificuldade deu-lhe água açucarada, e ela
pegou noutro soninho, ligeiramente mais calmo. (CELINA, 1997, p. 101). Em algumas ocasiões, as ervas deixam de trazer o êxito esperado no tratamento. Por
vezes o paciente pode se sentir melhor e acabar abandonando o tratamento antes de alcançar
uma cura total, pois o segredo da cura está no uso ordeiro e perseverante das plantas
medicinais até que todo o mal seja extinto. Outras situações, é quando acontece um efeito
contrário do que o paciente espera. Nesse caso, sobrevém uma aparente piora, e o mal parece
agravar-se. Muitos, quando isso ocorre, ficam desesperados e abandonam o tratamento. Mas é
justamente esta crise um sinal de que o organismo começou a reagir, expulsando as
substâncias morbosas. O remédio está fazendo efeito. (BALBACH, 1968, p. 55). p
O sabugueiro9 (Sambucus nigra) é uma das plantas medicinais mais utilizadas no
mundo. É bastante utilizado para tratar os sintomas da gripe e do resfriado. Na narrativa,
aconteceu justamente esta reação com o chá, como se tivesse agravado a febre com o
sabugueiro. Essa reação é natural quando o organismo começa a reagir. O simples ato de dar
água açucarada é como se fosse a solução, de cortar efeito ou superstição da mãe em depositar
sua fé. No romance ainda temos a receita de Vijoca “não tardou a aparecer quem pedisse a
fórmula da garrafada. Mamãe, prestativa, fez ela própria uma porção, que pela vizinhança
distribuiu” (CELINA, 1997, p. 106). SEÇÃO LIVRE Soubesse dar
injeção, possuísse uma dessas ampolas de matar, aplicaria, às escondidas, na minha
pobre prima, assim que ela dormisse. Para que nunca mais acordasse (CELINA,
1997, p. 94). Por isso, é um perigo certas porções de ervas ou acessos a ervas desconhecidas, ou até
mesmo ingeri-las acidentalmente, como o uso prolongado e persistente. Por isso, é um perigo certas porções de ervas ou acessos a ervas desconhecidas, ou até
mesmo ingeri-las acidentalmente, como o uso prolongado e persistente. Certa vez, a mãe de Irene percebeu a alteração da pressão de uma criança, Stela, sua
afilhada, que estava em visita à sua casa, e novamente recorreu aos conhecimentos
tradicionais na busca pela recuperação da saúde da criança, conforme relato a seguir: NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 “Também a Vijoca me curou de uma tosse dos diabos. Nem precisou vir ter
conosco. Concentrou-se mesmo onde estava dando consultas, na Boca-do-Caminho,
e receitou: - Apeí, fedegoso, mussambê, flor de mamão macho, raiz e fruta de urucu, cebolinha,
gengibre, mandacaru (ela chamava jaramacaru), jambu, laranja-da-terra, raiz de
manjerioba (também chamada de pamarioba), açúcar branco, mel de abelha. Tudo
cozido em lambedor. - Apeí, fedegoso, mussambê, flor de mamão macho, raiz e fruta de urucu, cebolinha,
gengibre, mandacaru (ela chamava jaramacaru), jambu, laranja-da-terra, raiz de
manjerioba (também chamada de pamarioba), açúcar branco, mel de abelha. Tudo
cozido em lambedor. Receitas de Vijoca era, pá-casca. Diz mamãe que foi eu tomar a primeira colherada,
e se notou melhora. Com tão pronto efeito, não tardou a aparecer quem pedisse a
fórmula da garrafada. Mamãe, prestativa, fez ela própria uma porção, que pela
vizinhança distribuiu. A asma de Tereza, filha de seu Guimarães, uma asma velha,
de dez anos, curou-se. A tosse de cachorro de João Mandu, idem. João Mandu
habitava bem um quarteirão abaixo de nossa casa, na rua do Capim. Pois sua tosse
muitas noites impedia o sono de meus pais, tão longe e tão fundo ecoava. E não é
que o homem ficou bonzinho dessa bronquite de anos, apenas com uma garrafada? Só para mamãe, lambedor de Vijoca nunca fez efeito. Podia-o tomar às carradas,
bem nenhum lhe advinha para uma rouquidão, um catarro, uma piema, antes
piorava. Mas mamãe sempre afirmou que seu organismo era diferente do de todo
mundo. Magnésia que para qualquer cristão é laxante, para ela, o mesmo que água,
vidros inteiros que ingerisse. Produzia até efeito contrário...” (CELINA, 1997, p. 106) (Grifo nosso). No fragmento especificado, encontramos a citação de um composto de ervas, de
plantas medicinais, de cascas e de outros ingredientes. Todos próprios da região bragantina. Quando em quantidade certa, um preparo especial, com minuciosa sequência e ações
coordenadas, se transforma na chamada garrafada, que era muito usada naquela época e até
hoje ainda o é, porém em menor frequência. Era usada para as mais variadas doenças e males,
como no próprio texto cita alguns exemplos: asma, tosse e bronquite. Ainda hoje encontramos
pessoas que utilizam este composto. Como exemplo, temos as profissionais do sexo que, na
maioria das vezes, exercem a prostituição como meio de sustento familiar. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Após uma relação
sexual com as pessoas que atendem profissionalmente, para que não adquiram doenças dos
seus “clientes”, ingerem doses da garrafada para a limpeza e proteção do corpo. Algumas
profissionais do sexo acreditam que a garrafada serve, inclusive, como material
anticonceptivo, para evitar uma gravidez indesejada. Também é fácil encontrarmos esses
compostos nas farmácias de manipulação, locais que funcionam como laboratórios de
produção dessas combinações de ervas e plantas medicinais e as comercializam em garrafas
de um litro, meio litro, ou frascos com doses pequenas. Alguns desses locais ainda oferecem o
benzimento e rezas, porém com o nome de consulta ou exame. SEÇÃO LIVRE Esse relato refere-se à garrafada, termo usado para uma
combinação de ingredientes, dos mais diversos possíveis, tais como: ervas, frutas, cascas,
alguns chegam a conter até pedaços de animais etc., produzidos com algumas exigências de
tempo, de preparo, de sequência etc., após a preparação o composto é guardado em uma
garrafa (daí o nome garrafada), geralmente de vidro e, normalmente, combate para uma
grande quantidade de doenças. Há diversos tipos de garrafadas, com os mais variados
objetivos. A seguir, segue o relato de Irene sobre a garrafada: 9SABUGUEIRO – Sambucus nigra – Família: Caprifoliáceas. Outros nomes: Sabugueiro da Europa. Descrição:
Pequena árvore, de 3 a 4 metros de elevação. Tronco de casca pardacento-acinzentada, verrugosa, folhas opostas,
compostas imparipenadas, de 5 a 7 folíolos curtamente peciolados, oval-lanceolados, acuminados, serreados. Este é o sabugueiro da europa, o sabugueiro muito conhecido do Brasil é o Sambucus australis. O primeiro
produz frutos comestíveis ao passo que este último nunca os produz. Na medicina caseira ambos têm a mesma
aplicação. USO MEDICINAL: As flores são eméticas, catárticas. Porém, quando secas, perdem suas
propriedades laxativas, secas empregam-se, em infusão, contra os resfriados, as anginas, as gripes, etc. A casca,
a raiz e as folhas são indicadas na retenção da urina, na hidropisia, no reumatismo. Os reumáticos devem
igualmente tomar banho com o cozimento das folhas. A infusão das folhas e cascas, em fomentações, é prescrita
contra as inflamações superficiais da pele, furúnculos, erisipela, queimaduras etc. Neste último caso, também se
aplicam diretamente as folhas machucadas. Tiram a dor em pouco tempo. Em banhos as folhas são boas para
hemorroidas. Nas enfermidades eruptivas, como no sarampo, rubéola, escarlatina, varíola, etc. O chá das flores
é muito indicado, porque provoca rapidamente a transpiração. A frutinha purifica o sangue e limpa os rins. Seca, tostada, moída e preparada como café, é boa para cortar a diarreia. Dose: Uso interno – flores, 8 gramas
para 1 litro de água; folhas, cascas e raízes, 10 a 15 gramas para 1 litro de água; 4 a 5 xícaras por dia. Uso
externo – flores, 30 gramas para 1 litro de água; folhas, cascas e raízes, 50 gramas para 1 litro de água. (BALBACH, 1968, p. 315). 202 SEÇÃO LIVRE SEÇÃO LIVRE 203 Consideramos que a presente análise foi importante para alcançarmos um maior
conhecimento sobre certos alimentos nutritivos para a saúde do corpo, assim como plantas
medicinais. Esperamos que esta pesquisa contribua para futuros estudos, por meio desta obra
que nos possibilitará entender um pouco mais da literatura paraense pela composição de
Lindanor Celina. O trabalho pode trazer mais discussões sobre elementos não explorados do
romance, assim como poderá servir como inspiração para futuras pesquisas, quiçá seja de
grande importância para a comunidade acadêmica amazônica. REFERÊNCIAS ARAÚJO, Alceu Maynard. Medicina Rústica. Brasiliana. Vol. 300 - 3 ed. São Paulo:
Nacional, 1959. CELINA, Lindanor. Menina Que Vem de Itaiara. Rio de Janeiro: Conquista, 1997. CELINA, Lindanor. Menina Que Vem de Itaiara. Rio de Janeiro: Conquista, 1997. BALBACH, A. As Plantas Curam. 24ª ed. Editora: M.V.P. São Paulo: 1968. BALBACH, A. As Plantas Curam. 24ª ed. Editora: M.V.P. São Paulo: 1968. BALBACH, A. As Plantas Curam. 24ª ed. Editora: M.V.P. São Paulo: 1968. Bíblia Sagrada. Ezequiel 47,12. A fonte maravilhosa que jorra do templo. Tradução
Monges Beneditinos de Maredsous (Bélgica). ed:195ª São Paulo: Editora Ave-Maria, 2011. Bíblia Sagrada. Ezequiel 47,12. A fonte maravilhosa que jorra do templo. Tradução
Monges Beneditinos de Maredsous (Bélgica) ed:195ª São Paulo: Editora Ave Maria 201 Bíblia Sagrada. Ezequiel 47,12. A fonte maravilhosa que jorra do templo. Tradução
Monges Beneditinos de Maredsous (Bélgica). ed:195ª São Paulo: Editora Ave-Maria, 2011. Monges Beneditinos de Maredsous (Bélgica). ed:195ª São Paulo: Editora Ave-Maria, 201 Bíblia Sagrada. Genêsis, 1,11-12. A criação. Tradução Monges Beneditinos de Maredsous
(Bélgica).195ª ed. São Paulo: Editora Ave-Maria 2011. 3 CONSIDERAÇÕES FINAIS A pesquisa empreendida no romance Menina que vem de Itaiara (CELINA, 1997),
trouxe-nos um olhar mais cuidadoso com a alimentação, com a saúde, e a relação entre elas,
como a primeira influencia a segunda numa relação complexa de troca, parceria ou
adversidade. Trouxe também a presença de certos remédios caseiros, como purgantes, chás e
a garrafadas, estas usadas quando as mulheres estão com problemas de útero, também há
outros tipos de garrafada muito usada para curar problemas nos pulmões, gripes, tosses etc. Explora também o lado feminino, quando as mulheres no período menstrual não podem
comer certos alimentos. Também tem grande destaque os diversos tipos de ervas, que são benéficas para
muitos problemas de saúde, sem deixar de mencionar os curandeiros e benzedeiros presentes
no romance, e que ganha grande destaque em Bragança, a qual ainda tem benzedeiras com
tais habilidades para curar, de maneira mais prática certas doenças. ARAÚJO, Alceu Maynard. Medicina Rústica. Brasiliana. Vol. 300 - 3 ed. São Paulo:
Nacional, 1959. ARAÚJO, Alceu Maynard. Medicina Rústica. Brasiliana. Vol. 300 - 3 ed. São Paulo:
Nacional, 1959. GEERTZ, Clifford. A interpretação das culturas. Rio de Janeiro: LTC, 2012. GEERTZ, Clifford. A interpretação das culturas. Rio de Janeiro: LTC, 2012. LIMA, Walter Chile Rodrigues. Saber Tradicional: Suporte para o exercício da
Territorialidade de uma Comunidade no Estuário Amazônico. In: Revista Ensaio Geral. Belém, v.l, n. l, Jan-jun. 2009. PACHECO, Sandra Simone Moraes. O hábito alimentar enquanto comportamento cultural
produzido. In: FREITAS, Maria do C. Soares de; FONTES, Gardênia A. V.; OLIVEIRA,
Nilce. Escritas e narrativas sobre alimentação e cultura. Salvador: EDUFBA, 2008. 422 p. ROMÃO, Tito Lívio Cruz. Sincretismo Religioso como Estratégia de Sobrevivência
Transnacional e Translacional: divindades africanas e santos católicos em tradução. In: Trabalhos em Linguística Aplicada. On-line version ISSN 2175-764X. Trab. linguist. apl. vol. 57, n.1. Campinas: Jan./Abr. 2018, disponível:
https://doi.org/10.1590/010318138651758358681. Universidade Federal do Ceará, Fortaleza
(CE), Brasil. cruzromao@terra.com.br. Acesso em 13/04/2020. vol. 57, n.1. Campinas: Jan./Abr. 2018, disponível:
https://doi.org/10.1590/010318138651758358681. Universidade Federal do Ceará, Fortaleza
(CE), Brasil. cruzromao@terra.com.br. Acesso em 13/04/2020. SANTOS, Fábio Rodrigo dos. Práticas alimentares em Ilha de Maré, Salvador, Bahia. In:
FREITAS, Maria do C. Soares de; FONTES, Gardênia A. V.; OLIVEIRA, Nilce. Escritas e
narrativas sobre alimentação e cultura. Salvador: EDUFBA, 2008. 422 p. ,
g
,
,
FREITAS, Maria do C. Soares de; FONTES, Gardênia A. V.; OLIVEIRA, Nilce. Escritas e
narrativas sobre alimentação e cultura. Salvador: EDUFBA, 2008. 422 p. SEÇÃO LIVRE 205 SEÇÃO LIVRE – – INTRODUÇÃO O educador tem um papel de suma importância ao instigar, aguçar e estimular o processo
de ensino-aprendizagem, isto é, ele é essencial na criação de mecanismos metodológicos
diversos que possam abordar a construção da identidade individual e coletiva. Uma dessas
maneiras é o trabalho com a realidade da cidade onde se localiza a escola, englobando questões
culturais, sociais, econômicas, históricas e ambientais. Para tanto, a compreensão do papel do
professor está na sua relação direta com a forma como desenvolve a mediação entre o estudante
e o conhecimento, possibilitando o pensamento e a reflexão sobre aquilo que deseja e precisa
ensinar para que o estudante, efetivamente, possa aprender. Dessa forma, o professor de Geografia precisa dialogar com a análise da leitura espacial
do mundo, algo que não é tão simples assim, pois requer a construção de maneiras de fazer os
estudantes aguçarem suas capacidades críticas. Então, para que isso seja concretizado, a
proposta curricular da disciplina de Geografia precisa estar voltada para conteúdos e conceitos
que estimulem o desenvolvimento do raciocínio e da espacialidade e que valorizem os alunos
como principais sujeitos do processo de ensino-aprendizagem. A construção crítica do raciocínio geográfico possibilita ao educando o
desenvolvimento de um pensamento mais complexo que irá reelaborar e dinamizar as suas
relações espaciais. Tal complexidade intelectual permite que o educando compreenda diversas
questões como locais-globais relativas à organização de novas estratégias para pensar e analisar
os conceitos científicos. Aprender significa oferecer ao sujeito um tipo de conhecimento
relevante já existente na estrutura cognitiva de quem aprende. Isto é, para que um novo tipo de
conhecimento atinja o sujeito de forma positiva, é necessário que esse conhecimento tenha
significado lógico, o qual pode ser apresentado ou descoberto pelo próprio sujeito. Porém, esse
conhecimento deve contribuir para a criação de novos significados e corroborar com os já
existentes. A vida cotidiana de muitos desses estudantes está baseada nas suas práticas
socioespaciais, nos seus deslocamentos diários adquiridos ao longo do tempo. Os estudantes da
Educação de Jovens e Adultos (EJA), em sua maioria, são trabalhadores que trazem consigo
uma bagagem de ricas informações sobre as relações de trabalho e as cadeias produtivas e
exploratórias. CAMPUS BRAGANÇA IX OVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 206 Data de submissão: 21.09.2020
Data de aprovação: 15.12.2020 INTRODUÇÃO É relevante compreender as práticas socioespaciais da EJA para refletir sobre a
aprendizagem significativa com intuito de possibilitar que os alunos discutam a rotina, o
cotidiano, a realidade a partir das suas espacialidades, o que pode ser um estímulo importante
para o processo de construção dos saberes. Este artigo apresenta a importância da aprendizagem significativa e como a prática
docente influencia diretamente no processo de ensino-aprendizagem, e, por fim, discute a
Geografia apresentada no Documento Curricular da Secretaria Municipal de Educação de
Duque de Caxias (2012) das etapas IV e V da EJA, utilizada até os dias atuais. Essa discussão
possibilita compreender a maneira como o ensino da Geografia pode contribuir para pensar as
práticas socioespaciais dos estudantes, de modo que os conteúdos trabalhados pelos docentes
possam ser mais significativos. A escolha do município de Duque de Caxias para a realização
dessa pesquisa se deu porque o referido município apresenta uma riqueza econômica
significativa, porém outros aspectos como saúde, segurança e educação ainda necessitam de
muitos investimentos, pois deixam a desejar. 207 SEÇÃO LIVRE Figura 1 - Localização do município de Duque de Caxias, RJ
Fonte: Organizado por Seabra (2016, apud SOUZA, 2017, p. 46). Figura 1 - Localização do município de Duque de Caxias, RJ Fonte: Organizado por Seabra (2016, apud SOUZA, 2017, p. 46). Duque de Caxias está localizada na Região Metropolitana do Rio de Janeiro, na Baixada
Fluminense, ocupando uma área de 442 km². O território está dividido em quatro distritos: 1º
Distrito – Duque de Caxias (41 km²); 2º Distrito – Campos Elísios (989 km²); 3º Distrito –
Imbariê (64 km²) e o 4º Distrito – Xerém (239 km²). A população do município de acordo com
o IBGE (2010) era de 855.048 habitantes, com a estimativa de 924.624 (IBGE, 2020). No
território caxiense, são notadas desigualdades sociais bem aparentes, o que deixa patentes os
contrastes e as injustiças demográficos. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 208 aprendizagem significativa é uma teoria que tem como critério abordar o conhecimento atrelado
àquilo que já é conhecido pelo sujeito, valorizando suas experiências e mostrando significados
no que vai ser aprendido posteriormente. É importante ressaltar que o significativo não está
necessariamente relacionado a um novo conhecimento, e sim ao novo sentido que o indivíduo
dará ao adquirir outras informações do conhecimento que já tinha, ou seja, fazendo uma
interlocução entre a estrutura de conhecimento fomentada pelos conceitos e a cognição. aprendizagem significativa é uma teoria que tem como critério abordar o conhecimento atrelado
àquilo que já é conhecido pelo sujeito, valorizando suas experiências e mostrando significados
no que vai ser aprendido posteriormente. É importante ressaltar que o significativo não está
necessariamente relacionado a um novo conhecimento, e sim ao novo sentido que o indivíduo
dará ao adquirir outras informações do conhecimento que já tinha, ou seja, fazendo uma
interlocução entre a estrutura de conhecimento fomentada pelos conceitos e a cognição. q
ç
q
j
,
j ,
terlocução entre a estrutura de conhecimento fomentada pelos conceitos e a cognição. O professor tem um papel essencial na construção de novas aprendizagens, pois
mediante os conteúdos a serem desenvolvidos, é possível fazer as análises da realidade dos
estudantes motivando-os a criar possibilidades, argumentações, comparações, de modo que os
mesmos consigam trocar experiências, ouvir outros pontos de vista, agregar novas formas de
conhecimento, facilitando, assim, a aprendizagem significativa. O conhecimento pode ser
mediado por ambos, tanto o professor quanto os estudantes têm a possibilidade de aprender e
construir juntos, afinal todos os indivíduos têm suas próprias histórias. Moraes (2004, p. 60)
afirma que: “Nessa perspectiva, a função do educador é gerar atividades por meio de
procedimentos concretos que facilitam a motivação para o aprendizado e a de ser um processo
de construção do conhecimento”. A aprendizagem não pode ser vista como um processo
mecânico, por isso o professor, com suas técnicas e metodologias, possibilita ao aluno perceber
que os conceitos científicos podem ser incorporados ao seu cotidiano, aplicando nas concepções
variadas situações. 1 A APRENDIZAGEM SIGNIFICATIVA COMO PROCESSO DE CONSTRUÇÃO DO
CONHECIMENTO GEOGRÁFICO A pesquisa em questão almejou trabalhar de forma que o processo de ensino-
aprendizagem tivesse relação com a prática social do estudante, objetivando mediar os
conhecimentos e conceitos apreendidos ao longo da vida para uma abordagem que buscasse
entender conteúdos significativos para os estudantes. Trabalhar a prática social do estudante
significa compreender a importância de utilizar o conhecimento já trazido por ele para pensar
as diferentes abordagens dos conteúdos escolares, promovendo os conceitos espontâneos e
científicos nos quais o estudante aprende a desenvolver suas habilidades intelectuais para a
construção de uma aprendizagem dos conteúdos geográficos. É É nesse sentido que o presente estudo pode contribuir para a teoria da aprendizagem
significativa, discutidos nos textos de Moraes (2004), Alegro (2008), Tomita (2009), Morais e
Cavalcanti (2011). Assim, objetiva-se trazer para o cotidiano um trabalho pedagógico e didático
que valoriza os conhecimentos prévios dos discentes como troca de saberes e diálogos, pois a 2 O CURRÍCULO E A PRÁTICA DOCENTE EM GEOGRAFIA NA EDUCAÇÃO DE
JOVENS E ADULTOS O currículo é um documento importante para o educador, pois contém os conteúdos que
serão supostamente trabalhados ao longo do ano letivo, tendo o professor a possibilidade de
selecioná-los. É importante ressaltar que o currículo não é só conteúdo, mas relação de poder,
cultura e conhecimento, já que está relacionado à forma como a educação se consolida dentro
e fora da sala de aula; às relações entre professor e educando, professor e escola, professor e
comunidade; aos conceitos e conteúdos propostos; à forma ideológica que este documento é
construído, dentre tantas outras situações às quais o documento se associa. Diante disso, o
professor tem um papel importante, pois se faz necessário entender as contradições cotidianas,
ter consciência política do seu papel enquanto educador, debater, buscar e romper com as
desigualdades e a exclusão social. É importante ressaltar que as experiências cotidianas dos estudantes não estão
necessariamente organizadas no currículo formal a ser seguido, e, por isso, cabe ao docente
fazer as articulações dos conteúdos e dos conceitos científicos. Compreender a função social da
disciplina de Geografia permite que o conhecimento construído entre professor e aluno em sala
de aula seja um instrumento essencial para o processo de aprendizagem, uma vez que, para
Kaercher (2003), a Geografia é feita no nosso dia a dia e deve partir do cotidiano do educando,
cuja realidade torna-se objeto de reflexão e, assim, deve estar presente na espacialidade
costumeira de cada aluno em sua plenitude e complexidade. Assim, o professor, ao organizar
seu material para uma determinada aula, tem a possibilidade de criar a disciplina de inúmeras
formas, pois, segundo Castrogiovanni (2003), o ensino da Geografia deve priorizar a análise do
espaço vivido e oportunizar a compreensão da riqueza espaço-temporal e da própria existência
humana. Portanto, neste estudo, incentiva-se o uso das práticas socioespaciais como uma
abordagem. Santos (2008, p. 146) afirma: “[...] as práticas sociais, portanto, necessitam de um
conhecimento da espacialidade das coisas, um conhecimento geográfico, ainda que não
sistematizado”. A prática docente deve ser construída também através da realidade escolar, articulando
teoria e prática. Logo, o professor pode aprofundar discussões, trocar experiências, instigar os
conhecimentos adquiridos no trabalho, na vida, na escola com o intuito de debater, analisar,
questionar, dentro do seu campo disciplinar. Por conseguinte, o educando pode fazer
associações com o vivido, fomentando as múltiplas influências sociais presentes nas relações
do aluno com a escola e com o mundo. SEÇÃO LIVRE SEÇÃO LIVRE 209 c) O indivíduo precisa se permitir a aprender novos conhecimentos e, com o auxílio de
materiais e métodos, possibilitar ainda mais a apreensão do que já sabe para atrelar ao
novo conhecimento; c) O indivíduo precisa se permitir a aprender novos conhecimentos e, com o auxílio de
materiais e métodos, possibilitar ainda mais a apreensão do que já sabe para atrelar ao
novo conhecimento; c) O indivíduo precisa se permitir a aprender novos conhecimentos e, com o auxílio de
materiais e métodos, possibilitar ainda mais a apreensão do que já sabe para atrelar ao
novo conhecimento; d) A organização do professor é fundamental, uma vez que ele apresenta oportunidades e
várias alternativas para que os alunos possam refletir a partir dos conhecimentos prévios
e do novo conhecimento. d) A organização do professor é fundamental, uma vez que ele apresenta oportunidades e
várias alternativas para que os alunos possam refletir a partir dos conhecimentos prévios
e do novo conhecimento. Tomita (2009, p. 63) afirma ainda que a “aprendizagem significativa pode ser entendida
como uma possibilidade de aprender por caminhos múltiplos, porque envolve a razão pessoal
de forma individualizada”. A organização dos procedimentos deve estar pautada em objetivos
e metodologias bem coerentes aos conceitos, pois assim os estudantes compreendem a função
das atividades e são estimulados a refletir. Em vista disso, o professor obterá as respostas
expressivas no processo de ensino-aprendizagem. O obstáculo que enxergamos para a construção do conhecimento está situado na
maneira como aprendemos a pensar sobre o mundo, isto é, como concebemos a NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 ç
No entanto, quando há a ausência de uma formação continuada ou até mesmo exista
uma formação inicial precária, o professor apresentará dificuldades para trabalhar determinados
conteúdos e conceitos, fazendo com que não haja uma reflexão crítica daquilo que está sendo
ensinado; e os discentes passam, então, a ser prejudicados à medida que não são estimulados a
refletir. Tomita (2009) afirma que a aprendizagem deve ser significativa, mas, para isso, as
experiências e vivências anteriores precisam ser consideradas como fatores relevantes para a
construção desse processo. Daí é possível que os alunos consigam compreender melhor e
solucionar problemas do seu cotidiano, o que pode ocasionar, ainda de acordo com a autora,
novas ações, atitudes e comportamentos e, consequentemente, novas aprendizagens. Nessa expectativa e com base em Ausubel (1980), é recomendável incorporar na
prática de ensino, a ideia de que o fator mais importante e que influencia na
aprendizagem é aquilo que o aluno já sabe, isto é, a aprendizagem ocorre a partir do
que o aluno já conhece e do que já se aprendeu. Assim, no processo de ensino-
aprendizagem é importante levar em conta a soma acumulada da educação formal,
sistematicamente ocorrida, e também da não formal ocorrida assistematicamente no
convívio familiar e social. (TOMITA, 2009, p. 61). O conhecimento científico é um instrumento de “poder” daquele que o detém. De acordo
com Moraes (2004), é importante que o indivíduo consiga perceber que a aprendizagem tem
um significado e, para que tenha relevância, são necessários quatro fatores: a) O material disponível aos indivíduos deve ser significativo, de modo que haja relevância
em aprender determinado conteúdo, não apenas a memorização de estados e capitais no
ensino de Geografia, caso contrário, não haverá uma aprendizagem significativa; a) O material disponível aos indivíduos deve ser significativo, de modo que haja relevância
em aprender determinado conteúdo, não apenas a memorização de estados e capitais no
ensino de Geografia, caso contrário, não haverá uma aprendizagem significativa; b) O indivíduo necessita ter vontade própria de aprender e também utilizar materiais que
podem ser um estímulo maior no processo de aprendizagem. Para ilustrar essa
afirmação, citam-se dois exemplos de uma mesma aula de Geografia com a temática de
problemas ambientais da cidade: uma em que o professor só ilustra a aula com a sua
própria fala, e outra em que há a exposição oral, porém, com o auxílio de vídeo, imagens
e comparações de linguagem; 2 O CURRÍCULO E A PRÁTICA DOCENTE EM GEOGRAFIA NA EDUCAÇÃO DE
JOVENS E ADULTOS Silva aponta que: 210 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 articulação das disciplinas na escola. Isso não significa desconhecer as decisões
políticas que vão desde como o corpo docente é formado, assim como se dá a escolha
dos objetivos pedagógicos, quais linguagens serão desenvolvidas assim como os
conteúdos (tanto aqueles que os alunos portam como aqueles que são consagrados nas
disciplinas). (SILVA, 2012, p. 111). As atividades didático-pedagógicas produzidas por meio de uma leitura de mundo mais
crítica facilitam e contribuem bastante para a construção de conhecimentos, conteúdos e
conceitos científicos, pois é o momento em que o educador direciona e possibilita o
amadurecimento do raciocínio, o pensamento reflexivo e as manifestações empíricas através do
que foi trabalhado teoricamente. Para Cavalcanti, [...] professores abertos e sensíveis ao diálogo com seus alunos buscam contribuir para
o processo de atribuição de significados aos conteúdos trabalhados, baseados em cada
contexto específico, de acordo com as representações dos alunos, considerando suas
capacidades individuais e de grupo, mas dirigindo o processo a fim de promover a
aprendizagem-formação de conceitos – ‘adiantando’ seu desenvolvimento buscando
‘quebrar’
barreiras
entre
conhecimentos
científico,
escolar
e
cotidiano. (CAVALCANTI, 2012, p. 173). Nesse sentido, é necessário ter um conhecimento mínimo da comunidade escolar de
forma a reconhecer a espacialidade na qual a escola está inserida, isto é, estar a par das inter-
relações sociais, físicas, políticas, econômicas, culturais e históricas. Retomando a
especificidade da discussão em relação ao currículo, ele é a seleção dos conteúdos produzidos
por determinados grupos ou indivíduos baseada numa política educacional. Para Silva, O currículo é sempre o resultado de uma seleção: de um universo mais amplo de
conhecimento e saberes seleciona-se aquela parte que vai construir, precisamente o
currículo. As teorias do currículo tendo decidido quais conhecimentos devem ser
selecionados, buscam justificar por que ‘esses conhecimentos’ e não ‘aqueles’ devem
ser selecionados. (SILVA, 1999, p. 15). O professor tem sua importância na construção e no desenvolvimento do pensamento
crítico do discente, por isso torna-se relevante compreender como esse currículo institucional,
que muitas vezes vem sendo imposto precisa ser seguido, é apresentado na sala de aula, ou seja,
é importante captar como o docente influencia na prática curricular. Segundo Malta, O currículo tem uma especificidade muito particular. É importante que, durante as aulas, haja problematização do mundo do trabalho e da
própria produção social, de forma que os alunos tenham a possibilidade de refletir a partir das
suas vivências cotidianas. Ainda recorrendo a Santos, A especificidade da EJA enquanto modalidade de ensino voltada para jovens e adultos
é atendida quando se articula trabalho, seja em seu sentido social seja em sua
dimensão histórica, à produção do espaço. Construir a ideia de que todos são
responsáveis por essa produção, inclusive os trabalhadores, embora a sociedade de
classes determine papéis e responsabilidades diferenciadas nesse processo, constitui-
se tarefa da geografia escolar para todas as modalidades e níveis de ensino. Na EJA,
entretanto, a proporção dessa premissa alcança graus bastante elevados, uma vez que
muitos dos alunos já fazem parte do processo produtivo e já têm demarcado seu lugar
na divisão social do trabalho, o que os torna ao mesmo tempo testemunhas e agentes
de todo o processo estudado. (SANTOS, 2008, p. 279). Na Educação de Jovens e Adultos, ensinar os conteúdos a partir das vivências dos alunos
facilita o processo de ensino-aprendizagem, já que suas práticas socioespaciais são ilustradas. Além disso, as discussões podem ser relevantes para o entendimento do cotidiano e da realidade
social dos estudantes. Novamente evocando Santos, Pode-se dizer que o mundo do trabalho é a temática que mais imediatamente se
relaciona com a Educação de Jovens e Adultos. Em uma proposta curricular voltada
para essa modalidade, as questões e reflexões sobre o trabalho são praticamente
imperativas se pretende atender o princípio através do qual a realidade vivida pelos
estudantes deva ser considerada. (SANTOS, 2008, p. 184). Assim sendo, a problemática do mundo do trabalho e da experiência vivida pelos
estudantes da EJA pode ser um elemento na construção de uma proposta curricular de Geografia
que privilegie um pensamento autônomo e crítico, bem como das práticas socioespaciais. 2 O CURRÍCULO E A PRÁTICA DOCENTE EM GEOGRAFIA NA EDUCAÇÃO DE
JOVENS E ADULTOS Todos os que dele participam e
todos os que têm ingerência sobre o currículo, não o fazem de maneira neutra. Trata-
se de uma área impregnada de valores, ideologias, forças, interesses e necessidades e
exige, para uma definição mais exata, a explicitação de um quadro filosófica, histórica
e política. (MALTA, 2013, p. 342). O currículo tem uma função social, uma vez que nele estão presentes os conteúdos a
serem lecionados. Porém, como é feita as seleções desses conteúdos? Existe alguma
intencionalidade? Refletindo sobre essas questões, compreende-se que o currículo é um
documento de tamanha significância. Silva afirma que: Da perspectiva pós-estruturalista, podemos dizer que o currículo é também uma
questão de poder e que as teorias do currículo, na medida em que buscam dizer o que
o currículo deve ser, não podem deixar de estar envolvidas em questões de poder. Selecionar é uma operação de poder. Privilegiar um tipo de conhecimento é uma
operação de poder. Destacar, entre as múltiplas possibilidades, uma identidade ou
subjetividade como sendo a ideal é uma operação de poder. (SILVA, 1999, p. 16). SEÇÃO LIVRE SEÇÃO LIVRE 211 A organização curricular é baseada na concepção de alguns sujeitos ou de um
determinado grupo, que através desse documento expressam a sua funcionalidade para o
público da EJA. De acordo com Santos: Isso quer dizer que, ao nos referimos à EJA, devemos levar em conta uma série de
complexas relações que envolvem a aquisição de saberes por parte de seu público. Mesmo em programas oficiais de ensino essa dimensão deve ser observada, sem a
qual corremos o risco de abandonar toda trajetória histórica percorrida pela tentativa
de possibilitar o acesso da classe trabalhadora a outras interpretações e visões de
mundo para além daquelas construídas na luta pela sua sobrevivência. (SANTOS,
2008, p. 62). É importante que, durante as aulas, haja problematização do mundo do trabalho e da
própria produção social, de forma que os alunos tenham a possibilidade de refletir a partir das
suas vivências cotidianas. Ainda recorrendo a Santos, Desta forma, o discente conseguiria compreender de maneira mais simplificada a
integração entre os conhecimentos escolares e os do cotidiano. De acordo com Santos, Desta forma, o discente conseguiria compreender de maneira mais simplificada a
integração entre os conhecimentos escolares e os do cotidiano. De acordo com Santos, [...] a educação popular só faz sentido quando desenvolvida exatamente na fronteira
das disciplinas, o que não quer dizer, obviamente, que os conhecimentos específicos
destas não devam ser considerados. Assim, a escolha e o desenvolvimento do tema
gerador a partir do universo temático dos alunos exigem conhecimentos espaciais que
relacionem o local ao global, ou seja, impõem uma perspectiva que vê o mundo
através da articulação das escalas de análise. (SANTOS, 2008, p. 146). Em relação à disciplina de Geografia, inúmeras foram as reformulações na ciência. Segundo Santos (2008, p. 141): “o objetivo de sintetizar o conteúdo da série escolar ocultava,
na verdade, uma geografia tradicional, conservadora e que desprezava o espaço vivido e
construído pelos próprios sujeitos participantes das classes supletivas”. A Geografia que se
encontra presente na escola pode ser entendida a partir da abordagem histórica, sendo
justificada por temáticas e questionamentos que são explicados como anacrônicos e
ultrapassados. As transformações que ocorrem no ensino de Geografia na educação básica são
consequências das políticas educacionais influenciadas pelas novas abordagens da ciência
geográfica, que também está relacionada aos atuais contextos político, econômico e cultural. Diante disso, busca-se mostrar a importância que a Geografia Escolar tem no currículo da EJA,
pois, a partir dessa ciência, é possível desenvolver em sala de aula reflexões sobre a vida do
aluno trabalhador, auxiliando na criticidade da sua relação com a natureza e dos seus processos
históricos, sociais, econômicos e culturais. Conforme Santos: [...] na seleção de conteúdos normalmente encontrada em livros didáticos e propostas
curriculares para a Educação Básica, o mundo do trabalho sempre foi tratado como
algo não muito propício a ser aprofundado nas aulas de geografia. É nesse sentido que
ações pedagógicas na EJA podem contribuir para a centralidade dessa categoria na
perspectiva geográfica. Em função disso, novos conteúdos passam a compor o temário
geográfico escolar, dentre eles a maior atenção à geografia do trabalho. (SANTOS,
2011, p. 102). A disciplina de geografia no currículo escolar auxilia na construção de um pensamento
autônomo, reflexivo e pode até mesmo proporcionar um raciocínio espacial do estudante da
EJA a partir de suas vivências, sejam elas como discente ou como trabalhador. 3 A EDUCAÇÃO DE JOVENS E ADULTOS DO MUNICÍPIO DE DUQUE DE CAXIAS
E SUA ESTRUTURA CURRICULAR EM GEOGRAFIA O currículo do ensino fundamental regular não deve ser comparado ao da EJA, mas
revisto e apresentado de maneira distinta, afinal, o público alvo é diferenciado e com isso, torna-
se inviável fazer qualquer tipo de comparação entre estes dois tipos de educando, pois cada
faixa etária corresponde a diferentes fases. Tomando mais uma vez de empréstimo as palavras
de Santos: Se é verdade que devemos respeitar as características desse público ao se pensar um
conjunto de provas específicas para ele, é também fato que não devemos entender por
isso que a EJA deve ser considerada uma modalidade menor, na qual os
conhecimentos escolares devam ser menos prezados ou facilitados. O desafio é 212 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 justamente manter o nível de complexidade exigido no ensino dirigido para crianças
e adolescentes, porém adaptado à realidade de vida dessas pessoas. (SANTOS, 2008,
p. 150). Uma geografia assim concebida leva-nos fatalmente a considerar o aluno, em especial
aquele oriundo das classes populares, como um ser neutro, sem vida, sem cultura, sem
história – um ser que não trabalha, não produz a riqueza neste momento histórico e
neste espaço geográfico determinado. O aluno não participa do espaço geográfico que
ele estuda. Se o espaço não é encarado como algo em que o homem (aluno) está
inserido, natureza que ele próprio ajuda a moldar, a verdade geográfica do indivíduo
se perde e a Geografia se torna alheia para ele. (RESENDE, 1986, p. 18). Desta forma, o discente conseguiria compreender de maneira mais simplificada a
integração entre os conhecimentos escolares e os do cotidiano. De acordo com Santos, Compreender a importância das diferentes linguagens (gravuras, músicas, literaturas, dados estatísticos,
documentos de diferentes fontes, mapas, gráficos e tabelas) na leitura da paisagem, tornando-se capaz de
interpretar, analisar e relacionar diversas informações sobre o espaço. Utilizar a linguagem gráfica para obter informações, compreendendo a espacialidade dos fenômenos
geográficos. Fonte: Organizado pelos autores baseados na Secretaria Municipal de Educação de Duque de Caxias
(2012). Tabela 1 - Objetivos Gerais da disciplina de Geografia do município de Duque de Caxias
Objetivos Gerais de Geografia
Redimensionar o entendimento de mundo a partir dos conceitos geográficos básicos, tais como: território,
lugar, paisagem, espaço geográfico. Compreender a diversidade socioespacial, percebendo a importância de respeitá-la. Compreender a cidadania como parte das relações entre a sociedade e a natureza integrando-se como sujeito
ativo, construtor/transformador de seu espaço histórico e cultural. Desenvolver a autonomia do aluno para que ele busque o conhecimento em diferentes tipos de linguagem. Compreender a importância das diferentes linguagens (gravuras, músicas, literaturas, dados estatísticos,
documentos de diferentes fontes, mapas, gráficos e tabelas) na leitura da paisagem, tornando-se capaz de
interpretar, analisar e relacionar diversas informações sobre o espaço. Utilizar a linguagem gráfica para obter informações, compreendendo a espacialidade dos fenômenos
geográficos. Fonte: Organizado pelos autores baseados na Secretaria Municipal de Educação de Duque de Caxias
(2012). p
g
Objetivos Gerais de Geografia O primeiro objetivo enfatiza a importância dos conceitos geográficos, sendo esses
conceitos-chaves. Porém, é relevante incluir o conceito de região não citado no documento,
pois esta parte da discussão sobre a disciplina permite compreender as diferentes organizações
espaciais a partir de diversas formas de estruturação do território econômico, social, político e
cultural, dentre outros âmbitos. O segundo objetivo, apesar de trazer a questão relacionada à “diversidade
socioespacial”, não explica quais seriam os grupos ou o tipo de diversidade aos quais faz
referência: quilombolas, ribeirinhos, indígenas, entre outros. Não é um objetivo direto, ficando
aberto a diferentes interpretações para os professores. O segundo objetivo, apesar de trazer a questão relacionada à “diversidade
socioespacial”, não explica quais seriam os grupos ou o tipo de diversidade aos quais faz
referência: quilombolas, ribeirinhos, indígenas, entre outros. Não é um objetivo direto, ficando
aberto a diferentes interpretações para os professores. O terceiro objetivo propõe o resgate da importância da cidadania na relação homem X
natureza e do sujeito como ativo e transformador do espaço geográfico. Desta forma, o discente conseguiria compreender de maneira mais simplificada a
integração entre os conhecimentos escolares e os do cotidiano. De acordo com Santos, Neste artigo,
apresenta-se parte do currículo do ensino fundamental II, que está presente no Documento
Oficial da Secretaria Municipal de Educação de Duque de Caxias (2012), para a EJA. Segundo
o documento, a criação do currículo surgiu a partir de consultas realizadas junto à secretaria e
aos professores de Geografia dos cursos de EJA. A intenção, portanto, é analisar esse currículo
por meio dos objetivos gerais da disciplina de Geografia e dos objetivos específicos das etapas
IV (sexto e sétimo anos) e V (oitavo e nono anos), saber como os conteúdos estão organizados
e se há algum tipo de temática referente à cidade local ou se apenas seguem as orientações
propostas pelo Ministério da Educação (MEC). Na tabela a seguir, estão os objetivos gerais do
ciclo da disciplina de Geografia. SEÇÃO LIVRE 213 Tabela 1 - Objetivos Gerais da disciplina de Geografia do município de Duque de Caxias
Objetivos Gerais de Geografia
Redimensionar o entendimento de mundo a partir dos conceitos geográficos básicos, tais como: território,
lugar, paisagem, espaço geográfico. Compreender a diversidade socioespacial, percebendo a importância de respeitá-la. Compreender a cidadania como parte das relações entre a sociedade e a natureza integrando-se como sujeito
ativo, construtor/transformador de seu espaço histórico e cultural. Desenvolver a autonomia do aluno para que ele busque o conhecimento em diferentes tipos de linguagem. Compreender a importância das diferentes linguagens (gravuras, músicas, literaturas, dados estatísticos,
documentos de diferentes fontes, mapas, gráficos e tabelas) na leitura da paisagem, tornando-se capaz de
interpretar, analisar e relacionar diversas informações sobre o espaço. Utilizar a linguagem gráfica para obter informações, compreendendo a espacialidade dos fenômenos
geográficos. Fonte: Organizado pelos autores baseados na Secretaria Municipal de Educação de Duque de Caxias
(2012). Tabela 1 - Objetivos Gerais da disciplina de Geografia do município de Duque de Caxias
Objetivos Gerais de Geografia
Redimensionar o entendimento de mundo a partir dos conceitos geográficos básicos, tais como: território,
lugar, paisagem, espaço geográfico. Compreender a diversidade socioespacial, percebendo a importância de respeitá-la. Compreender a cidadania como parte das relações entre a sociedade e a natureza integrando-se como sujeito
ativo, construtor/transformador de seu espaço histórico e cultural. Desenvolver a autonomia do aluno para que ele busque o conhecimento em diferentes tipos de linguagem. NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Existe a necessidade de maior investimento na sistematização e na organização do
currículo para a Educação de Jovens e Adultos. O trabalho pedagógico demanda
comprometimento e uma produção própria de material didático, de maneira que os alunos sejam
capazes de problematizar o que vivenciam, de criar o gosto por estar na sala de aula, de fazer
relações e comparações para que o processo de aprendizagem seja contínuo. Nos objetivos específicos apresentados na tabela 2, serão apontadas explicações de
como esse currículo poderia incluir conteúdos e temáticas que partilhassem a experiência e o
cotidiano dos alunos. Tabela 2 - Objetivos Específicos da Etapa IV da disciplina de Geografia do município de Duque de
Caxias
Objetivos Específicos
Conhecer os conceitos fundamentais que se relacionam aos temas específicos da geografia. Compreender os principais movimentos da Terra e suas influências sobre as atividades humanas. Desenvolver o uso da linguagem cartográfica. Compreender a dinâmica dos fatores internos e externos que afetam o relevo terrestre. Compreender as diferentes formas de regionalização do espaço geográfico brasileiro. Conhecer os diferentes setores da atividade econômica. Compreender a relação existente entre os processos de industrialização e urbanização. Reconhecer os indicadores da desigualdade social no Brasil decorrentes do processo de urbanização das grandes
cidades. Compreender as especificidades dos espaços urbano e rural. Compreender os diferentes aspectos relacionados à dinâmica populacional brasileira. Fonte: Secretaria Municipal de Educação de Duque de Caxias, 2012, organizado pelos autores. Tabela 2 - Objetivos Específicos da Etapa IV da disciplina de Geografia do município de Duque de
Caxias
Objetivos Específicos
Conhecer os conceitos fundamentais que se relacionam aos temas específicos da geografia. Compreender os principais movimentos da Terra e suas influências sobre as atividades humanas. Desenvolver o uso da linguagem cartográfica. Compreender a dinâmica dos fatores internos e externos que afetam o relevo terrestre. Compreender as diferentes formas de regionalização do espaço geográfico brasileiro. Conhecer os diferentes setores da atividade econômica. Compreender a relação existente entre os processos de industrialização e urbanização. Reconhecer os indicadores da desigualdade social no Brasil decorrentes do processo de urbanização das grandes
cidades. Compreender as especificidades dos espaços urbano e rural. Compreender os diferentes aspectos relacionados à dinâmica populacional brasileira. Fonte: Secretaria Municipal de Educação de Duque de Caxias, 2012, organizado pelos autores. Compreender as especificidades dos espaços urbano e rural. Compreender as especificidades dos espaços urbano e rural. Compreender as especificidades dos espaços urbano e rural. p
p
p ç
Compreender os diferentes aspectos relacionados à dinâmica populacional brasileira. Desta forma, o discente conseguiria compreender de maneira mais simplificada a
integração entre os conhecimentos escolares e os do cotidiano. De acordo com Santos, Estudar cidadania na
EJA é importante, pois o educador é capaz de auxiliar na criticidade sobre o direito de ir e vir,
na construção do pensamento do que é viver dignamente com acesso à educação e à saúde de
qualidade, à segurança, ao saneamento básico, à luz e à água encanada. Logo, essa discussão é
relevante para o conhecimento do cidadão. O terceiro objetivo propõe o resgate da importância da cidadania na relação homem X
natureza e do sujeito como ativo e transformador do espaço geográfico. Estudar cidadania na
EJA é importante, pois o educador é capaz de auxiliar na criticidade sobre o direito de ir e vir,
na construção do pensamento do que é viver dignamente com acesso à educação e à saúde de
qualidade, à segurança, ao saneamento básico, à luz e à água encanada. Logo, essa discussão é
relevante para o conhecimento do cidadão. p
O quarto objetivo poderia ser substituído porque não destaca nenhum elemento
geográfico coerente. E trabalhar com linguagens é parte do sistema operacional pedagógico. Os
objetivos quinto e sexto fazem parte também do sistema operatório não apresentando conteúdo
pertinente à disciplina de Geografia, pois eles integram as competências. Apesar de
compreender a importância da análise das diferentes linguagens para ensinar Geografia, bem
como dos diferentes documentos, entende-se que não só a paisagem pode ser analisada a partir
dessas linguagens. O quarto objetivo poderia ser substituído porque não destaca nenhum elemento
geográfico coerente. E trabalhar com linguagens é parte do sistema operacional pedagógico. Os
objetivos quinto e sexto fazem parte também do sistema operatório não apresentando conteúdo
pertinente à disciplina de Geografia, pois eles integram as competências. Apesar de
compreender a importância da análise das diferentes linguagens para ensinar Geografia, bem
como dos diferentes documentos, entende-se que não só a paisagem pode ser analisada a partir
dessas linguagens. Os objetivos gerais presentes no currículo do município de Duque de Caxias são
relevantes para a disciplina escolar. Entretanto, temáticas referentes ao cotidiano que privilegia
as práticas socioespaciais dos estudantes da EJA poderiam estar incluídas no referido
documento. O currículo seguido é o formal, que não tem de fato uma proposta para esse público. Para Resende: 214 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 a 2 - Objetivos Específicos da Etapa IV da disciplina de Geografia do município de Duque de
Caxias
Objetivos Específicos SEÇÃO LIVRE 215 SEÇÃO LIVRE espaço brasileiro, pois destacaram as diferentes regionalizações, não enfatizando qual tipo, ou
seja, sem ressaltarem se era a subdivisão do IBGE, do Milton Santos, das Regiões
Geoeconômicas, entre outras; mesmo apresentadas, essas regionalizações estão na categoria
dos objetivos específicos. Por isso, retoma-se o discurso anterior: será que realmente esses conteúdos não
poderiam ser trabalhados de outra maneira, levando em consideração, por exemplo, a
contribuição das experiências do estudante, como o relato de um possível deslocamento
migratório para o Sudeste? Por que não trabalhar o espaço brasileiro a partir da relação com o
mundo do trabalho, fazendo uma abordagem espacial baseada nas cidades? É pautado nesse
tipo de temática e conteúdo que o professor da EJA pode criar mecanismos para que o discente
sinta-se motivado a participar, contribuir com suas experiências e se interessar pelo que está
sendo desenvolvido. Para Resende, Acreditamos, isto sim, em assumir, dentro do sistema formal de ensino, o papel de
agente de contradição, acumulando, através de uma prática ainda que só parcialmente
inovadora e mesmo setorizada, forças que podem articular-se, ao nível de luta social
concreta, com o avanço das reivindicações política dos trabalhadores por um outro
sistema de ensino, por uma verdadeiramente nova, por uma nova sociedade. (RESENDE, 1986, p. 166). Acreditamos, isto sim, em assumir, dentro do sistema formal de ensino, o papel de
agente de contradição, acumulando, através de uma prática ainda que só parcialmente
inovadora e mesmo setorizada, forças que podem articular-se, ao nível de luta social
concreta, com o avanço das reivindicações política dos trabalhadores por um outro
sistema de ensino, por uma verdadeiramente nova, por uma nova sociedade. (RESENDE, 1986, p. 166). É necessário que a escola cumpra seu papel criando mecanismos para que a educação
seja acessível ao público que a frequenta em diferentes turnos. É preciso que o conhecimento
se torne acessível às camadas populares de forma a minimizar os impactos sofridos diariamente
por sua realidade. Os demais objetivos apresentam conteúdos como: economia brasileira,
industrialização, urbanização, desigualdades sociais, o urbano e o rural e dinâmicas
populacionais. Desta forma, pode-se afirmar que, entre os conteúdos do 6º e 7º anos, há uma
significativa parcela de temáticas voltadas para o espaço brasileiro em que o aluno terá a
possibilidade de conhecer as relações existentes no seu país. p
p
p ç
Compreender os diferentes aspectos relacionados à dinâmica populacional brasileira. p
p
p p
Fonte: Secretaria Municipal de Educação de Duque de Caxias, 2012, organizado pelos autores. O primeiro objetivo aponta para a importância de conhecer os conceitos fundamentais
da disciplina que já estão especificados nos objetivos gerais. O segundo, terceiro e quarto
objetivos atendem aos conteúdos propostos para o 6º ano, embora ainda que estejam de forma
bem resumida. Dentre uma gama de conteúdo, realizou-se uma seleção enfatizando os
movimentos da terra, linguagens cartográficas e relevo terrestre. A linguagem cartográfica é fundamental para localização, orientação, interpretações de
informações contidas em mapas, plantas, croquis, entre outros exemplos. Do mesmo modo, é
necessário o conhecimento acerca do relevo, pois o aluno não precisa compreender o processo
através da utilização de termos técnicos, como a orogênese, mas entender os tipos e formas para
articular, por exemplo, com as inundações, com o formato de relevo encontrado na Baixada
Fluminense e com suas características e especificidades. Esses conteúdos geográficos são relevantes para a disciplina, porém, nota-se que o
mundo do trabalho não está inserido nos objetivos. Dessa maneira, não há reflexão sobre a vida
do aluno trabalhador. Para Santos: A problemática e a análise do mundo do trabalho, portanto, devem se constituir em
ações educativas fundamentais para uma proposta curricular que considere a
ressignificação do saber, da experiência e a construção de um pensamento crítico e
autônomo por parte dos alunos. Sem dúvida alguma, isso torna extremamente
desafiador o trabalho docente e exige dos conhecimentos disciplinares a busca pela
melhor forma de contribuir para esse processo, pois nem sempre a tradição seletiva
do currículo das escolas para crianças contempla temas, abordagens e exemplos do
mundo do trabalho. (SANTOS, 2011, p. 100). Por esse motivo, o papel da Geografia no âmbito escolar da EJA precisa ser repensado
com o intento de trazer para a sala de aula conteúdos significativos daquilo que é ensinado,
possibilitando a problematização e a experiência do mundo do trabalho que são instrumentos
para a construção do pensamento geográfico. Como os demais objetivos dessa etapa são
correspondentes ao 7º ano, entende-se que os mesmos foram bem específicos ao trabalharem o Tabela 3 - Objetivos Específicos da Etapa V da disciplina de Geografia do município de Duque de
Caxias
Objetivos Específicos
Compreender a interação sociedade-natureza e as questões relacionadas aos problemas socioambientais.
Compreender as diferentes formas de regionalização do mundo contemporâneo.
Compreender os mais importantes aspectos do processo de globalização.
Analisar a inserção do espaço Latino-Americano na lógica mundial do sistema capitalista.
Analisar a posição da África no Mundo Contemporâneo e a influência de sua cultura na sociedade brasileira.
Compreender questões relevantes no continente asiático: conflitos no Oriente Médio e o desenvolvimento da
China.
Analisar a crise do Estado de Bem-Estar Social e os conflitos sociais e étnico-religiosos no continente europeu.
Fonte: Organizado pelos autores baseados na Secretaria Municipal de Educação de Duque de Caxias
(2012). NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 Em relação aos objetivos da etapa V, partilham-se conteúdos do 8º e 9º anos. O primeiro
objetivo ressalta a relação sociedade-natureza e os problemas socioambientais, porém, mais
uma vez, não faz menção à realidade do aluno, sendo este um tema de suma relevância. Assim,
observar-se a partir da análise da tabela 3 que a realidade socioambiental do município de
Duque de Caxias não está contemplada no currículo. Nesse sentido, vale indagarmos: por que
não apresentar aos discentes a relação da cidade local com os problemas socioambientais? Isto
é, o Aterro Metropolitano que encerrou as atividades, a relação da Refinaria, a construção do
Arco Metropolitano, por exemplo. Dessa forma, cabe ao professor fazer a articulação com o
currículo, trazendo novas possibilidades a partir de diferentes escalas que podem partir do local-
global ou vice-versa. g
Os demais objetivos trazem os conteúdos a serem seguidos pelos Parâmetros
Curriculares Nacionais (PCN) de Geografia (1998), como regionalização mundial, globalização
e suas relações com os continentes americano, africano, asiático e europeu. É notória a
preocupação em trazer as regionalizações mundiais nessa etapa, apresentando uma visão dos
continentes de forma geral. O interessante é que não há a discussão do conceito de região no
objetivo geral, como já foi mencionado anteriormente. Compreender a realidade dos outros continentes é importante para discutir e analisar
questões sociais, econômicas, culturais, físicas, inclusive fazendo comparações com o espaço
de vivência dos alunos, porém, se os alunos não têm o conhecimento da realidade local, não
será possível fazer considerações em âmbito global. De acordo com Resende (1986, p. 156), se
“o espaço vivido é sempre descrito e/ou julgado à luz da experiência concreta de trabalho e
sobrevivência, à luz da posição que o sujeito ocupa nas relações sociais de produção [...]”, o
saber geográfico pode estar “escondido” nas experiências que fazem parte da história real dos
alunos. Diante disso, mostra-se relevante trazer uma concepção pedagógica que valorize as
experiências do aluno e acredite na construção do conhecimento a partir das suas práticas
socioespaciais. SEÇÃO LIVRE Todavia, não se ressaltou a questão da especificidade do Estado do Rio de Janeiro e de
Duque de Caxias, por exemplo. Será que realmente os estudantes da Educação de Jovens
Adultos conhecem minimamente a sua realidade, o seu bairro, a sua cidade ou o seu estado? De
modo a obter resultados positivos no processo de ensino-aprendizagem, o educando precisa
compreender que o seu cotidiano também faz parte desse dinamismo, sendo possível extrair
dele conhecimentos que podem ser desenvolvidos na sala de aula. Nesse sentido, o professor pode mediar as práticas socioespaciais dos discentes, a
geografia do trabalho, a geografia da percepção, voltando-se às temáticas trabalhadas na sala
de aula para que o conhecimento seja uma troca, para que o saber científico seja construído
coletivamente. 216 SEÇÃO LIVRE SEÇÃO LIVRE configura uma das instâncias formadoras da cidadania, que são as práticas cotidianas. A partir
dessa concepção, a escola tem sua responsabilidade na discussão sobre o significado da
cidadania que se faz presente na vida do aluno através da organização social e democrática e
das lutas e incorporações dos direitos sociais. A EJA da Educação Básica está associada a um público que possui experiências próprias
de vida, presentes no mundo do trabalho. Conforme Resende (1986, p. 20), “agir assim
significaria, contudo, valorizar uma experiência de espaço do aluno, do aluno pobre – uma
experiência de espaço que lhe é própria”. 4 CONSIDERAÇÕES FINAIS O professor como mediador do processo educativo, de forma didática, tem a
possibilidade de inserir os conteúdos curriculares relacionando-os ao contexto do estudante. A
compreensão do lugar e do cotidiano levam o aluno à reflexão e ao próprio entendimento do
seu papel dentro daquela localidade. Trabalhar a realidade deve ser algo indispensável e mostra
a preocupação do educador em querer que seu discente se (re) conheça dentro de sua realidade,
possibilitando a aprendizagem significativa. A organização do currículo deve estar voltada para conteúdos que estimulem o
desenvolvimento do raciocínio e da espacialidade, que valorizem o estudante como principal
sujeito do processo de ensino-aprendizagem e que sejam construídos politicamente como um
saber poderoso, crítico e reflexivo a ser passado, e não como um saber elitizado. O documento
curricular do município de Duque de Caxias poderia destacar, na introdução do texto,
informações sobre a disciplina de Geografia, sobre a relevância de se trabalhar com os
conteúdos a partir das práticas socioespaciais dos estudantes. Desse modo, seria possível
reforçar a necessidade de articulação entre a prática pedagógica do professor e a teoria e a
prática. Então, cabe ao professor a responsabilidade de trazer determinados conteúdos que
possibilitem aos educandos a compreensão da sua realidade, com exemplos da sua cidade e do
seu espaço de vivência. As práticas socioespaciais são componentes importantes para
compreender o modo de vida dos alunos, suas representações e sua identidade. Para Sacramento e Souza (2016, p. 13): “Dessa forma, o ensino de Geografia está
estritamente ligado à formação da cidadania, pois constrói e reconstrói conhecimentos”,
capacitando os alunos a terem uma noção do mundo em que vivem, consciência essa que 217 VALCANTI, Lana de Souza. O ensino de geografia na escola. Campinas: Papirus, 2012 INSTITUTO BRASILEIRO DE GEOGRAFIA E ESTÁTISTICA. IBGE Cidades. Disponível em: https://cidades.ibge.gov.br. Acesso em: 12 de ago. 2020. KAERCHER, Nestor André. A geografia é o nosso dia-a-dia. In: CASTROGIOVANNI,
Antonio Carlos. et al (org.). Geografia em sala de aula: práticas e reflexões. 4. ed. Porto
Alegre: EdUFRGS, 2003. p. 11-21. MALTA, Shirley Cristina Lacerda. Uma abordagem sobre currículo e teorias afins visando à
compreensão e mudança. Revista Espaço do Currículo, João Pessoa, v. 6, n. 2, p. 340-354,
2013. Disponível em: https://periodicos.ufpb.br/ojs/index.php/rec/article/view/3732/9757. Acesso em: 14 de fev. de 2016. MORAES, Jerusa Vilhena de. A construção do conceito geográfico por meio do uso de
documentos. 2004. Dissertação (Mestrado em Geografia) - Faculdade de Filosofia, Letras e
Ciências Humanas da Universidade de São Paulo, São Paulo, 2004. MORAIS, Eliana Marta Barbosa Vieira; CAVALCANTI, Lana de Souza. A cidade, os
sujeitos e suas práticas espaciais cotidianas. In: MORAIS, Eliana Marta Barbosa Vieira;
CAVALCANTI, Lana de Souza (org.). A cidade e seus sujeitos. Goiânia: Vieira, 2011. p. 13-30. RESENDE, Márcia Spyer. A geografia do aluno trabalhador. São Paulo: Loyola, 1986. REFERÊNCIAS ALEGRO, Regina Célia. Conhecimento prévio e aprendizagem significativa de conceitos
históricos no Ensino Médio. 2008. Tese (Doutorado em Educação) - Universidade Estadual
Paulista Julio de Mesquita Filho, (Campus de Marília), São Paulo, 2008. 239folhas. BRASIL. Secretaria de Educação Fundamental. Parâmetros Curriculares Nacionais:
terceiro e quarto ciclos do ensino fundamental: introdução aos parâmetros curriculares
nacionais. Brasília: MEC, 1998. CASTROGIOVANNI, Antonio Carlos. E agora, como fica o ensino da geografia com a
globalização? In: CASTROGIOVANNI, A. C. et al (rg.). Geografia em sala de aula:
práticas e reflexões. 4. ed. Porto Alegre: EdUFRGS, 2003. p. 83-85. CAVALCANTI, Lana de Souza. O ensino de geografia na escola. Campinas: Papirus, 2012. ESENDE, Márcia Spyer. A geografia do aluno trabalhador. São Paulo: Loyola, 1986. SACRAMENTO, Ana Claudia Ramos; SOUZA, Camila Vianna de. A produção social do
espaço e o ensino de geografia na cidade de São Gonçalo. Revista da Pós Graduação em NOVA REVISTA AMAZÔNICA - VOLUME IX - Nº 01 - MARÇO 2021 - ISSN: 2318-1346 218 Geografia–ProPGeo da Universidade Estadual do Ceará, Fortaleza, v. 5, n. 8, p. 6-32,
2016. Disponível em:
http://seer.uece.br/?journal=geouece&page=article&op=view&path%5B%5D=1608. Acesso
em: 02 de jan. de 2017. Geografia–ProPGeo da Universidade Estadual do Ceará, Fortaleza, v. 5, n. 8, p. 6-32,
2016. Disponível em:
http://seer.uece.br/?journal=geouece&page=article&op=view&path%5B%5D=1608. Acesso
em: 02 de jan. de 2017. SANTOS, Enio José Serra dos. Educação geográfica de jovens e adultos trabalhadores:
concepções, políticas e propostas curriculares. 2008. Tese (Doutorado em Educação) -
Programa de Pós-Graduação em Educação, Universidade Federal Fluminense, Niterói, 2008. SANTOS, Enio José Serra dos. A educação geográfica de jovens e adultos trabalhadores no
contexto urbano. In: CAVALCANTI, Lana de Souza; BUENO, Miriam Aparecida; SOUZA,
Vanilton Camilo de (org.). Produção do conhecimento e pesquisa no ensino da geografia. Goiás: PUC, 2011. p. 97-110. SECRETARIA MUNICIPAL DE EDUCAÇAO DE DUQUE DE CAXIAS. Proposta
pedagógica. 2012. Disponível em: http://www.smeduquedecaxias.rj.gov.br. Acesso em: 16 de
abr. 2016. SILVA, Jorge Luiz Barcellos da. Formação de professores dos anos iniciais do ensino
fundamental: considerações sobre escola, conhecimento, linguagem e ensino de Geografia. Terra Livre, São Paulo, v. 1, n. 38, p. 99-120, 2012. Disponível em:
https://www.agb.org.br/publicacoes/index.php/terralivre/article/view/462. Acesso em: 27 de
jun de 2016 SILVA, Jorge Luiz Barcellos da. Formação de professores dos anos iniciais do ensino
fundamental: considerações sobre escola, conhecimento, linguagem e ensino de Geografia. Terra Livre, São Paulo, v. 1, n. 38, p. 99-120, 2012. Disponível em:
https://www.agb.org.br/publicacoes/index.php/terralivre/article/view/462. Acesso em: 27 de
jun. de 2016. Terra Livre, São Paulo, v. 1, n. 38, p. 99-120, 2012. Disponível em:
https://www.agb.org.br/publicacoes/index.php/terralivre/article/view/462. Acesso em: 27 de
jun. de 2016. SILVA, Tomaz Tadeu da. Teoria do currículo. In: SILVA, Tomaz Tadeu da (org.). Documentos de identidade: uma introdução às teorias do currículo. Belo Horizonte:
Autêntica, 1999. p. 11-17. SOUZA, Camila Vianna de. As práticas socioespaciais urbanas dos estudantes da EJA do
município de Duque de Caxias - RJ. 2017. Dissertação (Mestrado em Geografia) -
Programa de Pós-Graduação em Geografia, Faculdade de Formação de Professores da
Universidade do Estado do Rio de Janeiro, São Gonçalo, 2017. TOMITA, Luzia Mitiko Saito. Ensino de geografia: aprendizagem significativa por meio de
mapas conceituais. 2009. Tese (Doutorado em Geografia) – Programa de Pós-Graduação em
Geografia Física, Departamento de Geografia, Faculdade de Filosofia, Letras e Ciências
Humanas, Universidade de São Paulo, São Paulo, 2009.
|
https://openalex.org/W4289751828
|
https://zenodo.org/records/1317547/files/50.ARSLAN%20UQAILI.pdf
|
English
| null |
GAMMA-GLUTAMYL TRANSFERASE AS PREDICTOR OF EARLY VIROLOGIC RESPONSE IN SOFOSBUVIR TREATED CHRONIC HEPATITIS C GENOTYPE 3 PATIENTS
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,018
|
cc-by
| 3,709
|
Abstract:
Obj
i Logistic regression analysis model for GGT as predictor of EVR shows 0.912 (91.2%) Area under
curve (P 0 0001) (
)
Conclusion: The present study concludes low serum GGT level positively predicts an early virological response (EVR) in
chronic hepatitis C patients. Key words: Gamma Glutamyl transferase, Chronic Hepatitis C, Early Virological Response ey wo ds: Gamma Glutamyl t ansfe ase,
Ch onic
epatitis C,
a ly Vi ological
esponse
Corresponding Author:
Burhan Memon,
Medical Officer, Civil Hospital Matiari,
Sindh, Pakistan,
Email: burhanaslam.memon@hotmail.com,
Contact no: +92-332-2605852
Please cite this article in press Burhan Memon et al., Gamma-Glutamyl Transferase as Predictor of Early Virologic
Response in Sofosbuvir Treated Chronic Hepatitis C Genotype 3 Patients, Indo Am. J. P. Sci, 2018; 05(07). QR code Corresponding Author:
Burhan Memon,
Medical Officer, Civil Hospital Matiari,
Sindh, Pakistan,
Email: burhanaslam.memon@hotmail.com,
Contact no: +92-332-2605852
Please cite this article in press Burhan Memon et al., Gamma-Glutamyl Transferase as Predictor of Early Virologic
Response in Sofosbuvir Treated Chronic Hepatitis C Genotype 3 Patients, Indo Am. J. P. Sci, 2018; 05(07). QR code Corresponding Author:
Burhan Memon,
Medical Officer, Civil Hospital Matiari,
Sindh, Pakistan,
Email: burhanaslam.memon@hotmail.com,
Contact no: +92-332-2605852
Please cite this article in press Burhan Memon et al., Gamma-Glutamyl Transferase as Predictor of Early Virologic
Response in Sofosbuvir Treated Chronic Hepatitis C Genotype 3 Patients, Indo Am. J. P. Sci, 2018; 05(07). QR code Corresponding Author: Abstract:
Obj
i Abstract:
Objective: Analyze the baseline Gamma-glutamyl transferase (GGT) as predictor of Early Virologic Response (EVR) in
Sofosbuvir treated chronic hepatitis C genotype 3 patients. S
d D
i
C
i
l
d Study Design: Cross sectional study
Study setting & Duration: Department of Medicine, Liaquat University Hospital Jamshoro/Hyderabad from August 2017 to
March 2018 Subjects and Methods: A sample of 100 HCV- PCR positive; comprising of 63 male and 37 female was studied. Anti HCV-
antibodies were detected by 3rd generation ELISA assay kit. Viral load HCV- RNA was detected by RT- PCR method on Cobas
Amplicor (Roche Diagnostic Inc.). Hemoglobin, platelets, serum bilirubin, albumin, Prothrombin time (PT), alanine
transaminase (ALT) and gamma glutamyl transferase (GGT) were detected. Data was analyzed on SPSS ver 22.0 by Student`s t-
test and Chi- square test at 95% confidence interval (CI) (P < 0.05). Subjects and Methods: A sample of 100 HCV- PCR positive; comprising of 63 male and 37 female was studied. Anti HCV-
antibodies were detected by 3rd generation ELISA assay kit. Viral load HCV- RNA was detected by RT- PCR method on Cobas
Amplicor (Roche Diagnostic Inc.). Hemoglobin, platelets, serum bilirubin, albumin, Prothrombin time (PT), alanine
transaminase (ALT) and gamma glutamyl transferase (GGT) were detected. Data was analyzed on SPSS ver 22.0 by Student`s t-
test and Chi- square test at 95% confidence interval (CI) (P < 0.05). Results: Age (mean ± SD) of male and female was noted as 43.93±7.95 and 43.45±4.54 years respectively (P=0.032). Of 100
l
63%
l
d 37%
f
l
(P 0 940) H
l bi
P
th
bi
ti
d
GGT h
i
ifi
t test and Chi- square test at 95% confidence interval (CI) (P < 0.05). Results: Age (mean ± SD) of male and female was noted as 43.93±7.95 and 43.45±4.54 years respectively (P=0.032). Of 100
sample, 63% were male and 37% were female (P=0.940). Hemoglobin, Prothrombin time and serum GGT shows significant
differences between groups. Logistic regression analysis model for GGT as predictor of EVR shows 0.912 (91.2%) Area under
curve (P=0.0001). q
f
(
) (
)
Results: Age (mean ± SD) of male and female was noted as 43.93±7.95 and 43.45±4.54 years respectively (P=0.032). Of 100
sample, 63% were male and 37% were female (P=0.940). Hemoglobin, Prothrombin time and serum GGT shows significant
differences between groups. IAJPS 2018, 05 (07), 6567-6571 IAJPS 2018, 05 (07), 6567-6571 Burhan Memon et al ISSN 2349-7750 Available online at: http://www.iajps.com Available online at: http://www.iajps.com GAMMA-GLUTAMYL TRANSFERASE AS PREDICTOR OF EARLY
VIROLOGIC RESPONSE IN SOFOSBUVIR TREATED CHRONIC
HEPATITIS C GENOTYPE 3 PATIENTS
1Burhan Memon, 2 Sanober Jamali, 3Hiba Jamali, 4 Pir Maroof Qureshi, 5 Zain Amar
1Medical Officer, Civil Hospital Matiari, Sindh, Pakistan,
Email: burhanaslam.memon@hotmail.com,
2Medical Officer, Shafay Hospital Qasimabad, Hyderabad, Sindh
Email: drsanober@yahoo.com,
3 Medical Student, Isra University Faculty of Medicine and Allied Medical Sciences, Hyderabad, Sindh,
Email: jamali46@hotmail.com,
4 Medical Officer, Wali Bhai Rajputana Hospital, Hyderabad, Sindh
Email: pir.maroof.qureshi.pmq@gmail.com,
5 Medical Officer, Jijal Maau Hospital, Hyderabad, Sindh, Pakistan
Email: zain.amarsp@gmail.com, INTRODUCTION: were selected according to inclusion criteria. Age
40- 50 years, HCV- RNA PCR positive, genotype
3, drug naïve, without signs of liver fibrosis of both
gender were included. Chronic hepatitis cases of
relapse/recurrence with previous anti HCV therapy
were excluded. Sofosbuvir 400mg daily and
ribavirin (1000mg daily for body weight <75 kg
and 1200mg for body weight >75 kg) were
prescribed.6 Ribavirin was given in 2 doses. Anti
HCV- antibodies were detected by 3rd generation
ELISA assay kit. Viral load HCV- RNA was
detected by reverse transcriptase polymerase chain
reaction (RT- PCR) method. Cobas Amplicor
(Roche Diagnostic Inc.) was used for RT- PCR
analysis. HCV genotyping was performed by
hybridization method. Lower limit of detection was
20 IU/ml. Serum HCV- RNA was detected as
baseline and at 4 weeks, 12 weeks and at the end of
therapy period. Rapid virological response (RVR),
early virological response (EVR) and Sustained
virological response (SVR) were defined as
undetectable serum HCV-RNA at week 4, week 12
week and 24 weeks respectively.6 Study protocol
was in accordance to the Helsinki`s declaration. Inclusion and exclusion were strictly exercised. They were informed that the information will not
be shared to none and there will be no harm to
them. Volunteers were interviewed to gain their
confidence. Volunteers were requested for blood
sampling for laboratory testing purpose. Volunteers
were informed that they may withdraw at any time
and this will not affect their medical therapy. Volunteers were asked to sign the consent form. Volunteers were examined clinically. Age, gender
and blood pressure were noted. Venous blood was
collected under strict aseptic conditions from
prominent vein in the cubital fossa. Blood sample
(2 ml) for hemoglobin and platelet estimation was
collected in the EDTA tubes. 3 ml blood was
centrifuged at x12, 000 g for ten minutes to
separate the sera. Hemoglobin, platelets, serum
bilirubin, albumin, Prothrombin time (PT), alanine
transaminase
(ALT)
and
gamma
glutamyl
transferase (GGT) were detected by standard
laboratory methods. A proforma was designed for
data collection. Confidentiality of patient’s data
was secured. Study was approved by the
institution`s ethical review committee (ERC). Data
was analyzed on SPSS ver 22.0 by Student`s t-test
and Chi- square test. Student`s t-test analyzed the
continuous variables and results presented as mean
+/- SD. Chi- square test was used for analysis of
categorical variables and outcome presented as
frequency and %. Burhan Memon, Page 6567 w w w . i a j p s . c o m IAJPS 2018, 05 (07), 6567-6571 IAJPS 2018, 05 (07), 6567-6571 ISSN 2349-7750 ISSN 2349-7750 Burhan Memon et al Burhan Memon et al INTRODUCTION: Data was analyzed at 95%
confidence interval (CI) (P < 0.05). were selected according to inclusion criteria. Age
40- 50 years, HCV- RNA PCR positive, genotype
3, drug naïve, without signs of liver fibrosis of both
gender were included. Chronic hepatitis cases of
relapse/recurrence with previous anti HCV therapy
were excluded. Sofosbuvir 400mg daily and
ribavirin (1000mg daily for body weight <75 kg
and 1200mg for body weight >75 kg) were
prescribed.6 Ribavirin was given in 2 doses. Anti
HCV- antibodies were detected by 3rd generation
ELISA assay kit. Viral load HCV- RNA was
detected by reverse transcriptase polymerase chain
reaction (RT- PCR) method. Cobas Amplicor
(Roche Diagnostic Inc.) was used for RT- PCR
analysis. HCV genotyping was performed by
hybridization method. Lower limit of detection was
20 IU/ml. Serum HCV- RNA was detected as
baseline and at 4 weeks, 12 weeks and at the end of
therapy period. Rapid virological response (RVR),
early virological response (EVR) and Sustained
virological response (SVR) were defined as
undetectable serum HCV-RNA at week 4, week 12
week and 24 weeks respectively.6 Study protocol
was in accordance to the Helsinki`s declaration. Inclusion and exclusion were strictly exercised. They were informed that the information will not
be shared to none and there will be no harm to
them. Volunteers were interviewed to gain their
confidence. Volunteers were requested for blood
sampling for laboratory testing purpose. Volunteers
were informed that they may withdraw at any time
and this will not affect their medical therapy. Volunteers were asked to sign the consent form. Volunteers were examined clinically. Age, gender
and blood pressure were noted. Venous blood was
collected under strict aseptic conditions from
prominent vein in the cubital fossa. Blood sample
(2 ml) for hemoglobin and platelet estimation was
collected in the EDTA tubes. 3 ml blood was
centrifuged at x12, 000 g for ten minutes to
separate the sera. Hemoglobin, platelets, serum
bilirubin, albumin, Prothrombin time (PT), alanine
transaminase
(ALT)
and
gamma
glutamyl
transferase (GGT) were detected by standard
laboratory methods. A proforma was designed for
data collection. Confidentiality of patient’s data
was secured. Study was approved by the
institution`s ethical review committee (ERC). Data
was analyzed on SPSS ver 22.0 by Student`s t-test
and Chi- square test. Student`s t-test analyzed the
continuous variables and results presented as mean
+/- SD. INTRODUCTION: Chi- square test was used for analysis of
categorical variables and outcome presented as
frequency and %. Data was analyzed at 95%
fid
i t
l (CI) (P < 0 05) Globally hepatitis C viral (HCV) infection has
emerged as a serious health problem. World
incidence of HCV is estimated as 200 million
(3.3%).1 Approximately 3-4 million people are
infected by HCV throughout the World. Reported
incidence of HCV ranges 0.2 – 40% and varies in
different geography areas of World.2 An annual
burden of 10 million chronic viral hepatitis C (CHC)
has been reported in the Pakistan.3,4 Amongst highest
HCV infection countries, the Pakistan ranks second
with an approximate incident rate of 4.5% to 8%.1,5
HCV is a hepatotropic virus that disturbs the
hepatocyte enzymes. Alanine transaminase (ALT)
and gamma-glutamyl transferase (GGT) are liver
enzymes of clinical significance.6 GGT has emerged
as a biological indicator of viral response to drug
therapy. GGT is expressed on the cell membranes of
renal tubules, brain capillaries and biliary epithelium. GGT is a cell-surface heterodimeric glycoprotein that
catalyzes the glutathione metabolism.7 GGT is used a
clinical biomarker of hepatobiliary disorders, drug
intake and alcohol consumption, etc. However, its
diagnostic and prognostic worth is debatable.8 Few
recent studies1,7,8 have highlighted its predictive,
prognostic and diagnostic value. Raised GGT is
reported as indicator of mortality in chronic liver
disease, diabetes mellitus and neoplastic disorders.9
Serum GGT levels are raised in CHC patients.6-9
Previous studies have reported low baseline GGT
level is a strong predictor of sustained virologic
response (SVR) to anti viral drug therapy such as
interferon.1,6-9 Serum GGT levels are reported to be
predictor of hepatocellular carcinoma (HCC) in CHC
patients. Its
predictive
value
for
the
HCC
development has been in non- cirrhotic CHC patients
even after successful eradication of HCV.10-13
Whether serum GGT levels are associated or not with
development of CHC are not well understood. A
study from China reported serum GGT levels during
various phases of CHC. This study reported GGT as
a potential predictive clinical biomarker for hepatitis
C in response to sofosbuvir therapy. The present
prospective study analyzed the baseline Gamma-
glutamyl transferase (GGT) as predictor of Early
Virologic Response (EVR) in Sofosbuvir treated
chronic hepatitis C patients in patients reporting at
our tertiary care hospital
SUBJECTS AND METHODS: SUBJECTS AND METHODS: Burhan Memon et al Burhan Memon et al ISSN 2349-7750 ISSN 2349-7750 SUBJECTS AND METHODS: A cross sectional study was conducted at the
Department of Medicine, Liaquat University
Hospital Jamshoro/Hyderabad from August 2017
to March 2018. A sample of 100 HCV- PCR
positive; comprising of 63 male and 37 female Page 6568 w w w . i a j p s . c o m IAJPS 2018, 05 (07), 6567-6571 IAJPS 2018, 05 (07), 6567-6571 Burhan Memon et al DISCUSSION: corroborate the present study. In present study, the
success rate was 100% EVR with sofosbuvir and low
baseline GGT positively predicted the EVR. Lawaitz
et al17 treated chronic HCV patients with moderate
hepatic dysfunction with sofosbuvir and reported
positive response of declining HCV RNA within 7
days of therapy. Mansoor et al22 studied 153 cases of
chronic hepatitis C patients and reported Sofosbuvir
was highly successful in eradication of HCV- RNA
and achieved EVR irrespective of genotypes. They
reported genotype 3 being the most common that
supports the present study. There was no difference
of sofosbuvir in achieving the EVR between male
and female that is in agreement to above study.22
Sarwar et al23 found 83.1% of CHC patients
achieving SVR with sofosbuvir/ribavirin therapy. The results of present study reports 100% results of
EVR in CHC genotype 3 patients. The limitations of
present study include a small sample size; however,
the low baseline GGT as predictive marker of EVR is
being reported for the first time. SCUSS O
The present cross sectional study is the first time
reporting on the baseline GGT as predictor of early
virological response (EVR) in sofosbuvir treated
chronic hepatitis C genotype 3 patients. Age (mean ±
SD) of male and female was noted as 43.93±7.95 and
43.45±4.54 years respectively (P=0.032). Of 100
sample, 63% were male and 37% were female
(P=0.940). These findings are in agreement with
previous studies.1,14-15 Tahir et al14 reported age of
30- 59 years that is in agreement with present study. However, they reported increased incidence among
female subjects that contradicts to the present study. In present study, male outnumbered to female that is
in agreement to Sirhindi et al15 as they found
increased among male patients. Siddique16 reported
the mean age of 46 years that is in agreement to the
present study with male dominancy. The present
study included genotype 3 CHC patients that are in
agreement to above studies. Pakistan has high
prevalence of genotype 3 hepatic C virus. The
prevalence is reported as 4.5-8.2%.1,14-16 Sofosbuvir is
a newer oral anti viral drug that has yielded dramatic
cure rates against chronic hepatitis C. Sofosbuvir
specifically inhibits the NS5B polymerase enzyme of
all genotypes of HCV. CONCLUSION: The present study concludes low serum GGT level
positively predicts an early virological response
(EVR) in chronic hepatitis C genotype 3 patients. The
results of present study reports 100% results of EVR
in CHC genotype 3 patients with sofosbuvir and
ribavirin. REFERENCES: RESULTS: shown in table I. Results of present study reports
100% results of EVR in CHC genotype 3 patients
and there was no response difference between
male and female patients. Logistic regression
analysis model for GGT as predictor of EVR
shows AUC of 0.912 (91.2%) (P=0.0001) (Graph
1 and Table II). Age (mean ± SD) of male and female was noted as
43.93±7.95 and 43.45±4.54 years respectively
(P=0.032). Of 100 sample, 63% were male and
37% were female (P=0.940) (Table I). Baseline
hemoglobin, platelets, serum bilirubin, albumin,
Prothrombin time (PT), alanine transaminase
(ALT) and gamma glutamyl transferase (GGT) are Table 1. Demography and biochemical findings of study subjects
(n= 100)
Male
Female
P-value
Gender
63%
37%
0.0001
Age (years)
43.93±7.95
43.45±4.54
0.940
Systolic BP (mmHg)
128.57±16.81
141.21±19.05
0.0001
Diastolic BP (mmHg)
72.76±9.62
78.35±13.47
0.001
Hemoglobin (g/dl)
13.37±2.27
11.90±4.26
0.027
Platelet (x106)
296.36±77.54
281.27±85.91
0.369
Bilirubin (mg/dl)
1.90±0.66
1.67±0.69
0.109
Albumin (g/dl)
3.83±0.97
3.65±0.76
0.345
PT (seconds)
20.68±6.96
13.81±5.15
0.0001
ALT (U/L)
82.79±18.98
90.40±28.32
0.345
GGT (U/L)
28.32±6.27
32.83±9.48
0.005 Graph 1. Logistic regression analysis model shows the area under curve of GGT as predictor of EVR aph 1. Logistic regression analysis model shows the area under curve of GGT as predictor of EVR Page 6569 w w w . i a j p s . c o m IAJPS 2018, 05 (07), 6567-6571 ISSN 2349-7750 Burhan Memon et al Table II. Area Under the Curve
Test Result Variable(s): Predicted probability
Area
Std. Errora
P-value.b
Asymptotic 95% CI
Lower Bound
Upper Bound
0.912
0.026
0.0001
0.863
0.959
The test result variable(s): Predicted probability has at least one tie between the positive
actual state group and the negative actual state group. Statistics may be biased. a. Under the nonparametric assumption
b. Null hypothesis: true area = 0.50 Table II. Area Under the Curve
Test Result Variable(s): Predicted probability
Area
Std. Errora
P-value.b
Asymptotic 95% CI
Lower Bound
Upper Bound
0.912
0.026
0.0001
0.863
0.959
The test result variable(s): Predicted probability has at least one tie between the positive
actual state group and the negative actual state group. Statistics may be biased. a. Under the nonparametric assumption
b. Null hypothesis: true area = 0.50 Table II. Area Under the Curve DISCUSSION: Hence sofosbuvir is pan-
genotype nucleotide analogue effective against
HCV.17,18 Genotype 3 HCV is predominantly found in
the country and prevalence has been reported as
around 78% in Pakistan.19,20 In present study, the
logistic regression analysis model for GGT as
predictor of EVR shows AUC of 0.912 (91.2%)
(P=0.0001). Zebreska et al 21 reported poor response
of genotype 3 HCV infection with elevated baseline
GGT and low platelet counts treated with Pegylated
interferon-α and ribavirin. The finding supports the
observations of the presents study. They further
added that the achieving a rapid (RVR) and early
virological response (EVR) are associated with
higher likelihood of a sustained virological response
(SVR).21 Siddique et al16 treated 201 patients with
sofosbuvir and ribavirin and reported excellent RVR
and EVR at first month of therapy. The findings REFERENCES: 1. Saeed M, Iram S, Hussain S, Mobeen R, Ahmad
M, Ashraf M. Hepatitis C virus infection;
Frequency of a dumb murderer in blood donors’
community of Lahore. Professional Med J 2016;
23(5):546-552. 2. Akhtar AM, Khan MA, Ijaz T, Iqbal Z, Rana
MY, Maqbool A, Rehman A. Seroprevalence
and determinants of hepatitis-c virus infection in
blood donors of Lahore, Pakistan. Pak J Zool
2013; 45:1–7. 3. Waheed Y, Shafi T, Safis Z, Qadri I. Hepatitis C
virus in Pakistan: a systematic review of 3. Waheed Y, Shafi T, Safis Z, Qadri I. Hepatitis C
virus in Pakistan: a systematic review of 3. Waheed Y, Shafi T, Safis Z, Qadri I. Hepatitis C
virus in Pakistan: a systematic review of Page 6570 w w w . i a j p s . c o m IAJPS 2018, 05 (07), 6567-6571 Burhan Memon et al ISSN 2349-7750 prevalence, genotypes and risk factors. World J
Gastroenterol 2009; 15:5647–5653. 14. Tahir M, Suhail AM, Tahir F, Hamza SA,
Bukhari SAH. Detection and genotyping of HCV
in patients of Sheikh Zayed Hospital, Lahore,
Pakistan. J Uni Med Dent Coll 2016; 7(1):25-30. prevalence, genotypes and risk factors. World J
Gastroenterol 2009; 15:5647–5653. 4. Raja Janjuaka NS. Epidemiology of hepatitis C
virus infection in Pakistan. J Microbiolimmunol
infect 2008; 41:4–8. 15. Sirhindi GA, Bajawa MA, Asif MJ, Khan LA,
Alamgir
MA. Frequency
and
different
indications for anti-hcv screening. Pak J Med
Health Sci 2012; 6(1):94-96. 5. Khattak MF, Salamat N, Bhatti FA, Qureshi TZ. Seroprevalence of hepatitis B, C and HIV in
blood donors in Northern Pakistan. J Pak Med
Assoc 2012; 52:398–402. 16. Siddique MS, Shoaib S, Saad A, Iqbal HJ,
Durrani N. Rapid virological & End treatment
response of patients treated with Sofosbuvir in
Chronic Hepatitis C. Pak J Med Sci 2017;
33(4):813-817. 6. Huang R, Yang CC, Liu Y, Xia J, Su R, Xiong
YL, Wang GY, Sun ZH, Yan XM, Lu S, Wu C. Association
of
serum
gamma
glutamyl
transferase with treatment outcome in chronic
hepatitis B patients. World J Gastroenterol 2015;
21(34): 9957-9965. 17. Lawitz E, Mangia A, Wyles D, Rodriguez-Torres
M, Hassanein T, Gordon SC, et al. Sofosbuvir
for previously untreated chronic hepatitis C
infection. N Engl J Med 2013; 368:1878–87. 7. Liaw YF, Chu CM. Hepatitis B virus infection. Lancet 2009; 373: 582-592 [PMID: 19217993. 18. REFERENCES: Lawitz E, Poordad F, Brainard DM, Hyland RH,
An D, Dvory-Sobol H, et al. Sofosbuvir with
Peginterferon
ribavirin
for
12
weeks
in
previously treated patients with hepatitis C
genotype 2 or 3 and cirrhosis. Hepatol 2015;
61:769–75. 8. Whitfield JB. Gamma glutamyl transferase. Crit
Rev Clin Lab Sci 2001; 38: 263-355. 9. Everhart JE, Wright EC. Association of γ-
glutamyl
transferase
(GGT)
activity
with
treatment and clinical outcomes in chronic
hepatitis C (HCV). Hepatol 2013; 57: 1725-
1733. 19. Steinbrenner N, Sprinzl MF, Zimmermann T,
Wörns MA, Zimmerer T, Galle PR, et al. Early
virological response may predict treatment
response
in
sofosbuvir-based
combination
therapy of chronic hepatitis C in a multi-center
“real-life” cohort.BMC Gastroenterology 2015;
15:97:2-8. 10. Ruhl CE, Everhart JE. Elevated serum alanine
aminotransferase
and
gamma-glutamyl
transferase and mortality in the United States
population. Gastroenterol 2009; 136: 477-85.e11. 11. Güzelbulut F, Sezikli M, Cetinkaya ZA, Ozkara
S, Gönen C, Ovünç AO. A lower serum gamma-
glutamyl transferase level does not predict a
sustained virological response in patients with
chronic hepatitis C genotype 1. Gut Liver 2013;
7: 74-81. 20. Schneider MD, Sarrazin C. Antiviral therapy of
hepatitis C in 2014: do we need resistance
testing? Antiviral Res 2014; 105:64–71. 21. Güzelbulut F, Sezikli M, Cetinkaya ZA, Ozkara
S, Gönen C, Ovünç AO. A lower serum gamma-
glutamyltransferase level does not predict a
sustained virological response in patients with
chronic hepatitis C genotype 1. Gut Liver 2013;
7:74-81. 12. Huang CF, Yeh ML, Tsai PC, Hsieh MH, Yang
HL, Hsieh MY, Yang JF, Lin ZY, Chen SC,
Wang LY, Dai CY, Huang JF, Chuang WL, Yu
ML. Baseline gamma-glutamyl transferase levels
strongly correlate with hepatocellular carcinoma
development in non-cirrhotic patients with
successful hepatitis C virus eradication. J
Hepatol 2014; 61: 67-74. 22. Mansoor VB, Ahmed U, Jahanzaib M, Ali Z,
Haroon MA, Ahmed H, Munim A. End
Treatment Response in Chronic Hepatitis C
Patients to Sofosbuvir and Ribavirin. Ann Pak
Inst Med Sci 2016; 12(3):127-130. 13. Dogan UB, Akin MS, Yalaki S. A low serum γ-
glutamyl transferase level predicts a sustained
virological response in patients with chronic
hepatitis C genotype 1. Gut Liver 2014; 8: 113-
115. 23. Sarwar S, Khan AA. Sofosbuvir based therapy in
Hepatitis C patients with and without cirrhosis:
Is there difference? Pak J Med Sci 2017;
33(1):37-41. Page 6571 w w w . i a j p s . c o m
|
https://openalex.org/W2077827426
|
https://europepmc.org/articles/pmc2408563?pdf=render
|
English
| null |
Rotational stability of the AcrySof SA60TT toric intraocular lenses: A cohort study
|
BMC ophthalmology
| 2,008
|
cc-by
| 3,950
|
BioMed Central BioMed Central Received: 17 October 2007
Accepted: 6 May 2008 Received: 17 October 2007
Accepted: 6 May 2008 Received: 17 October 2007
Accepted: 6 May 2008 This article is available from: http://www.biomedcentral.com/1471-2415/8/8 © 2008 Zuberbuhler 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 Background: To evaluate the rotational stability of the three types of AcrySof SA60TT toric
intraocular lenses (Alcon, Switzerland) in cataract surgery after the first postoperative week. Methods: A retrospective study of 44 eyes in 33 patients. All patients underwent similar
uncomplicated phacoemulsification cataract surgery. Seven eyes with corneal astigmatism of less
than 1.5 D were implanted with the AcrySof SA60T3 intraocular lens. Seventeen eyes with
astigmatism between 1.5 D and 2.25 D received the SA60T4 intraocular lens, and 20 eyes with
more than 2.25 D of corneal astigmatism received the SA60T5 intraocular lens. Intraoperatively,
the axis of the toric lens was aligned to the steepest axis of the corneal astigmatism. Main outcome
measure was the postoperative position of the lens, assessed at 1 week and 3 months, using a
specially designed angle measuring eyepiece for the slit lamp. Results: There was no significant difference in the rotational stability of the three types of toric
intraocular lenses. Overall, the postoperative rotation was within 5 degrees in 95% and within 2
degrees in 68% of eyes. The mean absolute rotation was 2.2 ± 2.2 degrees. No lens showed more
than 9 degrees of rotation, and no lens required secondary repositioning. There was no trend for
either clockwise or anti-clockwise rotation. The surgical procedure did not change the corneal
astigmatism. Conclusion: Once placed to it's position, each of the three types of the AcrySof SA60TT toric
intraocular lenses demonstrate rotational stability in the capsular bag. design as the AcrySof SA60AT monofocal IOL (Alcon,
Switzerland). The toric IOL differs in that there is a toric
component located on the posterior surface of the lens
optic. The optic is marked with 3 peripheral dots that indi-
cate the cylindrical axis of the lens and so enables its cor-
rect alignment with the steepest axis of the corneal
astigmatism during surgery. The AcrySof toric IOL is avail- Open Acce
Research article
Rotational stability of the AcrySof SA60TT toric intraocular lenses:
A cohort study
Bruno Zuberbuhler*†1, Theo Signer†2, Richard Gale†3 and Eduard Haefliger†2
Address: 1Moorfields Eye Hospital NHS Foundation Trust, 162 City Road, London, EC1V 2PD, UK, 2Vista Klinik, Hauptstrasse 55, CH-4102 Open Access ddress: 1Moorfields Eye Hospital NHS Foundation Trust, 162 City Road, London, EC1V 2PD, UK, 2Vista Klinik, Hau
nningen, Switzerland and 3St Thomas' Hospital, Ophthalmology Department, London, SE1 7EH, UK * Corresponding author †Equal contributors Background g
Corneal astigmatism above 1.5 D occurs in 19% of
patients [1]. Implanting a toric intraocular lens (IOL)
offers the possibility of correcting not only spherical
equivalent refraction, but also astigmatism during
phacoemulsification cataract surgery. The AcrySof SA60TT
toric series of IOLs (Alcon, Switzerland) is made of hydro-
phobic Acrylate and shares the same biconvex single-piece Page 1 of 5
(page number not for citation purposes) Page 1 of 5
(page number not for citation purposes) http://www.biomedcentral.com/1471-2415/8/8 BMC Ophthalmology 2008, 8:8 able in 3 types with different cylinder powers: 1.5 D
(SA60T3), 2.25 D (SA60T4) and 3.0 D (SA60T5). incision, continuous curvilinear capsulorhexis, phacoe-
mulsification with cleaver technique and bimanual irriga-
tion/aspiration. The toric IOL was implanted into the
capsular bag with a Monarch II injector and a B-Cartridge. Subsequently, the IOL was rotated with a second instru-
ment, so that the cylindrical axis of the lens was aligned
with the limbal marks of the corneal astigmatism. All
patients were prescribed a combination of tobramicin and
dexamethasone eye drops 4 times daily for 4 weeks. The success of a toric IOL can be judged not only by its
ability to reduce refractive astigmatism immediately post-
operatively, but also by its ability to maintain a stable
position in the capsular bag in the longer term. However,
many surgeons have stopped using toric IOLs because of
reported positional instability [2]. The most frequent
cause of IOL rotation following uncomplicated cataract
surgery is because of capsular bag shrinkage due to fibrosis
[3]. The majority of this occurs within the first three
months after implantation [4]. Even a small rotational
deviation of the toric IOL from its intended axis can result
in large reduction of the astigmatic correction [5]. For
example, a deviation of 10 degrees minimizes the poten-
tial correction by 35%. At 1 week and 3 months postoperatively all patients
underwent best-corrected distance visual acuity, subjec-
tive refraction and slit lamp examination. The postopera-
tive corneal astigmatism was assessed by Orbscan
topography at 3 months. For the measurement of the axis of the toric lens the pupil
was dilated to enable the peripheral dots on the optic to
become visible. A specially designed eyepiece, replacing
one of the 10× eyepieces, was inserted in the slit lamp. Background Looking through the eyepiece, a spirit level, a horizontal
line, a black measurement line and a circular scale in the
periphery with single degree steps could be seen. With the
spirit level the horizontal line could be adjusted to the
horizontal axis. A virtual reference line was used, formed
by the line between the pupils of patient's eyes, to provide
a patient's reference. This reference line was aligned with
the horizontal line of the eyepiece at each follow-up to
guarantee reproducible measuring conditions. The black
measurement line then could be rotated into the axis of
the toric IOL. The angle between the black measurement
line and the horizontal line represented the angle of the
toric IOL. The angle could be read on the peripheral scale
in degrees. The aim of this study was to evaluate the postoperative
rotational stability of the three types of AcrySof SA60TT
toric IOLs in standard cataract surgery between the first
postoperative week and the third month. Methods This is a retrospective cohort study of 44 eyes of 33
patients. The eyes all had corneal astigmatism of 1 to 5 D,
and between July 2006 and March 2007 received an
AcrySof toric intraocular lens during cataract surgery. Exclusion criteria were axial length of less than 22 mm,
zonular weakness, a change in refractive astigmatism of
more than 0.5 D within the 3 months prior to surgery, and
coexisting maculopathy or glaucoma. Eyes with a corneal astigmatism (Orbscan, Carl Zeiss, Ger-
many) of less than 1.5 D were implanted with the AcrySof
SA60T3 IOL, eyes with a corneal astigmatism between 1.5
D and 2.25D were implanted with the SA60T4 IOL, and
eyes showing a corneal astigmatism of more than 2.25 D
were implanted with the SA60T5 IOL. A total of 44 eyes of
33 patients were recruited. Statistical analysis was performed using SPSS Software
(SPSS Inc., Chicago, IL, USA). For comparative statistics
the Wilcoxon matched-pairs test was used and for inde-
pendent samples and the Mann-Whitney U-test was used. For association statistics the Spearman rank correlation
test was applied. P-values less than 0.05 were considered
statistically significant. Biometry was performed with the IOL Master (Carl Zeiss,
Germany), using the Haigis formula for the IOL power
calculation and the company's recommended A-constant
of 118.4 for the toric IOL. The target postoperative spher-
ical equivalent was aimed to emmetropia. Results Forty-four eyes of 33 patients underwent routine phacoe-
mulsification cataract surgery with in-the-bag implanta-
tion of a toric AcrySof IOLs. Seven eyes were implanted
with the SA60T3 IOL, 17 eyes were implanted with the
SA60T4 IOL, and 20 eyes were implanted with the SA60T5
lens (Table 1). There was no difference seen in patients'
age, preoperative best-corrected visual acuity and preoper-
ative spherical equivalent between the three types of IOLs. Preoperatively, the steepest axis of the corneal astigma-
tism, determined by Orbscan topography was marked at
the corneal limbus with a marker pen, using an angle
measuring eyepiece on a BQ900 slit lamp (Haag Streit,
Switzerland). Cataract surgery was performed by a single
surgeon (EH) at the Vista Klinik, Binningen, Switzerland
under topical local anesthesia. Each patient underwent
the same technique with a 2.8 mm superior clear limbal There was no difference in rotational stability between the
three IOL types (p > 0.18). Between week 1 and month 3 Page 2 of 5
(page number not for citation purposes) http://www.biomedcentral.com/1471-2415/8/8 BMC Ophthalmology 2008, 8:8 Table 1: Patient demographics, best-corrected distance visual acuity, refractive astigmatism and corneal astigmatism before and three
months after implantation of a AcrySof SA60TT toric intraocular lens (SA60T3, SA60T4 or SA60T5 type). Results Parameters
SA60T3
SA60T4
SA60T5
Summarized
Eyes (n)
7
17
20
44
Patients (n)
7
14
17
33
Age (y)
Mean ± SD
66 ± 9
71 ± 14
72 ± 13
71 ± 13
Range
52 to 76
35 to 88
35 to 86
35 to 88
Preoperative Parameters
Mean BCDVA (LogMAR) ± SD
0.28 ± 0.22
0.27 ± 0.15
0.30 ± 0.17
0.28 ± 0.17
Mean SE (D) ± SD
-1.90 ± 3.27
-1.60 ± 3.38
-1.50 ± 3.15
-1.60 ± 3.19
Mean refractive astigmatism (D) ± SD*
1.86 ± 0.83
2.24 ± 0.83
2.98 ± 1.07
-
Mean corneal astigmatism (D) ± SD†
1.40 ± 0.55
1.95 ± 0.56
3.06 ± 0.74
-
Postoperative Parameters
Mean BCDVA (LogMAR) ± SD
0.00 ± 0.06
-0.02 ± 0.04
0.05 ± 0.15
0.01 ± 0.11
Mean SE (D) ± SD
-0.75 ± 0.95
-0.80 ± 1.44
-0.38 ± 1.26
-0.61 ± 1.28
Mean refractive astigmatism (D) ± SD*
0.43 ± 0.59
0.22 ± 0.26
0.89 ± 1.29
-
Mean corneal astigmatism (D) ± SD†
1.54 ± 0.51
1.85 ± 0.50
3.19 ± 0.93
-
BCDVA = best-corrected distance visual acuity; SE = spherical equivalent
*The change in refractive astigmatism was statistically significant due to the lens implantation (SA60T3 p = 0.04; SA60T4 p < 0.001; SA60T5 p <
0.001). †The corneal astigmatism did not change significantly due to the surgery (SA60T3 p = 0.17; SA60T4 p = 0.98; SA60T5 p = 0.26). Table 1: Patient demographics, best-corrected distance visual acuity, refractive astigmatism and corneal astigmatism before and three
months after implantation of a AcrySof SA60TT toric intraocular lens (SA60T3, SA60T4 or SA60T5 type). 0.001). †The corneal astigmatism did not change significantly due to the surgery (SA60T3 p = 0.17; SA60T4 p = 0.98; SA60T5 p = 0.26). 0.001). †The corneal astigmatism did not change significantly due to the surgery (SA60T3 p = 0.17; SA60T4 p = 0.98; SA60T p = 0.26 for SA60T5). The mean reduction in refractive
astigmatism was 1.43 D for the SA60T3 IOL, 2.02D for the
SA60T4 IOL, and 2.09D for the SA60T5 IOL. A reduction
of at least 1 D was achieved in 71% of eyes receiving a
SA60T3 IOL, a reduction of at least 1.5 D was achieved in
65% of eyes receiving a SA60T4 IOL, and a reduction of at
least 2 D was achieved in 61% of eyes receiving a SA60T5
IOL. Results There was no correlation between the rotation of the
lens and the amount or the change in refractive astigma-
tism (p = 0.931). the overall mean absolute rotation of all 44 implanted
IOLs was 2.2 ± 2.2 degrees. Sixteen (36%) IOLs rotated
clockwise with a maximum rotation of 9 degrees, sixteen
(36%) IOLs rotated anti-clockwise with a maximum rota-
tion of 5 degrees, and twelve (28%) IOLs did not rotate
(Figure 1). In 95% of eyes the IOL rotation was 5 degrees
or less and in 68% of eyes it was 2 degrees or less. No cor-
relation was seen between the amount of postoperative
rotation and the topographic Sim K readings (p = 0.760),
the axial length of the eye (p = 0.773) or the IOL power (p
= 0.801). At three months, 90% of eyes were within 1.0 D and 81%
of eyes within 0.5 D of the target spherical equivalent. Ninety-six percent of eyes gained one or more Snellen line
of best-corrected distance visual acuity (BCDVA); 82% of
eyes gained two or more Snellen lines of BCDVA. One eye
lost one line of BCDVA. The corneal astigmatism did not significantly change fol-
lowing surgery (p = 0.17 for SA60T3; p = 0.98 for SA60T4; Rotation of the AcrySof SA60TT toric intraocular lens
between the one week and three months postoperative fol-
low-up
Figure 1
Rotation of the AcrySof SA60TT toric intraocular
lens between the one week and three months post-
operative follow-up. No complication was encountered during the intra- and
postoperative course. None of the lenses required second-
ary alignment. Discussion and Conclusion and direction of rotation of the AcrySof SA60TT toric intraocular lenses between the one week and three
plantation in standard cataract surgery. *Statistically, no difference in absolute rotation was noticed between the three types (p > 0.18). results of this study show a mean difference in refractive
cylinder power between the two types of only 0.1 D. The-
oretically, this could be due to errors in our refractive data. Further studies with a longer follow-up are necessary to
analyze the refractive outcome of the toric IOLs. with Z-haptics (HumanOptics, Germany) that the mean
rotation of this lens was 5.2 degrees and the maximum
rotation was 15 degrees. Only 60% of the IOLs demon-
strated five degrees or less of rotation. Sixty percent of the
MicroSil toric IOLs rotated anti-clockwise [7]. Chang [8]
demonstrated in a series of 50 STAAR TL toric IOLs
(STAAR, USA) a maximum rotation of 20 degrees and
72% of the IOLs were within 5 degrees of the intended
axis. A smaller diameter version of this STAAR IOL
(STAAR TF toric IOL) demonstrated rotation of up to 80
degrees and required subsequent repositioning in 50% of
cases [8]. Other currently used toric IOLs include the T-
flex 573T and T-flex 623T (Rayner, United Kingdom), and
the Acri.LISA Toric 466TD and Acri.Comfort 646TLC
(Acri.Tec, Germany). Different methods can be used to accurately determine the
position of a toric IOL. Weinand et al. [9] and Becker et al. [10] analyzed digital and conventional photographs,
taken preoperative and postoperative through the slit
lamp and operating microscope. This method with photo-
graphs in retrograde illumination has become the 'gold
standard' for evaluating the centration and axial position-
ing of a toric intraocular lens. Viestenz et al. [11,12] and
Quentin et al. [13] used the method of simultaneous slide
projection to evaluate the rotation of the toric lens. This
method has shown superior accuracy in calculating the
rotational stability, because it respects the autorotation of
the eye which has shown to be up to 11.5 degrees (mean
of 2.3 degrees) [12,14]. The negative side of the methods
with photographs or slides is the increased time consume
and demand for specific equipment. In this study, we
choose the eyepiece measuring device because it was only
a postoperative analysis of the toric lens axis. Discussion and Conclusion This is the first study to report the rotational stability of
the AcrySof SA60TT toric IOL in a series of 44 cases 3
months after implantation in cataract surgery. The rotational stability of the SA60TT toric IOLs compares
favorably with other current-generation toric IOLs. The
SA60TT showed a mean absolute rotation of 2.2 degrees,
a maximum rotation of 9 degrees and 95% of IOLs
showed 5 degrees or less of rotation (Table 2). De Silva et
al. [6] showed in a series of 21 MicroSil 6116TU toric IOLs Rotation of the AcrySof SA60TT toric intraocular lens
between the one week and three months postoperative fol-
low-up
Figure 1
Rotation of the AcrySof SA60TT toric intraocular
lens between the one week and three months post-
operative follow-up. Rotation of the AcrySof SA60TT toric intraocular lens
between the one week and three months postoperative fol-
low-up
Figure 1
Rotation of the AcrySof SA60TT toric intraocular
lens between the one week and three months post-
operative follow-up. Rotation of the AcrySof SA60TT toric intraocular lens
between the one week and three months postoperative fol
low up
Figure 1
Rotation of the AcrySof SA60TT toric intraocular
lens between the one week and three months post-
operative follow-up. Page 3 of 5
(page number not for citation purposes) BMC Ophthalmology 2008, 8:8
http://www.biomedcentral.com/1471-2415/8/8 http://www.biomedcentral.com/1471-2415/8/8 BMC Ophthalmology 2008, 8:8 Table 2: Absolute rotation and direction of rotation of the AcrySof SA60TT toric intraocular lenses between the one week and three
months follow-up after implantation in standard cataract surgery. Parameters
SA60T3
SA60T4
SA60T5
Summarized
Eyes (n)
7
17
20
44
Absolute rotation (degrees)
Mean ± SD
1.6 ± 1.0*
3.3 ± 2.4*
1.5 ± 2.0*
2.2 ± 2.2
Range
0 to 3
0 to 9
0 to 7
0 to 9
Direction of rotation, n (%)
Clockwise
4 (57%)
7 (41%)
5 (25%)
16 (36%)
Anti-clockwise
2 (29%)
7 (41%)
7 (35%)
16 (36%)
No rotation
1 (14%)
3 (18%)
8 (40%)
12 (28%)
*Statistically, no difference in absolute rotation was noticed between the three types (p > 0.18). Table 2: Absolute rotation and direction of rotation of the AcrySof SA60TT toric intraocular lenses between the one week and three
months follow-up after implantation in standard cataract surgery. e 2: Absolute rotation and direction of rotation of the AcrySof SA60TT toric intraocular lenses between the
hs follow-up after implantation in standard cataract surgery. Competing interests The authors declare that they have no competing interests. Discussion and Conclusion The device
was easy and fast to handle and allowed the ophthalmol-
ogist to perform axis measurements at any follow-up,
even in busy clinics. It also showed good reproducibility
when the patient's head was correctly aligned with the
eyepiece and the slit lamp. Because the eyepiece provided
data with one degree precision, this unit was used for the
study, too. The precision of one degree steps, of course is
on the optimistic side, and needs to be set in relation to
the errors occurring from autorotation and head disloca-
tion. For comparisons of misalignments of the toric lens,
analyzing preoperative and postoperative axis, respecting
parallaxes and cyclorotation, we recommend to use the
superior technique of simultaneous slide projection. In this series, the largest rotation of the toric IOL was 9
degrees, seen in one eye only. No specific cause was iden-
tified for this large deviation and the patient did not
require secondary repositioning of the lens because of vis-
ual satisfaction. One eye lost a single line of BCDVA
because of a disadvantageous change in the regularity of
the corneal astigmatism. No reason could be found for
this anomaly. This patient was managed conservatively. A toric lens has to be implanted using an astigmatically
neutral procedure: a technique that will have no effect on
the preoperative corneal astigmatism [5]. This study dem-
onstrated no significant change in corneal astigmatism
from the preoperative assessment to the 3 month postop-
erative assessment. Caution should be exercised while
implanting and rotating the toric lens in the capsular bag
so as not to cause capsular damage. Very small eyes, eyes
with zonular instability or floppy capsules (post-vitrec-
tomy eyes) may be considered a relative contraindication. Except for the SA60T5, the AcrySof SA60TT lenses reduced
refractive astigmatism as expected. The manufacturer's
data claim that the cylinder power of the SA60T5 IOL is
0.75 diopters higher at the IOL plane, and 0.51 D higher
at the corneal plane, than the SA60T4. However, the In conclusion, the three types of AcrySof SA60TT toric
IOLs demonstrated no significant rotation three months
after implantation. The surgical technique used for Page 4 of 5
(page number not for citation purposes) http://www.biomedcentral.com/1471-2415/8/8 BMC Ophthalmology 2008, 8:8 http://www.biomedcentral.com/1471-2415/8/8/prepub http://www.biomedcentral.com/1471-2415/8/8/prepub implantation did not significantly change the axis of cor-
neal astigmatism. implantation did not significantly change the axis of cor-
neal astigmatism. Authors' contributions BZ conceived of the study, participated in its design and
coordination, collected data and wrote the article. RG per-
formed the statistical analysis and contributed to writing
the article. TS and EH conceived of the study, participated
in its design and contributed to writing the article. All
authors read and approved the final manuscript. References Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral
Page 5 of 5
(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
http://www.biomedcentral.com/info/publishing_adv.asp
BioMedcentral Publish with BioMed Central and every
scientist can read your work free of charge f
g
13. Quentin CD, Genée D: Rotationsstabilität der Silikon-HKL mit
C-Haptik versus Z-Haptik im Kapselsack und mit einer C-
Haptik im Sulcus ciliaris. 17. Kongress der Deutschsprachigen Ges-
ellschaft für Intraokularlinsen-Implantation und refraktiven Chirurgie
:175-180. 14. Viestenz A, Walter S, Viestenz A, Behrens-Baumann W, Langen-
bucher A: Torische Intraokularlinse und Astigmatismuskor-
rektur. Ophthalmologe 2007, 104:620-627. References 1. Hoffer KJ: Biometry of 7,500 cataractous eyes. Am J Ophthalmol
1980, 90:360-368. correction, 890 1. Hoffer KJ: Biometry of 7,500 cataractous eyes. Am J Ophthalmol
1980, 90:360-368. correction, 890 2. Horn JD: Status of toric intraocular lenses. Curr Opin Ophthalmol
2007, 18(1):58-61. 2. Horn JD: Status of toric intraocular lenses. Curr Opin Ophthalmol
2007, 18(1):58-61. 3. Ohmi S: Decentration associated with asymmetric capsular
shrinkage and intraocular lens size. J Cataract Refract Surg 1993,
19:640-643. 4. Strenn K, Menapace R, Vass C: Capsular bag shrinkage after
implantation of an open-loop silicone lens and a poly(methyl
methacrylate) capsule tension ring. J Cataract Refract Surg 1997,
23:1543-1547. 5. Sanders DR, Grabow HB, Shepherd J: The toric IOL. In Sutureless
Cataract Surgery; An Evolution Toward Minimally Invasive Technique
Edited by: Gills JP, Martin RG, Sanders DR. Thorofare, NJ, Slack;
1992:183-197. 6. De Silva DJ, Ramkissoon YD, Bloom PA: Evaluation of a toric
intraocular lens with Z-haptic. J Cataract Refract Surg 2006,
32:1492-1498. 7. Warlo I, Krummenauer F, Dick HB: Rotational stability in
intraocular lenses with C-haptics versus Z-haptics in cataract
surgery. A prospective randomised comparison. Ophthalmol-
oge 2005, 102:987-992. g
8. Chang DF: Early rotational stability of the longer Staar toric
intraocular lens: fifty consecutive cases. J Cataract Refract Surg
2003, 29:935-940. 9. Weinand F, Jung A, Stein A, Pfotzner A, Becker R, Pavlovic S: Rota-
tional stability of a single-piece hydrophobic acrylic intraoc-
ular lens: new method for high-precision rotation control. J
Cataract Refract Surg 2007, 33:800-803. f
g
10. Becker KA, Auffarth GU, Völcker HE: Measurement method for
the determination of rotation and decentration of intraocu-
lar lenses. Ophthalmologe 2004, 101:600-603. p
g
11. Viestenz A, Langenbucher A, Seitz B: Impact of the eye's cycloro-
tation on axial orientation analysis of toric intraocular
lenses: recommendations for an optimized evaluation of
rotational stability of toric IOLs. Klin Monatsbl Augenheilkd 2006,
223:134-140. 12. Viestenz A, Seitz B, Langenbucher A: Evaluating the eye's rota-
tional stability during standard photography. Effect on deter-
mining the axial orientation of toric intraocular lenses. J
Cataract Refract Surg 2005, 31:557-561. Pre-publication history The pre-publication history for this paper can be accessed
here: The pre-publication history for this paper can be accessed
here:
|
https://openalex.org/W1973489762
|
https://scholarscompass.vcu.edu/cgi/viewcontent.cgi?article=1023&context=obgyn_pubs
|
English
| null |
Reassessing the Impact of Smoking on Preeclampsia/Eclampsia: Are There Age and Racial Differences?
|
PloS one
| 2,014
|
cc-by
| 8,422
|
Part of the Obstetrics and Gynecology Commons Copyright: © 2014 Chang 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. Virginia Commonwealth University
VCU Scholars Compass
Obstetrics and Gynecology Publications
Dept. of Obstetrics and Gynecology
2014
Reassessing the Impact of Smoking on
Preeclampsia/Eclampsia: Are There Age and Racial
Differences?
Jen Jen Chang
Saint Louis University
Jerome F. Strauss
Virginia Commonwealth University, jfstrauss@vcu.edu
Jonathan P. DeShazo
Virginia Commonwealth University, jpdeshazo@vcu.edu
See next page for additional authors
Follow this and additional works at: http://scholarscompass.vcu.edu/obgyn_pubs
Part of the Obstetrics and Gynecology Commons
Copyright: © 2014 Chang 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.
This Article is brought to you for free and open access by the Dept. of Obstetrics and Gynecology at VCU Scholars Compass. It has been accepted for
inclusion in Obstetrics and Gynecology Publications by an authorized administrator of VCU Scholars Compass For more information, please contact
Recommended Citation
Reassessing the Impact of Smoking on Preeclampsia/Eclampsia: Are There Age and Racial Differences? Chang JJ, Strauss JF III,
Deshazo JP, Rigby FB, Chelmow DP, et al. (2014) Reassessing the Impact of Smoking on Preeclampsia/Eclampsia: Are There Age and
Racial Differences? PLoS ONE 9(10): e106446. doi: 10.1371/journal.pone.0106446 Virginia Commonwealth University
VCU Scholars Compass Dept. of Obstetrics and Gynecology Obstetrics and Gynecology Publications Follow this and additional works at: http://scholarscompass.vcu.edu/obgyn_pubs Follow this and additional works at: http://scholarscompass.vcu.edu/obgyn_pubs Part of the Obstetrics and Gynecology Commons Part of the Obstetrics and Gynecology Commons Reassessing the Impact of Smoking on
Preeclampsia/Eclampsia: Are There Age and Racial
Differences? Jonathan P. DeShazo
Virginia Commonwealth University, jpdeshazo@vcu.edu Authors
Jen Jen Chang, Jerome F. Strauss, Jonathan P. DeShazo, Fidelma B. Rigby, David P. Chelmow, and George A.
Macones This article is available at VCU Scholars Compass: http://scholarscompass.vcu.edu/obgyn_pubs/24 Abstract Objective: To investigate the association between cigarette use during pregnancy and pregnancy-induced hypertension/
preeclampsia/eclampsia (PIH) by maternal race/ethnicity and age. Methods: This retrospective cohort study was based on the U.S. 2010 natality data. Our study sample included U.S. women
who delivered singleton pregnancies between 20 and 44 weeks of gestation without major fetal anomalies in 2010
(n = 3,113,164). Multivariate logistic regression models were fit to estimate crude and adjusted odds ratios and the
corresponding 95% confidence intervals. Results: We observed that the association between maternal smoking and PIH varied by maternal race/ethnicity and age. Compared with non-smokers, reduced odds of PIH among pregnant smokers was only evident for non-Hispanic white and
non-Hispanic American Indian women aged less than 35 years. Non-Hispanic Asian/Pacific Islander women who smoked
during pregnancy had increased odds of PIH regardless of maternal age. Non-Hispanic white and non-Hispanic black
women 35 years or older who smoked during pregnancy also had increased odds of PIH. Conclusion: Our study findings suggest important differences by maternal race/ethnicity and age in the association
between cigarette use during pregnancy and PIH. More research is needed to establish the biologic and social mechanisms
that might explain the variations with maternal age and race/ethnicity that were observed in our study. Citation: Chang JJ, Strauss JF III, Deshazo JP, Rigby FB, Chelmow DP, et al. (2014) Reassessing the Impact of Smoking on Preeclampsia/Eclampsia: Are There Age
and Racial Differences? PLoS ONE 9(10): e106446. doi:10.1371/journal.pone.0106446 Editor: Ana Claudia Zenclussen, Medical Faculty, Otto-von-Guericke University Magdeburg, Medical Faculty, Germany Received March 16, 2014; Accepted August 5, 2014; Published October 22, 2014 Received March 16, 2014; Accepted August 5, 2014; Published October 22, 2014 ang et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
tion, and reproduction in any medium, provided the original author and source are credited. pyright: 2014 Chang et al. This is an open-access article distributed under the terms of the Creative Commons Attribution L
restricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2014 Chang et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. 1*, Jerome F. Strauss III2, Jon P. Deshazo3, Fidelma B. Rigby4, David P. Chelmow4,
5 1 Department of Epidemiology, College for Public Health and Social Justice, Saint Louis University, St. Louis, Missouri, United States of America, 2 VCU Medical Center
School of Medicine, Virginia Commonwealth University, Richmond, Virginia, United States of America, 3 Department of Health Administration, School of Allied Health
Professions, Virginia Commonwealth University, Richmond, Virginia, United States of America, 4 Department of Obstetrics and Gynecology, Virginia Commonwealth
University, Richmond, Virginia, United States of America, 5 Department of Obstetrics and Gynecology, Washington University, St. Louis, Missouri, United States of America Abstract Data Availability: The authors confirm that all data underlying the findings are fully available without restriction. The primary data utilized in our analyses are
deposited in public databases. The 2010 public-use U.S. natality file from Center for Disease Control and Prevention’s National Center for Health Statistics is
publicly available at http://www.cdc.gov/nchs/data_access/Vitalstatsonline.htm The U.S. National Inpatient Sample (NIS) database is publicly available at http://
www.hcup-us.ahrq.gov/nisoverview.jsp. Funding: This work was supported by the National Institute of Health (Grant P60 MD002256). The funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript. * Email: jjchang@slu.edu ogen activation [7], apoptosis [8,9], reactive oxygen species
formation [10], and sFlt-1, an antiangiogenic factor [11,12]. Recommended Citation Reassessing the Impact of Smoking on Preeclampsia/Eclampsia: Are There Age and Racial Differences? Chang JJ, Strauss JF III,
Deshazo JP, Rigby FB, Chelmow DP, et al. (2014) Reassessing the Impact of Smoking on Preeclampsia/Eclampsia: Are There Age and
Racial Differences? PLoS ONE 9(10): e106446. doi: 10.1371/journal.pone.0106446 This Article is brought to you for free and open access by the Dept. of Obstetrics and Gynecology at VCU Scholars Compass. It has been accepted for
inclusion in Obstetrics and Gynecology Publications by an authorized administrator of VCU Scholars Compass. For more information, please contact
libcompass@vcu.edu. libcompass@vcu.edu. October 2014 | Volume 9 | Issue 10 | e106446 Materials and Methods This population-based, retrospective cohort study was based on
the 2010 public-use U.S. natality file from Center for Disease
Control and Prevention’s National Center for Health Statistics. We used data based on the 1989 (unrevised) version of the birth
certificate for this analysis because the 2003 release has substantial
missing data for some key variables for the present study. The
natality file includes data on parental demographics, medical and
obstetrical characteristics and complications, and neonatal status
at birth. Our study sample consisted of U.S. women who delivered
singleton pregnancies between 20 and 44 weeks of gestation in
2010. Pregnancies complicated by major fetal anomalies were
excluded. These exclusions resulted in a study sample of 3,113,164
pregnancies. U.S. natality data is a publicly available data set and
qualified for exemption from Institutional Review Board approval. The exposure, cigarette use during pregnancy, was indicated
with a yes/no binary variable based on maternal self-report on the
birth certificate. The outcome was PIH and included all women
who had the condition ‘‘pregnancy-associated hypertension (i.e.,
PIH/preeclampsia)’’ or ‘‘eclampsia’’ checked on the 1989 version
of the birth certificate [26,27]. Pregnancy-associated hypertension
was defined as pregnancy- induced hypertension after the 20th
week of gestation that resulted in an increase in blood pressure of
at least 30 mm Hg systolic or 15 mm Hg diastolic on two
measurements taken 6 hours apart [27]. Eclampsia, defined as the
occurrence of convulsions and/or coma unrelated to other
cerebral conditions in women with signs and symptoms of
preeclampsia [27], was included in the preeclampsia group due
to the small number of women affected within each ethnic group
after stratification by maternal race/ethnicity and age. Mother’s
race and ethnicity were self-reported and categorized as non-
Hispanic white, non-Hispanic black, Hispanic, non-Hispanic
Asian/Pacific Islander (non-Hispanic Asian), and non-Hispanic
American Indians/Alaskan natives (non-Hispanic American Indi-
ans), and Hispanics. This population-based, retrospective cohort study was based on
the 2010 public-use U.S. natality file from Center for Disease
Control and Prevention’s National Center for Health Statistics. We used data based on the 1989 (unrevised) version of the birth
certificate for this analysis because the 2003 release has substantial
missing data for some key variables for the present study. The
natality file includes data on parental demographics, medical and
obstetrical characteristics and complications, and neonatal status
at birth. Our study sample consisted of U.S. women who delivered
singleton pregnancies between 20 and 44 weeks of gestation in
2010. Materials and Methods Pregnancies complicated by major fetal anomalies were
excluded. These exclusions resulted in a study sample of 3,113,164
pregnancies. U.S. natality data is a publicly available data set and
qualified for exemption from Institutional Review Board approval. Smoking during Pregnancy and Preeclampsia Smoking during Pregnancy and Preeclampsia chronic hypertension, diabetes, and kidney disease [24]. For
instance, it has been shown that white women are more likely to
smoke heavily during pregnancy ($20 cigarette daily) than women
of other race and ethnicity [23,25]. birth using Diagnosis Related Groups codes (765, 766, 767,768,
774, 775) assigned to inpatient visits from years 2006, 2008, and
2010. NIS data from 2006 and 2008 were included to increase the
sample size due to the small number of eclampsia cases available. Multiple births were excluded (as defined by ICD9 codes V31–
V37). This resulted in a NIS data sample of 12,326,151
pregnancies. We used ICD-9-CM codes to identify the exposure
(i.e. cigarette use during pregnancy) and outcome (PIH) as well as
maternal medical conditions as follows: tobacco use (305.1, V. 158.2),
preeclampsia
and
pregnancy-induced
hypertension
(642.46, 642.56, 642.36), and eclampsia (642.61, 642.62,
642.63, 642.64), diabetes (ICD9 250), and chronic hypertension
(642.2, 401). Despite the acknowledged disparity in hypertensive disorders
during pregnancy by maternal age and race/ethnicity, few prior
studies have examined the impact of their joint interactive effect
with other known risk factors. The objective of this study was to
examine the association between cigarette use during pregnancy
and PIH by maternal race/ethnicity and age. Statistical analysis Mother’s
race and ethnicity were self-reported and categorized as non-
Hispanic white, non-Hispanic black, Hispanic, non-Hispanic
Asian/Pacific Islander (non-Hispanic Asian), and non-Hispanic
American Indians/Alaskan natives (non-Hispanic American Indi-
ans), and Hispanics. Statistical analysis y
Differences in sample characteristics by race/ethnicity were
assessed by using the Pearson Chi-square test (x2) for categorical
variables and t-test for continuous variables. Multivariable binary
logistic regression models were used to estimate the crude and
adjusted odds ratios (aOR) and the corresponding 95% confidence
interval (95% CI). To reduce the bias in the parameter estimation,
potential confounders were included in the multivariate analysis,
including maternal age, marital status, parity, Kotelchuck prenatal
care index, gestational weight gain, and maternal medical risk
factors (i.e., diabetes and chronic hypertension). To evaluate if
maternal race/ethnicity and age are effect modifiers, the Wald test
was used to test if the regression coefficient of the product term of
cigarette use during pregnancy, maternal race/ethnicity, and
maternal age was statistically different from zero. Advanced
maternal age, defined as 35 years or older, has been associated
with
adverse
pregnancy
[32]. Therefore,
we
dichotomized
maternal age using a cutoff value of 35. We detected a significant
interaction effect (interaction term P- value,0.01) for the product
term of cigarette use during pregnancy, maternal race/ethnicity,
and maternal age. Therefore, we stratified by race/ethnicity and
age in the multivariable analysis. To generate nationally repre-
sentative estimates, the analyses based on the NIS sample data
were weighted and adjusted for clustering data structure using the
survey commands. All tests were 2 tailed and P,0.05 was
considered significant. All statistical analyses were performed with
STATA (version 10.0, STATA Corp, College Station, TX). q
p
pp
The exposure, cigarette use during pregnancy, was indicated
with a yes/no binary variable based on maternal self-report on the
birth certificate. The outcome was PIH and included all women
who had the condition ‘‘pregnancy-associated hypertension (i.e.,
PIH/preeclampsia)’’ or ‘‘eclampsia’’ checked on the 1989 version
of the birth certificate [26,27]. Pregnancy-associated hypertension
was defined as pregnancy- induced hypertension after the 20th
week of gestation that resulted in an increase in blood pressure of
at least 30 mm Hg systolic or 15 mm Hg diastolic on two
measurements taken 6 hours apart [27]. Eclampsia, defined as the
occurrence of convulsions and/or coma unrelated to other
cerebral conditions in women with signs and symptoms of
preeclampsia [27], was included in the preeclampsia group due
to the small number of women affected within each ethnic group
after stratification by maternal race/ethnicity and age. Introduction Preeclampsia is associated with significant pregnancy-related
morbidity and mortality, [1]. The etiology of preeclampsia is still
not well understood, but several risk factors have been identified. These include genetic factors [2,3], nulliparity, multifetal gesta-
tions, maternal race and age, and pre-existing conditions such as
preeclampsia in a prior pregnancy, chronic hypertension, kidney
disease, diabetes mellitus, and obesity [1]. Advanced maternal age and race/ethnicity have been well
documented to be significant risk factors for a number of adverse
pregnancy outcomes. Gregory and Korst observed that older
pregnant women experienced increased risk of a number of
maternal, fetal, and placental conditions including hypertension
[13]. Rates of hypertensive disorders and preeclampsia appear to
vary by race and ethnicity, as do the presentation and course of the
disease [13–23]. In the U.S., preeclampsia risk is higher in ethnic
minority women compared with non-Hispanic white women, with
African-American women having the highest rate [18,22,23]. The
causal mechanisms explaining the racial and ethnic differences in
hypertensive disorders during pregnancy are largely unknown. These disparities might be related to a number of risk factors that
are associated with race and ethnicity for preeclampsia, including Numerous studies have documented an inverse association
between cigarette smoking during pregnancy and preeclampsia in
different populations with a reduction of risk by up to 50% [4]. The underlying mechanism for this association is still not well
understood with several hypothesized pathways, including carbon
monoxide-mediated inhibition of inflammation [5], enhanced
vasodilation [6], suppression of platelet aggregation [7], plasmin- October 2014 | Volume 9 | Issue 10 | e106446 October 2014 | Volume 9 | Issue 10 | e106446 1 PLOS ONE | www.plosone.org Results Characteristic
Natality data
NIS samples
p-value*
(n = 3,113,164)
(n = 12,326,151)
%
%
Mother’s age Mean (SD)
26.6 (6.1)
27.5 (13.6)
,0.0001
Mother’s age
,20
9.4
10.1
,0.0001
20–34
76.5
75.6
35+
14.1
14.3
Tobacco use
9.2
2.1
,0.0001
PIH/Preeclampsia
4.1
6.7
,0.0001
Eclampsia
0.27
0.08
,0.0001
Chronic hypertension
1.3
0.7
,0.0001
Diabetes
5.0
0.8
,0.0001
Marital status
40.1
na
Not married
Parity
na
1
59.0
$2
41.0
Prenatal care adequacy
Inadequate
14.7
na
Intermediate
10.1
Adequate
42.1
Adequate+
33.1
Weight gain
0–19 lbs
24.8
na
20–39 lbs
51.2
40+ lbs
24.0
Abbreviation: SD, standard deviation; NH, non-Hispanic, IH, Pregnancy induced hypertension. *p value from Pearson Chi-square test (x2) for categorical variables and t-test for continuous variables. doi:10.1371/journal.pone.0106446.t001 Abbreviation: SD, standard deviation; NH, non-Hispanic, IH, Pregnancy induced hypertension. *p value from Pearson Chi-square test (x2) for categorical variables and t-test for continuous variables. doi:10.1371/journal.pone.0106446.t001 Abbreviation: SD, standard deviation; NH, non-Hispanic, IH, Pregnancy induced hypertension. *p value from Pearson Chi-square test (x2) for categorical variables and t-test for continuous variables. doi:10.1371/journal.pone.0106446.t001 Table 4 shows that the inverse relationship between maternal
smoking and PIH was age dependent. The odds of PIH increased
with age in all ethnic groups after adjusting for potential
confounders. The reduced odds of PIH was only evident for
non-Hispanic white and non-Hispanic American Indian women
young than 35 years old who smoked during pregnancy based on
the natality data. This decreased odds of PIH conferred by
maternal smoking was similarly observed in non-Hispanic white
women younger than 35 years old based on NIS sample, albeit
with a borderline significant and weaker strength of association. It
is noteworthy that the increased odds of PIH among non-Hispanic
Asian women who smoked during pregnancy persisted regardless
of maternal age, with stronger association among older women
within this ethnic group (Table 4). Furthermore, data from both
the natality and the NIS sample indicated increased odds of PIH
among non-Hispanic white women 35 years or older who smoked
during pregnancy compared with those who did not, with stronger
association based on the NIS data (Table 4). Interestingly, non-
Hispanic white women also had the lowest aOR in the older age
group, suggesting that there may still be a mitigating effect of
smoking within this ethnic group. care compared to women of other ethnic origins. Results In this study, data from the birth certificates served as the
primary source because they provide more demographic and
lifestyle variables than the NIS data as potential confounders for
the multivariable analysis. As expected by the differing data
sources, there were statistically significant differences in selected
maternal characteristics between the natality and the NIS data
samples (Table 1). Women in the NIS data were slightly older than
those from the natality data. Prevalence of pregnancy-induced
hypertension was greater in the NIS sample than in the natality
data. The prevalence of cigarette use during pregnancy, eclampsia,
chronic hypertension, and diabetes were lower in the NIS data
than in the natality data (Table 1). Factors that may be associated with maternal smoking and PIH
were evaluated as potential confounders. Data for the following
demographic and lifestyle variables were obtained from the birth
certificate: maternal age (,20, 20 to 34, and $35 years), marital
status (single or married), parity, Kotelchuck prenatal care index
[28], gestational weight gain (,20 lbs, 20 to 39 lbs, and $40 lbs),
and maternal medical risk factors including diabetes and chronic
hypertension. Some studies had suggested potential misclassifications of
medical conditions with data from birth certificates [29,30]. To
address this issue, we attempted to validate our study findings from
the natality data by replicating the same analysis as in the birth
certificate data in a nationally representative sample of maternal
hospital discharges from the U.S. National Inpatient Sample (NIS)
database,
the
largest
all-payer,
publicly
available
inpatient
database in the U.S. [31]. We identified in NIS records
representing hospital stays for women who were pregnant or gave Table 2 shows the maternal characteristics in different ethnic
groups from the natality data. All variables showed significant
differences by race/ethnicity. The mean (standard deviation)
maternal age of non-Hispanic Asian [30.6 years (5.3)] was higher
(P,0.01) than that of other ethnic groups. Non-Hispanic
American Indian women had the highest proportions of teenage
births (16%), tobacco use during pregnancy (18.6%), PIH/
preeclampsia (5.3%), eclampsia (0.6%), and inadequate prenatal October 2014 | Volume 9 | Issue 10 | e106446 PLOS ONE | www.plosone.org 2 Smoking during Pregnancy and Preeclampsia Table 1. Study Sample Characteristics. October 2014 | Volume 9 | Issue 10 | e106446 Results Relative to
women in other ethnic groups, non-Hispanic black women had
the greatest proportions of chronic hypertension (2.8%) and being
single (72.5%) whereas non-Hispanic Asian had the largest
percentage of women with diabetes (8.7%). Using the natality data, we found decreased odds of PIH among
non-Hispanic white and non-Hispanic American Indian women
who smoked during pregnancy (aOR = 0.90, 95% CI: 0.88, 0.92
and aOR = 0.80, 95% CI: 0.70, 0.91, respectively, Table 3)
compared to those who did not smoke during pregnancy, after
controlling for confounders that included maternal age, marital
status, parity, Kotelchuck prenatal care index, gestational weight
gain, chronic hypertension, and diabetes. On the contrary, non-
Hispanic black, non-Hispanic Asian, and Hispanic women who
smoked during pregnancy had increased likelihood of PIH, after
adjusting for confounders (Table 3). The increased odds of PIH
for non-Hispanic Asian women who smoked during pregnancy
was also observed in the NIS sample (aOR = 1.53, 95% CI: 1.14,
2.04) after controlling for maternal age, chronic hypertension, and
diabetes (Table 3). Some covariates including marital status,
parity, Kotelchuck prenatal care index, gestational weight gain
were not available in NIS dataset and thus could not be included
in the multivariate analysis for the NIS sample. There may be potential overlap between the 2010 US natality
and the NIS sample, which includes data from year 2006, 2008,
and 2010. Therefore, we conducted a subsample analysis for the October 2014 | Volume 9 | Issue 10 | e106446 October 2014 | Volume 9 | Issue 10 | e106446 PLOS ONE | www.plosone.org 3 Smoking during Pregnancy and Preeclampsia Table 2. Maternal Characteristics by Race/Ethnicity, US 2010 Natality file (n = 3,113,164). Results Characteristic
NH White
NH Black
NH American
Indian
NH Asian/Pacific
Islander
Hispanic
P Value*
(n = 1,718,634)
(n = 402,472)
(n = 34,348)
(n = 192,141)
(n = 765,569)
n(%)
n(%)
n(%)
n(%)
n(%)
Mother’s age Mean (SD)
28.2 (5.8)
25.9 (6.2)
26.4 (5.8)
30.6 (5.3)
30.2 (5.4)
,0.01
Mother’s age
,0.01
,20
117,061 (6.8)
62,348 (15.5)
5,503(16.0)
4,155(2.2)
104,003 (13.6)
20–34
1,347,959(78.4)
298,208 (74.1)
26,092 (76.0)
141,816 (73.8)
567,453 (74.1)
35+
253,614 (14.8)
41,916 (10.4)
2,753(8.0)
46,170 (24.0)
94,113 (12.3)
Tobacco use
227,997 (13.3)
33,300 (8.3)
6,389 (18.6)
2,800(1.5)
15,931(2.1)
,0.01
PIH/Preeclampsia
77,812 (4.5)
20,616 (5.1)
1,835 (5.3)
4,558 (2.4)
23,505(3.1)
,0.01
Eclampsia
4,554 (0.3)
1,720 (0.4)
195(0.6)
404(0.2)
1,635(0.2)
,0.01
Chronic hypertension
21,610 (1.3)
11,330 (2.8)
601 (1.8)
1,535 (0.8)
5,363(0.7)
,0.01
Diabetes
79,167 (4.6)
17,915 (4.5)
2,397 (7.0)
16,656(8.7)
40,005 (5.2)
,0.01
Marital status
,0.01
Married
1,224,022(71.2)
110,690 (27.5)
11,519 (33.5)
162,467 (84.6)
356,277 (46.5)
Not married
494,612 (28. 8)
291,782 (72.5)
22,829 (66.5)
29,674 (15.4)
409,292 (53.5)
Parity
,0.01
1
741,778 (43.2)
164,284 (40.8)
12,524 (36.5)
88,947 (46.3)
269,956 (35.3)
$2
976,856 (56.8)
238,188 (59.2)
21,824 (63.5)
103,194 (53.7)
495,613 (64.7)
Prenatal care Adequacy
,0.01
Inadequate
184,037 (10.7)
88,795 (22.1)
8,826 (25.7)
23,195 (12.1)
152,607 (19.3)
Intermediate
161,565 (9.4)
43,267 (10.8)
4,719 (13.7)
21,244 (11.1)
84,207 (11.0)
Adequate
769,893 (44.8)
144,370 (35.9)
12,315 (35.9)
84,611 (44.0)
298,586 (39.0)
Adequate+
603,139 (35.1)
126,040 (31.3)
8,488 (24.7)
63,091 (32.8)
230,169 (30.1)
Weight gain
,0.01
0–19 lbs
356,997 (20.8)
128,957 (32.0)
10,390 (30.3)
43,571 (22.7)
232,815 (30.4)
20–39 lbs
899,157 (52.3)
177,754 (44.2)
15,565 (45.3)
113,758 (59.2)
388,071 (50.7)
40+ lbs
462,480 (26.9)
95,761 (23.8)
8,393 (24.4)
34,812 (18.1)
144,683 (18.9)
Abbreviation: SD, standard deviation; NH, non-Hispanic, IH, Pregnancy induced hypertension
*p value for the association of maternal race/ethnicity with all maternal characteristics in the study based on analysis of variance (continuous variable) or Chi Square test Table 3. Odds Ratios for the Effect of Smoking on PIH among Ethnic Groups. djusted for maternal age, marital status, parity, kotelchuck prenatal care index, gestational weight gain, chronic hypertension, diabete
djusted for maternal age, chronic hypertension, and diabetes. ;
,
p
,
,
g
y
yp
maternal race/ethnicity with all maternal characteristics in the study based on analysis of variance (continuous variable) or Chi-Square tes p
g
y
yp
*p value for the association of maternal race/ethnicity with all maternal characteristics in the study based on analysis of variance (contin
(categorical variables). Abbreviation: SD, standard deviation; NH, non-Hispanic, IH, Pregnancy induced hypertension bb e at o : SD, sta da d de at o ;
,
o
spa c,
,
eg a cy
duced
ype te s o
*p value for the association of maternal race/ethnicity with all maternal characteristics in the study based on analysis of variance (continuous variable) or Chi-Square test Abbreviation: OR, odds ratio, 95% CI, 95% confidence interval.
* adjusted for maternal age, marital status, parity, kotelchuck prenatal care index, gestational weight gain, chronic hypertension, diabetes.
+ adjusted for maternal age, chronic hypertension, and diabetes.
doi:10 1371/journal pone 0106446 t003 reviation: OR, odds ratio, 95% CI, 95% confidence interval. : SD, standard deviation; NH, non-Hispanic, IH, Pregnancy induced hypertension ,
;
,
p
,
,
g
y
yp
*p value for the association of maternal race/ethnicity with all maternal characteristics in the study based on analysis of variance (continuous variable) or Chi-Square test
(categorical variables) Results * adjusted for maternal age, marital status, parity, kotelchuck prenatal care index, gestational weight gain, chronic hypertension, diabetes. +adjusted for maternal age, chronic hypertension, and diabetes. doi:10.1371/journal.pone.0106446.t004 on the natality data and conferred for the older age group by the
NIS data. 2010 US natality data set among primiparous women and the NIS
sample from only 2006 and 2008, separately. In this subsample
analysis, we obtained results that are largely consistent with the
analysis of the US natality and the multi-year NIS sample. We
observed that the association between maternal cigarette use and
hypertensive disorders of pregnancy varied by maternal race/
ethnicity and age (Table S1). Specifically, the decreased odds of
PIH among women who smoked during pregnancy was only
apparent in non-Hispanic white and American Indian women
younger than 35 years old who smoked during pregnancy, based
on the natality data and among non-Hispanic white and blacks
only based on the NIS sample. We also observed that maternal
cigarette use during pregnancy was associated with increased odds
of PIH for non-Hispanic Asians younger than 35 years old based
on the natality data and the increased odds was also conferred by
the NIS data regardless of maternal age (Table S2). In general, we observed an association in the same direction
with cigarette use during pregnancy and PIH between the two
data sets, albeit with differences in the strength of association with
a weaker association from the NIS data for women younger than
35 years of age, but a stronger association for mothers with age
greater than or equal to 35 (Table 4). This discrepancy in findings
between the two data sets may be explained by the different
sources of information between the two data sets. In the NIS data,
measures of interest were defined based on ICD-9 discharge
diagnosis codes, whereas in the natality data smoking is self-
reported by the patient and hypertensive disorders were coded by
chart extractors. Hence, compared to the natality data, prevalence
of maternal smoking during pregnancy in the NIS data was much
lower, whereas, the prevalence of the outcome was higher
(Table 1). Geller and colleagues [34] evaluated the accuracy of
the ICD-9 revision codes for preeclampsia and eclampsia and
observed variation in accuracy of diagnosis with a positive
predictive value for severe preeclampsia of 84.8%, 45.3% for
mild preeclampsia, and 41.7% for eclampsia. Results The potential
misclassification in NIS data for exposure and the outcome were
likely non-differential, however, which would bias the point
estimate toward the null value and may explain the weaker
strength of association observed in the younger women in the NIS
data. Results Natality data (n = 3,113,164)
NIS data (n = 12,326,151)
Crude OR
95 % CI
Adjusted OR*
95 % CI
Adjusted OR+
95 % CI
NH White
0.89
0.87, 0.91
0.90
0.88, 0.92
0.99
0.94–1.03
NH Black
0.99
0.94, 1.04
1.07
1.02, 1.13
0.95
0.85, 1.06
NH American Indian
0.74
0.65, 0.84
0.80
0.70, 0.91
0.97
0.65, 1.43
NH Asian/Pacific Islander
1.73
1.44, 2.09
1.64
1.36, 1.99
1.53
1.14, 2.04
Hispanic
1.11
1.02, 1.21
1.09
1.01, 1.19
0.98
0.84, 1.14 Abbreviation: OR, odds ratio, 95% CI, 95% confidence interval. * adjusted for maternal age, marital status, parity, kotelchuck prenatal care index, gestational weight gain, chronic hypertension, diabetes. + adjusted for maternal age, chronic hypertension, and diabetes. doi:10 1371/journal pone 0106446 t003 * adjusted for maternal age, marital status, parity, kotelchuck pren + adjusted for maternal age, chronic hypertension, and diabetes. October 2014 | Volume 9 | Issue 10 | e106446 October 2014 | Volume 9 | Issue 10 | e106446 PLOS ONE | www.plosone.org 4 Smoking during Pregnancy and Preeclampsia Table 4. Odds Ratios for the Effect of Smoking on PIH Among Ethnic Groups by Maternal Age. Natality data
NIS data (n = 12,326,151)
(n = 3,113,164)
Women ,35 yrs
Adjusted OR*
95 % CI
Adjusted OR+
95 % CI
NH White
0.89
0.86, 0.91
0.95
0.91, 1.00
NH Black
1.05
1.00, 1.09
0.91
0.81, 1.03
NH American Indian
0.76
0.66, 0.87
0.96
0.64, 1.45
NH Asian/Pacific Islander
1.66
1.35, 2.05
1.36
0.96, 1.93
Hispanic
1.09
1.00, 1.20
0.99
0.84, 1.17
Natality data
NIS data (n = 12,326,151)
(n = 3,113,164)
Women $35 yrs
Adjusted OR*
95 % CI
Adjusted OR+
95 % CI
NH White
1.17
1.09, 1.26
1.29
1.13, 1.47
NH Black
1.18
1.01, 1.37
1.30
0.97, 1.62
NH American Indian
1.29
0.88, 1.89
1.07
0.25, 4.63
NH Asian/Pacific Islander
1.71
1.07, 2.72
2.32
1.35, 3.99
Hispanic
1.18
0.91, 1.54
0.91
0.57, 1.46
Abbreviation: OR, odds ratio, 95% CI, 95% confidence interval. * adjusted for maternal age, marital status, parity, kotelchuck prenatal care index, gestational weight gain, chronic hypertension, diabetes. +adjusted for maternal age, chronic hypertension, and diabetes. doi:10.1371/journal.pone.0106446.t004 Abbreviation: OR, odds ratio, 95% CI, 95% confidence interval. * adjusted for maternal age, marital status, parity, kotelchuck prenatal care index, gestational weight gain, chronic hypertension, diabetes. +adjusted for maternal age, chronic hypertension, and diabetes. doi:10.1371/journal.pone.0106446.t004 Abbreviation: OR, odds ratio, 95% CI, 95% confidence interval. October 2014 | Volume 9 | Issue 10 | e106446 Smoking during Pregnancy and Preeclampsia Nevertheless, this
measurement error of exposure was likely non-differential, which
we expect would result in the attenuation of our point estimate
toward the null value [36],which may explain the weaker
association in our findings. In addition, the different rates of
maternal smoking and preeclampsia across ethnic groups observed
by previous studies may have contributed to this discrepancy. Our observation of the increased odds of PIH among non-
Hispanic Asian women was unexpected and of particular interest. In the non-pregnant population, it has been observed that Asian
and Indian adults have an increased risk of diabetes, hypertension,
and dyslipidemia at lower BMI levels than European adults [37]. Additionally, in a study of ethnic variations in HELLP (hemolysis,
elevated liver enzymes, low platelets) syndrome among pregnant
women with preexisting hypertension, Williams et al. observed
that Caucasian and Chinese women were more likely than East
Indians to develop HELLP syndrome [38]. Asian women may also
differ from women of other ethnic origins in socioeconomic status,
stress, physical activities, diet, and other social or life style factors
that could contribute to this differential risk in hypertensive
disorders of pregnancy. p
p
Our study findings are also limited by the self-reported
information on tobacco use status during pregnancy. However,
the prevalence of cigarette use during pregnancy in natality data
from the present study is consistent with the population-based
estimate from the 2010 Pregnancy Risk Assessment and Monitor-
ing System data from 27 states conducted by the U.S. Centers for
Disease Control and Prevention [52]. England et al. reported that
24% of smokers during pregnancy were misclassified as quitters in
a large multicenter randomized study of nulliparous women [53]. Llurba and associates observed a 90% concordance between self-
reported smoking and cotinine levels among 125 healthy Spanish
pregnant women at 24 weeks of gestation in a case control study
[54]. To estimate the bias introduced by the potential misclassi-
fication of maternal smoking status in our study based on natality
data file, we conducted a sensitivity analysis. Assuming a 76%
sensitivity and 100% specificity of our exposure measurement, our
parameter estimates remained largely the same for results shown
in Table 3 and 4 after correcting for the measurement error [55]. Our study is further limited by the lack of information on the
timing, intensity, and frequency of maternal smoking, which could
potentially vary by race/ethnicity. In addition, our analysis used
broad categorizations of ethnicity (e.g. Smoking during Pregnancy and Preeclampsia non-Hispanic Asian and
Hispanic), which may obscure an association between maternal
smoking and PIH within ethnic subgroups. When analyzing
different ethnic and racial groups in the present study based on a
U.S. population, it is difficult to ascertain whether the categori-
zation of maternal race/ethnicity summarizes genetics or envi-
ronment. While racial group implies a specific genetic inheritance,
ethnicity reflects culture and is therefore changeable. In this study
no attempt has been made to distinguish between the two potential
effects in the role of maternal ethnic origin as an effect modifier. p
g
y
In general, race/ethnicity may influence health outcomes due to
differences in socio-economic status, life style (i.e., diet and
physical activity), access to medical care, and medical conditions
among ethnic groups [19]. For instance, blacks have higher
prevalence of hypertension [39] and obesity [40] than whites. Cigarette use during pregnancy was less prevalent among Asians
and blacks compared to whites [35,41,42]. Knuistet al suggested
that risk factors for preeclampsia differed in prevalence among
women of different ethnic groups such that the diastolic blood
pressure was the strongest predictor for preeclampsia in white
women whereas high maternal age was a better predictor for
preeclampsia in blacks [23]. Previous studies also suggested that
the underlying pathophysiology of hypertensive disorders may be
different in blacks than in whites [43,44]. The varying rates of
preeclampsia by race/ethnicity could also be attributed to genetic
predisposition to developing diseases [45,46]. Prasmusinto et al. demonstrated ethnic differences in the association of factor V
Leiden mutation and the C677T methylenetetrahydrofolate
reductase gene polymorphism with preeclampsia among white
and Indonesian mothers [47]. Variations in the distribution in the
risk factors of preeclampsia including maternal smoking among
ethnic groups combined with ethnic variation in genetic polymor-
phisms predisposing to preeclampsia may explain the observed
ethnic differences in the association between maternal smoking
and preeclampsia. Further studies are needed to elucidate the
biologic mechanisms underlying the ethnic differences in this
relationship. The strength of this study rests in its use of a large population-
based sample of U.S. women and the availability of information on
many potential confounders that may affect the risk of PIH from
the natality data. The large sample size provided adequate
statistical power to detect significant associations, increased
precision in the risk estimates, and the ability to evaluate the
potential effect modifying role of maternal race/ethnicity and age. Smoking during Pregnancy and Preeclampsia data [35]. Knuist et al. observed an inverse association between
maternal smoking and preeclampsia in both white [adjusted
relative risk: 0.8, 95% CI: 0.3, 1.7] and black women (adjusted
relative risk: 0.5, 95% CI: 0.1, 4.4), but the results were not
statistically significant. Findings from Knuist et al. may be limited
by the lack of sufficient statistical power for a stratified analysis by
maternal race [23]. discharge data from New York City, Engel et al. found that the
reduced risk of preeclampsia among women who smoked during
pregnancy was limited to women aged 30 years or younger and
that more advanced maternal age may be associated with greater
risk of hypertension with preeclampsia [50]. Our findings are in
general agreement with this observation. data [35]. Knuist et al. observed an inverse association between
maternal smoking and preeclampsia in both white [adjusted
relative risk: 0.8, 95% CI: 0.3, 1.7] and black women (adjusted
relative risk: 0.5, 95% CI: 0.1, 4.4), but the results were not
statistically significant. Findings from Knuist et al. may be limited
by the lack of sufficient statistical power for a stratified analysis by
maternal race [23]. Some methodological limitations of this study need to be
considered in interpreting our study findings. They include the
potential for inaccurate reporting, residual confounding by
socioeconomic and other unmeasured maternal characteristics
(e.g., stress, physical activities, nutrition), the lack of information
regarding the diagnosis, timing and severity of preeclampsia, and
misclassification of medical and obstetrical conditions. A prior
validation
study
has
indicated
that
the
reporting
rate
of
preeclampsia on birth certificates with a check-box format is
fairly good, ranging from 85% to 97% when compared with risks
based on hospital discharge data [51]. In our study, we used
pregnancy induced hypertension to approximate preeclampsia as
our outcome which may results in measurement error. It is unclear
whether pregnancy induced hypertension and preeclampsia are
two
distinct disorders
that
share
a
similar symptom
(i.e.,
hypertension) or if pregnancy induced hypertension is a precursor
of preeclampsia [16]. The weaker association between maternal smoking and PIH
from our study may be attributed to potential misclassification of
the exposure, maternal smoking, due to recall bias or under-
reporting for both natality and the NIS data. Discussion Numerous studies have observed a decreased risk of both
preeclampsia and gestational hypertension among women who
smoked during pregnancy with an average aOR of 0.7 [4,33]. However, to our knowledge, no prior studies have examined the
joint impact of maternal race/ethnicity and age on the relationship
between smoking and hypertensive disorders of pregnancy. The
present study found that the association between maternal
cigarette use and hypertensive disorders of pregnancy varied by
maternal race/ethnicity and age. Specifically, the decreased odds
of PIH among women who smoked during pregnancy was only
apparent in non-Hispanic white and American Indian women
younger than 35 years old who smoked during pregnancy, based
on the natality data and among non-Hispanic white only based on
the NIS sample. Interestingly, we also observed that maternal
cigarette use during pregnancy was associated with increased odds
of PIH for non-Hispanic Asians regardless of maternal age, based The inverse association between maternal smoking and PIH
among non-Hispanic white and American Indian women in our
study appears to be weaker compared to findings from prior
research [23,33,35]. Misra et al. found that maternal smoking was
associated with reduced odds of gestational hypertension in white
women (aOR: 0.17, 95% CI: 0.12 to 0.24) but not in black women
(aOR: 0.35, 95% CI: 0.09–1.37) [35]. However, results from this
study may have been affected by selection bias as more than half of
the eligible subjects were excluded from the study due to missing October 2014 | Volume 9 | Issue 10 | e106446 October 2014 | Volume 9 | Issue 10 | e106446 PLOS ONE | www.plosone.org 5 October 2014 | Volume 9 | Issue 10 | e106446 References 20. Janakiraman V, Gantz M, Maynard S, El-Mohandes A (2009) Association of
cotinine levels and preeclampsia among African-American women. Nicotine
Tob Res 11: 679–684. 1. Ananth CV, Vintzileos AM (2011) Ischemic placental disease: epidemiology and
risk factors. Eur J Obstet Gynecol Reprod Biol 159: 77–82. y
p
2. Nejatizadeh A, Stobdan T, Malhotra N, Pasha MA (2008) The genetic aspects of
pre-eclampsia: achievements and limitations. Biochem Genet 46: 451–479. 21. Anderson NH, Sadler LC, Stewart AW, Fyfe EM, McCowan LM (2012)
Ethnicity, body mass index and risk of pre-eclampsia in a multiethnic New
Zealand population. Aust N Z J Obstet Gynaecol 52: 552–558. 3. Palei AC, Spradley FT, Warrington JP, George EM, Granger JP (2013)
Pathophysiology of hypertension in pre-eclampsia: a lesson in integrative
physiology. Acta Physiol (Oxf) 208: 224–233. 22. Caughey AB, Stotland NE, Washington AE, Escobar GJ (2005) Maternal
ethnicity, paternal ethnicity, and parental ethnic discordance: predictors of
preeclampsia. Obstet Gynecol 106: 156–161. 4. England L, Zhang J (2007) Smoking and risk of preeclampsia: a systematic
review. Frontiers in Bioscience 12: 2471–2483. 23. Knuist M, Bonsel GJ, Zondervan HA, Treffers PE (1998) Risk factors for
preeclampsia in nulliparous women in distinct ethnic groups: a prospective
cohort study. Obstet Gynecol 92: 174–178. 5. Otterbein LE, Bach FH, Alam J, Soares M, Tao Lu H, et al. (2000) Carbon
monoxide has anti-inflammatory effects involving the mitogen-activated protein
kinase pathway. Nat Med 6: 422–428. 24. Roberts J (2009) Maternal-Fetal Medicine: principles and practice. In: Creasy R,
Resnik R, Iams JD, editors. Pregnancy-related hypertension. Philadelphia, PA:
Saunders Elsevier; . pp. 650–688. p
y
6. Zhang F, Kaide JI, Rodriguez-Mulero F, Abraham NG, Nasjletti A (2001)
Vasoregulatory function of the heme-heme oxygenase-carbon monoxide system. Am J Hypertens 14: 62S–67S. 25. Perreira KM, Cortes KE (2006) Race/ethnicity and nativity differences in
alcohol and tobacco use during pregnancy. Am J Public Health 96: 1629–1636. 7. Fujita T, Toda K, Karimova A, Yan SF, Naka Y, et al. (2001) Paradoxical
rescue from ischemic lung injury by inhaled carbon monoxide driven by
derepression of fibrinolysis. Nat Med 7: 598–604. 26. (1996) ACOG technical bulletin. Hypertension in pregnancy. Number 219–
January 1996 (replaces no. 91, February 1986). Committee on Technical
Bulletins of the American College of Obstetricians and Gynecologists. Int J Gynaecol Obstet 53: 175–183. 8. Brouard S, Otterbein LE, Anrather J, Tobiasch E, Bach FH, et al. References (2000)
Carbon monoxide generated by heme oxygenase 1 suppresses endothelial cell
apoptosis. J Exp Med 192: 1015–1026. 27. (n.d.) Division of Vital Statistics. Technical appendix from vital statistics of the
United States, Natality, March, 2001 Hyattsville, Maryland: National Center for
Health Statistics. 9. Liu XM, Chapman GB, Peyton KJ, Schafer AI, Durante W (2002) Carbon
monoxide inhibits apoptosis in vascular smooth muscle cells. Cardiovasc Res 55:
396–405. 28. Bloch JR, Dawley K, Suplee PD (2009) Application of the Kessner and
Kotelchuck prenatal care adequacy indices in a preterm birth population. Public
Health Nurs 26: 449–459. 10. Wang X, Wang Y, Kim HP, Nakahira K, Ryter SW, et al. (2007) Carbon
monoxide protects against hyperoxia-induced endothelial cell apoptosis by
inhibiting reactive oxygen species formation. J Biol Chem 282: 1718–1726. 29. Watkins ML, Edmonds L, McClearn A, Mullins L, Mulinare J, et al. (1996) The
surveillance of birth defects: the usefulness of the revised US standard birth
certificate. Am J Public Health 86: 731–734. 11. Powers RW, Roberts JM, Cooper KM, Gallaher MJ, Frank MP, et al. (2005)
Maternal serum soluble fms-like tyrosine kinase 1 concentrations are not
increased in early pregnancy and decrease more slowly postpartum in women
who develop preeclampsia. Am J Obstet Gynecol 193: 185–191. 30. Allen AM, Dietz PM, Tong VT, England L, Prince CB (2008) Prenatal smoking
prevalence ascertained from two population-based data sources: birth certificates
and PRAMS questionnaires, 2004. Public Health Rep 123: 586–592. 12. Cudmore M, Ahmad S, Al-Ani B, Fujisawa T, Coxall H, et al. (2007) Negative
regulation of soluble Flt-1 and soluble endoglin release by heme oxygenase-1. Circulation 115: 1789–1797. 31. Health care Cost and Utilization Project (HCUP) (2011) Introduction to the
NIS:2009, HCUP NIS related reports. Rockville, MD: Agency for Healthcare
Research and Quality. 13. Gregory KD, Korst LM (2003) Age and racial/ethnic differences in maternal,
fetal, and placental conditions in laboring patients. Am J Obstet Gynecol 188:
1602–1606; discussion 1606–1608. 32. Waldenstrom U, Aasheim V, Nilsen AB, Rasmussen S, Pettersson HJ, et al. (2014) Adverse pregnancy outcomes related to advanced maternal age compared
with smoking and being overweight. Obstet Gynecol 123: 104–112. ;
14. Goodwin AA, Mercer BM (2005) Does maternal race or ethnicity affect the
expression of severe preeclampsia? Am J Obstet Gynecol 193: 973–978. 33. Conde-Agudelo A, Althabe F, Belizan JM, Kafury-Goeta AC (1999) Cigarette
smoking during pregnancy and risk of preeclampsia: a systematic review. Acknowledgments This work was supported by the National Institute of Health (Grant P60
MD002256). We thank Dr. Emmanuel A. Anum for his contributions in
data analysis to the early phases of this work. This work was supported by the National Institute of Health (Grant P60
MD002256). We thank Dr. Emmanuel A. Anum for his contributions in
data analysis to the early phases of this work. Smoking during Pregnancy and Preeclampsia In addition, our study used two independent data sources and
observed similar findings albeit with variations in the strength of
association for the effect of interest. Using the NIS data from Few studies have sufficient sample size to examine the effect
modifying role of maternal age in the association between
maternal smoking and preeclampsia. Advanced maternal age,
especially after age 35, is associated with increased risk of
preeclampsia [48] and other adverse pregnancy outcomes [49]. In a large study based on birth records linked with hospital October 2014 | Volume 9 | Issue 10 | e106446 PLOS ONE | www.plosone.org 6 Smoking during Pregnancy and Preeclampsia hospital inpatient records, which is superior to birth certificate
check boxes further supports and enhances the validity of our
study findings. Author Contributions Conceived and designed the experiments: JS DC JJC GM. Performed the
experiments: JD JJC DC. Analyzed the data: JD JJC. Contributed
reagents/materials/analysis tools: JJC JS JD FR DC GM. Wrote the paper:
JJC JS JD FR DC GM. Supporting Information Table S1
Odds Ratios for the Effect of Smoking on PIH
Among Ethnic Groups. (DOCX) Our study findings suggested important differences by maternal
race/ethnicity and age in the association between maternal
smoking and PIH. How race/ethnicity modifies this relationship
is not clearly understood. It may be explained by a combination of
social,
behavioral,
and
genetic
polymorphisms
and
disease
susceptibility. While this disparity needs to be confirmed in future
studies, our study results may help health professional identify
specific subgroups of women who are at higher risk for PIH. Although the pathophysiologic pathways of preeclampsia are
largely unknown, separation of women into etiologically homoge-
neous groups in future studies of preeclampsia may improve our
understanding and prediction of the disease. It is plausible that
women of different racial and ethnic origins may have different
clinical presentations and clinical courses of preeclampsia. More
research is needed to establish the biologic and social mechanisms
that might explain the variations by maternal age and race/
ethnicity that were observed in our study. Table S2
Odds Ratios for the Effect of Smoking on PIH
Among Ethnic Groups by Maternal Age. (DOCX) Smoking during Pregnancy and Preeclampsia 38. Williams KP, Wilson S (1997) Ethnic variation in the incidence of HELLP
syndrome in a hypertensive pregnant population. J Perinat Med 25: 498–501. trahydrofolate reductase gene polymorphism with preeclampsia. Eur J Obstet
Gynecol Reprod Biol 112: 162–169. 39. Gillum RF (1996) Epidemiology of hypertension in African American women. Am Heart J 131: 385–395. 48. Duckitt K, Harrington D (2005) Risk factors for pre-eclampsia at antenatal
booking: systematic review of controlled studies. BMJ 330: 565. 40. Wattigney WA, Webber LS, Srinivasan SR, Berenson GS (1995) The emergence
of clinically abnormal levels of cardiovascular disease risk factor variables among
young adults: the Bogalusa Heart Study. Prev Med 24: 617–626. 49. Khalil A, Syngelaki A, Maiz N, Zinevich Y, Nicolaides KH (2013) Maternal age
and adverse pregnancy outcomes: a cohort study. Ultrasound Obstet Gynecol. 50. Engel SM, Janevic TM, Stein CR, Savitz DA (2009) Maternal smoking,
preeclampsia, and infant health outcomes in New York City, 1995–2003. Am J Epidemiol 169: 33–40. y
g
g
y
41. Tuck SM, Cardozo LD, Studd JW, Gibb DM, Cooper DJ (1983) Obstetric
characteristics in different racial groups. Br J Obstet Gynaecol 90: 892–897. 41. Tuck SM, Cardozo LD, Studd JW, Gibb DM, Cooper DJ (19 characteristics in different racial groups. Br J Obstet Gynaecol 90 g
p
y
42. Perry IJ, Beevers DG, Whincup PH, Bareford D (1995) Predictors of ratio of
placental weight to fetal weight in multiethnic community. BMJ 310: 436–439. 42. Perry IJ, Beevers DG, Whincup PH, Bareford D (1995) Predictors of ratio of
l
t l
i ht t
f t l
i ht i
lti th i
it
BMJ 310 436 439 42. Perry IJ, Beevers DG, Whincup PH, Bareford D (1995) Predict 51. Frost F, Starzyk P, George S, McLaughlin JF (1984) Birth complication
reporting: the effect of birth certificate design. Am J Public Health 74: 505–506. placental weight to fetal weight in multiethnic community. BMJ 310: 436–439. 43. Falkner B (1990) Differences in blacks and whites with essential hypertension:
biochemistry and endocrine. State of the art lecture. Hypertension 15: 681–686. 43. Falkner B (1990) Differences in blacks and whites with essential hypertension:
biochemistry and endocrine. State of the art lecture. Hypertension 15: 681–686. 52. Division of Reproductive Health, U.S. Centers for Disease Control and
Prevention. (n.d.) Tobacco use and pregnancy. 44. Frohlich ED (1990) Hemodynamic differences between black patients and white
patients with essential hypertension. References Am J Obstet Gynecol 181: 1026–1035. 15. Marshall NE, Guild C, Cheng YW, Caughey AB, Halloran DR (2013) Racial
disparities in pregnancy outcomes in obese women. J Matern Fetal Neonatal
Med. 34. Geller SE, Ahmed S, Brown ML, Cox SM, Rosenberg D, et al. (2004)
International Classification of Diseases-9th revision coding for preeclampsia:
how accurate is it? Am J Obstet Gynecol 190: 1629–1633; discussion 1633–
1624. 16. Wolf M, Shah A, Jimenez-Kimble R, Sauk J, Ecker JL, et al. (2004) Differential
risk of hypertensive disorders of pregnancy among Hispanic women. J Am Soc
Nephrol 15: 1330–1338. 17. Bouthoorn SH, Gaillard R, Steegers EA, Hofman A, Jaddoe VW, et al. (2012)
Ethnic differences in blood pressure and hypertensive complications during
pregnancy: the Generation R study. Hypertension 60: 198–205. 35. Misra DP, Kiely JL (1995) The effect of smoking on the risk of gestational
hypertension. Early Hum Dev 40: 95–107. 36. Dosemeci M, Wacholder S, Lubin JH (1990) Does nondifferential misclassifi-
cation of exposure always bias a true effect toward the null value? Am J Epidemiol 132: 746–748. 18. Tanaka M, Jaamaa G, Kaiser M, Hills E, Soim A, et al. (2007) Racial disparity
in hypertensive disorders of pregnancy in New York State: a 10-year longitudinal
population-based study. Am J Public Health 97: 163–170. 37. (2004) World Health Organization expert consultation. Appropriate body-mass
index for Asian populations and its implications for policy and intervention
strategies. Lancet: 157–163. 19. Gong J, Savitz DA, Stein CR, Engel SM (2012) Maternal ethnicity and pre-
eclampsia in New York City, 1995–2003. Paediatr Perinat Epidemiol 26: 45–52. October 2014 | Volume 9 | Issue 10 | e106446 October 2014 | Volume 9 | Issue 10 | e106446 7 PLOS ONE | www.plosone.org trahydrofolate reductase gene polymorphism with preeclampsia. Eur J Obstet
Gynecol Reprod Biol 112: 162–169. Smoking during Pregnancy and Preeclampsia State of the art lecture. Hypertension 15:
675–680. 53. England LJ, Grauman A, Qian C, Wilkins DG, Schisterman EF, et al. (2007)
Misclassification of maternal smoking status and its effects on an epidemiologic
study of pregnancy outcomes. Nicotine & Tobacco Research 9: 1005–1013. 45. El Sahly HM, Reich RA, Dou SJ, Musser JM, Graviss EA (2004) The effect of
mannose binding lectin gene polymorphisms on susceptibility to tuberculosis in
different ethnic groups. Scand J Infect Dis 36: 106–108. 54. Llurba E, Sanchez O, Dominguez C, Soro G, Goya M, et al. (2013) Smoking
during pregnancy: changes in mid-gestation angiogenic factors in women at risk
of developing preeclampsia according to uterine artery Doppler findings. Hypertens Pregnancy 32: 50–59. g
p
J
46. Pegoraro RJ, Hira B, Rom L, Moodley J (2003) Plasminogen activator inhibitor
type 1 (PAI1) and platelet glycoprotein IIIa (PGIIIa) polymorphisms in Black
South Africans with pre-eclampsia. Acta Obstet Gynecol Scand 82: 313–317. 55. Fink AK, Lash TL (2003) A null association between smoking during pregnancy
and breast cancer using Massachusetts registry data (United States). Cancer
Causes Control 14: 497–503. p
p
y
47. Prasmusinto D, Skrablin S, Fimmers R, van der Ven K (2004) Ethnic differences
in the association of factor V Leiden mutation and the C677T methylenete- October 2014 | Volume 9 | Issue 10 | e106446 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 8
|
https://openalex.org/W2312459518
|
https://zenodo.org/records/2379161/files/article.pdf
|
English
| null |
Discussion on Empyema and Its Treatment in Military Cantonments during the Winter of 1917–1918
|
The Boston medical and surgical journal/Boston medical and surgical journal
| 1,918
|
public-domain
| 3,333
|
ered
us all winter, and that is really
one of
the most interesting and one of the most im-
portant problems that has arisen during the
winter's work among the new recruits. The cream is made by adding the plaster little
by little to a basin holding about a quart of
cold water, the water being gently but contin-
uously agitated with the hand
as the plaster is
added. When the consistency is such that the
withdrawn hand appears to be covered with a
white cotton glove, the correct combination has
been made. The form is immediately plunged
in the
plaster
bouillon
as
described
above. Many ingenious forms are used, especially the
Delbet appareil de marche for.fractures of the
leg. Upon
the
completion
of
all operative
work and the healing of all wounds the patient
is sent to a physiotherapeutic center. Here he
receives massage, mechano-therapy, electricity,
heat and gymnastic training. Following this,
if unable to return to the Army, he enters a re-
educational school where, with the assistance of
many
ingenious
types
of
apparatus, he
is
taught to adapt himself to his physical incapac-
ity, and after from three to six months enters
once more into civil life. Our problems are quite different from those
encountered in the camps in 1898,
a difference
largely due to the elimination of typhoid fever
and the so-called "typhoid malaria."
The ab-
sence of these
diseases
is
due chiefly to the
triple
inoculation
with
typhoid
and
para-
typhoid vaccines; but the splendid work of the
Medical Corps of the Army in improving camp
sanitation, in
the
careful
selection
of
camp
sites, with reference to their natural soils and
drainage, and eliminating the
sources of ma-
laria and other insect-borne diseases, has been
an important contributing factor. p
g
In spite of all possible care, the herding to-
gether in barrack life of large numbers of men,
especially from the country districts, has
fa-
vored the spread of certain other infections. To a lesser degree we have scarlet fever and
diphtheria;
to
a greater degree
mumps and
cerebrospinal
meningitis,
although
we
have
been very fortunate in having little of the lat-
ter in New England. And to
a still greater
degree
we have had measles and pneumonia,
which, have taken the place to
a considerable
extent of typhoid and its allied diseases, as the
most common and the most dangerous diseases
incident to camp life. They are always present
in our base hospitals in larger proportion than
one sees in our civil hospitals; and at periods
of great activity,
as after the arrival of large
numbers of
new recruits, constitute
a
clinic
the value of which cannot be appreciated by
those not in the service. The clinic thus con-
stituted is
an exceedingly valuable post-grad-
uate course for the general practitioner. The Boston Medical and Surgical Journal as published by
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016.
For personal use only. No other uses without permission. From the NEJM Archive. Copyright © 2010 Massachusetts Medical Society. g
p
y
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016.
For personal use only. No other uses without permission. From the NEJM Archive. Copyright © 2010 Massachusetts Medical Society. DISCUSSION. Dr. David Cheever, Boston :
I
was very
much interested in what Dr. Clark had to say,
especially
about
the guillotine
amputations. That was the method used in the British army
in 1915-1916, but I note that lately in the Brit-
ish surgical literature there have been many
protests against this
method. They necessi-
tated secondary amputations, which resulted in
marked additional shortening of the limb, and
in
a certain number of cases secondary tetanus
appeared. Of course that could, no doubt, be
handled by additional prophylactic injections
of tetanus serum, so that the latent and encap-
sulated organisms freed by the secondary op-
eration would be destroyed. It would
seem
that flap amputations, with
the tissues held
widely
apart by appropriate packing with
gauze and protective tissue, would be as effec-
tive in preventing gas bacillus infection and
give better stumps. g
From a surgical point of view, the most in-
teresting thing in connection with the epidemic
of pneumonia and measles has been the study
of the empyema with which they have been so
frequently
complicated. In
our
experience
about twenty per cent, of all
cases of pneu-
monia have been followed by empyema, fifteen
per cent, of the straight lobar pneumonias, and
twenty-one per cent, of the post-measles pneu-
monias. The empyema met with has been very
different from the type which
we have been
accustomed to see in civil practice and in our
local hospitals. Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. The Boston Medical and Surgical Journal as published by
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016. The Boston Medical and Surgical Journal as published by Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. It is of
rapid development; does not wait for the cri-
sis; in some instances fluid being present with-
in three
or four days after the symptoms of
the pneumonia. More rarely it appears with-
out the preceding pneumonia. In eighty-one
cases of pneumonia with empyema, fluid
was
found, in sixty per cent, within the first two
weeks, and in
most of these within the first
week. In other words, it has usually appeared
before
the pneumonia
has
cleared
up,
thus
adding very greatly to the danger and diffi-
culties of surgical treatment. Then again the
fluid has collected very rapidly and suddenly,
often reaching large
amounts within twenty-
four hours. y
We believe that the empyema was simply
a
local manifestation of a blood infection, that is
to say, it was but an expression of a general
constitutional
infection. We
felt
that only
upon
some
such
basis
could
we explain the
presence of the infection in both pleurae at the
same time, in the pericardium, and even in the
peritoneum. To
these
we occasionally added
joint infections so that we really had
a poly-
serositis. Although the pericardium was often
involved, the endocardium was seldom infected. I remember but
one instance,
a case that
was
apparently convalescent, but which terminated
fatally. The patient
was sitting up
in bed
about ten days after thoracotomy, talking with
his father, apparently very well, when he was
seized with a sudden dyspnea and cyanosis, and
died within five minutes, as if from pulmonary
embolus. Autopsy
showed
an organized clot
on the side of the right auricle, partly detached,
and blocking the auriculo-ventricular opening. A noticeable feature of the autopsy
was the
presence of multiple pulmonary abscesses, some
of them very minute, some holding two or three
ce of pus. When these were at the periphery
of the lung, it seemed possible that their rup-
ture might have given rise to a direct contami-
nation of the pleural cavity, perhaps even with
the pneumothorax that
was occasionally
met
with. Another feature that has distinguished these
cases from those ordinarily met with has been
the character of the fluid. In very few cases
have we found frank pus. We get instead
a
cloudy, serous fluid with much fibrin, showing
many leucocytes microscopically. The fluid is
often so clear that it seems hardly necessary to
drain. Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. In some, where the mortality
has been very low, the streptococcus has been
absent, but apparently it has been quite uni-
versal. We undertook one or two interesting
experiments to see how prevalent it was among
the officers. From the medical officers at the
Base Hospital cultures from the throats showed
that seventy-two per
cent, carried the hemo-
lvtic streptococcus in their throats. Then
we
tried it among the nurses, and found that sixty
per cent, of the nurses carried it. Then, as a
check,
we
took the
camp
surgeons, including
the regimental surgeons, and only five per cent,
of them
were streptococcus carriers. Yet, of
course, the cases of pneumonia were all coming
from the
camp. There
were
no
cases
of
the streptococcus pneumonia
among the per-
sonnel of
the hospital, in spite of the fact
that seventy per cent, of us were carriers. We believe that the empyema was simply
a
local manifestation of a blood infection, that is
to say, it was but an expression of a general
constitutional
infection. We
felt
that only
upon
some
such
basis
could
we explain the
presence of the infection in both pleurae at the
same time, in the pericardium, and even in the
peritoneum. To
these
we occasionally added
joint infections so that we really had
a poly-
serositis. Although the pericardium was often
involved, the endocardium was seldom infected. I remember but
one instance,
a case that
was
apparently convalescent, but which terminated
fatally. The patient
was sitting up
in bed
about ten days after thoracotomy, talking with
his father, apparently very well, when he was
seized with a sudden dyspnea and cyanosis, and
died within five minutes, as if from pulmonary
embolus. Autopsy
showed
an organized clot
on the side of the right auricle, partly detached,
and blocking the auriculo-ventricular opening. A noticeable feature of the autopsy
was the
presence of multiple pulmonary abscesses, some
of them very minute, some holding two or three
ce of pus. When these were at the periphery
of the lung, it seemed possible that their rup-
ture might have given rise to a direct contami-
nation of the pleural cavity, perhaps even with
the pneumothorax that
was occasionally
met
with. One
other
interesting
point
disclosed by g
p
Now the empyema of camp life during the
past winter has been very different. The Boston Medical and Surgical Journal as published by
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016.
For personal use only. No other uses without permission. From the NEJM Archive. Copyright © 2010 Massachusetts Medical Society. g
p
y
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016.
For personal use only. No other uses without permission. From the NEJM Archive. Copyright © 2010 Massachusetts Medical Society. The Boston Medical and Surgical Journal as published by
The New England Journal of Medicine Downloaded from nejm org at UNIVERSITY OF VIRGINIA on July 1 2016 Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. BY Major Homer Gage, M.R.C., Worcester, Mass. BY Major Homer Gage, M.R.C., Worcester, Mass. In response to the invitation of your com-
mittee, I am very glad
to
say
a few words
about one of the camp problems that has both- p
Ordinarily, if, after the crisis of the pneu- shown hemolytic streptococcus, both in
smear
and culture ; and this has been true even of the
lobar pneumonia. Often a Type I or Type II
pneumonia would be accompanied by
a strep-
tococcus empyema. In some, where the mortality
has been very low, the streptococcus has been
absent, but apparently it has been quite uni-
versal. We undertook one or two interesting
experiments to see how prevalent it was among
the officers. From the medical officers at the
Base Hospital cultures from the throats showed
that seventy-two per
cent, carried the hemo-
lvtic streptococcus in their throats. Then
we
tried it among the nurses, and found that sixty
per cent, of the nurses carried it. Then, as a
check,
we
took the
camp
surgeons, including
the regimental surgeons, and only five per cent,
of them
were streptococcus carriers. Yet, of
course, the cases of pneumonia were all coming
from the
camp. There
were
no
cases
of
the streptococcus pneumonia
among the per-
sonnel of
the hospital, in spite of the fact
that seventy per cent, of us were carriers. monia,
we have
a subsequent rise in temper-
ature,
or
when the temperature remains
up
after the crisis should have occurred, we begin
to look out for the physical signs of empyema,
and when this seems sufficiently evident we aspi-
rate, and if we find thick, purulent fluid, the
case is turned over to the surgeon. Except in
older, neglected cases it is not often regarded
as an emergency, but is operated on, as the fluid
reaccumulates, often under general anesthesia,
and usually with the resection of f rib. If the
case is neglected or unsuspected, we get a pic-
ture of general sepsis with marked dyspnea
from lung compression shown hemolytic streptococcus, both in
smear
and culture ; and this has been true even of the
lobar pneumonia. Often a Type I or Type II
pneumonia would be accompanied by
a strep-
tococcus empyema. The Boston Medical and Surgical Journal as published by Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. y
The clinical picture differs from ordinary
empyema, chiefly in its early appearance
as
a
complication of the pneumonic
process. The
patients are, therefore,
as a rule, much sicker
than we have been accustomed to see them. If
they live long enough for resolution to take
place, they present
a picture not unlike that
commonly seen in civil practice. y
p act ce
In establishing the diagnosis, aside from the
ordinary physical signs, the x-ray is of great
value, often indicating and locating the pneu-
monia even before the physical signs are clearly
defined, and revealing the presence and prog-
ress of a pleural effusion. Chief reliance as to
the presence of fluid must, however, be placed
upon repeated tapping of
the
chest with
a
good-sized needle. Some of the patients have to
be tapped many times. As soon as you suspect
the fluid, tap, and then tap again, and keep it
up until you are thoroughly satisfied. It ap-
parently does not disturb the patients much, if
carefully and properly done, and it leads to
a
much earlier diagnosis than you get in any
other way. y p
To summarize : I think our experience illus-
trates very well the absolute importance and
necessity of operation. Its value seems to have
been clearly brought out in our group of cases,
and my experience and observation of the
re-
sults in other camps leads me to stick strongly
to my opinion about the value of simple thor-
acotomy with local anesthesia,
as against the
excision of rib, believing that the less you do
to
a patient so sick, in getting relief from the
immediate difficulty, the better the chance you
give him to get well. The only change that I
should make in a future series of cases would
be to put them immediately upon irrigation
with Carrel-Dakin solution. y
As to the interesting problem of treatment,
of course we have the alternatives of frequent
repeated
aspirations
and
of
drainage,
and
drainage may be obtained with or without rib
resection. Repeated aspiration in some camps
has turned out pretty well. In
a few of the
camps too extensive operation
seems to have
raised the mortality. Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. We aspirated frequently,
but in presence of a streptococcus infection, as
proved by
smear and culture,
or in the pres-
ence of frank pus, we operated, and we oper-
ated
as early
as either condition
was estab-
lished. As to the form of operation
we felt,
and still feel, that the patients were so very sickf
that it was unwise to add any greater discom-
fort
or shock than
was absolutely necessary,
and in all instances we did a simple thoracot-
omy under local anesthesia. In the adult, one
can get a large drainage tube between the ribs,
and secure such good drainage that rib resec-
tion would not seem to be called for. The Boston Medical and Surgical Journal as published by
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016.
For personal use only. No other uses without permission. From the NEJM Archive. Copyright © 2010 Massachusetts Medical Society. Discussion on Empyema and Its Treatment
in
Military
Cantonments
during
the
Winter of1917-1918. I do not know what is the mortality of em-
pyema in civil life, although I believe it to be
higher than has been generally realized. How-
ever, I do not think it has been comparable to
the mortality from
empyema
as experienced
during the last winter in the different camps. In
one it was eighty-four per cent., in others
fifty-three per cent., fifty-seven per cent., and
sixty-five
per cent. In twenty-five different
camps there was an average mortality of over
thirty per cent. It
is
clear, therefore,
that
pneumonia and empyema have been very im-
portant factors in the mortality as well as the
morbidity statistics of the army camps. One
other
interesting
point
disclosed by One
other
interesting
point
disclosed by o b d ty
y
Bacteriologically,
most
of
these
cases have As for irrigation, we did not irrigate except
in
cases where there
was
a foul odor to the
fluid (and that happened only once), and in
eases
where
there
were
large
fibrin
clots,
which we could not remove without irrigation. We had twenty-one
cases in which we had
pneumocoecus infection alone. Of these, seven
were operated
on without any deaths, and of
the fourteen not operated, eleven died. There
were forty-one
cases
with
the
streptococcus
alone, twenty-si? of which
were operated on,
with, up to the present time, eight deaths, and
fifteen not
operated
on
with
eleven
deaths. The infection
was
a mixed streptococcus and
pneumocoecus in five operative cases without a
death, and in eight
cases not operated on, of
which four died. Of the
cases in which the
infection was unknown,
or not recorded there
were four, all operated on, and
one of them
died. Out
of
twenty-four operative
cases,
there has been up to the present time
a mor-
tality of eighteen per cent., and of thirty-seven
non-operative- cases there
was
a mortality of
seventy per cent. autopsy was the presence of
a large collection
of fluid, in a few of our cases, between the left
lung
and the pericardium. It
was really
a
walled-off abscess lying between two layers of
the pleura. In one instance we found three or
four hundred ec. in this locality. If we could
have located it ante mortem, it couicl have been
drained, but we were unable to detect it,
e1 en
:
with the assistance of the x-ray. The Boston Medical and Surgical Journal as published by
The New England Journal of Medicine. Downloaded from nejm.org at UNIVERSITY OF VIRGINIA on July 1, 2016.
For personal use only. No other uses without permission. From the NEJM Archive. Copyright © 2010 Massachusetts Medical Society. DISCUSSION. S. J. MrxTER, Maj. M.R.C. :
These cases of
pneumonia and empyema have been most in-
teresting as well as most trying. I have had a
chance to
see them in the base hospitals, and
also to go over the statistics and the figures as
they come in from week to week in the office
at Washington. S. J. MrxTER, Maj. M.R.C. :
These cases of
pneumonia and empyema have been most in-
teresting as well as most trying. I have had a
chance to
see them in the base hospitals, and
also to go over the statistics and the figures as
they come in from week to week in the office
at Washington. g
The first thing which strikes one is the ap-
parent difference in the virulence of empyema
in different localities. I do not think the differ-
ence in the mortality in different places is en-
tirely
due
to
differences
in operations,
al-
though it has been found that the more exten-
|
https://openalex.org/W2887369361
|
https://europepmc.org/articles/pmc6307003?pdf=render
|
English
| null |
The association between periodontal disease and adverse pregnancy outcomes in Northern Tanzania: a cross-sectional study
|
African health sciences
| 2,018
|
cc-by
| 7,755
|
Abstract Background: For the past two decades, studies have investigated the relationship between periodontal disease and adverse preg-
nancy outcomes such as pre-eclampsia, preterm birth, low birth weight and preterm premature rupture of membranes. Background: For the past two decades, studies have investigated the relationship between periodontal disease and adverse preg-
nancy outcomes such as pre-eclampsia, preterm birth, low birth weight and preterm premature rupture of membranes. Objectives: To determine the prevalence of periodontal disease and associated adverse pregnancy outcomes among women
delivering at the Kilimanjaro Christian Medical Centre (KCMC).i Objectives: To determine the prevalence of periodontal disease and associated adverse pregnancy outcomes among women
delivering at the Kilimanjaro Christian Medical Centre (KCMC).i Methods: This cross-sectional study was based on the use of patients’ files, clinical examinations and oral interviews with moth-
ers who delivered at the KCMC. Pregnant women with singleton babies (N=1117) who delivered at the KCMC were recruited
for the study. Intra-oral examination was performed within five days of birth. The Community Periodontal Index was used to
assess periodontal diseasei Results: The prevalence of periodontal disease was 14.2%. Periodontal disease was significantly associated with higher odds of
pre-eclampsia [adjusted Odds Ratio 95% Confidence Interval (aOR=4.12;95%CI:2.20-7.90)], low birth weight (aOR=2.41;95%-
CI:1.34-4.33) and preterm birth (aOR=2.32;95%CI:1.33-4.27). There was no significant association between periodontal disease
and preterm premature rupture of membranes (aORs 1.83;95%CI:0.75-4.21) and eclampsia (3.71;95%CI:0.80-17.13). Conclusion: Maternal periodontal disease is a potential independent risk indicator for pre-eclampsia, low birth weight, and
preterm birth. Periodontal assessment and therapy should form part of the preventive antenatal care provided to women in
developing countries. p g
Keywords: Preterm birth; low birth weight; pre-eclampsia; eclampsia; preterm premature rupture of membranes; periodontal
disease; periodontitis; cross-sectional studies. DOI: https://dx.doi.org/10.4314/ahs.v18i3.18 p
g
Cite as: Gesase N, Miranda-Rius J, Brunet-Llobet L, Lahor-Soler E, Mahande MJ, Masenga G. The association between periodontal disease and
adverse pregnancy outcomes in Northern Tanzania: a cross-sectional study. Afri Health Sci. 2018;18(3): 601-611. https://dx.doi.org/10.4314/
h
18i3 18 Cite as: Gesase N, Miranda-Rius J, Brunet-Llobet L, Lahor-Soler E, Mahande MJ, Masenga G. The association between periodontal disease and
adverse pregnancy outcomes in Northern Tanzania: a cross-sectional study. Afri Health Sci. 2018;18(3): 601-611. https://dx.doi.org/10.4314/
ahs.v18i3.18 Nyobasi Gesase1, Jaume Miranda-Rius2,3, Lluís Brunet-Llobet3,4, Eduard Lahor-Soler2,3,
Michael J Mahande5, Gileard Masenga1 1. Department of Obstetrics and Gynaecology, Kilimanjaro Christian Medical Centre (KCMC)/Kilimanjaro Christian Medical
University College (KCMU College), Moshi, Tanzania. 1. Department of Obstetrics and Gynaecology, Kilimanjaro Christian Medical Centre (KCMC)/Kilimanjaro Christian
University College (KCMU College), Moshi, Tanzania. 2. Department of Odontostomatology. Faculty of Medicine and Health Sciences. Universitat de Barcelona, Barcelona,
3. Hospital Dentistry & Periodontal Medicine Research Group, Institut de Recerca Sant Joan de Déu (IRSJD), Funda
Joan de Déu, Barcelona, Spain. 4. Division of Pediatric Dentistry. Hospital Universitari Sant Joan de Déu. Universitat de Barcelona, Barcelona, Spain. 5. Department of Epidemiology and Biostatistics. Institute of Public Health. Kilimanjaro Christian Medical University
(KCMU College), Moshi, Tanzania. 2. Department of Odontostomatology. Faculty of Medicine and Health Sciences. Universitat de Barcelona, Barcelona, Spain. 3. Hospital Dentistry & Periodontal Medicine Research Group, Institut de Recerca Sant Joan de Déu (IRSJD), Fundació Sant
Joan de Déu, Barcelona, Spain. J
p
4. Division of Pediatric Dentistry. Hospital Universitari Sant Joan de Déu. Universitat de Barcelona, Barcelona, Spain. ric Dentistry. Hospital Universitari Sant Joan de Déu. Universitat de Barcelona, Barcelona, Spa 4. Division of Pediatric Dentistry. Hospital Universitari Sant Joan de Déu. Universitat de Barcelona, Barcelona, Spain. 5. Department of Epidemiology and Biostatistics. Institute of Public Health. Kilimanjaro Christian Medical University College
(KCMU College), Moshi, Tanzania. 5. Department of Epidemiology and Biostatistics. Institute of Public Health. Kilimanjaro Christian Medical University College
(KCMU College), Moshi, Tanzania. African
Health Sciences
© 2018 Gesase et al. Licensee African Health Sciences. 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. The association between periodontal disease and adverse pregnancy outcomes
in Northern Tanzania: a cross-sectional study Nyobasi Gesase1, Jaume Miranda-Rius2,3, Lluís Brunet-Llobet3,4, Eduard Lahor-Soler2,3,
Michael J Mahande5, Gileard Masenga1 Nyobasi Gesase1, Jaume Miranda-Rius2,3, Lluís Brunet-Llobet3,4, Eduard Lahor-Soler2,3,
Michael J Mahande5, Gileard Masenga1 Introduction Adverse pregnancy outcomes such as pre-eclampsia (PE),
eclampsia, preterm premature rupture of membranes
(pPROM), preterm birth (PTB) and low birth weight
(LBW) are all associated with maternal and neonatal mor-
bidity and mortality. These outcomes also represent a se-
rious public health problem. Maternal periodontal disease
can adversely affect pregnancy, by causing bacteria and
inflammatory mediators to spread from the oral cavity to
the fetal placental unit via the blood1. African
Health Sciences
© 2018 Gesase et al. Licensee African Health Sciences. 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. African Health Sciences Vol 18 Issue 3, September, 2018 African Health Sciences Vol 18 Issue 3, September, 2018 601 In periodontitis, periodontal pathogens or by-products
may reach the placenta and spread to the fetal circulation
and amniotic fluid. Their presence in the fetal-placental
compartment can stimulate a fetal immune/inflamma-
tory response characterized by the production of IgM
antibodies against the pathogens and the secretion of el-
evated levels of inflammatory mediators, which in turn
may cause miscarriage or premature birth. Moreover,
infection/inflammation may cause placental structural
changes leading to pre-eclampsia and impaired nutrient
support, thus reducing birth weight. Fetal exposure may
also result in tissue damage and increase the risk of peri-
natal morbidity and mortality14. The American Academy of Periodontology defines peri-
odontal disease as an inflammatory disease that affects
the soft and hard structures supporting the teeth2. In the
early stage of the disease, which is known as gingivitis,
the gums become swollen and red due to inflammation,
which is the body’s natural response to the presence of
harmful bacteria. In the more serious form of periodon-
tal disease, called periodontitis, the gums pull away from
the tooth and the supporting gum tissues are destroyed2. Periodontitis is principally caused by Gram-negative an-
aerobic bacteria, which raise local and systemic levels of
pro-inflammatory mediators3. The prevalence of periodontal disease varies depending
on the population studied and the definition used. For
example, in industrialized areas it affects between 20%
and 50% of pregnant women4,5. The World Bank Coun-
try classification defines the United Republic of Tanza-
nia as a low–income economy6. A systematic review and
meta regression of the global burden of severe periodon-
titis calculated its prevalence in Tanzania to be 20%7. Introduction In
Africa, and specifically in Tanzania, data on periodontal
health in pregnancy are limited. However, one study in a
rural population in Uganda reported 67% prevalence of
periodontal disease among pregnant women8. The international definition of low birth weight is a weight
“below 2500g” regardless of gestational age. Weights be-
low 1500g are considered very low (VLBW) and weights
below 1000g as extremely low (ELBW)15. In Tanzania, a
birth weight less than 1000g is considered as an abortion,
as the fetus is non-viable.i Preterm or premature birth (PTB) is usually defined as a
gestational age of less than 37 completed weeks. Preterm
premature rupture of membranes (pPROM) is defined
as rupture of the fetal membranes before the onset of
labour and prior to 37 weeks of gestation10. From the
epidemiological perspective, the incidence of PTB re-
ported in the literature varies, because it is a multifactorial
problem influenced by geographical and socio-economic
factors, racial characteristics, age, and quality of prenatal
care. PTB occurs in approximately 8-10% of pregnan-
cies in developed countries but this figure may be as high
as 43% in parts of the developing world. Unfortunately,
preterm birth and low birth weight rates are also high
elsewhere: Europe 4 to 12%, Asia 15%, Africa 10 to 12%,
Australia 6% and North America 7%16. At the 1996 World Workshop in Periodontics, the term
“periodontal medicine” was introduced to define a disci-
pline focused on the evaluation of the two-way relation-
ship between the fields. Periodontal disease can have a
major impact on individual systemic health, and in turn
systemic diseases may influence periodontal health as
well9. Gingivitis and periodontitis usually involve active chronic
infections which may increase the risk of adverse preg-
nancy outcomes such as PTB, LBW, pPROM and PE. The presence of a large ulcerated epithelium surface in
periodontal pockets allows bacteria and their products to
reach other parts of the body, causing lesions at different
levels. Certain bacteria such as Porphyromona gingivalis and
Aggregatibacter actinomycetemcomitans may even invade cells
and tissues directly10-12. Periodontal bacteria in pregnant
women with periodontitis may induce the cascade of im-
muno-inflammatory mediators such as PGE2, IL-6, IL-1,
and TNF-α which may be implicated in adverse pregnan-
cy outcomes4,13. Pre-eclampsia is a multi-factorial inflammatory disorder
that is a major cause of maternal and perinatal morbidity
and mortality. African Health Sciences Vol 18 Issue 3, September, 2018 Measurements In this study the outcome variables were pPROM, PE/
eclampsia, PTB and LBW, while periodontal disease (PD)
was the main exposure of interest. Other variables such
as age, marital status, level of education, height, weight,
body mass index, cigarette smoking, alcohol consump-
tion, previous history of pPROM, LBW, PE, PTB, HIV
status, urinalysis, VDRL, blood group and Rh factor,
haemoglobin level, blood slide for malaria parasite/ma-
laria rapid diagnostic test gestation age at delivery, birth
weight, mode of delivery, number of teeth, and tooth
mobility were also assessed as co-variates. Study subjects This study included all pregnant women (n=1117) deliv-
ering at the KCMC labour ward, aged from 18 to 46 years,
with singleton intrauterine fetuses of a gestational age be-
tween 28 and 42 weeks. Multiple gestations, women with
any systemic infection apart from periodontitis, and those
who lacked the number of teeth necessary to register
the Community Periodontal Index (CPI) were excluded. Study participants were recruited at the time of admis-
sion to the labour and delivery area17,18. They all provided
signed consent and their information was gathered to-
gether using a structured questionnaire, where their so-
ciodemographic characteristics, previous obstetric histo-
ry and the index pregnancy information were recorded. Periodontal examination was performed within five days
of delivery by the same obstetrician (NG), who had re-
ceived training in oral examination from a senior research-
er in periodontics (JMR). The intraexaminer calibration
was followed by assessments of the clinician’s ability over
a three-month period prior to the start of the study19. This study included all pregnant women (n=1117) deliv-
ering at the KCMC labour ward, aged from 18 to 46 years,
with singleton intrauterine fetuses of a gestational age be-
tween 28 and 42 weeks. Multiple gestations, women with
any systemic infection apart from periodontitis, and those
who lacked the number of teeth necessary to register
the Community Periodontal Index (CPI) were excluded. Study participants were recruited at the time of admis-
sion to the labour and delivery area17,18. They all provided
signed consent and their information was gathered to-
gether using a structured questionnaire, where their so-
ciodemographic characteristics, previous obstetric histo-
ry and the index pregnancy information were recorded.i Statistical analysis Data were analysed using SPSS version 20. Descriptive
statistics were summarized using mean and SD for con-
tinuous variables while frequency and proportions were
used for categorical variables. Odds ratios (OR) with 95%
Confidence Intervals (CI) for the adverse pregnant out-
comes associated with periodontal disease were estimat-
ed using a multivariable logistic model. A p-value of less
than 0.05 (2-tailed) was considered statistically significant. Periodontal examination was performed within five days
of delivery by the same obstetrician (NG), who had re-
ceived training in oral examination from a senior research-
er in periodontics (JMR). The intraexaminer calibration
was followed by assessments of the clinician’s ability over
a three-month period prior to the start of the study19. Study design g
We performed a cross-sectional study of all pregnant
women delivering at the Kilimanjaro Christian Medical
Center (KCMC) in Moshi, Northern Tanzania,between
September 2015 and April 2016. The KCMC is a zonal
consultant and university teaching hospital serving the
local community and referred cases from six regions in
Northern Tanzania. These include Kilimanjaro, Arusha,
Manyara, Tanga, Singida and Dodoma with approximate-
ly 15 million inhabitants. The Department of Obstetrics
and Gynaecology (KCMC Birth Medical Registry 2012)
provides birth care services to pregnant women from the
nearby communities as well as referral cases from other
regions. It has an average of 3,300 deliveries per year. Introduction The syndrome is characterised by inappro-
priate inflammatory and abnormal vascular response to
placentation which causes endothelial dysfunction, result-
ing in maternal hypertension during pregnancy3. Several studies have explored the relationship between
periodontal health status and adverse pregnancy out-
comes such as PTB, LBW, PE and pPROM. However
most of these studies have focused almost exclusively on African Health Sciences Vol 18 Issue 3, September, 2018 602 assessed (17, 16, 11, 26, 27, 47, 46, 31, 36, 37) using a
standard periodontal probe (Michigan 8/11, Hu-Friedy,
and Chicago, IL, USA). The probing depth involved three
measurements in mesial-medial-distal for buccal surfaces
and lingual-palatal surfaces respectively. The CPI scoring
criteria were defined as follows: 0 = no periodontal dis-
ease; 1 = bleeding on probing; probing depth ≤ 3mm; 2
= calculus with plaque seen or felt by probing; 3 = patho-
logical pocket > 3mm and < 6mm, and 4 = pathological
pocket ≥ 6mm; thus, a score of 0 meant no periodontal
disease, 1 - 2 gingivitis and 3 - 4 periodontitis. Assessment
of gingival recession included only one measurement in
medial for buccal and lingual-palatal surfaces20. Dental
mobility was classified as grade I, II, or III. Other param-
eters such as gingival enlargement21, were also considered. PTB and LBW in relation to systemic maternal infections. The aim of our study was to determine the prevalence
of periodontal disease among pregnant women in North-
ern Tanzania, and to analyse its possible association with
these adverse pregnancy outcomes. African Health Sciences Vol 18 Issue 3, September, 2018 African Health Sciences Vol 18 Issue 3, September, 2018 Results A total of 1,117 participants were eligible and were en-
rolled in the study. Their demographic characteristics
are shown in Table 1. Mean age was 28.5 years (SD ±
5.9), 568 (50.9%) were aged between 26 and 35 years, 435
(38.9%) attained post-secondary school education, and
1005 (90%) were married. The vast majority 967 (86.6%)
were between parity 1 and parity 3, 150 (13.4%) had par- Clinical periodontal examination was done using the ep-
idemiological section of the Community Periodontal In-
dex of Treatment Needs known as the Community Peri-
odontal Index (CPI)17. In each participant, ten teeth were African Health Sciences Vol 18 Issue 3, September, 2018 603 ity >3, and mean parity was 2 (SD ± 1). One thousand
and four (89.9%) had between one and three living chil-
dren; 63.1% gave birth via vaginal delivery, 35.3% by
cesarean section, 1.1% by vacuum and 0.5% by assisted
breech. Mean gestation age at birth was 39.0 weeks (SD ± 2.3, 28.0-44.0), with preterm delivery accounting for
9.8% (n=110); 897 (80.3%) were term deliveries, and 110
(9.8%) were post-term; 123 (11.0%) were LBW, 84.2%
were normal birth weight (>2.5kg to <4kg) and 4.7%
were overweight (>4kg). Results Table 1: Characteristics of study participants (N = 1117)
Variable
n
(%)
Age (years):
18 - 25
383
(34.3)
26 - 35
568
(50.9)
36 - 46
166
(14.9)
Mean (±SD)
28.5
(±5.9)
Level of education:
No formal education
15
(1.3)
Primary
416
(37.2)
Secondary
251
(22.5)
Post-secondary
435
(38.9)
Marital status:
Never married
112
(10.0)
Ever married
1005
(90.0)
Parity:
1 – 3
967
(86.6)
More than 3
150
(13.4)
Mean (±SD)
2
(±1)
Number of living children:
1 – 3
1004
(89.9)
More than 3
113
(10.1)
Mean (±SD)
2 (±1, 0-11)
Body Mass Index (kg/m2):
Underweight
43
(3.8)
Normal
605
(54.2)
Overweight
320
(28.6)
Obese
149
(13.3)
Mean (±SD)
24.9
(±4.4)
Blood pressure (mmHg):
Normal
1014
(90.8)
High
103
(9.2)
First antenatal visit (weeks) (n=1110):
Up to 14
281
(25.3)
More than 14
829
(74.7)
Mean (±SD)
17.9
(±5.3)
Mode of delivery:
Spontaneous vaginal
705
(63.1)
Caesarian section
394
(35.3)
Vacuum extraction
12
(1.1)
Assisted breach
6
(0.5)
Alcohol consumption:
Yes
208
(18.6)
No
909
(81.4) Table 1: Characteristics of study participants (N = 1117) Table 1: Characteristics of stu
Variable
Age (years):
18 - 25
26 - 35
36 - 46
Mean (±SD)
Level of education:
No formal education
Primary
Secondary
Post-secondary
Marital status:
Never married
Ever married
Parity:
1 – 3
More than 3
Mean (±SD)
Number of living children:
1 – 3
More than 3
Mean (±SD)
Body Mass Index (kg/m2):
Underweight
Normal
Overweight
Obese
Mean (±SD)
Blood pressure (mmHg):
Normal
High
First antenatal visit (weeks) (
Up to 14
More than 14
Mean (±SD)
Mode of delivery:
Spontaneous vaginal
Caesarian section
Vacuum extraction
Assisted breach
Alcohol consumption:
Yes
No African Health Sciences Vol 18 Issue 3, September, 2018 604 [Odds Ratio 95% Confidence Interval (OR = 2.1; 95%
CI: 1.30-3.40)] compared with the youngest group (18 to
25 years). When parity was compared, the odds of having
periodontal disease in the 1 - 3 parity group was half that
recorded in women with higher parity (OR = 0.5; 95%
CI: 0.30-0.70). Other variables such as level of education,
marital status, HIV status, body mass index and alcohol
consumption did not influence the occurrence of peri-
odontal disease (Table 2). The prevalence of periodontal disease was 14.2%
(n=159); however, severe periodontitis (grade 4) was
found in only 5.0% of this group. Results The characteristics of
study participants and the presence of periodontal dis-
ease are shown in Table 2. With reference to the distribution of periodontal disease,
adjusted for the age of the sample, women aged 36 to 46
years had a 2.1-times higher odds of periodontal disease Table 2: Characteristics of postpartum mothers and presence of periodontal disease (n = 111
Variable
Total
Presence of periodontal
disease
OR (95% CI)
p-value
Present
Absent
n (%)
n (%)
Age (years):
MD (95% CI)
Mean (SD)
30.0 (6.6)
28.2 (5.7)
1.8 (0.8-2.7)
0.001
18 - 25
383
50 (13.1)
333 (86.9)
1.0
26 - 35
568
69 (12.1)
499 (87.9)
0.9 (0.6-1.4)
0.679
36 - 46
168
40 (24.1)
126 (75.9)
2.1 (1.3-3.4)
0.001
Level of education:
No formal education
15
4 (26.7)
11 (73.3)
1.0
Primary
416
74 (17.8)
342 (82.2)
0.6 (0.2-1.9)
0.491*
Secondary
251
34 (13.5)
217 (86.5)
0.4 (0.1-1.4)
0.243*
Post-secondary
435
47 (10.8)
388 (89.2)
0.3 (0.1-1.1)
0.078*
Marital status:
Never married
112
13 (11.6)
99 (88.4)
Ever married
1005
146 (14.5)
859 (85.5)
0.8 (0.4-1.4)
0.401
Body mass index
(kg/m2):
Underweight
43
6 (14.0)
37 (86.0)
1.0
Normal
605
86 (14.2)
519 (85.8)
1.0 (0.4-2.5)
0.962
Overweight
320
45 (14.1)
275 (85.9)
1.0 (0.4-2.5)
0.985
Obese
149
22 (14.8)
127 (85.2)
1.1 (0.4-2.8)
0.895
Parity:
1 – 3
967
123 (12.7)
844 (87.3)
0.5 (0.3-0.7)
<0.001
More than 3
150
36 (24.0)
114 (76.0)
1.0
Known HIV status
(n=1114)
Positive
29
6 (20.7)
23 (79.3)
Negative
1085
151 (13.9)
934 (86.1)
1.6 (0.6-4.0)
0.301
Alcohol consumption:
Yes
208
30 (14.4)
178 (85.6)
1.0
No
909
129 (14.2)
780 (85.8)
1.0 (0.7-1.6)
0.931
MD=Mean Difference; *=Fisher Exact p-value Characteristics of postpartum mothers and presence of periodontal disease (n = 1117) African Health Sciences Vol 18 Issue 3, September, 2018 605 Adverse maternal outcomes and their associations with
PD are summarized in Table 3. Postpartum women with
PD at delivery had a 3.4 higher odds of pre-eclampsia than women without (OR = 3.4; 95% CI: 2.20-5.40). Results In
contrast, there was no statistically significant association
between PD and eclampsia, preterm premature rupture
of membranes or term rupture Table 3: Adverse maternal outcome associated with
periodontal disease (N = 1117)
Outcome
Total
Periodontal disease
OR (95% CI)
p-value
Present
Absent
n (%)
n (%)
Pre-eclampsia
Yes
101
33 (32.7)
68 (67.3)
No
1016
126 (12.4)
890 (87.6)
3.4 (2.2-5.4)
<0.001
Eclampsia
Yes
16
5 (31.2)
11 (68.8)
No
1101
154 (14.0)
947 (86.0)
2.8 (1.0-8.2)
0.050
Severity of pre-
eclampsia (n=101):
Mild
39
9 (23.1)
30 (76.9)
Severe
62
24 (38.7)
38 (61.3)
0.5 (0.2-1.2)
0.103
Pre-term premature
rupture of
membranes (n=110):
Yes
26
9 (34.6)
17 (65.4)
No
84
22 (26.2)
62 (73.8)
1.5 (0.6 -3.8)
0.404 Table 3: Adverse maternal outcome associated with
periodontal disease (N = 1117) Adverse fetal outcomes and their association with PD are
summarized in Table 4. Women shown to have had PD
at delivery had a 2.6 higher odds of delivering children
with LBW (<2.5 kg) than women without PD (OR = 2.6;
95% CI: 1.70-4.00). When gestation age at delivery was
analysed, mothers with PD were significantly (2.7 times) more likely to deliver before term (<37 weeks gestation)
than mothers without PD (OR = 2.7; 95% CI: 1.70-4.20). Crude analysis for the main variables was performed us-
ing logistic regression with cut off points for maternal/
neonatal characteristics, and the significant associations
were entered in the final model (Table 5). African Health Sciences Vol 18 Issue 3, September, 20
Table 4: Adverse fetal outcome associated with periodontal disease (N = 1117)
Outcomes
Total
Periodontal disease
OR (95% CI)
p-value
Present
Absent
n (%)
n (%)
Gestational age
at delivery
(weeks):
Term/ postdate
1007
128 (12.7)
879 (87.3)
Preterm
110
31 (28.2)
79 (71.8)
2.7 (1.7-4.2)
<0.001
Birth-weight
(kg):
Mean (SD)
1117
2.9 (0.7)
3.1 (0.6)
-0.2 [(-0.3 – (-0.1)]
<0.001
Normal
941
122 (13.0)
819 (87.0)
1.0
Low birthweight
123
34 (27.6)
89 (72.4)
2.6 (1.7-4.0)
<0.001
Overweight
53
3 (5.7)
50 (94.3)
0.4 (0.1-1.3)
0.138*
*=Fisher Exact p-value Table 4: Adverse fetal outcome associated with periodontal disease (N = 1117) VARIABLE As regards the relationship between PD and adverse ma-
ternal outcomes PE/eclampsia and pPROM, after ad-
justment for age, parity, and previous history of these
events the association with PE was significantly higher in
women with PD adjusted Odds Ratio 95% Confidence
Interval (aOR = 4.12; 95% CI: 2.20-7.90), but it was not
statistically significant for pPROM and eclampsia which
presented aORs of 1.83; 95% CI: 0.75-4.21) and (3.71;
95% CI: 0.80-17.13)respectively. As for the association
between PD and adverse fetal outcomes, after adjustment
for age, parity, and previous history the aORs were (2.41;
95% CI: 1.34-4.33) for LBW and (2.32; 95% CI: 1.33-
4.27) for PTB and were statistically significant in both
cases. duce hyper-irritability of the smooth muscle of the uter-
us, enhancing contractility, cervical thinning and cervical
dilatation, and may thus trigger preterm labour4,23,24. For
its part, maternal periodontal disease can adversely affect
pregnancy by causing bacteria and inflammatory media-
tors to spread from the oral cavity to the fetal placental
unit via the blood.1 In Tanzania, there is no epidemiological data regard-
ing periodontal disease in pregnant women. One of the
strengths of our study is the sample size: more than 1100
pregnant women were included, of whom 14.2% present-
ed with periodontal disease. The prevalence was strongly
influenced by older age and parity above 3. These results
are in agreement with a study in Brazil which found a
prevalence of 11%25, but other authors have reported
higher rates of PD among pregnant women3,12,26,27. The associations found in our study between lower rates
of PD, age under 35 and parity of 1 – 3 are probably due
to the higher levels of education in the younger popula-
tion and the study setting. Our study was carried out at
a tertiary teaching hospital in an area where most of the
community lives in an urban setting, a fact which may
have influenced the results of the study: well-educated
individuals in urban environments are likely to have a bet-
ter understanding of the need for good oral hygiene and
have a lower risk of developing periodontal disease. Oth-
er studies have associated the prevalence of periodontal
disease with low educational level, residence in rural en- In Tanzania, there is no epidemiological data regard-
ing periodontal disease in pregnant women. VARIABLE One of the
strengths of our study is the sample size: more than 1100
pregnant women were included, of whom 14.2% present-
ed with periodontal disease. The prevalence was strongly
influenced by older age and parity above 3. These results
are in agreement with a study in Brazil which found a
prevalence of 11%25, but other authors have reported
higher rates of PD among pregnant women3,12,26,27. Table 4: Adverse fetal outcome associated with periodontal disease (N = 1117) African Health Sciences Vol 18 Issue 3, September, 2018 606 Table 5: Adjusted odds ratio of maternal and neonatal characteristics
and presence of periodontal disease (N = 1117) VARIABLE COR (95%CI) AOR (95%CI)
Pre-eclampsia at delivery 1,2 3.43 (2.23-5.41) 4.12(2.20-7.90)
Preterm premature rupture of membranes 1,2 2.62 (1.45-5.01) 1.83 (0.75-4.21)
Eclampsia 1,2 2.85 (1.05-8.25) 3.71 (0.80-17.13)
Low birthweight (<2500g) 1,2,3
2.69 (1.74-4.27) 2.41 (1.34-4.33)
Pre-term birth (gestation age < 37 weeks)1,2,4 2.69 (1.71-4.25) 2.32 (1.33-4.27)
COR: Crude Odds Ratio; AOR: Adjusted Odds Ratio; (95%CI): 95% Confidence Interval;
1: adjusted for age, parity
2: adjusted for the same adverse fetal outcome
3: adjusted for previous low birth weight and pre-eclampsia
4: adjusted for previous preterm birth and pre-eclampsia VARIABLE COR (95%CI) AOR (95%CI)
Pre-eclampsia at delivery 1,2 3.43 (2.23-5.41) 4.12(2.20-7.90)
Preterm premature rupture of membranes 1,2 2.62 (1.45-5.01) 1.83 (0.75-4.21)
Eclampsia 1,2 2.85 (1.05-8.25) 3.71 (0.80-17.13)
Low birthweight (<2500g) 1,2,3
2.69 (1.74-4.27) 2.41 (1.34-4.33)
Pre-term birth (gestation age < 37 weeks)1,2,4 2.69 (1.71-4.25) 2.32 (1.33-4.27) African Health Sciences Vol 18 Issue 3, September, 2018 African Health Sciences Vol 18 Issue 3, September, 2018 Discussion Periodontal disease has been associated with certain ad-
verse pregnancy outcomes such as LBW, PTB, pPROM
and PE. Our principal findings indicate that maternal
periodontal disease is a potential independent risk indica-
tor for pre-eclampsia, low birth weight and preterm birth. Modelled estimates for Tanzania suggest that 23% of
newborn deaths are due to complications of PTB. Eighty-
six per cent of newborn deaths are also LBW, many of
which are PTB22. Maternal systemic infections can elicit
an inflammatory response that results in inflammation
of the maternal-fetal-placental unit including the uterus,
chorioamniotic membranes, placenta, amniotic fluid, fe-
tal lungs and circulation. These inflammatory stimuli in- The associations found in our study between lower rates
of PD, age under 35 and parity of 1 – 3 are probably due
to the higher levels of education in the younger popula-
tion and the study setting. Our study was carried out at
a tertiary teaching hospital in an area where most of the
community lives in an urban setting, a fact which may
have influenced the results of the study: well-educated
individuals in urban environments are likely to have a bet-
ter understanding of the need for good oral hygiene and
have a lower risk of developing periodontal disease. Oth-
er studies have associated the prevalence of periodontal
disease with low educational level, residence in rural en- African Health Sciences Vol 18 Issue 3, September, 2018 607 in the development and progression of atherosclerosis,
leading to coronary vascular disease. Periodontal disease
may cause a chronic burden of endotoxin and inflam-
matory cytokines which serve to initiate and exacerbate
athrogenesis and thrombogenesis. It is possible that the
placenta may be similarly burdened in pregnant wom-
en who develop pre-eclampsia37,38,39. Women with active
periodontal disease during pregnancy may have transient
translocation of oral organisms to the uteroplacental unit,
causing placental inflammation or oxidative stress early in
pregnancy which ultimately produces placental damage
and the clinical manifestation of pre-eclampsia. Studying
umbilical cord serum, Madianos et al assessed the pres-
ence of fetal immunoglobulin M against oral pathogens,
and identified the production of fetal IgM against Por-
phyromonas gingivalis; this finding indicates a fetal humoral
response to organisms distant from the intrauterine envi-
ronment and suggests the possibility of translocation of
oral pathogens to the uteroplacental unit14. Discussion Other authors
have detected a molecular increase of oral bacteria such
as Fusobacterium nucleatum in the placenta tissues of preg-
nant periodontitis patients40. vironments, poor oral hygiene and cigarette smoking8,28. Cigarette smoking is not a common habit among Tan-
zanian women and indeed none of our population were
smokers. The prevalence of PD varies depending on the popula-
tion investigated and the definition and the recording in-
dex used. One of the weaknesses of most studies is the
inconsistency in the recording of prevalence and severity
of PD, a drawback that influences the results and lim-
its the possibility of making valid comparisons between
studies. In this study the CPI scoring system was the
method used for measuring periodontal status29.i The prevalence of PD varies depending on the popula-
tion investigated and the definition and the recording in-
dex used. One of the weaknesses of most studies is the
inconsistency in the recording of prevalence and severity
of PD, a drawback that influences the results and lim-
its the possibility of making valid comparisons between
studies. In this study the CPI scoring system was the
method used for measuring periodontal status29. This study found a significant association between PD
and PE [aOR 4.12 (95% CI: 2.20-7.90)] indicating that PD
may influence adverse pregnancy outcomes in Northern
Tanzania. Parity more than 3, age 36 - 45 and history of
previous PE were strongly associated with development
of PE in women with PD, in agreement with previous re-
ports in the US30, Iran31, Italy32, and Brazil33 which found
significant associations between pre-eclampsia and PD. In a meta-analysis including 13 observational case control
studies and two cohort studies, Wei and colleagues also
found a significant association between PD and pre-ec-
lampsia34. This study found a significant association between PD
and PE [aOR 4.12 (95% CI: 2.20-7.90)] indicating that PD
may influence adverse pregnancy outcomes in Northern
Tanzania. Parity more than 3, age 36 - 45 and history of
previous PE were strongly associated with development
of PE in women with PD, in agreement with previous re-
ports in the US30, Iran31, Italy32, and Brazil33 which found
significant associations between pre-eclampsia and PD. In a meta-analysis including 13 observational case control
studies and two cohort studies, Wei and colleagues also
found a significant association between PD and pre-ec-
lampsia34. African Health Sciences Vol 18 Issue 3, September, 2018 Ethical considerationi 6. World Bank Country and Lending Groups. The World
Bank Group – worldbank.org. 2017 https://datahelp-
desk.worldbank.org/knowledgebase/articles/906519-
world-bank-country-and-lending-groups (Last accessed
Nov 2017). Ethical clearance certificate No. 822 was obtained from
the Kilimanjaro Christian Medical University College Re-
search and Ethics Committee. Study participants signed
an informed consent form before data collection and all
the information was treated confidentially. Participants
who did not provide consent received the same care as
those who did. 7. Kassebaum NJ, Bernabé E, Dahiya M, Bhandari B,
Murray CJ, Marcenes W. Global burden of severe peri-
odontitis in 1990-2010: a systematic review and meta-re-
gression. J Dent Res. 2014; 93(11): 1045-1053. PubMed. DOI:10.1177/0022034514552491. Discussion PTB or LBW newborns are a major cause of infant
mortality and morbidity, and those who survive suffer a
higher risk of developing neurodevelopmental, respirato-
ry, cardiovascular and metabolic abnormalities as well as
learning disabilities. It is clear that the causes of PTB and
LBW are complex and multifactorial, but the mechanisms
involved may present common pathways. Infection is an
important risk factor for preterm low birth weight and so
periodontal disease may be linked to this process41. Due
to the high morbidity and mortality rates, PTB represents
a significant public health problem in Tanzania, which is
among the countries with the highest perinatal and child
mortality indices22. However, studies conducted by Nabet et al.3 and Patta-
nashetti et al.35 found a strong association between PD
and induced PTB due to preeclampsia. Our findings are
at odds with those of studies performed in Iran and Italy
by Abati et al.1 and Yaghini et al.36, who did not report
this association. Certain similarities have been reported between pre-
eclampsia and atherosclerosis. Like preeclampsia, athero-
sclerosis is associated with endothelial dysfunction, which
may be caused by oxidative stress and subsequent lipid
peroxidation, hyperlipidemia or homocysteinemia37. Epi-
demiological factors such as obesity, history of hyperten-
sion and African ancestry render the person susceptible
to pre-eclampsia and atherosclerosis. One of the reasons
for abnormalities in endothelial function is the presence
of severe inflammatory responses. Periodontal disease,
a chronic oral Gram-negative infection, has been asso-
ciated with atherosclerosis, thromboembolic events and
hypercholesterinemia. Oral pathogens have been detect-
ed in atherosclerotic plaque where they may play a role y
This study also found associations between PD and PTB
and LBW. After adjusting for participant’s age, parity,
presence of pre-eclampsia and history of previous LBW
and PTB, the relationship was statistically significant in all
cases. These findings corroborate those of studies else-
where in Africa and in other parts of the world, which
have recorded significant associations between PD, PTB
and LBW26,42-47. However, two studies conducted in Ita-
ly1,48 and one in Taiwan49 found no association between
PTB and PD, and an earlier study in Tanzania conducted African Health Sciences Vol 18 Issue 3, September, 2018 608 Conflict of interest
The authors declare that they have no conflict of interest. by Mumghamba and Manji50 failed to demonstrate the as-
sociation between PD and preterm LBW. References 1. Abati S, Villa A, Cetin I, Dessole S, Lugliè PF,
Strohmenger L, et al. Lack of association between mater-
nal periodontal status and adverse pregnancy outcomes:
a multicentric epidemiologic study. J Matern Fetal Neonatal
Med. 2013; 26 (4): 369–372. DOI:10.3109/14767058.201
2.733776. 1. Abati S, Villa A, Cetin I, Dessole S, Lugliè PF,
Strohmenger L, et al. Lack of association between mater-
nal periodontal status and adverse pregnancy outcomes:
a multicentric epidemiologic study. J Matern Fetal Neonatal
Med. 2013; 26 (4): 369–372. DOI:10.3109/14767058.201
2.733776. Future studies should aim to identify possible correlations
between the maternal subgingival microbiota and the pla-
cental microbioma, and analyse common inflammatory
factors at both these sites. In any case, new policies are
needed to provide systematic periodontal treatment for
all pregnant patients with periodontal disease and thus
control one of the main risk factors for adverse pregnan-
cy outcomes. 2. Periodontal Disease Fact Sheet. American Acade-
my of Periodontology - Perio.org. IL. Chicago 2017. https://www.perio.org/newsroom/periodontal-dis-
ease-fact-sheet (Last accessed Feb 2017). 3. Nabet C, Lelong N, Colombier M-L, Sixou M, Mus-
set A-M, Goffinet F, et al. Maternal periodontitis and the
causes of preterm birth: the case-control Epipap study. J
Clin Periodontol. 2010; 37 (1): 37–45. DOI:10.1111/j.1600-
051X.2009.01503.x. 2. Periodontal Disease Fact Sheet. American Acade-
my of Periodontology - Perio.org. IL. Chicago 2017. https://www.perio.org/newsroom/periodontal-dis-
ease-fact-sheet (Last accessed Feb 2017). 3. Nabet C, Lelong N, Colombier M-L, Sixou M, Mus-
set A-M, Goffinet F, et al. Maternal periodontitis and the
causes of preterm birth: the case-control Epipap study. J
Clin Periodontol. 2010; 37 (1): 37–45. DOI:10.1111/j.1600-
051X.2009.01503.x. Conclusion
I In summary, maternal periodontal disease is a potential
independent risk indicator for pre-eclampsia, low birth
weight and preterm birth. Periodontal examination and
treatment for women with pre-existing periodontal dis-
ease can reduce the risk of recurrence or deterioration,
and should form part of the preventive antenatal care
provided in developing countries. Taken together with
other studies, our findings suggest that the disparate re-
sults regarding the association between periodontal dis-
ease and adverse outcomes are partly due to the defini-
tions used and the populations studied. 4. Offenbacher S, Lieff S, Boggess KA, Murtha AP, Ma-
dianos PN, Champagne CM, et al. Maternal periodontitis
and prematurity. Part I: Obstetric outcome of prematu-
rity and growth restriction. Ann Periodontol, 2001; 6 (1):
164–174. DOI:10.1902/annals.2001.6.1.164. PubMed . 5. Xiong X, Buekens P, Vastardis S, Yu SM. Periodontal
disease and pregnancy outcomes: state-of-the-science. Ob-
stet Gynecol Surv. 2007; 62 (9): 605-615. DOI:10.1097/01. ogx.0000279292.63435.40. 4. Offenbacher S, Lieff S, Boggess KA, Murtha AP, Ma-
dianos PN, Champagne CM, et al. Maternal periodontitis
and prematurity. Part I: Obstetric outcome of prematu-
rity and growth restriction. Ann Periodontol, 2001; 6 (1):
164–174. DOI:10.1902/annals.2001.6.1.164. PubMed . 5. Xiong X, Buekens P, Vastardis S, Yu SM. Periodontal
disease and pregnancy outcomes: state-of-the-science. Ob-
stet Gynecol Surv. 2007; 62 (9): 605-615. DOI:10.1097/01. ogx.0000279292.63435.40. African Health Sciences Vol 18 Issue 3, September, 2018 Discussion Our study did not find a significant statistical association
between PD and pPROM or eclampsia, even though the
findings were clinically significant. Similarly, Abati et al. in Italy found no association between PD and adverse
pregnancy outcomes including pPROM1. Our study did not find a significant statistical association
between PD and pPROM or eclampsia, even though the
findings were clinically significant. Similarly, Abati et al. in Italy found no association between PD and adverse
pregnancy outcomes including pPROM1. Funding information
The study was self- funded by the authors. Acknowledgements Clínics Associates, a well-established Professional Part-
nership in Terrassa (Barcelona), deserves a special men-
tion for leading and supporting KiliBarnaDental project
at Soweto General Hospital in Arusha, United Repub-
lic of Tanzania, East Africa. The authors thank Ombeni
Mrina, dental therapist, for his excellent assistance. 8. Wandera M, Astrøm AN, Okullo I, Tumwine JK. De-
terminants of periodontal health in pregnant women and
association with infants’ anthropometric status: aprospec-
tive cohort study from Eastern Uganda. BMC Pregnancy
Childbirth. 2012; 12: 90. DOI:10.1186/1471-2393-12-90. African Health Sciences Vol 18 Issue 3, September, 2018 African Health Sciences Vol 18 Issue 3, September, 2018 609 sion. Int J Periodontics Restorative Dent. 1985; 5 (2): 8–13. PMID:3858267. 9. Offenbacher S, Katz V, Fertik G, Collins J, Boyd D, May-
nor G, et al. Periodontal infection as a possible risk factor
for preterm low birth weight. J Periodontol. 1996; 67 (10
Suppl): 1103–1113. DOI:10.1902/jop.1996.67.10s.1103. 10. Manji KP, Massawe AW, Mgone JM. Birthweight and
neonatal outcome at the Muhimbili Medical Centre, Dar
es Salaam, Tanzania. East Afr Med J. 1998; 75 (7): 382–
387. PMID:9803627. 21. Miranda J, Brunet L, Roset P, Farré M, Mendie-
ta C. Reliability of two measurement indices for gingi-
val enlargement. J Periodontal Res. 2012; 47 (6): 776-782. DOI:10.1111/j.1600-0765.2012.01495.x. J
ta C. Reliability of two measurement indices for gingi-
val enlargement. J Periodontal Res. 2012; 47 (6): 776-782. DOI:10.1111/j.1600-0765.2012.01495.x. 22. The National Road Map Strategic Plan To Accelerate
Reduction of Maternal, Newborn and Child Deaths in
Tanzania 2008-2015. United Republic of Tanzania Min-
istry of Health and Social Welfare. Sharpened One Plan. 2014. DOI:10.1111/j.1600-0765.2012.01495.x. 22. The National Road Map Strategic Plan To Accelerate
Reduction of Maternal, Newborn and Child Deaths in
Tanzania 2008-2015. United Republic of Tanzania Min-
istry of Health and Social Welfare. Sharpened One Plan. 2014. 11. Dasanayake AP. Poor periodontal health of the
pregnant woman as a risk factor for low birth weight. Ann Periodontol. 1998; 3 (1): 206–212. DOI:10.1902/an-
nals.1998.3.1.206. PubMed . 23. Berkowitz K, LaSala A. Risk factors associated
with the increasing prevalence of pneumonia during
pregnancy. Am J Obstet Gynecol. 1990; 163 (3): 981–985. PMID:2403178. 12. Kim J, Amar S. Periodontal disease and systemic con-
ditions: a bidirectional relationship. Odontology. 2006; 94
(1): 10–21. DOI:10.1007/s10266-006-0060-6. 13. Williams CE, Davenport ES, Sterne JA, Sivapathasun-
daram V, Fearne JM, Curtis MA. Mechanisms of risk in
preterm low-birthweight infants. Periodontol. 2000 2000;
23: 142–150. PMID:11276762. 24. Acknowledgements Romero R, Mazor M, Munoz H, Gomez R, Galasso
M, Sherer DM. The preterm labor syndrome. Ann N Y
Acad Sci. 1994; 734: 414–429. PMID:7978942. 25. Piscoya MD, Ximenes RA, Silva GM, Jamelli SR,
Coutinho SB. Maternal periodontitis as a risk factor for
prematurity. Pediatr Int, 2012; 54 (1): 68-75. DOI:10.1111/
j.1442-200X.2011.03502.x. 14. Madianos PN, Bobetsis YA, Offenbacher S. Adverse
pregnancy outcomes (APOs) and periodontal disease:
pathogenic mechanisms. J Periodontol, 2013; 84 (4 Suppl):
S170–180. DOI:10.1902/jop.2013.1340015. 26. Martinez de Tejada B, Gayet-Ageron A, Combescure
C, Irion O, Baehni P. Association between early preterm
birth and periodontitis according to USA and European
consensus definitions. J Matern Fetal Neonatal Med. [Inter-
net].2012; 25 (11): 2160–2166. PubMed. DOI:10.3109/1
4767058.2012.663827.i 15. Wardlaw T, Blanc A, Zupan J, Åhman E. (2004) Low
Birth Weight: country, regional and global estimates,
World Health Organization & UNICEF.NewYork. https://www.unicef.org/publications/files/low_birth-
weight_from_EY.pdf (Last Accessed Feb 2017). 27. Armitage GC. Periodontal diagnoses and classifica-
tion of periodontal diseases. Periodontol. 2000 2004; 34:
9-21. PMID:14717852 16. Horton AL, Boggess KA. Periodontal disease and
preterm birth. Obs Gyne-col Clin North Am. 2012; 39 (1):
17–23. DOI:10.1016/j.ogc.2011.12.008. 17. Ainamo J, Barmes D, Beagrie G, Cutress T, Mar-
tin J. Development of the world health organization
(WHO) community periodontal index of treatment
needs (CPITN). Int Dent J. 1982; 32 (3): 281–291. PMID:6958657.i 28. Vogt M, Sallum AW, Cecatti JG, Morais SS. Periodon-
tal disease and some adverse perinatal outcomes in a co-
hort of low risk pregnant women. Reprod Health. 2010; 7
(1): 29. DOI:10.1186/1742-4755-7-29. 29. Ide M, Papapanou PN. Epidemiology of association
between maternal periodontal disease and adverse preg-
nancy outcomes – systematic review. J Periodontol. 2013;
84 (4 Suppl S1): 81-94. DOI:10.1902/jop.2013.134009. 30. BoggessKA, Lieff S, Murtha AP, Moss K, Beck J, Of-
fenbacher S. Maternal periodontal disease is associated
with an increased risk for pre-eclampsia. Obstet Gynecol. 2003;101 (2): 227–231. PMID:12576243. 31 Sayar F Hoseini MS Abbaspour S Effect of peri 29. Ide M, Papapanou PN. Epidemiology of association
between maternal periodontal disease and adverse preg-
nancy outcomes – systematic review. J Periodontol. 2013;
84 (4 Suppl S1): 81-94. DOI:10.1902/jop.2013.134009. 30. BoggessKA, Lieff S, Murtha AP, Moss K, Beck J, Of-
fenbacher S. Maternal periodontal disease is associated
with an increased risk for pre-eclampsia. Obstet Gynecol. 2003;101 (2): 227–231. PMID:12576243. 31. Sayar F, Hoseini MS, Abbaspour S. Effect of peri-
odontal disease on pre-eclampsia. Iran J Public Health,
2011; 40 (3): 122-127. PMID:23113094. Acknowledgements 32. Sgolastra F, Petrucci A, Severino M, Gatto R, Mo- 29. Ide M, Papapanou PN. Epidemiology of association
between maternal periodontal disease and adverse preg-
nancy outcomes – systematic review. J Periodontol. 2013;
84 (4 Suppl S1): 81-94. DOI:10.1902/jop.2013.134009. 18. Cutress TW, Ainamo J, Sardo-Infirri J. The commu-
nity periodontal index of treatment needs (CPITN) pro-
cedure for population groups and individuals. Int Dent J. 1987; 37: 222-233. PMID:3481626. 30. BoggessKA, Lieff S, Murtha AP, Moss K, Beck J, Of-
fenbacher S. Maternal periodontal disease is associated
with an increased risk for pre-eclampsia. Obstet Gynecol. 2003;101 (2): 227–231. PMID:12576243. 19. Gomes-Filho IS, Cruz SS, Rezende EJ, Dos Santos
CA, Soledade KR, Magalhães MA, et al. Exposure mea-
surement in the association between periodontal dis-
ease and prematurity/low birth weight. J Clin Periodontol. 2007; 34 (11): 957-963. PubMed. DOI:10.1111/j.1600-
051X.2007.01141.x.i 31. Sayar F, Hoseini MS, Abbaspour S. Effect of peri-
odontal disease on pre-eclampsia. Iran J Public Health,
2011; 40 (3): 122-127. PMID:23113094. 32. Sgolastra F, Petrucci A, Severino M, Gatto R, Mo- 20. Miller PD. A classification of marginal tissue reces- 20. Miller PD. A classification of marginal tissue reces- African Health Sciences Vol 18 Issue 3, September, 2018 610 an mothers increases the risk of low birth weight babies:
a hospital-based case control study. J Periodontal Implant
Sci. 2014; 44 (2): 85-93. DOI:10.5051/jpis.2014.44.2.85
PubMed. naco A. Relationship between periodontitis and pre-ec-
lampsia: a meta-analysis. PLoS One, 2013; 8 (8): e71387. DOI:10.1371/journal.pone.0071387. eCollection 2013. 33. Moura da Silva G, Coutinho SB, Piscoya MD,
Ximenes RA, Jamelli SR. Periodontitis as a risk factor
for preeclampsia. J Periodontol. 2012; 83 (11): 1388-1396. DOI:10.1902/jop.2012.110256. 43. Haerian-ArdakaniA, Eslami Z, Rashidi-Meibodi F,
Haerian A, Dallalnejad P, Shekari M, et al. Relationship
between maternal periodontal disease and low birth
weight babies. Iran J Reprod Med. 2013; 11 (8): 625-630. PMID:24639799 34. Wei BJ, Chen YJ, Yu L, Wu B.Periodontal disease and
risk of pre-eclampsia: a meta-analysis of observation-
al studies. PLoS One. 2013; 8 (8): e70901.DOI:10.1371/
journal.pone.0070901. eCollection 2013. 44. Corbella S, Taschieri S, Francetti L, De Siena F, Del
Fabbro M. Periodontal disease as a risk factor for adverse
pregnancy outcomes: a systemic review and meta-analysis
of case-control studies. Odontology. 2012; 100 (2): 232-240. DOI:10.1007/s10266-011-0036-z. 35. Pattanashetti JI, Nagathan VM, Rao SM. Evaluation
of periodontitis as a risk for preterm birth among pre-
eclamptic and non-pre-eclamptic pregnant women – a
case control study. Acknowledgements J Clin Diagn Res. 2013; 7 (8): 1776-
1778. DOI:10.7860/JCDR/2013/6497.3308. 45. Mannem S, Chava VK. The relationship between
maternal periodontitis and preterm low birth weight: A
case-control study. Contemp Clin Dent. 2011; 2 (2): 88-93. DOI:10.4103/0976-237X.83067. 36. Yaghini J, Mostajeran F, Afshari E, Naghsh N. Is peri-
odontal disease related to pre-eclampsia? Dent Res J. (Isfa-
han) 2012; 9(6): 770–773.PMID:23559957. 46. Baskaradoss JK, Geevarghese A, Kutty VR. Maternal
periodontal status and preterm delivery: a hospital based
case-control study. J Periodontal Res. 2011; 46 (5): 542-549. DOI:10.1111/j.1600-0765.2011.01371.x. 37. Jia R, Kurita-Ochiai T, Oguchi S, Yamamoto M. Periodontal pathogen accelerates lipid peroxidation
and atherosclerosis. J Dent Res. 2013; 92 (3): 247–252. DOI:10.1177/0022034513475625. 47. Muwazi L, Rwenyonyi CM, Nkamba M, Kutesa A,
Kagawa M, Mugyenyi G, et al. Periodontal conditions,
low birth weight and preterm birth among postpartum
mothers in two tertiary health facilities in Uganda. BMC
Oral Health. 2014; 14: 42. DOI:10.1186/1472-6831-14-42. 38. Khashan AS, Kenny LC. The effects of maternal body
mass index on pregnancy outcome. Eur J Epidemiol. 2009;
24 (11): 697–705. DOI:10.1007/s10654-009-9375-2. 39. ZelkhaSA, Freilich RW, Amar S. Periodontal innate
immune mechanisms relevant to atherosclerosis and obe-
sity. Periodontol. 2000 2010; 54 (1): 207-221. DOI:10.1111/
j.1600-0757.2010.00358.x. 48. Calabrese N, Calabrese A, Nibali L, Rosati A,
Fiengo S, Di Renzo GC. Is there any association be-
tween periodontitis and preterm low birth weight? J
Matern Fetal Neonatal Med. 2010; 23 (11): 1288–1293. DOI:10.3109/14767051003615467. 40. Blanc V, O’Valle F, Pozo E, Puertas A, León R, Mesa
F. Oral bacteria in placental tissues: increased molecular
detection in pregnant periodontitis patients. Oral Dis. 2015; 21 (7): 905-912. DOI:10.1111/odi.12364. 49. Wang YL, Liou JD, Pan WL. Association between ma-
ternal periodontal disease and preterm delivery and low
birth weight. Taiwan J Obstet Gynecol. 2013; 52 (1): 71-76. DOI: 10.1016/j.tjog.2013.01.011. 49. Wang YL, Liou JD, Pan WL. Association between ma-
ternal periodontal disease and preterm delivery and low
birth weight. Taiwan J Obstet Gynecol. 2013; 52 (1): 71-76. DOI: 10.1016/j.tjog.2013.01.011. 50. Mumghamba EGS, Manji KP. Maternal oral health
status and preterm low birth weight at Muhimbili Na-
tional Hospital, Tanzania: a case-control study. BMC Oral
Health 2007; Jun 26 (7):8. DOI:10.1186/1472-6831-7-8. detection in pregnant periodontitis patients. Oral Dis. 2015; 21 (7): 905-912. DOI:10.1111/odi.12364. 41. Vergnes J-N, Sixou M. Preterm low birth weight
and maternal periodontal status: a meta-analysis. Am J
Obstet Gynecol. 2007; 196 (2) 135: e1–7.DOI:10.1016/j. ajog.2006.09.028. /j j g
50. Acknowledgements Mumghamba EGS, Manji KP. Maternal oral health
status and preterm low birth weight at Muhimbili Na-
tional Hospital, Tanzania: a case-control study. BMC Oral
Health 2007; Jun 26 (7):8. DOI:10.1186/1472-6831-7-8. 42. Jacob PS, Nath S. Periodontitis among poor rural Indi- 611 African Health Sciences Vol 18 Issue 3, September, 2018
|
https://openalex.org/W4252006552
|
https://newprairiepress.org/cgi/viewcontent.cgi?article=6356&context=kaesrr
|
English
| null |
Comparison of conventional and low-inhibitor soybeans with different heat treatments and lysine concentrations in diets for finishing pigs
|
Kansas Agricultural Experiment Station research reports
| 1,991
|
cc-by
| 296
|
Comparison of conventional and low-inhibitor soybeans with
Comparison of conventional and low-inhibitor soybeans with
different heat treatments and lysine concentrations in diets for
different heat treatments and lysine concentrations in diets for
finishing pigs (1991)
finishing pigs (1991) Follow this and additional works at: https://newprairiepress.org/kaesrr Part of the Other Animal Sciences Commons ansas Agricultural Experiment Station Research Reports
ansas Agricultural Experiment Station Research Reports ansas Agricultural Experiment Station Research Reports
ansas Agricultural Experiment Station Research Reports Volume 0
Issue 10 Swine Day (1968-2014) Article 516 This research report is available in Kansas Agricultural Experiment Station Research Reports:
https://newprairiepress.org/kaesrr/vol0/iss10/516 Recommended Citation
Recommended Citation Giesemann, M A.; Healy, B J.; Lewis, A J.; and Hancock, Joe D. (1991) "Comparison of conventional and
low-inhibitor soybeans with different heat treatments and lysine concentrations in diets for finishing pigs
(1991)," Kansas Agricultural Experiment Station Research Reports: Vol. 0: Iss. 10. https://doi.org/10.4148/
2378-5977.6356 This report is brought to you for free and open access by New
Prairie Press. It has been accepted for inclusion in Kansas
Agricultural Experiment Station Research Reports by an
authorized administrator of New Prairie Press. Copyright 1991
the Author(s). Contents of this publication may be freely
reproduced for educational purposes. All other rights reserved. Brand names appearing in this publication are for product
identification purposes only. No endorsement is intended, nor
is criticism implied of similar products not mentioned. K-State
Research and Extension is an equal opportunity provider and
employer. Authors
Authors Authors
Authors
M A. Giesemann, B J. Healy, A J. Lewis, and Joe D. Hancock Authors
Authors
M A. Giesemann, B J. Healy, A J. Lewis, and Joe D. Hancock M A. Giesemann, B J. Healy, A J. Lewis, and Joe D. Hancock This research report is available in Kansas Agricultural Experiment Station Research Reports:
https://newprairiepress.org/kaesrr/vol0/iss10/516
|
https://openalex.org/W2768976121
|
https://e-journal.unair.ac.id/MKG/article/download/5874/4021
|
English
| null |
The Effect of a combination of 12% spirulina and 20% chitosan on macrophage, PMN, and lymphocyte cell expressions in post extraction wound
|
Dental Journal
| 2,017
|
cc-by-sa
| 4,456
|
abstract Background: Tooth extraction is the ultimate treatment option for defective teeth followed by the need for dentures. Inflammation
is one phase of the healing process that should be minimized in order to preserve alveolar bone for denture support. Macrophage,
PMN and lymphocyte cells are indicators of acute inflammation. Spirulina and chitosan are natural compounds with the potential to be
anti-inflammatory agents. Purpose: This study aimed to determine macrophage, PMN and lymphocyte cells of animal models treated
with a combination of 12% spirulina and 20% chitosan on the 1st, 2nd and 3rd post-extraction day. Methods: Animal models were
randomly divided into control (K) and treatment (P) groups. Each group was further divided into three subgroups (KI, KII, KIII and PI,
PII, PIII). The post-extraction sockets of the control group animals were then filled with CMC Na 3%. Meanwhile, the post-extraction
sockets of the treatment group members were filled with a combination of 12% spirulina and 20% chitosan. Subsequently, the number
of PMN, macrophage and lymphocyte cells was analyzed by means of HE analysis on the 1st, 2nd and 3 rd days. Statistical analysis
was then performed using a T-test. Results: There was a decrease in PMN cells and an increase in macrophage and lymphocyte cells
on Days 1, 2 and 3. Conclusion: It can be concluded that a combination of 12% spirulina and 20% chitosan can not only decrease
PMN cells, but can also increase macrophage and lymphocyte cells on day 1, 2 and 3 after tooth extraction. Keywords: spirulina; chitosan; inflammation; PMN; macrophage; lymphocyte Correspondence: Nike Hendrijantini, Department of Prosthodontics, Faculty of Dental Medicine, Universitas Airlangga. Jl. Mayjend. Prof. Dr. Moestopo no. 47 Surabaya 60132, Indonesia. Email: nike-h@fkg.unair.ac.id bone while promoting prosthetic restoration, biomaterial
is required to eliminate the inflammatory process and
accelerate the post-extraction healing process. Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017.
Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 106 106 Dental Journal
(Majalah Kedokteran Gigi)
2017 June; 50(2): 106–110 The Effect of a combination of 12% spirulina and 20% chitosan
on macrophage, PMN, and lymphocyte cell expressions in post
extraction wound Nike Hendrijantini, Rostiny, Mefina Kuntjoro, Kevin Young, Bunga Shafira, and Yunita Pratiwi
Department of Prosthodontics
Faculty of Dental Medicine, Universitas Airlangga
Surabaya- Indonesia Nike Hendrijantini, Rostiny, Mefina Kuntjoro, Kevin Young, Bunga Shafira, and Yunita Pratiwi
Department of Prosthodontics Nike Hendrijantini, Rostiny, Mefina Kuntjoro, Kevin Young, Bunga Shafira, and Yunita Pratiwi
Department of Prosthodontics
Faculty of Dental Medicine, Universitas Airlangga
Surabaya- Indonesia introduction Tooth loss is one of dental health problem. Its prevalence
in Indonesia, according to RISKESDAS data in 2013, was
14.51% within the 45-54 years age group, 25.02% in the 55-
64 years age group, and 43.79% in the >65 years age group.1
Tooth loss can occur due to extraction which can increase
injury to dental tissues resulting in an acute inflammatory
reaction as well as inflammatory cell infiltration, such
as polymorphonuclear (PMN), macrophages, and
lymphocytes.2 Clinical inflammatory reaction is usually
indicated by edema, redness, and pain.3 The inflammatory
phase commonly lasts from the point of injury to Day 6
after its occurrence.4 Thus, in order to maintain the alveolar Recently, the use of natural materials in accelerating
the wound healing process has been widely studied since
they are safer than synthetic materials. One of the natural
ingredients that have many benefits for the wound healing
process is spirulina - a greenish-green algae containing
C-phycocyanin, B-carotenoids, vitamin E, zinc, and other
components useful to the human body. C-phycocianin
is even considered to have an anti-inflammatory and
antioxidant components.5,6 Another natural ingredient in the healing process that is
commonly studied is chitosan, a polymer of deacetylated 107
107 Hendrijantini, et al./Dent. J. (Majalah Kedokteran Gigi) 2017 June; 50(2): 106–110 chitin. Chitin is a copolymer of N-acetyl-d-glucosamine
and D-glucosamine bound by ß- (1-4) glycosidic bonds. Chitin and chitosan can both be found in aquatic and
terrestrial organisms. Chitosan can currently be obtained
via the food industry through the processing of waste
derived from shrimps, lobsters, crabs, and squids.7
Chitosan is widely used as one of ingredients for drug
delivery systems, wound healing processes, and orthopedic
implants, while also being tknown to increase the activities
of immune cells, inflammatory cells and angioendothelial
cells. Chitosan oligosaccharides have anti-inflammatory
properties since chitosan can inhibit the production of tumor
necrotizing factor-α (TNF-α) in inflammation stimulated
by lipopolysaccharide (LPS).6 Other studies have also
shown that chitosan can reduce the inflammation associated
with allergic responses by inhibiting the secretion of
interleukin-8 (IL-8) and TNF-α.7 The animal specimens were subsequently divided into
two groups, namely; control and treatment. The control (K)
and treatment (P) groups were each sub-divided into three
sub-groups referred to as KI, KII, KIII, PI, PII, and PIII. The roman numerals I, II and III represent day 1, 2, and 3
after the specimens had been terminated. introduction p
Thereafter, the mandibular incisors of the members of
all groups were extracted under ketamine anastesi (Ketalar,
PT Pfizer, Jakarta, Indonesia) at a dose of 40 mg/kgBW. After the extraction, the sockets of the KI, KII, and KIII
control groups were filled with 3% sodium-carboxymethyl
cellulose natrium (CMC Na). Meanwhile, the sockets of
the treatment groups, PI, PII, and PIII, were filled with
a combination of 3% CMC Na, 12% spirulina and 20%
chitosan using a 0.1 cc syringe. The sockets were stitched
with 3/0-size silk threat. After the treatment, these animals
were returned to their cages. On the first day, members of
the KI and PI groups were decapitated, a process repeated
for the KII and PII groups on day 2, as well as the KIII and
PIII groups on day 3. Mandible samples were then taken
and fixed. (
)
Some cases in the field of prosthodontics, such as
immediate denture and ovate pontik installation, also
require a more rapid wound healing process. Consequently,
a shorter treatment that can lead to optimal results for patient
comfort is necessary. Considerable previous research into
the effects of spirulina and chitosan induction on collagen,
osteoblast, and osteoclast cells in animal models has been
conducted. The results of past investigations have shown
that a combination of 12% spirulina and 20% chitosan can
not only increase collagen and osteoblast expressions, but
can also decrease osteoclast expression. As a result, it can be
said that spirulina and chitosan has the potential to promote
the bone healing process.8 The effects of spirulina and
chitosan in this regard have actually already been studied,
unlike the effects of a combination of spirulina and chitosan
on inflammatory cells. Therefore, this research aimed to
reveal the effects of a combination of 12% spirulina and
20% chitosan on PMN, macrophage and lymphocyte cells
in animal models on day 1, 2 and 3 after extraction. At that point, the mandibles were with 2.5% nitric acid
for 2 days. Thereafter, the sagittal incisive socket area of the
specimens was cut and soaked in a 10% buffered formalin
for 24 hours. Mixed preparations were then performed by
using eosin haematoxylin (HE) before PMN, macrophages,
and lymphocytes on one-third of the sockets’ area were
observed using a light microscope (Nikon H600L®, Tokyo,
Japan) at a magnification of 400x. results The results of the observation of PMN, macrophage,
and lymphocyte cells in the control and treatment groups
can be seen in Table 1. Moreover, the results of HE staining
in both groups are contained in Figure 1. The results of
HE staining illustrate that PMN possessed a large cell
picture, a nucleus featuring lobes (2-5 lobes), chromatin
in a condensed nucleus and visible organelle in cytoplasm. They also depicted macrophages as having a large cell
image and generally kidney-shaped, erratically located
cell nuclei. Furthermore, the cytoplasm cells were solid
and appeared to be composed of a pink and purple granule, introduction The data obtained was
then analyzed by means of a Saphiro Wilk test to analyze
the data distribution, followed by an Independent t-test to
identify the differences between the groups. Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017.
Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 materials and methodS This investigation reported here constituted laboratory-
based experimental research incorporating a post test-
only control group design and using male Cavia cobaya
specimens (n = 42) weighing 300-350 grams and aged 3-3.5
months. The research passed an ethical test performed by
the Faculty of Dental Medicine, Universitas Airlangga (no. 110/KKEPK.FKG/VII/2016). Table 1. Mean and standard deviation of PMN, macrophage, and lymphocyte expressions
No
Groups
n
PMN
Macrophages
Lymphocytes
1
KI
7
41.85±5.87
1.43±0.53
3.00±0.82
2
PI
7
32.00±3.26
5.57±1.51
12.00±2.00
3
KII
7
35.29±2.81
2.00±1.15
8.28±2.28
4
PII
7
11.71±1.60
19.71±1.98
21.43±2.37
5
KIII
7
20.57±3.69
15.57±1.72
19.14±2.41
6
PIII
7
15.14±2.41
20.57±2.70
22.43±3.31
Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017. Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 Table 1. Mean and standard deviation of PMN, macrophage, and lymphocyte expressions Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017. Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 Hendrijantini, et al./Dent. J. (Majalah Kedokteran Gigi) 2017 June; 50(2): 106–110 108 whereas the lymphocytes had a circular or spherical nucleus
cell with dark blue chromatin and a surrounding thin, light
blue cytoplasm. adherens, chemotaxis and phagocytosis. Furthermore, PMN
cells are able to move actively, and in a short period of time
can collect in large numbers in the wound area. PMN cells
have a lifespan of 1-3 days in connective tissue.10 y p
Subsequently, before a t-test analysis was performed,
normality test, Saphiro Wilk test was conducted. Results of
the Saphiro Wilk test showed that all data were normally
distributed because p value was more than 0.05. Independent
t-test then was carried out. Results of the independent t-test
indicated that the p values of PMN cells between KI and
PI groups, between KII and PIII groups, and between KIII
and PIII groups were 0.020, 0.000, and 0.007, respectively. The results of the independent t-test also showed that the p
values of macrophages between KI and PI groups, between
KII and PII groups, and between KIII and PIII groups were
0.000, 0.000, and 0.001, sequentially. Meanwhile, the p
values of lymphocytes between KI and PI groups, between
KII and PII groups, and between KIII and PIII groups were
0.000, 0.000, and 0.055, respectively. materials and methodS Almost all of the
independent t-test results in the control groups compared
with the treatment groups indicated significant increase
macrophages and lymphocytes differences (p<0.05), except
between group PMN significant decrease (p>0.05). Thus, it
can be said that no significant difference existed between
the two groups. Another cell that plays a role in the inflammatory process
is the macrophage cell which carries out several functions in
the wound healing process, such as producing collagenase
and elastase enzymes, generating cytokines, facilitating
phagocytosis and angiogenesis processes, as well as
stimulating granulation tissue formation in the proliferative
phase.11 Macrophage cells in the inflammatory process can
be distinguished by the origin of the tissue macrophage
resident and monocytes undergoing differentiation.12
Monocytes in the blood vessels will be transported toward
inflammatory tissues due to chemotaxis resulting from
the response to chemoattractant. Chemoattractant consists
partly of kemokin, a protein (8-14 kDa) that regulates cell
travel through interaction with a 7-transmembrane subset
G-protein pair receptor.13 Similarly, lymphocyte cells play a role in the
inflammatory process. Lymphocytes result in both immune-
mediated inflammation caused by infectious agents and
non-immune inflammation. T and B lymphocytes migrate
to the inflammatory area and direct neutrophils and other
leukocytes.14 In the remodeling process, when the wound
has been closed and the local infection has subsided, the
leukocyte subtance most often found in the injured tissue
is that of T cell which acts as an adaptive immune response
cell.6 Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017.
Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 discussion The latter allow
chitosan to be broken down into micromolecules so that they
are easily absorbed by the body without causing toxicity,
thereby enabling it to be used as an analgesic, anti-tumor,
anti-microbial, anti-oxidant, and wound healing agent.22
Chitosan also contains a N-acetyl-D-glucosamine unit,
polysaccharide similar to glucan, which accelerates cytokine
production in order to stimulate repair of affected tissue.23 In addition, on the first day after dental extraction, the
average number of PMN cells in Group KI was the highest
compared with the other control groups (K II and K III)
and the treatment groups on the other days (P II and P III)
because PMN cells had already been active and assembled
at a large number of lesion sites very rapidly, i.e. within
hours.17 PMN cells are highly reactive to chemotactic
products in the form of proteins produced by bacteria.16 Moreoever, the results of calculating macrophage cells
on day 1 indicated that the treatment group (P I) had a
higher number of such cells than the control group (K I). This may occur because the inflammatory cells that appear
immediately post-incision are not only neutrophils, but also
monocytes moving into the inflammatory area. However,
the number of monocytes migrating to the wound area is not
as high as that of neutrophils.18 The combination of 12%
spirulina and 20% chitosan also contains more synthetic
C-phycocyanin components which execute a greater
immunomodulatory function than when applied alone.19 The results of the third day’s observation found that the
number of PMN cells in Group PIII was lower than that in
Group KIII. The number of PMN cells on day 3 was lower
than that on Day 2. This happened because the number of
PMN cells will usually decrease between day 3 and 7.18.24
This reduction is essential to preventing further damage to
healthy body tissue. The body responds to a reduction in
the production of PMN cells in order not to damage other
tissues because PMN cells issue anti-microbial products
that can damage healthy tissue of the body. Furthermore, the results of the independent t-test
showed there to be a significant difference in the presence
of lymphocytes between the K1 and P1 groups on the first
post-extraction day. This may occur because phycocyanin
pigments contained in spirulina may act as an anti-
inflammatory by inhibiting proinflammatory cytokines,
namely; TNF-α and IL-1β.15 Chitosan also plays a role in
increasing lymphocyte cells. discussion The presence of PMN cells is very important as an
indicator of the wound healing process since PMN cells
are the first to appear in the acute inflammatory phase.9
PMN cells are cellular defenses that play an active role
in the process of bacterial destruction through endothelial Results of the research on day 1 revealed that the
presence of PMN cells in the control group was higher than
in the treatment group. This occurred because phycocyanin
and β-carotene contained in spirulina can decrease the A
D Figure 1. Inflammatory cells in the tooth ext
(A), group PI (B), group KII (C), gr
arrows: PMN, yellow arrows: macro
Figure 1. Inflammatory cells in the tooth extraction sockets of Cavia cobaya animals in g
(A), group PI (B), group KII (C), group PII (D), group KIII (E), and group PIII (
arrows: PMN, yellow arrows: macrophage cells, green arrows: lymphocytes). B
A
C
E
D
F
Figure 1. Inflammatory cells in the tooth extraction sockets of Cavia cobaya animals in Group KI (A), Group PI (B), Group KII (C),
Group PII (D), Group KIII (E), and Group PIII (F). (blue arrows: PMN, yellow arrows: macrophage cells, green arrows:
lymphocytes). Figure 1. Inflammatory cells in the tooth ex
(A), group PI (B), group KII (C), g
arrows: PMN yellow arrows: macr
Figure 1. Inflammatory cells in the tooth extraction sockets of Cavia cobaya animals in
(A), group PI (B), group KII (C), group PII (D), group KIII (E), and group PIII
arrows: PMN, yellow arrows: macrophage cells, green arrows: lymphocytes). Figure 1. Inflammatory cells in the tooth extraction sockets of Cavia cobaya animals in Group KI (A), Group PI (B), Group KII (C),
Group PII (D), Group KIII (E), and Group PIII (F). (blue arrows: PMN, yellow arrows: macrophage cells, green arrows:
lymphocytes). Hendrijantini, et al./Dent. J. (Majalah Kedokteran Gigi) 2017 June; 50(2): 106–110 109
109 in the bone marrow can reach a post-injury maximum
within 24-48 hours. On the other hand, the process of
PMN cell clearance can reach its peak 48 hours after the
occurrence of the lesion. The number of PMN cells will
then decrease as the chronic inflammatory phase is entered. Clearance can also occur when the PMN cells extravatase
into the peripheral tissues. discussion A previous investigation into
mice revealed that PMN cells can migrate back from
peripheral tissue into the bloodstream through a process
known as reverse transmigration.16 This suggests that the
extravasation of PMN cells does not necessarily lead to the
clearance of tissue. The clearance process reaches its peak
on the second day. Consequently, the anti-inflammatory
effect of the combination of 12% spirulina and 20%
chitosan will reduce the number of PMN cells on the second
day to a greater extent than on the first day.16 production of proinflammatory cytokines, TNF-α and IL-
1β. β-carotene in spirulina also has an anti-inflammatory
effect through resistance to the production of nitric oxide
and prostaglandin E2. Furthermore, β-carotene also
inhibits the expression of INOS, COX2, TNFα and IL1β. Suppression of inflammatory mediators is due to NF-κB
inhibition that restricts the nuclear translocation of subunits
NF-κB p65.15 As a result, anti-inflammatory activity of spirulina can
decrease the number of PMNs in the lesion site. TNF-α
and IL-1β can also facilitate the movement of PMN cells to
the site of the lesion and spur the production of endothelial
adherens.16 It is intended that PMN cells easily pass through
the gap between endothelial cells in capillary blood vessels
to eliminate bacteria, so the reduction of proinflammatory
cytokines can, in turn, lead to a decrease in the production
of PMN cells.16 The number of lymphocytes in Group PII, based on the
results of the second day of observation, was higher than that
in Group KII. This difference is due to spirulina being able
to increase the number of lymphocytes. Previous research
has even shown spirulina to have an immune modulatory
effect on lymphocytes by significantly increasing IFN-.2
production.21 The increased number of lymphocyte cells
in the treatment group is also due to chitosan that exhibits
biocompatible and biodegradable properties. Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017.
Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 discussion Rostiny, Kuntjoro M, Sitalaksmi RM, Salim S. Spirulina chitosan
gel induction on healing process of cavia cobaya post extraction
socket. Dent J (Maj Ked Gigi). 2014; 47(1): 19-24. 9. Azzahra H, Pujiastuti P, Purwanto P. Potensi ekstrak kulit buah
manggis (Garcinia mangostana L.) buatan pabrik terhadap
peningkatan aktivitas mikrobisidal sel neutrofil yang dipapar
Streptococcus mutans. e-Jurnal Pustaka Kesehat. 2014; 2(1):
161-6. The phycocyanin and β-carotene substances contained
in spirulina can be considered to be anti-inflammatory
antioxidants that can accelerate the wound healing process. Phycyocyanin, according to previous in vitro and in
vivo research using rat-fed animals, can inhibit TNF-α
inflammatory cytokine secretion and act as an antioxidant.26
This strongly suggests that the anti-inflammatory activity
of spirulina may cause TNF-α and IL-1β secretions to
decrease.27 Similarly, the antioxidants in β-carotene
contained in spirulina can improve the wound healing
process.6 Chitin and chitosan are biopolymers that offer
many benefits, including; a high level of biocompatibility,
low toxicity, increased antibacterial activity and accelerated
wound healing.28 Chitosan can also stimulate PMN cells to
chemotaxyize the wound area due to the presence of IL-1,
TNF-α, and bacterial products.29 10. Kumar V, Cotran RS, Robbins SL. Robbins buku ajar patologi
volume 1. 7th ed. Jakarta: EGC; 2007. p. 35-56. 11. Sussman C, Bates-Jensen B. Wound care: a collaborative practice
manual for health professionals. Philadelphia, USA: Wolters Kluwer
Health/Lippincott Williams & Wilkins; 2012. p. 33-9. 12. Murray PJ, Wynn TA. Protective and pathogenic functions
macrophage subsets. Nat Rev Immunol. 2012; 11: 723-37. 13. Sánchez-Martín L, Estecha A, Samaniego R, Sánchez-Ramón S,
Vega MÁ, Sánchez-Mateos P. The chemokine CXCL12 regulates
monocyte-macrophage differentiation and RUNX3 expression. Blood. 2011; 117: 88-97. 14. Port CM. Essentials of pathophysiology. 4th ed. Philadelphia, USA:
Wolters Kluwer; 2015. p. 49-61. 15. Quader SH, Islam SU, Saifullah A, Majumder MFU, Hanna J. In-
vivo studies of the anti-inflammatory effects of Spirulina platensis. J Pharmacogn Phytochem. 2013; 2(4): 70-80. g
y
16. Baratawidjaja KG. Imunologi dasar. 11th ed. Jakarta: Badan Penerbit
Fakultas Kedokteran Universitas Indonesia; 2012. p. 34-46. 17. Tak T, Tesselaar K, Pillay J, Borghans JA, Koenderman L. What’s
your age again? determination of human neutrophil half-lives
revisited. J Leukoc Biol. 2013; 94: 595-601. In other words, spirulina and chitosan exert a synergistic
effect when combined since chitosan plays a role in drug
delivery, while spirulina has a therapeutic effect. Spirulina
and chitosan can also interact intermolecularly to increase
mechanical resistance. discussion A previous piece of research
using mice orally induced with chitosan finds that the latter
can stimulate the release of IL-10, IL-4, and TGF-β mRNA
expressions in gastric mucosa, CD3 + T lymphocytes in
the spleen, as well as natural killer cells (NK) in intestinal
intraepithelial lymphocytes.20 The number of macrophages in Group PIII, based on the
results of the third day’s observation, was still higher than
that in Group KIII. Nevertheless, there was no significant
difference in the post-extraction number of macrophages
between the treatment groups on day 2 and day 3. This may
be due to the inflammatory process beginning to enter the
resolution phase during which a reduction of chemokine by
the mechanism of proteolysis and chemokine sequestration
occurs.25 Macrophages, as a result, begin to dominate the
wound area from day 3 to day 7 after extraction. In addition, the number of PMN cells in Group PII,
based on the results of the second day’s observation, was
lower than that in Group KII. The decrease in PMN cells
on the second day was higher than on the first day due to
the homeostasis process where the number of PMN cells
produced in the bone marrow must be balanced with that
having clearance which had already worked on the system
within the body. The number of PMN cells produced The number of lymphocyte cells in the treatment
group, based on the results of the third day’s observation,
appeared to increase compared with that of the control
group. However, based on the results of the independent
t-test, there was no significant difference in the number Hendrijantini, et al./Dent. J. (Majalah Kedokteran Gigi) 2017 June; 50(2): 106–110 110 of lymphocyte cells between the control group and the
treatment group on day 3. During the chronic inflammatory
process, the presence of lymphocyte can usually reach a
peak between day 5 and day 10.15 Thus, 12% spirulina and
20% chitosan are expected to act as anti-inflammatories. This insignificant difference between the control group
and the treatment group is due to the chronic inflammatory
process having begun to subside and entering the maturation
process which leads to regeneration. periodontitis cases: a placebo controlled clinical trial. J Clin Diagn
Res. 2013; 7(10): 2330-3. periodontitis cases: a placebo controlled clinical trial. J Clin Diagn
Res. 2013; 7(10): 2330-3. 7. Kim S. Chitin, chitosan, oligosaccharides and their derivatives. Florida: CRC Press; 2010. p. 3, 11. 8. discussion Both of these materials can even
work together to provide more effective benefits than if
applied alone. 18. Rodero MP, Licata F, Poupel L, Hamon P, Khosrotehrani K,
Cambadiare C, Boissonnas A. In vivo imaging reveals a pioneer
wave of monocyte recruitment into mouse skin wounds. PLoS One. 2014; 9(12): 1-9. 19. Madhyastha HK, Radha KS, Nakajima Y, Omura S, Maruyama M. uPA dependent and independent mechanisms of wound healing by
C-phycocyanin. J Cell Mol Med. 2008; 12(6B): 2691-703. In addition, a high degree of chitosan acetylation will
improve the hydrophobic properties of chitosan. The
hydrophilic component is capable of diffusing through the
chitosan polymer into the outer medium to be absorbed
by the body.22 Finally, based on the above discussion, it
can be concluded that 12% spirulina and 20% chitosan
combination can not only decrease PMN expression,
but also increase macrophages and lymphocytes in cavia
cobaya animals on the first, second and third days after
extraction. 20. Borges O, Borchard G, de Sousa A, Junginger HE, Cordeiro-da-
Silva A. Induction of lymphocytes activated marker CD69 following
exposure to chitosan and alginate biopolymers. Int J Pharm. 2007;
337: 254-64. 21. Karkos PD, Leong SC, Karkos CD, Sivaji N, Assimakopoulos DA. Spirulina in clinical practice: evidence-based human applications. Evid-based Complement Alternat Med. 2011; 2011: 1-5. Evid-based Complement Alternat Med. 2011; 2011: 1-5. 22. Aranaz I, Mengíbar M, Harris R, Panos I, Miralles B, Acosta N,
Galed G, Heras A. Functional characterization of chitin and chitosan. Current Chem Biol. 2009; 3: 203-30. 23. Nam KS, Kim MK, Shon YH. Inhibition of proinflammatory
cytokine-induced invasiveness of HT-29 cells by chitosan
oligosaccharide. J Microbiol Biotechnol. 2007; 17(12): 2042-5. 24. Sunarjo L, Hendari R, Rimbyastuti H. Manfaat xanthone terhadap
kesembuhan ulkus rongga mulut dilihat dari jumlah sel PMN dan
fibroblast. Odonto Dent J. 2015; 2(2): 14-21. Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017.
Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110 references 25. Ortega-Gómez A, Perretti M, Soehnlein O. Resolution of
inflammation: an integrated view. EMBO Mol Med. 2013; 5: 661-
74. 1. Departemen Kesehatan Republik Indonesia. Riset Kesehatan Dasar
(RISKESDAS) 2013. Jakarta: Badan Penelitian dan Pengembangan
Kesehatan Kementerian Kesehatan RI; 2013. p. 143-5. h 26. Pak W, Takayama F, Mine M, Nakamoto K, Kodo Y, Mankura
M, Egashira T, Kawasaki H, Mori A. Anti-oxidative and anti-
inflammatory effects of spirulina on rat model of non-alcoholic
steatohepatitis. J Clin Biochem Nutr. 2012; 51(3): 227-34. 2. Nanci A. Ten Cate’s oral histology. 8th ed. St. Louis: Elsevier; 2013. p. 338. 3. Andersson L, Kahnberg K, Pogrel MA. Oral and maxillofacial
surgery. Sussex: Wiley-Blackwell; 2010. p. 165-6. 27. Guo S, Dipietro LA. Factors affecting wound healing. J Dent Res. 2010; 89(3): 219-29. 4. Hess CH. Clinical guide to skin and wound care. 7th ed. Philadelphia,
USA: Wolters Kluwer Health; 2012. p. 10. 28. Rudiyarjo DI. Pengaruh penambahan plasticies gliserol terhdap
karakteristik hidrogel kitosan - glutaraldehid untuk aplikasi penutup
luka. J Ilmiah Sains. 2014; 14(1): 18-28. 5. Gershwin ME, Belay A. Spirulina in human nutrition and health. Florida: CRC Press; 2007. p. 4, 127-8. 29. Sharma RK, John JR. Role of stem cells in the management of
chronic wounds. Indian J Plast Surg. 2012; 45: 237-43. 6. Mahendra J, Mahendra L, Muthu J, John L, Romanos GE. Clinical effects of subgingivally delivered spirulina gel in chronic Dental Journal (Majalah Kedokteran Gigi) p-ISSN: 1978-3728; e-ISSN: 2442-9740. Accredited No. 32a/E/KPT/2017. Open access under CC-BY-SA license. Available at http://e-journal.unair.ac.id/index.php/MKG
DOI: 10.20473/j.djmkg.v50.i2.p106–110
|
https://openalex.org/W3013445004
|
https://europepmc.org/articles/pmc7230952?pdf=render
|
English
| null |
Spectrum of Genetic Variants Associated with Anterior Segment Dysgenesis in South Florida
|
Genes
| 2,020
|
cc-by
| 5,054
|
Received: 7 February 2020; Accepted: 25 March 2020; Published: 26 March 2020 Received: 7 February 2020; Accepted: 25 March 2020; Published: 26 March 2020 Abstract: Anterior segment dysgenesis (ASD) comprises a wide spectrum of developmental conditions
affecting the cornea, iris, and lens, which may be associated with abnormalities of other organs. To identify disease-causing variants, we performed exome sequencing in 24 South Florida families
with ASD. We identified 12 likely causative variants in 10 families (42%), including single nucleotide
or small insertion–deletion variants in B3GLCT, BMP4, CYP1B1, FOXC1, FOXE3, GJA1, PXDN,
and TP63, and a large copy number variant involving PAX6. Four variants were novel. Each variant
was detected only in one family. Likely causative variants were detected in 1 out of 7 black and 9 out
of 17 white families. In conclusion, exome sequencing for ASD allows us to identify a wide spectrum
of rare DNA variants in South Florida. Further studies will explore missing variants, especially in the
black communities. Keywords: anterior segment dysgenesis; primary congenital glaucoma; exome sequencing Spectrum of Genetic Variants Associated with
Anterior Segment Dysgenesis in South Florida Saradadevi Thanikachalam 1, Elizabeth Hodapp 2, Ta C. Chang 2
, Dayna Morel Swols 3,
Filiz B. Cengiz 1, Shengru Guo 1, Mohammad F. Zafeer 1, Serhat Seyhan 1, Guney Bademci 1,
William K. Scott 1,3, Alana Grajewski 2 and Mustafa Tekin 1,2,3,* 1
John P. Hussmann Institute for Human Genomics, University of Miami Miller School of Medicine,
Miami, FL 33136, USA; saradadevi.thanikachalam@uth.tmc.edu (S.T.); fbsakc@yahoo.com (F.B.C.);
sguo@med.miami.edu (S.G.); mxz625@med.miami.edu (M.F.Z.); drserhatseyhan@gmail.com (S.S.);
b d
@
d
d
(G B )
@
d
d
(W K S ) 1
John P. Hussmann Institute for Human Genomics, University of Miami Miller School of Medicine,
Miami, FL 33136, USA; saradadevi.thanikachalam@uth.tmc.edu (S.T.); fbsakc@yahoo.com (F.B.C.);
sguo@med.miami.edu (S.G.); mxz625@med.miami.edu (M.F.Z.); drserhatseyhan@gmail.com (S.S.);
g.bademci@med.miami.edu (G.B.); w.scott@med.miami.edu (W.K.S.) g
(
)
(
)
y
g.bademci@med.miami.edu (G.B.); w.scott@med.miami.edu (W.K.S.) 2
Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL 33136, USA;
hodapp@med.miami.edu (E.H.); t.chang@med.miami.edu (T.C.C.); agrajewski@med.miami.edu (A.G.)
3
Department of Human Genetics, University of Miami Miller School of Medicine, Miami, FL 33136, USA;
dmorel@med.miami.edu hodapp@med.miami.edu (E.H.); t.chang@med.miami.edu (T.C.C.); agrajewski@med.miami.edu (A.G.)
3
Department of Human Genetics, University of Miami Miller School of Medicine, Miami, FL 33136, USA;
dmorel@med.miami.edu *
Correspondence: mtekin@med.miami.edu
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 Genes 2020, 11, 350; doi:10.3390/genes11040350 2.1. Subjects We studied 24 (22 simplex and 2 multiplex) unrelated ASD-affected individuals (probands). Affected or unaffected family members were available for the study in 13 families. Families were
recruited through the Bascom Palmer Eye Institute at the University of Miami, Miami, Florida. Probands were consecutive patients seen by an ophthalmologist for clinical diagnosis and management
of ASD. Clinical evaluation of all affected individuals by an ophthalmologist included a slit lamp
examination and dilated fundus exam. Further imaging and laboratory tests were performed when
needed. DNA was extracted from peripheral leukocytes of each proband by standard protocols. 2.2. Genetic Screening We performed exome sequencing (ES) in the Hussman Institute for Human Genomics at the
University of Miami. We used Agilent SureSelect Human All Exon 60 Mb V6 for in-solution enrichment
of coding exons and flanking intronic sequences following the manufacturer’s standard protocol
(Agilent). A HiSeq 3000 instrument (Illumina) was used for sequencing and Genome Analysis Toolkit
software package used for variant calling [5,6]. During the analysis, we focused on specific genes with
putative pathogenic variants previously found in individuals with ASD (Supplementary Materials
Table S1). We used Enlis genome software (https://www.enlis.com/) for annotation and variant filtering. As recommended, we filtered variants based on minor allele frequency of <0.005 in gnomAD
(www.gnomad.broadinstitute.org) when considering a recessive mode of inheritance and <0.0005
when considering a dominant mode of inheritance [7,8]. Combined annotation dependent depletion
(http://cadd.gs.washington.edu/) [9], MutationTaster (http://www.mutationtaster.org/) [10], and sorting
intolerant from tolerant (http://sift.bii.a-star.edu.sg/) [11] in silico analysis tools were used for the
pathogenicity prediction. Conservation of the variant was evaluated by using genomic evolutionary
rate profiling (http://mendel.stanford.edu/SidowLab/downloads/gerp/) [12]. We used copy number
inference from exome reads to detect copy number variants [13,14]. Sanger sequencing was performed
to confirm the variants, and when other family members were available only those that showed
complete segregation with the phenotype in the entire family were considered pathogenic. We used
the American College of Medical Genetics guidelines to interpret variant pathogenicity [15,16]. 1. Introduction Anterior segment dysgenesis (ASD) is a heterogeneous group of eye disorders affecting the cornea,
iris, lens, zonule, trabecular meshwork, Schlemm canal, and ciliary body. Primary defects in migration
or differentiation of the mesenchymal cells may cause ASD, and in turn impede aqueous humor
outflow and elevate intraocular pressure [1]. Increased intraocular pressure is a major risk factor for
glaucoma [2]. About 50% of individuals with ASD develop glaucoma, which often manifests before
the age of 40 years [3,4]. ASD can present with ophthalmic findings only, such as in Peters anomaly and isolated aniridia,
or as part of a multisystemic condition, such as Axenfeld–Rieger (AR; MIM 601542, 601090, 601499),
Peters plus (MIM 261540), or SHORT (MIM 269880; short stature-hyperextensibility of joints or hernia
or both-ocular depression-Rieger anomaly-teething delay) syndromes. Primary congenital glaucoma
(PCG) is included in the ASD spectrum due to the presumed abnormal trabecular meshwork and
Schlemm canal development [1,2]. In large families with multiple affected members, ASD is usually inherited as an autosomal
dominant trait, though autosomal recessive inheritance has been reported [1]. Well-known ASD genes Genes 2020, 11, 350; doi:10.3390/genes11040350 www.mdpi.com/journal/genes www.mdpi.com/journal/genes 2 of 10 Genes 2020, 11, 350 are CYP1B1 (MIM 601771), FOXC1 (MIM 601090), FOXE3 (MIM 601094), PAX6 (MIM 607108), and PITX2
(MIM 601542) [1]. Mutations in PAX6, PITX2, and FOXC1 do not always correlate with specific ASD
phenotypes. Patients with AR syndrome and PCG may have FOXC1 mutations. PAX6 mutations can
occur in both Peters anomaly and aniridia, and CYP1B1 mutations may be the cause of Peters anomaly
and PCG. Phenotype or genotype alone is insufficiently precise to classify or diagnose ASD [2]. In the
present study, we have investigated the genetic origin of isolated or syndromic ASD in the diverse
population of South Florida. 3. Results Based on the clinical evaluations, seven probands were considered to have syndromes associated
with ASD (AR, Peters plus, and oculo–dento–digital syndromes (MIM 164200)), and 17 were diagnosed
with isolated eye anomalies (Supplementary Materials Table S2). On average, each exome had 99.2%,
95.3%, and 89.4% of mappable bases of the Gencode defined exome represented by coverage of 1×, 5×,
and 10× reads for ES, respectively. The average read depth was 71.9× and the coverage and average
read depth are considered adequate for exome sequencing [17,18]. We detected nine pathogenic or
likely pathogenic variants and three variants of uncertain significance (VUS) that potentially explain the
observed phenotypes in 10 probands out of 24 (42%) (Figure 1, Table 1, Table 2, Supplementary Materials
Figure S1 and Table S3 show phenotypic features of unsolved probands). 3 of 10 Genes 2020, 11, 350 enes 2020, 11, x FOR PEER REVIEW
3 of 11
Figure 1. Pedigrees of the studied families, electropherograms, and segregation of the variants. Sanger
sequencing traces represents identified variant positions (red arrow). * These individuals were not
phenotypically evaluated therefore expected dominant transmission or de novo occurrence could not
be demonstrated. Figure 1. Pedigrees of the studied families, electropherograms, and segregation of the variants. Sanger sequencing traces represents identified variant positions (red arrow). * These individuals were
not phenotypically evaluated therefore expected dominant transmission or de novo occurrence could
not be demonstrated. Figure 1. Pedigrees of the studied families, electropherograms, and segregation of the variants. Sanger
sequencing traces represents identified variant positions (red arrow). * These individuals were not
phenotypically evaluated therefore expected dominant transmission or de novo occurrence could not
be demonstrated. Figure 1. Pedigrees of the studied families, electropherograms, and segregation of the variants. Sanger sequencing traces represents identified variant positions (red arrow). * These individuals were
not phenotypically evaluated therefore expected dominant transmission or de novo occurrence could
not be demonstrated. 4 of 10 Genes 2020, 11, 350 Table 1. Summary of the identified variants in this study. 3. Results Family ID
Gene
Transcript
Inh
Zyg
cDNA
Amino Acid
Change
gnomAD
CADD
GERP RS
MutationTaster
SIFT
ACMG
ACMG Guidelines
Reference
1
PAX6
NM_000280.4
AD
HT
Large deletion
(~266,752 bp)
Large deletion
N/A
N/A
N/A
N/A
N/A
LP
PVS1
Aradhya, 2012 [19]
3
FOXC1
NM_001453.2
AD
HT
c.316C>T
p.Q106*
N/A
38
3.8599
DC
N/A
P
PVS1, PM2, PP3, PP5
Dhaene, 2011 [20]
5
TP63
NM_003722.4
AD
HT
c.1028G>A
p.R343Q
N/A
33
5.8299
DC
DM
LP
PS3, PM2, PM5, PP3
Ianakiev, 2000 [21]
6
BMP4
NM_130851.3
AD
HT
c.521dupG
p.F175Lfs*8
N/A
35
5.1999
DC
N/A
P
PVS1, PM2, PP3
This study
8
PXDN
NM_012293.2
AR
HT
c.3821T>C
p.L1274P
N/A
25.8
5.4099
DC
DM
VUS
PM2, PP3
This study
HT
c.2276C>T
p.S759L
0.00001204
32
5.63
DC
DM
VUS
PM2, PP3,
This study
10
B3GLCT
NM_194318.3
AR
HT
c.660+1G>A
Splice
0.0007602
34
6.0799
DC
N/A
P
PVS1, PP3, PP5
Lesnik Oberstein, 2006 [22]
HT
c.1234C>T
p.R412*
N/A
36
3.23
DC
N/A
P
PVS1, PM2, PP3, PP5
Weh, 2014 [23]
11
FOXC1
NM_001453.2
AD
HT
c.254dupC
p.L86Afs*220
N/A
33
0.5139
DC
N/A
P
PVS1, PM1, PM2
This study
12
GJA1
NM_000165.4
AD
HT
c.119C>T
p.A40V
N/A
25.5
6.1599
DC
DM
P
PS3, PM1, PM2, PM6, PP2, PP3, PP5
Paznekas, 2003 [24]
14
CYP1B1
NM_000104.3
AR
HM
c.535delG
p.A179Rfs*18
0.00004797
24.2
2.5599
DC
N/A
P
PVS1, PM2, PP5
Belmouden, 2002 [25]
18
FOXE3
NM_012186.2
AR
HM
c.291C>G
p.I97M
0.00002015
22.4
1.1799
DC
DM
VUS
PM2, PP3
Quiroz-Casian, 2018 [26]
ACMG: American College of Medical Genetics guidelines, AD: autosomal dominant, AR: autosomal recessive, CADD: combined annotation dependent depletion, DC: disease-causing,
DM: damaging, GERP RS: genomic evolutionary rate profiling rejected substitution, gnomAD: genome aggregation database, HM: homozygous, HT: heterozygous, Inh: inheritance,
LP: likely pathogenic, N/A: not available, P: pathogenic, SIFT: sorting intolerant from tolerant, VUS: variants of uncertain significance, Zyg: zygosity. 18
FOXE3
NM_012186.2
AR
HM
c.291C>G
p.I97M
0.00002015
22.4
1.1799
DC
DM
VUS
PM2, PP3
Quiroz-Casian, 2018 [26]
ACMG: American College of Medical Genetics guidelines, AD: autosomal dominant, AR: autosomal recessive, CADD: combined annotation dependent depletion, DC: disease-causing,
DM: damaging, GERP RS: genomic evolutionary rate profiling rejected substitution, gnomAD: genome aggregation database, HM: homozygous, HT: heterozygous, Inh: inheritance,
LP: likely pathogenic, N/A: not available, P: pathogenic, SIFT: sorting intolerant from tolerant, VUS: variants of uncertain significance, Zyg: zygosity. Table 2. Phenotypic features of probands with causative variants. 3. Results Family-Individual ID
Sex
Simplex/Multiplex
Age (Years)
Ethnicity
Eye Phenotype
Additional Clinical Features
Gene
1-II:1
M
Sx
9
Black, non-Hispanic
Aniridia with glaucoma
-
PAX6
3-II:1
M
Sx
11
White, non-Hispanic
AR with glaucoma
-
FOXC1
5-II:1
M
Sx
9
White, Hispanic
Peters anomaly OD
Syndactyly of third and fourth toes in the left foot, vesicoureteral
reflux, cleft lip and palate, and nasolacrimal abnormalities
TP63
6-II:1
F
Sx
9
White, Hispanic
Peters anomaly OU
-
BMP4
8-II:1
M
Sx
8
White, non-Hispanic
Peters anomaly OU
-
PXDN
10-II:1
F
Sx
8
White, Hispanic
Peters anomaly OU
-
B3GLCT
11-II:1
F
Sx
37
White, Hispanic
AR with glaucoma
-
FOXC1
12-II:1
M
Sx
13
White, Hispanic
Microphthalmia with
glaucoma
Microdontia, underdeveloped alae nasi, syndactyly
GJA1
14-II:1
M
Sx
13
White, Hispanic
Peters anomaly OU
-
CYP1B1
18-II:1
M
Sx
6
White, Hispanic
Peters anomaly OU
-
FOXE3
AR: Axenfeld–Rieger anomaly, ASD: anterior segment dysgenesis, F: female, M: male, OD: right eye, OS: left eye, OU: both eyes, Sx: simplex. Table 2. Phenotypic features of probands with causative variants. Genes 2020, 11, 350 5 of 10 4. Discussion In this study, we detected potentially causative variants in 42% of probands with ASD, which is
higher than the reported proportion, which ranges from 10% to 25% [27]. Table 3 summarizes the
characteristics of different genetic studies on ASD. Potential explanations for a higher detection rate of
causative variants in our cohort are ethnicities studied, differences in case selection, the number of
genes analyzed, and sample size. Our cohort consisted of a unique demographic from South Florida,
including large Hispanic and Caribbean populations. Earlier studies focused on European, Asian,
African, and Middle Eastern populations [27,28]. We did not identify recurrent variants enriched
in our cohort; the difference between ethnicities of our cohort and those of earlier studies does not
appear to explain our higher detection rate. In our cohort, families with Hispanic ancestry appear to
have a higher detection rate (Hispanic vs. non-Hispanic is 7/12 vs. 3/12). Additionally, the difference
between whites and blacks is noticeable: only 1 out of 7 black families is solved while 9 of 17 white
families studied are found to have potentially causative variants. The majority of our black families
were from the Caribbean, suggesting that the underlying genetic factors of ASD in the Caribbean
remain largely unknown. Another important difference between our study and previous studies is
the spectrum of ASD being analyzed. We looked at a wide range of ASD conditions, such as Peters
anomaly, aniridia, AR syndrome, and PCG. Some other studies focused on a specific phenotype,
such as Peters anomaly [23] or primary open-angle glaucoma/primary angle-closure glaucoma [27]. Recognized gene variants for some focused phenotypes are present in smaller portions of affected
individuals, which likely contributes to higher detection rate in our study. We used ES to cover all genes
previously associated with ASD and some previous studies used gene panels, which may not include
all associated genes (Supplementary Materials Tables S1 and S4). While targeted next-generation
sequencing gene panels potentially provide higher coverage for individual genes and lower cost, ES as
a research tool reduces the need of development and validation of custom panels. Finally, our cohort is
smaller in size compared to previous cohorts and may have a higher detection rate by chance. 6 of 10 Genes 2020, 11, 350 Table 3. Causative variant detection in published studies. Studies
Sample Size
Phenotypes
Population Studied
ES or Gene Panel
Causative Variants Detected in ASD
Weh et al. 4. Discussion [23]
27
Syndromic Peters anomaly: 20
Isolated Peters anomaly: 7
Children’s Hospital of Wisconsin (USA)
Population subtypes were not mentioned
ES
22.2% overall
Huang et al. [27]
257
POAG: 125
PACG: 132
Chinese: 257
ES of 43 genes associated with
ASD, microcornea or
microphthalmia
10.9% overall
POAG: 8.80%
PACG: 12.9%
Patel et al. [28]
277
MAC: 98 cases
ASDA: 113 cases
Other or syndromic: 8 cases
RET: 49 cases
Congenital cataracts and lens-associated
conditions: 9 cases
White European: 139
South Asian: 21
Black African: 7
Arabic or Middle Eastern: 5
Black Caribbean: 2
Unknown: 91
Mixed/unclassified: 12
Oculome panel of 429 known eye
disease genes
24.5% overall
Congenital cataracts and
lens-associated conditions: 88.9%
RET: 42.8%
Other or syndromic: 37.5%
ASD: 24.8%
This study
24
Peters anomaly: 8
PCG: 6
AR: 5
Aniridia: 2
Congenital corneal dystrophy: 1
Microphthalmia with glaucoma: 1
White, Hispanic: 11 (7 solved)
Black, Hispanic: 1 (0 solved)
White, non-Hispanic: 6 (2 solved)
Black, non-Hispanic: 6 (1 solved)
ES of 92 genes associated with
eye phenotypes
42% overall
Peters anomaly: 75%
Aniridia: 50%
Others: 50%
AR: 40%
ASD: anterior segment dysgenesis, ASDA: anterior segment developmental anomalies including glaucoma, ES: exome sequencing, MAC: microphthalmia–anophthalmia–coloboma, PACG:
primary angle-closure glaucoma, POAG: primary open-angle glaucoma, RET: retinal dystrophies. Table 3. Causative variant detection in published studies. 22.2% overall
10.9% overall
POAG: 8.80%
PACG: 12.9%
24.5% overall
Congenital cataracts and
lens-associated conditions: 88.9%
RET: 42.8%
Other or syndromic: 37.5%
ASD: 24.8%
42% overall
Peters anomaly: 75%
Aniridia: 50%
Others: 50%
AR: 40% ASD: anterior segment dysgenesis, ASDA: anterior segment developmental anomalies including glaucoma, ES: exome sequencing, MAC: microphthalmia–anophthalmia–coloboma, PACG:
primary angle-closure glaucoma, POAG: primary open-angle glaucoma, RET: retinal dystrophies. Genes 2020, 11, 350 7 of 10 Identified variants in PAX6, FOXC1, TP63, BMP4, B3GLCT, and GJA1 are considered likely
pathogenic or pathogenic based on American College of Medical Genetics (ACMG) guidelines. It should be noted that while GJA1 variant was de novo we did not confirm the parental origin. One proband with Peters anomaly was heterozygous for two VUSs in PXDN. One variant is a change
from leucine to proline in position 1274. This variant affects a conserved residue and is predicted
to affect protein function with a rare exome ensemble learner (REVEL) score of 0.776, which is a
combination of 13 individual tools for pathogenicity prediction of missense variants [29]. 4. Discussion The second
variant shows a change from serine to leucine in position 759. This missense variant is also predicted to
make an impact on protein function with a REVEL score of 0.8399. Each parent is heterozygous for one
variant suggesting that these two variants are in trans (Figure 1). Biallelic PXDN variants have been
reported with various eye anomalies including microphthalmia, congenital cataracts, microcornea,
sclerocornea, and glaucoma [30,31]. Therefore, it is possible that the identified variants are the cause
of Peters anomaly in our patient. Similarly, one proband was homozygous for the FOXE3 p.I97M
variant, which is a VUS. The allele frequency of this variant on gnomAD is 0.00002015. Multiple in
silico prediction tools show a damaging effect. This variant has been previously reported in a case
with ASD [26]. Therefore, we consider the FOXE3 variant a likely cause of the eye phenotype in
our proband. The observed phenotypes in the 10 probands and the variants identified are generally
consistent with prior studies. However, in family five, the proband is heterozygous for a
TP63 gene variant. Typically, TP63 mutations have been reported in Rapp–Hodgkin (MIM
129400), ADULT (acro–dermato–ungual–lacrimal–tooth; MIM 103285), EEC (ectrodactyly–ectodermal
dysplasia–cleft lip/palate; MIM 604292), Hay–Wells (MIM 106260), limb–mammary (MIM 603543),
and split hand/foot malformation (MIM 605289) syndromes. In addition to various systemic anomalies,
eye findings of these syndromes include blue irides, photophobia, blepharophimosis, blepharitis,
dacryocystitis, and lacrimal duct abnormalities [32–37]. Our proband was diagnosed with Peters
anomaly in the right eye as well as with syndactyly of third and fourth toes in the left foot, vesicoureteral
reflux, cleft lip and palate, possible glaucoma, and nasolacrimal abnormalities. All of these findings
except for Peters anomaly have been reported in patients with TP63 variants. Another TP63 variant
(p.R343W) affecting the same amino acid residue has been reported in a patient with glaucoma and
decreased central corneal thickness as well as findings consistent with lacrimo–auriculo–dento–digital
syndrome (MIM 149730) [38]. Peters anomaly in our patient and decreased corneal thickness associated
with glaucoma in the previously reported patient may suggest that the Arg343 residue of TP63 plays a
role in corneal development. Some limitations of our study include the variety of ASD diagnoses among our patient sample. Our study encompasses patients with Peters anomaly, aniridia, AR syndrome, and PCG. Since the
sample size is small for each ASD condition, it is difficult to assess the mutation detection rate in each
ASD condition. 4. Discussion Small family size and incomplete phenotypic evaluation of first-degree relatives made
segregation studies difficult. Expected dominant transmission or de novo occurrence in families 3, 5, 6,
and 11 could not be demonstrated due to unavailability of parental samples and lack of phenotypic
evaluation of parents. Moreover, we did not identify a potentially causative variant in over half of
our probands. With the available ES data and an increased cohort in the future, we expect to identify
more variants to characterize the genetic features of ASD in South Florida. Finally, variants located in
regulatory regions such as introns, promoters, and enhancers, may be studied with genome sequencing
in the future. References 1. Gould, D.B.; John, S.W. Anterior segment dysgenesis and the developmental glaucomas are complex traits. Hum. Mol. Genet. 2002, 11, 1185–1193. [CrossRef] [PubMed] 1. Gould, D.B.; John, S.W. Anterior segment dysgenesis and the developmental glaucomas are complex traits. Hum. Mol. Genet. 2002, 11, 1185–1193. [CrossRef] [PubMed] 2. Ito, Y.A.; Walter, M.A. Genomics and anterior segment dysgenesis: A review. Clin. Exp. Ophthalmol. 2014,
42, 13–24. [CrossRef] [PubMed] 3. Strungaru, M.H.; Dinu, I.; Walter, M.A. Genotype-phenotype correlations in Axenfeld-Rieger malformation
and glaucoma patients with FOXC1 and PITX2 mutations. Investig. Ophthalmol. Vis. Sci. 2007, 48, 228–237. [CrossRef] [PubMed]
4. Rudnicka, A.R.; Mt-Isa, S.; Owen, C.G.; Cook, D.G.; Ashby, D. Variations in primary open-angle glaucoma
prevalence by age, gender, and race: A Bayesian meta-analysis. Investig. Ophthalmol. Vis. Sci. 2006,
47, 4254–4261. [CrossRef] [PubMed] 5. Bademci, G.; Foster, J., 2nd; Mahdieh, N.; Bonyadi, M.; Duman, D.; Cengiz, F.B.; Menendez, I.; Diaz-Horta, O.;
Shirkavand, A.; Zeinali, S.; et al. Comprehensive analysis via exome sequencing uncovers genetic etiology in
autosomal recessive nonsyndromic deafness in a large multiethnic cohort. Genet. Med. 2016, 18, 364–371. [CrossRef] 6. McKenna, A.; Hanna, M.; Banks, E.; Sivachenko, A.; Cibulskis, K.; Kernytsky, A.; Garimella, K.; Altshuler, D.;
Gabriel, S.; Daly, M.; et al. The Genome Analysis Toolkit: A MapReduce framework for analyzing
next-generation DNA sequencing data. Genome Res. 2010, 20, 1297–1303. [CrossRef] 7. Shearer, A.E.; Eppsteiner, R.W.; Booth, K.T.; Ephraim, S.S.; Gurrola, J., 2nd; Simpson, A.; Black-Ziegelbein, E.A.;
Joshi, S.; Ravi, H.; Giuffre, A.C.; et al. Utilizing ethnic-specific differences in minor allele frequency to
recategorize reported pathogenic deafness variants. Am. J. Hum. Genet. 2014, 95, 445–453. [CrossRef] 8. Lek, M.; Karczewski, K.J.; Minikel, E.V.; Samocha, K.E.; Banks, E.; Fennell, T.; O’Donnell-Luria, A.H.;
Ware, J.S.; Hill, A.J.; Cummings, B.B.; et al. Analysis of protein-coding genetic variation in 60,706 humans. Nature 2016, 536, 285–291. [CrossRef] 9. Rentzsch, P.; Witten, D.; Cooper, G.M.; Shendure, J.; Kircher, M. CADD: Predicting the deleteriousness of
variants throughout the human genome. Nucleic Acids Res. 2019, 47, D886–D894. [CrossRef] 10. Schwarz, J.M.; Cooper, D.N.; Schuelke, M.; Seelow, D. MutationTaster2: Mutation prediction for the
deep-sequencing age. Nat. Methods 2014, 11, 361–362. [CrossRef] [PubMed] 11. Kumar, P.; Henikoff, S.; Ng, P.C. Predicting the effects of coding non-synonymous variants on protein function
using the SIFT algorithm. Nat. Protoc. 2009, 4, 1073–1081. [CrossRef] [PubMed] 12. Cooper, G.M.; Stone, E.A.; Asimenos, G.; Program, N.C.S.; Green, E.D.; Batzoglou, S.; Sidow, A. 5. Conclusions We studied 24 families with ASD from South Florida and identified DNA variants potentially
explaining 42% of our cohort. Further studies are required to compare different ASD demographics
and identify underlying genetic variants on a larger scale. 8 of 10 Genes 2020, 11, 350 Supplementary Materials: The following are available online at http://www.mdpi.com/2073-4425/11/4/350/s1,
Table S1: List of the genes used for the filtering by using ES in our cohort. Table S2: Syndromic and isolated
subjects in both solved and unsolved probands. Table S3: Phenotypic features of the unsolved probands. Table S4:
Characteristics of common genes for anterior segment dysgenesis. Figure S1: Representation of the PAX6 gene
deletion by using CoNiFER. Author Contributions: Conceptualization, S.T., W.K.S., G.B., T.C.C., E.H., A.G., and M.T; Data Curation, S.T.,
G.B., D.M.S., S.G., and M.T.; Methodology, F.B.C., S.G., M.F.Z., S.S., and G.B.; Software, G.B., and S.G.; Formal
analysis, S.T., G.B., S.G., and M.T.; Writing—original draft preparation., S.T., G.B., and M.T.; Writing—review and
editing, S.T., E.H., T.C.C., D.M.S., F.B.C., S.G., M.F.Z., S.S., G.B., W.K.S., A.G., and M.T.; Resources, T.C.C., E.H.,
A.G., W.K.S., and M.T.; Investigation, T.C.C., E.H., A.G., G.B., W.K.S., and M.T.; Funding acquisition, T.C.C., E.H.,
A.G., W.K.S. and M.T. All authors have read and agree to the published version of the manuscript. Funding: This research was funded by the Samuel & Ethel Balkan International Pediatric Glaucoma Center, the
James Annenberg La Vea Charitable Trust, the University of Miami Institute for Advanced Studies of the Americas,
and the John T. and Winifred Hayward Foundation. Acknowledgments: We are grateful to the participating families and Jill Jensen La Vea for her generous
philanthropic support. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. References Distribution
and intensity of constraint in mammalian genomic sequence. Genome Res. 2005, 15, 901–913. [CrossRef]
[PubMed] 13. Bademci, G.; Diaz-Horta, O.; Guo, S.; Duman, D.; Van Booven, D.; Foster, J., 2nd; Cengiz, F.B.; Blanton, S.;
Tekin, M. Identification of copy number variants through whole-exome sequencing in autosomal recessive
nonsyndromic hearing loss. Genet. Test. Mol. Biomark. 2014, 18, 658–661. [CrossRef] [PubMed] 9 of 10 Genes 2020, 11, 350 14. Krumm, N.; Sudmant, P.H.; Ko, A.; O’Roak, B.J.; Malig, M.; Coe, B.P.; Project, N.E.S.; Quinlan, A.R.;
Nickerson, D.A.; Eichler, E.E. Copy number variation detection and genotyping from exome sequence data. Genome Res. 2012, 22, 1525–1532. [CrossRef] [PubMed] 15. Richards, S.; Aziz, N.; Bale, S.; Bick, D.; Das, S.; Gastier-Foster, J.; Grody, W.W.; Hegde, M.; Lyon, E.; Spector, E.;
et al. Standards and guidelines for the interpretation of sequence variants: A joint consensus recommendation
of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. Genet. Med. 2015, 17, 405–424. [CrossRef] [PubMed] 16. Brandt, T.; Sack, L.M.; Arjona, D.; Tan, D.; Mei, H.; Cui, H.; Gao, H.; Bean, L.J.H.; Ankala, A.; Del Gaudio, D.;
et al. Adapting ACMG/AMP sequence variant classification guidelines for single-gene copy number variants. Genet. Med. 2019, 22, 336–344. [CrossRef] 17. Jennings, L.J.; Arcila, M.E.; Corless, C.; Kamel-Reid, S.; Lubin, I.M.; Pfeifer, J.; Temple-Smolkin, R.L.;
Voelkerding, K.V.; Nikiforova, M.N. Guidelines for Validation of Next-Generation Sequencing-Based
Oncology Panels: A Joint Consensus Recommendation of the Association for Molecular Pathology and
College of American Pathologists. J. Mol. Diagn. 2017, 19, 341–365. [CrossRef] 18. Xu, Y.; Jiang, H.; Tyler-Smith, C.; Xue, Y.; Jiang, T.; Wang, J.; Wu, M.; Liu, X.; Tian, G.; Wang, J.; et al. Comprehensive comparison of three commercial human whole-exome capture platforms. Genome Biol. 2011,
12, R95. [CrossRef] 19. Aradhya, S.; Lewis, R.; Bonaga, T.; Nwokekeh, N.; Stafford, A.; Boggs, B.; Hruska, K.; Smaoui, N.;
Compton, J.G.; Richard, G.; et al. Exon-level array CGH in a large clinical cohort demonstrates increased
sensitivity of diagnostic testing for Mendelian disorders. Genet. Med. 2012, 14, 594–603. [CrossRef] 20. D’Haene, B.; Meire, F.; Claerhout, I.; Kroes, H.Y.; Plomp, A.; Arens, Y.H.; de Ravel, T.; Casteels, I.; De Jaegere, S.;
Hooghe, S.; et al. Expanding the spectrum of FOXC1 and PITX2 mutations and copy number changes in
patients with anterior segment malformations. Investig. Ophthalmol. Vis. Sci. 2011, 52, 324–333. [CrossRef] 21. References Ianakiev, P.; Kilpatrick, M.W.; Toudjarska, I.; Basel, D.; Beighton, P.; Tsipouras, P. Split-hand/split-foot
malformation is caused by mutations in the p63 gene on 3q27. Am. J. Hum. Genet. 2000, 67, 59–66. [CrossRef]
[PubMed] 22. Lesnik Oberstein, S.A.; Kriek, M.; White, S.J.; Kalf, M.E.; Szuhai, K.; den Dunnen, J.T.; Breuning, M.H.;
Hennekam, R.C. Peters Plus syndrome is caused by mutations in B3GALTL, a putative glycosyltransferase. Am. J. Hum. Genet. 2006, 79, 562–566. [CrossRef] [PubMed] 23. Weh, E.; Reis, L.M.; Happ, H.C.; Levin, A.V.; Wheeler, P.G.; David, K.L.; Carney, E.; Angle, B.; Hauser, N.;
Semina, E.V. Whole exome sequence analysis of Peters anomaly. Hum. Genet. 2014, 133, 1497–1511. [CrossRef]
[PubMed] 24. Paznekas, W.A.; Boyadjiev, S.A.; Shapiro, R.E.; Daniels, O.; Wollnik, B.; Keegan, C.E.; Innis, J.W.; Dinulos, M.B.;
Christian, C.; Hannibal, M.C.; et al. Connexin 43 (GJA1) mutations cause the pleiotropic phenotype of
oculodentodigital dysplasia. Am. J. Hum. Genet. 2003, 72, 408–418. [CrossRef] 25. Belmouden, A.; Melki, R.; Hamdani, M.; Zaghloul, K.; Amraoui, A.; Nadifi, S.; Akhayat, O.; Garchon, H.J. A
novel frameshift founder mutation in the cytochrome P450 1B1 (CYP1B1) gene is associated with primary
congenital glaucoma in Morocco. Clin. Genet. 2002, 62, 334–339. [CrossRef] [PubMed] 26. Quiroz-Casian, N.; Chacon-Camacho, O.F.; Barragan-Arevalo, T.; Nava-Valdez, J.; Lieberman, E.;
Salgado-Medina, A.; Navas, A.; Graue-Hernandez, E.O.; Zenteno, J.C. Sclerocornea-Microphthalmia-Aphakia
Complex: Description of Two Additional Cases Associated With Novel FOXE3 Mutations and Review of the
Literature. Cornea 2018, 37, 1178–1181. [CrossRef] 27. Huang, X.; Xiao, X.; Jia, X.; Li, S.; Li, M.; Guo, X.; Liu, X.; Zhang, Q. Mutation analysis of the genes
associated with anterior segment dysgenesis, microcornea and microphthalmia in 257 patients with glaucoma. Int. J. Mol. Med. 2015, 36, 1111–1117. [CrossRef] 28. Patel, A.; Hayward, J.D.; Tailor, V.; Nyanhete, R.; Ahlfors, H.; Gabriel, C.; Jannini, T.B.; Abbou-Rayyah, Y.;
Henderson, R.; Nischal, K.K.; et al. The Oculome Panel Test: Next-Generation Sequencing to Diagnose a
Diverse Range of Genetic Developmental Eye Disorders. Ophthalmology 2019, 126, 888–907. [CrossRef] 29. Ioannidis, N.M.; Rothstein, J.H.; Pejaver, V.; Middha, S.; McDonnell, S.K.; Baheti, S.; Musolf, A.; Li, Q.;
Holzinger, E.; Karyadi, D.; et al. REVEL: An Ensemble Method for Predicting the Pathogenicity of Rare
Missense Variants. Am. J. Hum. Genet. 2016, 99, 877–885. [CrossRef] Genes 2020, 11, 350 10 of 10 10 of 10 30. Choi, A.; Lao, R.; Ling-Fung Tang, P.; Wan, E.; Mayer, W.; Bardakjian, T.; Shaw, G.M.; Kwok, P.Y.;
Schneider, A.; Slavotinek, A. © 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 Novel mutations in PXDN cause microphthalmia and anterior segment
dysgenesis. Eur. J. Hum. Genet. 2015, 23, 337–341. [CrossRef] 31. Khan, K.; Rudkin, A.; Parry, D.A.; Burdon, K.P.; McKibbin, M.; Logan, C.V.; Abdelhamed, Z.I.; Muecke, J.S.;
Fernandez-Fuentes, N.; Laurie, K.J.; et al. Homozygous mutations in PXDN cause congenital cataract,
corneal opacity, and developmental glaucoma. Am. J. Hum. Genet. 2011, 89, 464–473. [CrossRef] 32. Bougeard, G.; Hadj-Rabia, S.; Faivre, L.; Sarafan-Vasseur, N.; Frebourg, T. The Rapp-Hodgkin syndrome
results from mutations of the TP63 gene. Eur. J. Hum. Genet. 2003, 11, 700–704. [CrossRef] 33. Salinas, C.F.; Montes, G.M. Rapp-Hodgkin syndrome: Observations on ten cases and characteristic hair
changes (pili canaliculi). Birth Defects Orig. Artic. Ser. 1988, 24, 149–168. [PubMed] 34. Chatterjee, M.; Neema, S.; Mukherjee, S. Rapp Hodgkin Syndrome. Indian Dermatol. Online J. 2017, 8, 215–216. [CrossRef] [PubMed] 35. Gonzalez,
F.;
Loidi,
L.;
Abalo-Lojo,
J.M. Novel
variant
in
the
TP63
gene
associated
to
ankyloblepharon-ectodermal dysplasia-cleft lip/palate (AEC) syndrome. Ophthalmic Genet. 2017, 38, 277–280. [CrossRef] [PubMed] 36. Sutton, V.R.; van Bokhoven, H. TP63-Related Disorders. In GeneReviews ((R)); Adam, M.P., Ardinger, H.H.,
Pagon, R.A., Wallace, S.E., Bean, L.J.H., Stephens, K., Amemiya, A., Eds.; University of Washington: Seattle,
WA, USA, 1993. 37. Sutton, V.R.; Plunkett, K.; Dang, D.X.; Lewis, R.A.; Bree, A.F.; Bacino, C.A. Craniofacial and anthropometric
phenotype in ankyloblepharon-ectodermal defects-cleft lip/palate syndrome (Hay-Wells syndrome) in a
cohort of 17 patients. Am. J. Med. Genet. A 2009, 149, 1916–1921. [CrossRef] [PubMed] 38. Simpson, A.; Avdic, A.; Roos, B.R.; DeLuca, A.; Miller, K.; Schnieders, M.J.; Scheetz, T.E.; Alward, W.L.;
Fingert, J.H. LADD syndrome with glaucoma is caused by a novel gene. Mol. Vis. 2017, 23, 179–184. [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/).
|
https://openalex.org/W4212851080
|
https://eprints.gla.ac.uk/265765/1/265765.pdf
|
English
| null |
Investigating the uptake, effectiveness and safety of COVID-19 vaccines: protocol for an observational study using linked UK national data
|
BMJ open
| 2,022
|
cc-by
| 14,009
|
Strengths and limitations of this study Introduction The novel coronavirus SARS-CoV-2, which
emerged in December 2019, has caused millions of
deaths and severe illness worldwide. Numerous vaccines
are currently under development of which a few have
now been authorised for population-level administration
by several countries. As of 20 September 2021, over
48 million people have received their first vaccine dose
and over 44 million people have received their second
vaccine dose across the UK. We aim to assess the uptake
rates, effectiveness, and safety of all currently approved
COVID-19 vaccines in the UK. copyright. on February 22, 2022 at University of Glasgow. http://bmjopen.bmj.com/
Downloaded from
copyright. on February 22, 2022 at University of Glasgow. http://bmjopen.bmj.com/
Downloaded from
copyright. on February 22, 2022 at University of Glasgow. http://bmjopen.bmj.com/
Downloaded from
copyright. on February 22, 2022 at University of Glasgow. http://bmjopen.bmj.com/
Downloaded from
copyright. on February 22, 2022 at University of Glasgow. http://bmjopen.bmj.com/
Downloaded from ►We will use national data for each UK nation and
across the UK general population. ►Rapid and robust real-time estimates on uptake, ef-
fectiveness and safety of COVID-19 vaccines will be
provided using data from existing national pandemic
platforms in the UK. ►This is an observational study and analyses are,
therefore, potentially susceptible to residual or un-
measured confounders. ►This is an observational study and analyses are,
therefore, potentially susceptible to residual or un-
measured confounders. ►Prepublication history and
additional supplemental material
for this paper are available
online. To view these files,
please visit the journal online
(http://dx.doi.org/10.1136/
bmjopen-2021-050062). on February 22, 2022 at University of Glasgow. Protected by
open.bmj.com/ on February 22, 2022 at University of Glasgow. Protected by
open.bmj.com/ on February 22, 2022 at University of Glasgow. Protected by
open.bmj.com/ on February 22, 2022 at University of Glasgow. Protected by
open.bmj.com/ on February 22, 2022 at University of Glasgow. Protected by
open.bmj.com/ Methods and analysis We will use prospective cohort
study designs to assess vaccine uptake, effectiveness
and safety against clinical outcomes and deaths. Test-
negative case–control study design will be used to assess
vaccine effectiveness (VE) against laboratory confirmed
SARS-CoV-2 infection. Self-controlled case series and
retrospective cohort study designs will be carried out
to assess vaccine safety against mild-to-moderate and
severe adverse events, respectively. Individual-level
pseudonymised data from primary care, secondary care,
laboratory test and death records will be linked and
analysed in secure research environments in each UK
nation. BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2 BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2 Protocol Open access Investigating the uptake, effectiveness
and safety of COVID-19 vaccines:
protocol for an observational study
using linked UK national data Eleftheria Vasileiou ,1 Ting Shi ,1 Steven Kerr,1 Chris Robertson,2,3 Mark Joy,4
Ruby Tsang ,4 Dylan McGagh,4 John Williams,4 Richard Hobbs,4
Simon de Lusignan ,4 Declan Bradley,5 Dermot OReilly,5 Siobhan Murphy,5
Antony Chuter,6 Jillian Beggs,6 David Ford,7 Chris Orton ,7 Ashley Akbari ,7
Stuart Bedston,7 Gareth Davies,7 Lucy J Griffiths ,7 Rowena Griffiths,7
Emily Lowthian ,7 Jane Lyons ,7 Ronan A Lyons ,7 Laura North,7
Malorie Perry,8 Fatemeh Torabi,7 James Pickett,9 Jim McMenamin,3
Colin McCowan,10 Utkarsh Agrawal,10 Rachael Wood ,1,11
Sarah Jane Stock ,1,11 Emily Moore,3 Paul Henery ,12 Colin R Simpson,1,13
Aziz Sheikh
1 To cite: Vasileiou E, Shi T,
Kerr S, et al. Investigating
the uptake, effectiveness and
safety of COVID-19 vaccines:
protocol for an observational
study using linked UK
national data. BMJ Open
2022;12:e050062. doi:10.1136/
bmjopen-2021-050062 Strengths and limitations of this study Univariate and multivariate logistic regression
models will be carried out to estimate vaccine uptake
levels in relation to various population characteristics. VE estimates against laboratory confirmed SARS-CoV-2
infection will be generated using a generalised additive
logistic model. Time-dependent Cox models will be used
to estimate the VE against clinical outcomes and deaths. The safety of the vaccines will be assessed using logistic
regression models with an offset for the length of the risk
period. Where possible, data will be meta-analysed across
the UK nations. Ethics and dissemination We obtained approvals
from the National Research Ethics Service Committee,
Southeast Scotland 02 (12/SS/0201), the Secure
Anonymised Information Linkage independent Information
Governance Review Panel project number 0911. Concerning English data, University of Oxford is compliant
with the General Data Protection Regulation and the
National Health Service (NHS) Digital Data Security and
Protection Policy. This is an approved study (Integrated
Research Application ID 301740, Health Research
Authority (HRA) Research Ethics Committee 21/HRA/2786). The Oxford-Royal College of General Practitioners
Clinical Informatics Digital Hub meets NHS Digital’s Data
Security and Protection Toolkit requirements. In Northern
Ireland, the project was approved by the Honest Broker
Governance Board, project number 0064. Findings will be
made available to national policy-makers, presented at
conferences and published in peer-reviewed journals. Received 09 February 2021
Accepted 19 January 2022 ebruary 22, 2022 at University of Glasgow. Protected by
ebruary 22, 2022 at University of Glasgow. Protected by
ebruary 22, 2022 at University of Glasgow. Protected by
ebruary 22, 2022 at University of Glasgow. Protected by
ebruary 22, 2022 at University of Glasgow. Protected by For numbered affiliations see
end of article. Correspondence to
Dr Eleftheria Vasileiou;
eleftheria.vasileiou@ed.ac.uk
© Author(s) (or their
employer(s)) 2022. Re-use
permitted under CC BY. Published by BMJ. Investigating the uptake, effectiveness
and safety of COVID-19 vaccines:
protocol for an observational study
using linked UK national data copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. http://bmjo
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. http://bmjo
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. http://bmjo
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. http://bmjo
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from
copyright. http://bmjo
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Eleftheria Vasileiou ,1 Ting Shi ,1 Steven Kerr,1 Chris Robertson,2,3 Mark Joy,4
Ruby Tsang ,4 Dylan McGagh,4 John Williams,4 Richard Hobbs,4
Simon de Lusignan ,4 Declan Bradley,5 Dermot OReilly,5 Siobhan Murphy,5
Antony Chuter,6 Jillian Beggs,6 David Ford,7 Chris Orton ,7 Ashley Akbari ,7
Stuart Bedston,7 Gareth Davies,7 Lucy J Griffiths ,7 Rowena Griffiths,7
Emily Lowthian ,7 Jane Lyons ,7 Ronan A Lyons ,7 Laura North,7
Malorie Perry,8 Fatemeh Torabi,7 James Pickett,9 Jim McMenamin,3
Colin McCowan,10 Utkarsh Agrawal,10 Rachael Wood ,1,11
Sarah Jane Stock ,1,11 Emily Moore,3 Paul Henery ,12 Colin R Simpson,1,13
Aziz Sheikh 1 copyright.
on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from p p
The Pfizer-BioNTech and Oxford-AstraZeneca were
among the first vaccines approved by national regulatory
authorities such as the UK’s Medicines and Healthcare
products Regulatory Agency.5 Based on prelicensure clin-
ical trials, the Pfizer-BioNTech vaccine was 95% effective
at preventing laboratory-confirmed COVID-19 illness in
individuals without evidence of previous infection.6 The
Oxford-AstraZeneca vaccine has also reported significant
efficacy of 64% and 70% after one and two doses, respec-
tively, against symptomatic disease.7 As of the 8 January
2021, the UK has also approved a third COVID-19 vaccine
manufactured by Moderna which has shown 94% efficacy
against confirmed SARS-CoV-2 infection after receipt
of second dose.8 All three vaccines were well tolerated
with mild-to-moderate side effects mostly reported.6–8 In
March 2021, the European Medicines Agency reported
extremely rare but serious side effects including blood
clots and bleeding following administration of the
Oxford-AstraZeneca vaccine.9 10 As a result, the Joint
Committee on Vaccination and Immunisation (JCVI)
of the UK Government has recommended that healthy
adults aged 18–39 years old should not be offered the
Oxford-AstraZeneca vaccine but the Pfizer-BioNTech or
Moderna vaccines instead.11 Rare cases of cardiac inflam-
mation including myocarditis and pericarditis following
immunisation with the Pfizer-BioNTech and Moderna
vaccines have also been reported12 and are thus closely
monitored by national and international regulatory
agencies. on February 22, 2022 at University of Glasgow. Protected by
mj.com/ As of 20 September 2021, over 48 million people have
received their first vaccine dose and over 44 million
people have received their second vaccine dose across
the UK13 based on JCVI’s vaccination priority list which
targets those most at risk of severe COVID-19 illness (eg,
older adults and people with comorbidities).14 INTRODUCTION Correspondence to
Dr Eleftheria Vasileiou;
eleftheria.vasileiou@ed.ac.uk The first human cases infected by the novel
coronavirus SARS-CoV-2 pathogen were Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 1 Open access events. These postmarketing observational studies will
add additional value to the prelicensure clinical trials as
they can assess real-life effects of the COVID-19 vaccines
and the impact of the vaccination programme at popula-
tion levels.15 All UK-licensed vaccines have demonstrated
high efficacy in clinical trials; however, more evidence is
needed about the type, level and duration of protection
for different segments of the population. The recom-
mended time period between administration of the first
and second doses of the Pfizer-BioNTech6 and Oxford-
AstraZeneca7 vaccines are 3 and 6 weeks, respectively. The
UK government decided to lengthen this gap to up to 12
weeks for both vaccines.14 This is because of the desire to
provide some degree of protection to as many people as
possible and the decision was supported by findings from
the Oxford-AstraZeneca vaccine trial, which have shown
that vaccine efficacy was higher (65%) in the group that
was administered the second dose more than 6 weeks after
the first dose, compared with the group given the second
dose less than 6 weeks after the first dose (53%).7 16 A simu-
lation study has also shown that high vaccine coverage
even with less efficacious vaccines (due to partial immu-
nisation) can lead to a greater reduction of SARS-CoV-2
infection levels compared with a lower vaccine coverage
with more efficacious vaccines.17 On the other hand, some
experts have expressed their concerns that delay between
doses could increase the risk of vaccine-resistant strains
emerging due to a partially immunised population.16 The
provision of timely estimates on the protection conferred
between doses is thus urgently needed. The assessment
of vaccine-induced adverse events also needs to be
carried out, particularly for rare adverse events that are
usually only detectable in large population studies.18 The
rate of vaccine receipt by demographic, socioeconomic
and other epidemiological characteristics also needs to
be measured. INTRODUCTION In the UK, the ‘Understanding Society’
COVID-19 survey asked 12 035 participants (in November
2020) their likelihood of vaccine uptake and reason for
hesitancy.19 High levels of hesitancy were found in women
(21%), younger adults aged 16–24 years old (27%), those
with lower education levels (19%) and in black (72%)
and Pakistani/Bangladeshi (42%) ethnic groups.19 This is
particularly concerning given that ethnic minority groups
are some of the subgroups of the population that have
been most at risk in this pandemic.19 The identification
of key factors related to vaccine uptake may be useful in
efforts to increase uptake and subsequently maximise the
impact of the COVID-19 vaccination programme in the
UK. detected in Wuhan, China in December 2019.1 On 11
March 2020, WHO declared the COVID-19 as a global
pandemic, which as of 20 September 2021 has caused
more than 228 million infections and four million deaths
worldwide.1 The need for vaccines against this novel
virus triggered an emergency response by governments,
pharmaceutical companies and research institutions to
develop, licence and manufacture COVID-19 vaccines at
scale. Dozens of COVID-19 vaccines are currently under
development with some vaccines now having successfully
completed their prelicensure clinical trials and been
approved for population vaccine administration.2 3 The
speed with which the world’s first vaccines3 were available
for mass administration at the end of 2020 is unprece-
dented given that typically it takes years for a vaccine to
be available for use at a population level.4 events. These postmarketing observational studies will
add additional value to the prelicensure clinical trials as
they can assess real-life effects of the COVID-19 vaccines
and the impact of the vaccination programme at popula-
tion levels.15 All UK-licensed vaccines have demonstrated
high efficacy in clinical trials; however, more evidence is
needed about the type, level and duration of protection
for different segments of the population. The recom-
mended time period between administration of the first
and second doses of the Pfizer-BioNTech6 and Oxford-
AstraZeneca7 vaccines are 3 and 6 weeks, respectively. INTRODUCTION The
UK government decided to lengthen this gap to up to 12
weeks for both vaccines.14 This is because of the desire to
provide some degree of protection to as many people as
possible and the decision was supported by findings from
the Oxford-AstraZeneca vaccine trial, which have shown
that vaccine efficacy was higher (65%) in the group that
was administered the second dose more than 6 weeks after
the first dose, compared with the group given the second
dose less than 6 weeks after the first dose (53%).7 16 A simu-
lation study has also shown that high vaccine coverage
even with less efficacious vaccines (due to partial immu-
nisation) can lead to a greater reduction of SARS-CoV-2
infection levels compared with a lower vaccine coverage
with more efficacious vaccines.17 On the other hand, some
experts have expressed their concerns that delay between
doses could increase the risk of vaccine-resistant strains
emerging due to a partially immunised population.16 The
provision of timely estimates on the protection conferred
between doses is thus urgently needed. The assessment
of vaccine-induced adverse events also needs to be
carried out, particularly for rare adverse events that are
usually only detectable in large population studies.18 The
rate of vaccine receipt by demographic, socioeconomic
and other epidemiological characteristics also needs to
be measured. In the UK, the ‘Understanding Society’
COVID-19 survey asked 12 035 participants (in November
2020) their likelihood of vaccine uptake and reason for
hesitancy.19 High levels of hesitancy were found in women
(21%), younger adults aged 16–24 years old (27%), those
with lower education levels (19%) and in black (72%)
and Pakistani/Bangladeshi (42%) ethnic groups.19 This is
particularly concerning given that ethnic minority groups
are some of the subgroups of the population that have
been most at risk in this pandemic.19 The identification
of key factors related to vaccine uptake may be useful in
efforts to increase uptake and subsequently maximise the
impact of the COVID-19 vaccination programme in the
UK. Overview of linked databases and study population We will use pseudonymised individual level data routinely
collected at primary and secondary care visits, linked with
mortality, laboratory and vaccination data across the UK. Unique national datasets will be developed and hosted
within secure research environments in each UK nation
with standardised individual-level analyses run across data-
sets. Pooled estimates across the UK nations will also be
calculated. For England, data from the Royal College of
General Practitioners Research and Surveillance Centre
(RCGP RSC) (approximately 5.4 million people)23 will be
used. We will also access and analyse national coverage
data from Northern Ireland (approximately 1.9 million
people). For Scotland, data will be derived from the
Early Pandemic Evaluation and Enhanced Surveillance
of COVID-19 (approximately 5.4 million people).24 For
Wales, data from the Controlling COVID-19 through
enhanced population surveillance and intervention
(ConCOV) (approximately 3.2 million people)25 26 and
the Secure Anonymised Information Linkage (SAIL)
Databank27 will be used. See table 1 for details on data
sources from each UK nation. Aim and objectives Timely postlicensure monitoring of coverage, protec-
tion and safety of these newly introduced vaccines is
imperative.15 Specifically, robust observational epidemi-
ological studies are required to measure coverage rates
in the population in relation to demographic and other
population characteristics, assess effectiveness against
infection, severe illness and deaths, and to detect adverse The aims of this study are to assess the uptake, effec-
tiveness, and safety of the currently licensed COVID-19
vaccines (Pfizer-BioNTech, Oxford-AstraZeneca and
Moderna) in the UK using linked healthcare and admin-
istrative data. We will also seek to assess any additional
licensed vaccines during the course of this study. Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 2 copyright. on February 22, 2022 at University of Gla
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access (NHS) Digital Data Security and Protection approved
method.29 30 NHS Digital will link additional data to these
pseudonyms. (NHS) Digital Data Security and Protection approved
method.29 30 NHS Digital will link additional data to these
pseudonyms. Our primary objectives are to: (1) measure variation
in vaccine uptake in relation to population characteris-
tics; (2) assess vaccine effectiveness (VE) against infec-
tion, transmission,20 severe outcomes and deaths; and (3)
identify the risk of adverse events following immunisation
(AEFIs) in each UK nation. Our secondary objectives are
to provide UK-wide pooled estimates of each primary
objective. Wales Withing SAIL and in collaboration with the ConCOV
project,25 26 data will be linked and anonymised from
NHS sources via a mature split-file system. All identifiable
data will stay within the NHS, and will be linked to the
Welsh Demographic Service Dataset (WDSD), pseudony-
mised and encrypted within NHS Wales by Digital Health
and Care Wales, with pseudonymised demographics
supplied to SAIL at Swansea University,27 where the non-
identifiable clinical data are held. SAIL will link the demo-
graphic data to relevant clinical data, and then further
encrypt the linked data before presenting to research
teams within a secure virtual desktop. Scotland For the Scottish data, Public Health Scotland (PHS) will
carry out the data linkage and offer a secure environment
for researchers to access and analyse the pseudonymised
individual level data.24 The Community Health Index
number (a unique identifier for each resident receiving
healthcare) will be used to link individuals’ data which
will be replaced by a study ID. Exposure (vaccination) data
England In England, data on vaccination will derive from general
practitioners (GPs) and the National Immunisation
Management Service (NIMS).31 NIMS is the System of
Record for the NHS COVID-19 vaccination programme
in England developed by NHS Digital.31 NIMS will collect
any demographic, GP and employee (for NHS) data to
identify groups of the population eligible for vaccination. Data collected from NIMS will also feed back into GP
systems so that an individual’s electronic health record is
updated regarding to their vaccination history.31 Vaccina-
tion data in GP records will be recorded using the System-
atised Nomenclature of Medicine (SNOMED) Clinical
Terms (CT).32 RCGP RSC now uses SNOMED CT for all
its key variables including vaccine data.33 A key part of
these curated variables are those for COVID-19; there
have been three iterations of these and we have carefully
curated case definitions.34–36 on February 22, 2022 at University of Glasgow. Protected by
mj.com/ METHODS
Study design A prospective cohort study design will be used to measure
variations in vaccine uptake and assess VE against severe
illness, deaths, secondary SARS-CoV-2 infection due to
household transmission. A test-negative design (TND)
case-control study will be carried out to assess VE against
laboratory confirmed COVID-19 infection. In the TND,
cases and controls will be those with a positive and nega-
tive test for COVID-19, respectively.21 A self-controlled
case series (SCCS) study design will be used to assess
the risk of AEFI. The SCCS study will be used to deter-
mine the relative incidence of adverse events for exposed
time periods (periods following vaccine administration)
compared with unexposed time periods (prevaccination
or postvaccination periods unrelated to vaccination) in
individuals who present with the outcome of interest.22
For more severe and event dependent safety outcomes, a
retrospective cohort study will be considered. England English primary care data will be held in the Oxford-
Royal College of General Practitioners Clinical Infor-
matics Digital Hub.28 Data will be pseudonymised as close
to source as possible using an National Health Service Northern Ireland copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from For the Northern Irish data, the Honest Broker Service
(HBS) will carry out the data linkage and offer a secure
environment for researchers to access and analyse the
pseudonymised individual-level data. The Healthcare
Number will be used to link individuals’ data though
replaced with an anonymous study ID in the analysis
dataset. copyright.
on February 22, 2022 at Un
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access
Table 1 Available UK datasets for each data item of interest
Data item
England
Northern Ireland
Scotland
Wales
Exposures
Pfizer-BioNTech vaccine
GP, NIMS
VMS
GP, TVMT/PHS,
SIRS
CVVD
Oxford-AstraZeneca vaccine
GP, NIMS
VMS
GP, TVMT/PHS,
SIRS
CVVD
Moderna vaccine
GP, NIMS
VMS
GP, TVMT/PHS,
SIRS
CVVD
Outcomes
Laboratory confirmed SARS-CoV-2 infection
GP, Pillar 1 and 2
SGSS, PHE
Pillar 1 and Pillar 2
ECOSS
PATD (Pillar 1, 2 and 3 data from all
NHS and private labs), CVLF testing
and results data
COVID-19-related GP consultation
GP
NA
GP
WLGP
COVID-19-related emergency department
consultation
GP, ECDS
Symphony, NIRAES
SMR01
EDDD and EDDS
COVID-19-related hospital admission
GP, SUS
Admissions and discharge
dataset
SMR01
PEDW
COVID-19-related ICU admission
GP, CHESS
Admissions and discharge
dataset
SICSAG
CDDS, ICCD and ICNC
COVID-19-related death
GP, ONS, SSRS
NHAIS
NRS
ADDE and ADDE (ONS mortality),
CDDS and WDSD
Secondary SARS-CoV-2 infection due to
household transmission
RCGP RSC
household key
Pillar 1 and Pillar 2 dataset
ECOSS
PATD (Pillar 1, 2 and 3 data from all
NHS and private labs), CVLF testing
and results data
Maternity outcomes
GP, MSDS
NIMATS
COPS study
ADBE (ONS births), MIDS and NCCH
Patient characteristics and confounders
Age
GP
NHAIS
GP
C19_COHORT20
Sex
GP
NHAIS
GP
C19_COHORT20
Socioeconomic status
Postal code to IMD
NHAIS
GP
C19_COHORT20
Ethnicity
GP, SUS
VMS
Census 2011
National ethnicity spine (made up of
20 EHR data sources and the ONS
Census 2011)
Underlying medical condition
GP
EPD
GP
GP, WLGP, PEDW, CVSP
Type of settlement (urban/rural)
GP
NHAIS
GP
C19_COHORT20
Type of settlement (eg, private home, care
home or social housing)
GP
NHAIS
GP
C19_COHORT20, CARE
Smoking status
GP
NA
GP
WLGP
Body Mass Index
GP
NA
GP
WLGP
Prescribed medications
GP
EPD
GP, PIS, HEPMA
WLGP, WDDS
Other non-COVID-19 vaccines (eg, influenza,
pneumococcal)
GP
VMS
GP
WLGP, NCCH
Occupation (eg, healthcare workers, front-
line workers, essential workers)
GP where recorded
Pillar 1 and 2
To be confirmed
HWRA, SWAC
History of healthcare utilisation (eg, GP
consultations, hospital admissions)
GP, SUS
Admissions and discharge
dataset
GP, SMR01
PEDW, WLGP
ADBE, Annual District Birth Extract (ONS Births); ADDE, Annual District Death Extract (ONS Deaths); CDDS, Critical Care DataSet; CHESS, COVID-19 Hospitalisation in England
Surveillance System; COPS, COVID-19 in Pregnancy in Scotland; CVSP, COVID-19 Shielded People list; CVVD, COVID-19 Vaccine Data; ECDS, Emergency Care Data Set; ECOSS,
Electronic Communication of Surveillance in Scotland; EDDD, Emergency Department Data Daily; EDDS, Emergency Department Dataset; EPD, Electronic Prescribing Database;
GP, general practitioner; HEPMA, Hospital Electronic Prescribing and Medicines Administration; HES, Hospital Episode Statistics; ICU, intensive care unit; IMD, Index of Multiple
Deprivation; LIS, Laboratory Information System; MIDS, Maternal Indicators DataSet; MSDS, Maternity Services Dataset; NCCH, National Community Child Health database; NHAIS,
National Health Applications and Infrastructure Services; NHS, National Health Service; NIMATS, Northern Ireland Maternity System; NIMS, National Immunisation Management
Service; NIRAES, Northern Ireland Regional Accident and Emergency System; NRS, National Records of Scotland; ONS, Office for National Statistics; PATD, Pathology data COVID-19
Daily; PEDW, Patient Episode Database for Wales; PHE, Public Health England; PHS, Public Health Scotland; PIS, Prescribing Information System; RCGP RSC, Royal College of
General Practitioners Research and Surveillance Centre; SGSS, Second Generation Surveillance System; SICSAG, Scottish Intensive Care Society Audit Group; SIRS, Scottish
Immunisation and Recall System; SMR01, Scottish Morbidity Record 01; SUS, Secondary Users Service; TVMT, Turas Vaccination Management Tool; VMS, Vaccine Management
System; WDSD, Welsh Demographic Service Dataset; WLGP, Welsh Longitudinal General Practice. copyright.
on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from ADBE, Annual District Birth Extract (ONS Births); ADDE, Annual District Death Extract (ONS Deaths); CDDS, Critical Care DataSet; CHESS, COVID-19 Hospitalisation in England
Surveillance System; COPS, COVID-19 in Pregnancy in Scotland; CVSP, COVID-19 Shielded People list; CVVD, COVID-19 Vaccine Data; ECDS, Emergency Care Data Set; ECOSS,
Electronic Communication of Surveillance in Scotland; EDDD, Emergency Department Data Daily; EDDS, Emergency Department Dataset; EPD, Electronic Prescribing Database;
GP, general practitioner; HEPMA, Hospital Electronic Prescribing and Medicines Administration; HES, Hospital Episode Statistics; ICU, intensive care unit; IMD, Index of Multiple
Deprivation; LIS, Laboratory Information System; MIDS, Maternal Indicators DataSet; MSDS, Maternity Services Dataset; NCCH, National Community Child Health database; NHAIS,
National Health Applications and Infrastructure Services; NHS, National Health Service; NIMATS, Northern Ireland Maternity System; NIMS, National Immunisation Management
Service; NIRAES, Northern Ireland Regional Accident and Emergency System; NRS, National Records of Scotland; ONS, Office for National Statistics; PATD, Pathology data COVID-19
Daily; PEDW, Patient Episode Database for Wales; PHE, Public Health England; PHS, Public Health Scotland; PIS, Prescribing Information System; RCGP RSC, Royal College of
General Practitioners Research and Surveillance Centre; SGSS, Second Generation Surveillance System; SICSAG, Scottish Intensive Care Society Audit Group; SIRS, Scottish
Immunisation and Recall System; SMR01, Scottish Morbidity Record 01; SUS, Secondary Users Service; TVMT, Turas Vaccination Management Tool; VMS, Vaccine Management
System; WDSD, Welsh Demographic Service Dataset; WLGP, Welsh Longitudinal General Practice. copyright.
on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from ADBE, Annual District Birth Extract (ONS Births); ADDE, Annual District Death Extract (ONS Deaths); CDDS, Critical Care DataSet; CHESS, COVID-19 Hospitalisation in England
Surveillance System; COPS, COVID-19 in Pregnancy in Scotland; CVSP, COVID-19 Shielded People list; CVVD, COVID-19 Vaccine Data; ECDS, Emergency Care Data Set; ECOSS,
Electronic Communication of Surveillance in Scotland; EDDD, Emergency Department Data Daily; EDDS, Emergency Department Dataset; EPD, Electronic Prescribing Database;
GP, general practitioner; HEPMA, Hospital Electronic Prescribing and Medicines Administration; HES, Hospital Episode Statistics; ICU, intensive care unit; IMD, Index of Multiple
Deprivation; LIS, Laboratory Information System; MIDS, Maternal Indicators DataSet; MSDS, Maternity Services Dataset; NCCH, National Community Child Health database; NHAIS,
National Health Applications and Infrastructure Services; NHS, National Health Service; NIMATS, Northern Ireland Maternity System; NIMS, National Immunisation Management
Service; NIRAES, Northern Ireland Regional Accident and Emergency System; NRS, National Records of Scotland; ONS, Office for National Statistics; PATD, Pathology data COVID-19
Daily; PEDW, Patient Episode Database for Wales; PHE, Public Health England; PHS, Public Health Scotland; PIS, Prescribing Information System; RCGP RSC, Royal College of
General Practitioners Research and Surveillance Centre; SGSS, Second Generation Surveillance System; SICSAG, Scottish Intensive Care Society Audit Group; SIRS, Scottish
Immunisation and Recall System; SMR01, Scottish Morbidity Record 01; SUS, Secondary Users Service; TVMT, Turas Vaccination Management Tool; VMS, Vaccine Management
System; WDSD, Welsh Demographic Service Dataset; WLGP, Welsh Longitudinal General Practice. copyright.
on February 22, 2022 at Un
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. on February 22, 2022 at University of G
http://bmjopen.bmj.com/
MJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright.
on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
ed as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from ADBE, Annual District Birth Extract (ONS Births); ADDE, Annual District Death Extract (ONS Deaths); CDDS, Critical Care DataSet; CHESS, COVID-19 Hospitalisation in England
Surveillance System; COPS, COVID-19 in Pregnancy in Scotland; CVSP, COVID-19 Shielded People list; CVVD, COVID-19 Vaccine Data; ECDS, Emergency Care Data Set; ECOSS,
Electronic Communication of Surveillance in Scotland; EDDD, Emergency Department Data Daily; EDDS, Emergency Department Dataset; EPD, Electronic Prescribing Database;
GP, general practitioner; HEPMA, Hospital Electronic Prescribing and Medicines Administration; HES, Hospital Episode Statistics; ICU, intensive care unit; IMD, Index of Multiple
Deprivation; LIS, Laboratory Information System; MIDS, Maternal Indicators DataSet; MSDS, Maternity Services Dataset; NCCH, National Community Child Health database; NHAIS,
National Health Applications and Infrastructure Services; NHS, National Health Service; NIMATS, Northern Ireland Maternity System; NIMS, National Immunisation Management
Service; NIRAES, Northern Ireland Regional Accident and Emergency System; NRS, National Records of Scotland; ONS, Office for National Statistics; PATD, Pathology data COVID-19
Daily; PEDW, Patient Episode Database for Wales; PHE, Public Health England; PHS, Public Health Scotland; PIS, Prescribing Information System; RCGP RSC, Royal College of
General Practitioners Research and Surveillance Centre; SGSS, Second Generation Surveillance System; SICSAG, Scottish Intensive Care Society Audit Group; SIRS, Scottish
Immunisation and Recall System; SMR01, Scottish Morbidity Record 01; SUS, Secondary Users Service; TVMT, Turas Vaccination Management Tool; VMS, Vaccine Management
System; WDSD, Welsh Demographic Service Dataset; WLGP, Welsh Longitudinal General Practice. Northern Ireland In Northern Ireland, GP practices and Trust vaccination
sites are currently delivering the COVID-19 vaccination 3 Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 copyright. on February 22, 2022 at University of Glasgow
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Laboratory confirmed outcomes
England In Northern Ireland, the Admissions and Discharge
dataset will be used to collate data relating to admitted
patient care delivered by HSC hospitals in Northern
Ireland, generated by the patient administration systems
within each hospital. These data are held centrally by the
HSC Regional Data Warehouse.43 For England, most community testing (called Pillar 2)
is in the GP record, though for this study we will addi-
tionally link to resources held by NHS Digital this is
the Second Generation Surveillance System, this also
included hospital tests.39 copyright. on February 22, 2022 at University of Glasgow
http://bmjopen.bmj.com/
wnloaded from Scotland For Northern Ireland, the Pillar 1 dataset is extracted from
the Laboratory Information Systems in Northern Ireland
hospitals on a daily basis into a central repository in the
Health and Social Care (HSC) Regional Data Warehouse,
which is maintained by the HSC Business Services Organ-
isation.39 It contains details of COVID-19 antigen tests
carried out in each of the hospital laboratories, including
those processed on behalf of primary care, social care and
community settings. Pillar 2 data are processed by NHS
Digital and extracts for NI residents are sent to the NI
HSC Regional Data Warehouse.39 In Scotland, data on patients receiving care in general
or acute hospitals are recorded in the Scottish Morbidity
Record 01 (SMR01).24 The International Statistical Clas-
sification of Diseases and Related Health Problems, 10th
Revision (ICD-10) codes are used to index any diagnoses
recorded in the patient’s medical notes by a clinician.24
Consistent and high level (>90%) of data accuracy have
been shown in recent data quality reports for the SMR01
database.20 Data on adult patients admitted to general
intensive care units (ICUs) will derive from the Scottish
Intensive Care Society Audit Group database.24 on February 22, 2022 at University of Glasgow. Protected by
j.com/ copyright. on February 22, 2022 at University of Glas
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access Clinical outcomes arising from a patient consultation.24 Additional data on
vaccination will also be available via the Turas Vaccination
Management Tool (TVMT), which is a web-based tool
that enables front-line vaccinators to capture and create
real-time patient vaccination records. PHS is currently
collating vaccination data from Turas.38 Scheduled vacci-
nations for children may also be recorded in the Scottish
Immunisation Recall System (SIRS) database. Data on
vaccinations administered at schools and not in GPs may
thus derive from SIRS.24 arising from a patient consultation.24 Additional data on
vaccination will also be available via the Turas Vaccination
Management Tool (TVMT), which is a web-based tool
that enables front-line vaccinators to capture and create
real-time patient vaccination records. PHS is currently
collating vaccination data from Turas.38 Scheduled vacci-
nations for children may also be recorded in the Scottish
Immunisation Recall System (SIRS) database. Data on
vaccinations administered at schools and not in GPs may
thus derive from SIRS.24 Data on primary care consultations for COVID-19 illness
will be accessed via GP electronic health records in each
UK nation. copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from England In England, we will link to secondary care data through
collections held by NHS Digital. Hospital data are held
in two forms: Hospital Episode Statistics (HES), which
are the long-term validated record; and Secondary Uses
Services which is an extract of contemporary operational
data which after validation will become HES. We plan
to use HES and also have an extract of intensive care
data. We will access these data through NHS Digital’s
Data Access Request Service.40 We also have SARS-CoV-2
virology data that were collected through the sentinel
surveillance system.41 The English primary care sentinel
system within RCGP RSC has a strong working relation-
ship with Public Health England (PHE), with whom we
have worked closely for over half a century.42 Scotland In Wales, data on all interactions with secondary care
including Accident and Emergency (A&E) events (Emer-
gency Department Dataset), inpatient hospital admis-
sions (Patient Episode Database for Wales), intensive
care (Critical Care DataSet—CDDS and Intensive Care
National Audit and Research Centre) and outpatient
appointments and activity (Outpatient Database for
Wales) are all available within SAIL Databank.27 There
are also a collection of specialised services and condition
specific secondary care such as cancer which are available
within SAIL.27 For Scotland, laboratory results from Scottish diagnostic
and reference laboratories are captured by the Electronic
Communication of Surveillance in Scotland (ECOSS)
database, which can be used for surveillance and research
purposes.24 Laboratory results from NHS and community
(Lighthouse laboratory) testing centres will also be avail-
able through ECOSS. Wales In Wales, the vaccine programme is administered and
recorded nationally in the all Wales Immunisation System
(WIS) and is available in SAIL through the COVID-19
Vaccine Data. This is a separate independent system and
data source to the GP data, which is also available in SAIL
with vaccination recorded using Read codes.27 Scotland programme. Vaccination data from GP practices and
Trust vaccination sites are stored in a central Vaccination
Management System and made available via the HBS
secure research environment.37 In Scotland, GPs usually facilitate vaccination programmes
and record any data related to vaccine administration. GPs
use Read codes to code and record relevant information Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 4 Wales For Wales, national coverage of Pillar 1, 2 and 3 data from
all NHS and private laboratories will be available, as well
as national lateral flow testing data.39 We will also pursue to access genome sequencing data
in a proportion of laboratory tests positive for SARS-
CoV-2 available from national sequencing centres where
possible. Deaths
England
In England, NHS Digital’s Personal Demographic Service
flags the date of death in the GP record. We have previously Deaths
England
In England, NHS Digital’s Personal Demographic Service
flags the date of death in the GP record. We have previously 5 Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 copyright. on February
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. on February 22, 2022 at University of Glas
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access Community Child Health and Maternity Indicators
DataSet. Data sources for Wales will be sought via the
SAIL Databank.27 Community Child Health and Maternity Indicators
DataSet. Data sources for Wales will be sought via the
SAIL Databank.27 used these data of death to report excess mortality, both
overall44 45 and in people with known COVID-19 status.46
We will augment these data with the certificated cause
of death provided by the Office for National Statistics
(ONS), which will be linked for us at individual pseud-
onymised patient level by NHS Digital. used these data of death to report excess mortality, both
overall44 45 and in people with known COVID-19 status.46
We will augment these data with the certificated cause
of death provided by the Office for National Statistics
(ONS), which will be linked for us at individual pseud-
onymised patient level by NHS Digital. Northern Ireland In Northern Ireland, the National Health Applications
and Infrastructure Services (NHAIS) will be used for
mortality data.47 NHAIS receives regular updates from
General Register Office on fact and cause of death. ICD-10
codes on deaths records derive from diagnoses recorded
by the certifying doctor on the death certificate.47 Exposure definitions copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
ublished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from i
Data on the currently licensed COVID-19 vaccines,
including Pfizer-BioNTech, Oxford-AstraZeneca and
Moderna, will be derived from GPs, NIMS, TVMT/PHS,
WIS and HSC Trusts databases. For the first vaccine dose
(partial vaccination), an individual will be defined as
exposed or vaccinated from day 14 after receiving the first
dose between the period of 8 December 2020 and until
the end of follow-up. For the second vaccine dose (full
vaccination), an individual will be defined as exposed
or vaccinated from day 14 after receiving the second
dose during the study period. Exposed or vaccinated
groups will be stratified by the following time intervals:
(1) 0–13 days after dose 1; (2) 14–20 days after dose 1;
(3) 21–27 days after dose 1; (4) 28–34 days after dose 1;
(5) 35–41 days after dose 1; (6) >42 days after dose 1; (7)
0–13 days after dose 2 and (8) >14 days after dose 2. England In England, we will use a customised ‘sliding window’ to
capture pregnancy data.49 Specifically, an algorithm that
accurately inferred pregnancies will be used by adopting
an ontological approach for case finding.49 The ontolog-
ical approach will thus be used to identify pregnancies
and associated complications using a systematic approach
to derive this information from routinely collected admin-
istrative health data which will be available via the RCGP
RSC.49 on February 22, 2022 at University of Glasgow. Protected by
mj.com/ Northern Ireland In Northern Ireland, data will be accessed via the
Northern Ireland Maternity System.50 Pregnancy and neonatal outcomes Capturing vaccine exposure in pregnancy is important.48
As no trial to date has included pregnant women this
type of study is the only opportunity to explore safety and
effectiveness in pregnant women and their babies. Scotland In Scotland, the death registry within National Records
of Scotland records information included in the death
certificates.24 ICD-10 codes on deaths records derive from
diagnoses recorded by the certifying doctor on the death
certificate.24 y
y
Controls or unvaccinated will be defined as those
who have not yet received a COVID-19 vaccine or have
only received one vaccine dose. Controls who become
vaccinated with any vaccine (ie, including one dose of
Moderna) or receive a second vaccine will then be assigned
within the exposure group. As a result, follow-up of the
exposure period will be censored for both the vaccinated
and control recipient if the control meets the criteria
to be classified as exposed (receiving a first dose when
compared with the unvaccinated group and receiving
a second dose when compared with the partially/one
dose vaccinated group). Maximum follow-up period will
correspond to the latest event date depending on the
outcome of interest. Similar vaccinated and unvaccinated
groups and periods will be determined for the Moderna
vaccine.52 Scotland In Scotland, pregnancy and neonatal outcomes in Scot-
tish participants will be identified through the COVID-19
in Pregnancy in Scotland study.51 VE outcomes Wales In Wales, multiple sources of mortality data including
information from the National Population Spine
(WDSD), ONS death data (ADDE and ADDD) and a
national NHS master patient index record (Consolidated
Death Data Source—CDDS) will be accessed to retrieve
complete, harmonised details on cause and associated
mortality details.27 Pregnancy and neonatal outcomes Adverse events following immunisation Adverse events to be monitored are derived from the
safety results of the prelicensure vaccine clinical trials,
common side effects related to influenza vaccines and an
unpublished study protocol of an ongoing observational
study.6 7 53 54 These include use of health services such as
GP or out-of-hours GP consultation, A&E department
attendance, inpatient hospital admission and admission
to ICU for suspected adverse events. Safety of vaccines in
pregnant women will also be considered once vaccines
are widely administered in this group of the population. AEFI by specific vaccine type will also be considered. A
full list of candidate AEFI is available in in online supple-
mental material, appendices 1 and 2. Northern Ireland
In Northern Ireland, data will be accessed via the
Northern Ireland Maternity System.50 Northern Ireland At-risk underlying medical conditions Based on the QCOVID algorithm,63 we will consider
the following conditions: (1) cardiovascular condi-
tions (atrial fibrillation, heart failure, stroke, peripheral
vascular disease, coronary heart disease, congenital heart
disease); (2) diabetes (type 1 and type 2); (3) respiratory
conditions (asthma, rare respiratory conditions (cystic
fibrosis, bronchiectasis or alveolitis), chronic obstructive
pulmonary disease, pulmonary hypertension or pulmo-
nary fibrosis); (4) cancer (blood cancer, chemotherapy,
lung or oral cancer, marrow transplant, radiotherapy);
(5) neurological conditions (cerebral palsy, Parkinson’s
disease, rare neurological conditions (motor neuron
disease, multiple sclerosis, myasthenia, Huntington’s
chorea), epilepsy, dementia, learning disability, severe
mental illness) and (6) other conditions (liver cirrhosis,
osteoporotic fracture, rheumatoid arthritis or systemic
lupus erythematosus, sickle cell disease, venous thrombo-
embolism, solid organ transplant, renal failure (chronic
kidney disease stages 3–5 with or without dialysis or trans-
plant).63 Body mass index will also be considered.63 p
g
A COVID-19 hospital or ICU admission will be defined
based on either a RT-PCR confirmed positive test for
SARS-CoV-2 in the 28 days prior to admission or based on
an ICD-10 code for COVID-19 (U07.1 or U07.2) in any
diagnostic position. A COVID-19 death will be defined
as COVID-19 as the underling ICD-10 cause of death
recorded on the death certificate, or death from any cause
within 28 days of a positive RT-PCR test for SARS-CoV-2. History of COVID-19 infection Any suspected or confirmed COVID-19 infections in the
previous last 6 months (prior to 1 December 2020) will be
included. copyright.
on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from social/council housing for each UK nation if data are
available. social/council housing for each UK nation if data are
available. suspected or confirmed COVID-19 illness; (3) A&E
attendance related to suspected or confirmed COVID-19
illness at presentation; (4) hospital admissions related to
confirmed COVID-19 illness; (5) ICU admissions related
to confirmed COVID-19 illness and (6) deaths related to
suspected or confirmed COVID-19 illness. We will also
explore the effects of vaccines on secondary SARS-CoV-2
infection due to household transmission. VE against
maternal and neonatal COVID-19 related outcomes will
be explored once the vaccines are more widely available
to pregnant women. suspected or confirmed COVID-19 illness; (3) A&E
attendance related to suspected or confirmed COVID-19
illness at presentation; (4) hospital admissions related to
confirmed COVID-19 illness; (5) ICU admissions related
to confirmed COVID-19 illness and (6) deaths related to
suspected or confirmed COVID-19 illness. We will also
explore the effects of vaccines on secondary SARS-CoV-2
infection due to household transmission. VE against
maternal and neonatal COVID-19 related outcomes will
be explored once the vaccines are more widely available
to pregnant women. Population characteristics, confounding factors and effect
modifiers A number of key characteristics that could explain vari-
ation in vaccine uptake will be considered. In addition,
these characteristics could confound our planned anal-
yses. We will determine and include these characteristics
or potential confounders at the baseline of our study’s
cohort which include (see table 1 for details on data
sources for each UK nation): History of prescribed medications Based on the QCOVID algorithm,63 we will measure
number (>4) of prescriptions from general practices for
oral steroids, long acting β agonists or leukotrienes, immu-
nosuppressants in previous 6 months prior to the start of
the study cohort (1 December 2020). Prior or concomi-
tant usage of the novel oral anticoagulants, warfarin and
heparin will also be measured. History of non-COVID-19 vaccination Receipt of influenza or pneumococcal vaccination during
the 2020–2021 season (1 September to 30 November 2020)
available in a binary format (yes or no) will be included
which could be predictive of COVID-19 vaccination. on February 22, 2022 at University of Glasgow. Protected by
mj.com/ History of prescribed medications History of healthcare utilisation Sex at birth will be included in a binary format (females
and males). Age will be included in bands that will be
determined based on available vaccination data. Socio-
economic status will be assessed by the following national
versions of area level deprivation indices: (1) Index of
Multiple Deprivation (IMD), 2019 version for England55 56
; (2) the Scottish IMD (SIMD)24; (3) the Welsh IMD57 and
(4) the Northern Ireland Multiple Deprivation Measure.58
For England, we will maximise the capture of ethnicity
data through the use of a customised ontology.59 Ethnicity
data for the other UK nations will also be included if
available. Number of GP consultations and hospital admissions
in the 6 months before the start of the study cohort
(December 1, 2020) will also be measured as a proxy of
severity of pre-existing medical conditions. Geographic In England, the RSC will use the ONS data on population
density and classify households as rural, urban (town and
city) or conurbation.60 The RSC also has a unique house-
hold key, so we can report household incidence of respi-
ratory and other infectious conditions.61 In Scotland,
settlement type will be included using the urban/rural
sixfold classification (UR6).24 In Wales, urban and rural
household classification that is based on the Lower-layer
Super Output Area of the person’s residence information
will be used.26 In Northern Ireland, NISRA’s Statistical
Classification and Delineation of Settlements will be used
to determine settlement type.62 Type of residence will also
be considered such as private residence, care home and Smoking status Smoking status will be included through four catego-
ries: smoker, ex-smoker, non-smoker and ‘not recorded’. Smoking status will not be determined for Northern
Ireland due to no access to primary care data. copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
s 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Wales Protective effects of the vaccines will be assessed against
the following outcomes: (1) RT-PCR laboratory confirmed
COVID-19 infection; (2) GP consultations related to In Wales, pregnancy and neonatal outcomes will be iden-
tified from linked Annual District Birth Extract, National Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 6 copyright. on February 22, 2022 at University of Glasgow. P
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. on February 22, 2022 at Universit
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access Vaccine effectiveness
TND case–control study for laboratory-confirmed outcomes TND case control study for laboratory confirmed outcomes
Vaccine status will be compared between cases (patients
with a positive test for COVID-19) and controls (patients
with a negative test for COVID-19) using a TND case–
control study.24 The main advantage of the TND studies
compared with traditional case–control studies is that it
minimises confounding factors from health care-seeking
behaviour, which means both cases and controls have
similar likelihood of seeking healthcare when having
symptoms indicative of COVID-19 illness.64 Selection
bias can still arise if study participants are not recruited
based on predefined criteria (eg, signs/symptoms
indicative to COVID-19 illness) but based on clinician-
ordered test.64 In this scenario, clinicians may be more
likely to carried out a test on patients that are more
likely to have COVID-19 illness (outcome) or not being
vaccinated.64 This will result to biased sampling (non-
representativeness) of the study participants from the
source population which could lead to overestimation
of the VE estimates.64 VE is estimated based on the OR
using the formula VE=1 OR. OR is defined as the odds
of a SARS-CoV-2 infection among the vaccinated group
divided by the odds of a SARS-CoV-2 infection among
the unvaccinated group. A generalised additive logistic on February 22, 2022 at University of Glasgow. Protected by
mj.com/ Additional sensitivity or post hoc analyses such as using
different time intervals following administration of the
vaccine to define exposure will also be explored for all
study outcomes related to VE. Prospective cohort study for vaccine uptake Overall proportion of individuals that receive the vaccine,
stratified by sociodemographic, medical and other char-
acteristics will be reported using a prospective cohort
study. We will also consider reporting uptake levels within
certain subgroups of the population where possible (eg,
ethnic minorities and healthcare and other front-line
workers, care home residents and pregnant women). We
will also seek to examine patterns related to the number
of eligible individuals that were offered vaccine but
refused to be vaccinated if data are available. Univari-
able and multivariable logistic regression models will be
carried out to estimate the coefficient of each predictor
variable in the model and their 95% CIs, as well as the OR
for vaccine uptake. Prospective cohort study for clinical outcomes and deaths
A prospective cohort study will be used to estimate VE
against clinical outcomes and deaths in vaccinated and
unvaccinated individuals respectively. Time-dependent
Cox models will provide the adjusted rate ratios for these
outcomes. VE will be calculated according to VE=1 RR. VE
estimates will be adjusted for potential confounders and
effect modifiers including age, sex, underlying medical
condition, SES, history of healthcare utilisation, medi-
cation and non-COVID-19 vaccination. Other potential
confounders and effect modifiers may also be explored. Recall and misclassification bias will be minimised in our
planned prospective cohort studies as we will use data
from national linked datasets which allow rapid analysis
of vaccination and clinical outcomes data derived from
electronic health records. Nevertheless, unmeasured
confounding can still influence the VE estimates (given
the observational nature of these study designs) despite
attempts to provide VE adjusted for potential confounders
as mentioned above. Vaccine effectiveness Vaccine effectiveness
TND case–control study for laboratory-confirmed outcomes Individual patient-level analyses
Vaccine uptake Prospective cohort study for vaccine uptake Statistical analysis We will report summary statistics of baseline character-
istics for the individuals in the study as of 1 December Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 7 copyright. on February 22, 2022 at University of Glas
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access 2020. These will be also stratified by vaccine status and
respective study outcome of interest. Relevant measures
of tendency (eg, mean, median, proportion) and vari-
ability (eg, SD, IQR) will be calculated. Relative estimates
(eg, OR and rate ratio (RR)) and their respective 95% CI
for risk of outcomes of interest will also be included for
different population strata. Missing data will be reported
as percentages of total, imputation will be considered
if possible, and sensitivity analysis will be carried out to
examine if the nature of the missing data mechanism
affects the study findings. All statistical hypotheses tests
will be two tailed with significance level set at 5% for all
outcomes of interest. Statistical computing language R
will be used to conduct all planned statistical analyses. model will be used to estimate the OR and VE. Strati-
fied VE estimates by vaccine type, dose, dosing schedules,
COVID-19 strain, age group and underlying medical
condition will also be considered. The analyses in English databases will be carried out in
collaboration with PHE, following their guidance, as the
RSC is a major data and sampling source for PHE.65 It
will be important to avoid the confusion that might arise
from different approaches to analysing RSC data, and to
benefit from shared expertise in monitoring VE.66 67 We
have a shared protocol for this season’s analysis.68 Like-
wise, in Northern Ireland, we will work closely with the
Public Health Agency. In Scotland, all planned analyses
will also be carried out in collaboration with PHS. In
Wales, analyses will be carried out in collaboration with
PHW, who are involved with other colleagues in Wales
in the national rollout and evaluation of the vaccine
deployment, and are unique placed to provide expertise,
and are key contributors as part of the existing ConCOV
project in Wales.26 copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Pooled analyses In our study, we will initially provide estimates on vaccine
uptake, effectiveness, and safety for each UK nation. We
will also provide pooled estimates across the UK nations. A generic inverse variance method for meta-analysis will
be used. Heterogeneity of our pooled estimates will be
assessed using the standard χ2 and the I2 statistic.71 Forest
plots will be used to visualise any statistical heterogeneity
in our pooled estimates for the four nations. Individual
nation’s ORs or RRs and their 95% CIs will be used to
estimate the pooled VE estimates. Measured and unmea-
sured heterogeneity is highly probable across the UK
nations. Effect estimates from random-effect models will
thus only be considered. ETHICS AND DISSEMINATION For Scotland, approvals have been obtained by the
National Research Ethics Service Committee (REC),
South East Scotland 02 (REC number: 12/SS/0201) and
the Public Benefit and Privacy Panel for Health and Social
Care (reference number: 1920–0279). For Wales, the data
used in this study are available in the SAIL Databank at
Swansea University, Swansea, UK. All proposals to use
SAIL data are subject to review by an independent Infor-
mation Governance Review Panel (IGRP). Before any
data can be accessed, approval must be given by the IGRP. The IGRP gives careful consideration to each project to
ensure proper and appropriate use of SAIL data. When
access has been approved, it is gained through a privacy-
protecting safe haven and remote access system referred
to as the SAIL Gateway. SAIL has established an applica-
tion process to be followed by anyone who would like to
access data via SAIL.27 Similarly, in Northern Ireland, the
project was approved by the HSC HBS Governance Board
(project number 0064), and accessed through the online
secure research platform. Findings will be presented at
conferences, published in peer-reviewed journals and to
the funders and government COVID-19 advisory bodies
as appropriate. Strengthening the Reporting of Observa-
tional Studies in Epidemiology and Reporting of studies
Conducted using Observational Routinely-collected Data
(via the COVID-19 extension) checklists will guide our
study findings reporting.75 76 We will also consider using
the European Network of Centres for Pharmacoepidemi-
ology and Pharmacovigilance checklist.77 A sensitivity analysis by previous history of SARS-CoV-2
infection will also be considered. We will explore if
previous SARS-CoV-2 infection is associated with any AEs
observed following a COVID-19 vaccination. on February 22, 2022 at University of Glasgow. Protected by
mj.com/ Patient and public involvement and engagement The exact duration (in days) of the risk and control
intervals will be determined for each AEFI outcome based
on severity level (mild-to-moderate, severe and typical
onset) and vaccine type separately (see online supple-
mental material, appendix 3). We will use the Benjamini-
Hochberg procedure to control the False Discovery rate
of testing a large number of hypotheses related to each
prespecified adverse events of interest.70 Subgroup anal-
yses by vaccine type, dose and dosing schedules will also
be considered. Patient and public involvement and engagement (PPIE)
members (Antony Chuter, Alex Brownrigg and Jillian
Beggs) have been involved since the beginning of this
project. The research proposal for the Wales analysis
has also been reviewed by members of the public. Their
contribution includes defining research questions, inter-
pretation and dissemination of study findings. As part
of the ConCOV project26 in Wales, PPIE members have
been involved in the design and evaluation of findings,
as well as presentations made to the independent SAIL
consumer panel group made up of lay members. It is possible that sample selection bias could be induced
in the SCCS if inclusion in the study is related nontrivially
to the adverse outcome of interest. This may be partic-
ularly true for severe adverse events. For example, if an
individual has a cardiac arrest then they are less likely to
be vaccinated and thus less likely to be included in the
study. We will therefore carry out a retrospective cohort
or an event-dependent exposure version of SCCS study
for severe outcomes. Vaccine safety
SCCS and retrospective cohort studies for adverse events Protected by
http://bmjopen.bmj.com/
blished as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Vaccine safety
SCCS and retrospective cohort studies for adverse events The risk of any vaccine-related adverse events will be
assessed using a SCCS study design.24 This study design
tests whether the risk of an adverse event is higher at post-
vaccination period compared with other periods that are
temporarily unrelated to vaccine administration.69 The
main advantage of this case series method over other
methods of analysis is that it only includes individuals
who have been vaccinated. As a result, adequate statistical
power can often be obtained with relatively small sample
sizes. Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 8 copyright. on February 22, 2022 at Univers
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from copyright. on February 2
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access copyright. on February 22, 2022 at University of Glasgow. Protected by
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from In addition, all confounders (eg, sex, genetics, SES,
location, underlying condition) that do not vary with
time over the observation period are implicitly controlled
for.69 The number of adverse events in a pre-defined
risk interval will be compared with predefined control
intervals. Risk interval refers to postvaccine administra-
tion period over the observation period of the study and
control intervals refer to prevaccine and postvaccine
administration over the study’s observation period. Risk
and control intervals will also be determined in relation
to vaccine dose administration (eg, between first and
second doses of the vaccines). A clearance or wash-out
interval between the risk and control intervals will also
be applied. 0.89 against COVID-19 hospitalisation at 28–34 days post-
vaccination, with a SD of 0.06. Assuming our VE estimates
are asymptotically normally distributed, this gives almost
100% power to detect a VE of over 0.5. The number of COVID-10 vaccines doses required to
detect a relative risk of 5.0 is at least 10 000 doses for a
relatively common adverse outcome (eg, myocardial
infraction with a background incidence rate of 1400 per
100 000 person years in men older than 85 years old) and
more than a million doses are needed to detect a rela-
tive risk of 1.5 for a rare adverse outcome (eg, myocardial
infraction with a background incidence rate of 28 per
100 000 person years among those 18–34 years).73 74 copyright. on February 22, 2022 at University of Glasgow. Author affiliations Division (Welsh Government), Public Health Agency (Northern Ireland), British
Heart Foundation (BHF) and the Wellcome Trust; and Administrative Data Research
UK which is funded by the Economic and Social Research Council (grant ES/
S007393/1). Division (Welsh Government), Public Health Agency (Northern Ireland), British
Heart Foundation (BHF) and the Wellcome Trust; and Administrative Data Research
UK which is funded by the Economic and Social Research Council (grant ES/
S007393/1). 1The University of Edinburgh, Usher Institute, Edinburgh, UK 2Department of Mathematics and Statistics, University of Strathclyde, Glasgow, UK
3Public Health Scotland, Glasgow, UK 4Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford,
UK 4Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford,
UK Competing interests AS is a member of the Scottish Government Chief Medical
Officer’s COVID-19 Advisory Group. RAL reports grants from MRC during the
conduct of the study. SJS reports grants from Wellcome Trust, during the conduct
of the study; grants from National Institute of Healthcare Research HTA, grants
from Tommy's Charity and grants from Chief Scientist for Scotland, outside the
submitted work. SdeL is Director of the Royal College of General Practitioners
Research and Surveillance Centre. He has received grant funding through his
University from AstraZeneca, Eli Lilly, GSK MSD, Seqirus and Takeda. He has
been members of advisory boards for AstraZeneca, Sanofi, and Seqirus. DB is
jointly employed by Queen’s University Belfast, the Public Health Agency and the
Department of Health (Northern Ireland), and he is currently or has been a member
of COVID-19 government advisory groups, including the Scientific Advisory Group
for Emergencies (SAGE), its subgroups, and the UK Vaccine Effectiveness Expert
Panel. All other authors report no conflicts of interest. 5School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast,
Belfast, UK 6BREATHE – The Health Data Research Hub for Respiratory Health, London, UK
7Population Data Science, Swansea University Medical School, Swansea, UK
8Vaccine Preventable Disease Programme, Public Health Wales, Cardiff, UK 10School of Medicine, University of St Andrews, St Andrews, UK 11Public Health Scotland, Edinburgh, UK 12MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow,
UK
13 13Wellington School of Health, Faculty of Health, Victoria University of Wellington,
Wellington, New Zealand Patient consent for publication Not applicable. Twitter Eleftheria Vasileiou @elvasileiou, Simon de Lusignan @Lusignan_S, Chris
Orton @chrisortonSUHIG, Ashley Akbari @AshleyAkbari, Sarah Jane Stock @
sarahjanestock and Aziz Sheikh @DrAzizSheikh Provenance and peer review Not commissioned; externally peer reviewed. Author affiliations Supplemental material This content has been supplied by the author(s). It has
not been vetted by BMJ Publishing Group Limited (BMJ) and may not have been
peer-reviewed. Any opinions or recommendations discussed are solely those
of the author(s) and are not endorsed by BMJ. BMJ disclaims all liability and
responsibility arising from any reliance placed on the content. Where the content
includes any translated material, BMJ does not warrant the accuracy and reliability
of the translations (including but not limited to local regulations, clinical guidelines,
terminology, drug names and drug dosages), and is not responsible for any error
and/or omissions arising from translation and adaptation or otherwise. Acknowledgements England: Patients and general practices who provide samples
and agree to share data with the Oxford-RCGP RSC. EMIS, TPP, In-Practice Systems
Wellbeing software for supporting the RSC data extraction. Public Health England
for support and collaboration. Wales: This work uses data provided by patients
and collected by the NHS as part of their care and support. We would also like to
acknowledge all data providers who make anonymised data available for research. We wish to acknowledge the collaborative partnership that enabled acquisition and
access to the de-identified data, which led to this output. The collaboration was led
by the Swansea University Health Data Research UK team under the direction of the
Welsh Government Technical Advisory Cell (TAC) and includes the following groups
and organisations: the Secure Anonymised Information Linkage (SAIL) Databank,
Administrative Data Research (ADR) Wales, NHS Wales Informatics Service (NWIS),
Public Health Wales, NHS Shared Services Partnership and the Welsh Ambulance
Service Trust (WAST). All research conducted has been completed under the
permission and approval of the SAIL independent Information Governance Review
Panel (IGRP) project number 0911. Northern Ireland: The authors would like to
acknowledge the help provided by the staff of the Honest Broker Service (HBS)
within the Business Services Organisation Northern Ireland (BSO). The HBS is
funded by the BSO and the Department of Health (DoH). The authors alone are
responsible for the interpretation of the data and any views or opinions presented
are solely those of the author and do not necessarily represent those of the BSO. copyright. on February 22, 2022 at University of
http://bmjopen.bmj.com/
ary 2022. ORCID iDs Eleftheria Vasileiou http://orcid.org/0000-0001-6850-7578
Ting Shi http://orcid.org/0000-0002-4101-4535
Ruby Tsang http://orcid.org/0000-0002-2520-526X
Simon de Lusignan http://orcid.org/0000-0001-5613-6810
Chris Orton http://orcid.org/0000-0002-9561-2493
Ashley Akbari http://orcid.org/0000-0003-0814-0801
Lucy J Griffiths http://orcid.org/0000-0001-9230-624X
Emily Lowthian http://orcid.org/0000-0001-9362-0046
Jane Lyons http://orcid.org/0000-0002-4407-770X
Ronan A Lyons http://orcid.org/0000-0001-5225-000X
Rachael Wood http://orcid.org/0000-0003-4453-623X
Sarah Jane Stock http://orcid.org/0000-0003-4308-856X
Paul Henery http://orcid.org/0000-0003-0380-738X
Aziz Sheikh http://orcid.org/0000-0001-7022-3056 Contributors AS conceived this study and commented on several drafts of the
protocol. EV wrote the first draft of the protocol with assistance from TS and SK. SdeL, RT, MJ and DMcC, JW and RH contributed about the English sentinel system
and commented on the research methods. DB, DO and SM contributed about the
Northern Ireland data and commented on the research methods. AC and JB were
involved in the study design and commented on introduction and research methods
from a patient and public perspective. DF, CO, AA, SB, GD, LJG, RG, EL, JL, RAL,
LN, MP and FT contributed about the Wales data and commented on the research
methods. JP contributed on the study design and commented on several drafts. JM, CM, UA, RW, SJS, EM, PH, CRS and CR contributed about the Scotland data and
comments on research methods. All authors contributed to the study design. All
authors contributed to drafting the protocol. All authors revised the manuscript for
important intellectual content. All authors gave final approval of the version to be
published. Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 Sample size We are basing sample size calculations on Scottish testing
and vaccination data because it is currently the only UK
nation with full national data coverage at the time of
writing. Based on previous work,72 we estimated a VE of 9 Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 copyright. on February 22, 2022 at University of Glasgow. P
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2 Author affiliations Downloaded from Open access This is an open access article distributed in accordance with the
Creative Commons Attribution 4.0 Unported (CC BY 4.0) license, which permits
others to copy, redistribute, remix, transform and build upon this work for any
purpose, provided the original work is properly cited, a link to the licence is given,
and indication of whether changes were made. See: https://creativecommons.org/
licenses/by/4.0/. Open access Open access Author affiliations
1The University of Edinburgh, Usher Institute, Edinburgh, UK
2Department of Mathematics and Statistics, University of Strathclyde, Glasgow, UK
3Public Health Scotland, Glasgow, UK
4Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford,
UK
5School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast,
Belfast, UK
6BREATHE – The Health Data Research Hub for Respiratory Health, London, UK
7Population Data Science, Swansea University Medical School, Swansea, UK
8Vaccine Preventable Disease Programme, Public Health Wales, Cardiff, UK
9Health Data Research, London, UK
10School of Medicine, University of St Andrews, St Andrews, UK
11Public Health Scotland, Edinburgh, UK
12MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow,
UK
13Wellington School of Health, Faculty of Health, Victoria University of Wellington,
Wellington, New Zealand Author affiliations
1The University of Edinburgh, Usher Institute, Edinburgh, UK
2Department of Mathematics and Statistics, University of Strathclyde, Glasgow, UK
3Public Health Scotland, Glasgow, UK
4Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford,
UK
5School of Medicine, Dentistry and Biomedical Sciences, Queen's University Belfast,
Belfast, UK
6BREATHE – The Health Data Research Hub for Respiratory Health, London, UK
7Population Data Science, Swansea University Medical School, Swansea, UK
8Vaccine Preventable Disease Programme, Public Health Wales, Cardiff, UK
9Health Data Research, London, UK
10School of Medicine, University of St Andrews, St Andrews, UK
11Public Health Scotland, Edinburgh, UK
12MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow,
UK
13Wellington School of Health, Faculty of Health, Victoria University of Wellington,
Wellington, New Zealand copyright.
on February 22, 202
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Available: https://www.gov.uk/government/publications/
priority-groups-for-coronavirus-covid-19-vaccination-advice-
from-the-jcvi-30-december-2020/joint-committee-on-
vaccination-and-immunisation-advice-on-priority-groups-for-covid-
19-vaccination-30-december-2020 37 COVID-19 vaccination programme in Northern Ireland. Available:
https://www.nidirect.gov.uk/articles/covid-19-vaccination-
programme-northern-ireland 38 Turas vaccination management tool. Available: https://learn.nes.nhs.
scot/42708/turas-vaccination-management-tool 39 UK Government. COVID-19 testing data: methodology note. Available: https://www.gov.uk/government/publications/coronavirus-
covid-19-testing-data-methodology/covid-19-testing-data-
methodology-note 15 Dhanda S, Osborne V, Lynn E, et al. Postmarketing studies: can they
provide a safety net for COVID-19 vaccines in the UK? BMJ Evid
Based Med 2022;27:1-6. 16 Iacobucci G, Mahase E. Covid-19 vaccination: what's the evidence
for extending the dosing interval? BMJ 2021;372:n18. 40 NHS Digital. Data access Request service (DARS). Available: https://
digital.nhs.uk/services/data-access-request-service-dars/dars-
products-and-services 17 Patel MD, Rosenstrom E, Ivy JS, et al. Association of simulated
COVID-19 vaccination and Nonpharmaceutical interventions
with infections, hospitalizations, and mortality. JAMA Netw Open
2021;4:e2110782. 41 de Lusignan S, Dorward J, Correa A, et al. Risk factors for SARS-
CoV-2 among patients in the Oxford Royal College of general
practitioners research and surveillance centre primary care network:
a cross-sectional study. Lancet Infect Dis 2020;20:1034–42. 18 Berlin JA, Glasser SC, Ellenberg SS. Adverse event detection in drug
development: recommendations and obligations beyond phase 3. Am J Public Health 2008;98:1366–71. 42 de Lusignan S, Correa A, Smith GE, et al. RCGP research and
surveillance centre: 50 years' surveillance of influenza, infections,
and respiratory conditions. Br J Gen Pract 2017;67:440–1. 19 Robertson E, Reeve KS, Niedzwiedz CL, et al. Predictors of
COVID-19 vaccine hesitancy in the UK household longitudinal study. Brain Behav Immun 2021;94:41–50. p
y
43 Department of Health, Northern Ireland. Hospital statistics. Available:
www.health-ni.gov.uk/articles/inpatient-and-day-case-activity ;
20 Madewell ZJ, Yang Y, Longini IM, et al. Household transmission of
SARS-CoV-2: a systematic review and meta-analysis. JAMA Netw
Open 2020;3:e2031756. g
y
y
44 Joy M, Hobbs FDR, McGagh D, et al. Excess mortality from
COVID-19 in an English sentinel network population. Lancet Infect
Dis 2021;21:S1473-3099(20)30632-0. (
)
45 de Lusignan S, Joy M, Oke J, et al. Disparities in the excess risk of
mortality in the first wave of COVID-19: cross sectional study of the
English sentinel network. J Infect 2020;81:785–92.i 21 De Serres G, Skowronski DM, Wu XW, et al. The test-negative
design: validity, accuracy and precision of vaccine efficacy estimates
compared to the gold standard of randomised placebo-controlled
clinical trials. Euro Surveill 2013;18:pii=20585. 46 Joy M, Hobbs FR, Bernal JL, et al. copyright.
on February 22, 202
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Open access develop extended COVID-19 surveillance and trial platforms. JMIR
Public Health Surveill 2020;6:e19773. develop extended COVID-19 surveillance and trial platforms. JMIR
Public Health Surveill 2020;6:e19773. 6 Polack FP, Thomas SJ, Kitchin N, et al. Safety and efficacy
of the BNT162b2 mRNA Covid-19 vaccine. N Engl J Med
2020;383:2603–15. 29 NHS digital data security and protection toolkit. Available: https://
www.dsptoolkit.nhs.uk/ 7 Voysey M, Clemens SAC, Madhi SA, et al. Safety and efficacy of
the ChAdOx1 nCoV-19 vaccine (AZD1222) against SARS-CoV-2: an
interim analysis of four randomised controlled trials in Brazil, South
Africa, and the UK. Lancet 2021;397:99–111.i 30 NHS Digital. Data Security and Protection Toolkit Organisational
Search. University of Oxford - Medical Sciences Division – Nuffield
Department of Primary Care Health Sciences Organisation code:
EE133863-MSD-NDPCHS. Available: https://www.dsptoolkit.nhs.uk/
OrganisationSearch/EE133863-MSD-NDPCHS 8 FDA Briefing Document. Moderna COVID-19 vaccine. Available:
https://www.fda.gov/media/144434/download g
31 Public Health England. COVID-19 vaccine surveillance strategy. Available: https://assets.publishing.service.gov.uk/government/
uploads/system/uploads/attachment_data/file/951189/COVID-19_
vaccine_surveillance_strategy.pdfi 9 European Medicines Agency. COVID-19 vaccine AstraZeneca:
benefits still outweigh the risks despite possible link to rare blood
clots with low blood platelets. Available: https://www.ema.europa.eu/
en/news/covid-19-vaccine-astrazeneca-benefits-still-outweigh-risks-
despite-possible-link-rare-blood-clots 32 de Lusignan S. Codes, classifications, terminologies and
nomenclatures: definition, development and application in practice. Inform Prim Care 2005;13:65–70. 10 European Medicines Agency. AstraZeneca’s COVID-19 vaccine: EMA
finds possible link to very rare cases of unusual blood clots with low
blood platelets. Available: https://www.ema.europa.eu/en/news/
astrazenecas-covid-19-vaccine-ema-finds-possible-link-very-rare-
cases-unusual-blood-clots-low-blood 33 Oxford-Royal College of General Practitioners (RCGP). Research and
surveillance centre (RSC). using Oxford-RCGP RSC for observational
studies, surveillance themed dataset. Available: https://orchid.phc.
ox.ac.uk/index.php/orchid-data/ 11 Public Health England. COVID-19 vaccination and blood clotting. Available: https://www.gov.uk/government/publications/covid-19-
vaccination-and-blood-clotting/covid-19-vaccination-and-blood-
clotting 34 de Lusignan S, Williams J. To monitor the COVID-19 pandemic
we need better quality primary care data. BJGP Open
2020;4:bjgpopen20X101070. g
12 Diaz GA, Parsons GT, Gering SK, et al. Myocarditis and pericarditis
after vaccination for COVID-19. JAMA 2021;326:1210. jgp p
35 Jani BD, Pell JP, McGagh D, et al. Recording COVID-19
consultations: review of symptoms, risk factors, and proposed
SNOMED CT terms. BJGP Open 2020;4:bjgpopen20X101125. 13 UK Government. Coronavirus (COVID-19) in the UK. Available:
https://coronavirus.data.gov.uk/details/healthcare#card-people_
who_have_received_vaccinations p
;
jgp p
36 de Lusignan S, Liyanage H, McGagh D, et al. COVID-19 surveillance
in a primary care sentinel network: In-Pandemic development of an
application ontology. JMIR Public Health Surveill 2020;6:e21434. 14 UK Government. Joint Committee on vaccination and
immunisation: advice on priority groups for COVID-19 vaccination,
2020. REFERENCES 1 World Health Organization. Coronavirus disease (COVID-19)
outbreak. Available: https://www.who.int/emergencies/diseases/
novel-coronavirus-2019 Funding This research is part of the Data and Connectivity National Core Study,
led by Health Data Research UK in partnership with the Office for National Statistics
and funded by UK Research and Innovation (HDRUK2020.146). EAVE II is funded
by the Medical Research Council (MC_PC_19075) and supported by the Scottish
Government. This work is supported by BREATHE - The Health Data Research
Hub for Respiratory Health (MC_PC_19004). BREATHE is funded through the
UK Research and Innovation Industrial Strategy Challenge Fund and delivered
through Health Data Research UK. ConCOV is supported by the Medical Research
Council (MR/V028367/1); Health Data Research UK (HDR-9006) which receives its
funding from the UK Medical Research Council, Engineering and Physical Sciences
Research Council, Economic and Social Research Council, Department of Health
and Social Care (England), Chief Scientist Office of the Scottish Government Health
and Social Care Directorates, Health and Social Care Research and Development 2 World Health Organization. Draft landscape of COVID-19 candidate
vaccines. Available: https://www.who.int/publications/m/item/draft-
landscape-of-covid-19-candidate-vaccines p
3 Regulatory Affairs Professionals Society. COVID-19 vaccine tracker. Available: https://www.raps.org/news-and-articles/news-articles/
2020/3/covid-19-vaccine-tracker 4 European Medicines Agency. COVID-19 vaccines: development,
evaluation, approval and monitoring. Available: https://www.ema.
europa.eu/en/human-regulatory/overview/public-health-threats/
coronavirus-disease-covid-19/treatments-vaccines/covid-19-
vaccines-development-evaluation-approval-monitoring g
5 National Health Service. Coronavirus (COVID-19) vaccine. Available:
https://www.nhs.uk/conditions/coronavirus-covid-19/coronavirus-
vaccination/coronavirus-vaccine/ 10 Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 Open access Open access 65 Public Health England. COVID-19: vaccine surveillance strategy. London, Phe gateway number GW-1763, 2021. Available:
https://www.gov.uk/government/publications/covid-19-vaccine-
surveillance-strategyl interim-guidance-enhanced-safety-surveillance-seasonal-influenza-
vaccines-eu_en.pdf 54 Uptake and comparative safety of new COVID-19 vaccines by age,
sex, region, ethnicity, comorbidities, medication, deprivation, risk
level and evidence of prior COVID infection. Available: https://www.
qresearch.org/research/approved-research-programs-and-projects/
uptake-and-comparative-safety-of-new-covid-19-vaccines-by-age-
sex-region-ethnicity-comorbidities-medication-deprivation-risk-level-
and-evidence-of-prior-covid-infection/ 66 Pebody RG, Whitaker H, Ellis J, et al. End of season influenza
vaccine effectiveness in primary care in adults and children in the
United Kingdom in 2018/19. Vaccine 2020;38:489–97.l 67 Pebody R, Djennad A, Ellis J, et al. End of season influenza vaccine
effectiveness in adults and children in the United Kingdom in
2017/18. Euro Surveill 2019;24:1800488. 55 National statistics English indices of deprivation 2019. Available:
https://www.gov.uk/government/statistics/english-indices-of-
deprivation-2019 68 de Lusignan S, Lopez Bernal J, Byford R, et al. Seasonal influenza
surveillance and vaccine effectiveness at a time of co-circulating
COVID-19: Oxford-Royal College of General Practitioners (RCGP)
Research and Surveillance Centre (RSC) and Public Health
England (PHE) protocol for winter 2020/21 JMIR Public Health and
Surveillance. 08/12/2020:24341 (forthcomingin press. Available:
https://preprints.jmir.org/preprint/24341 56 de Lusignan S, Sherlock J, Ferreira F, et al. Household presentation
of acute gastroenteritis in a primary care sentinel network:
retrospective database studies. BMC Public Health 2020;20:445. p
57 Welsh index of multiple deprivation 2019. Available: https://gov.
wales/welsh-index-multiple-deprivation-full-index-update-ranks-
2019 69 Petersen I, Douglas I, Whitaker H. Self controlled case series
methods: an alternative to standard epidemiological study designs. BMJ 2016;354:i4515. 58 Northern Ireland multiple deprivation measure 2017 (NIMDM2017). Available: https://www.nisra.gov.uk/statistics/deprivation/northern-
ireland-multiple-deprivation-measure-2017-nimdm2017 70 Benjamini Y, Hochberg Y. Controlling the false discovery rate: a
practical and powerful approach to multiple testing. J R Stat Soc
Series B Stat Methodol 1995;57:289–300. 59 Tippu Z, Correa A, Liyanage H, et al. Ethnicity recording in primary
care computerised medical record systems: an ontological approach. J Innov Health Inform 2017;23:799.i 60 Office for National Statistics. Dataset: lower layer super output area
population density (national statistics), 2020. Available: https://www.
ons.gov.uk/peoplepopulationandcommunity/populationandmigration/
populationestimates/datasets/lowersuperoutputareapopulationde
nsity 71 Higgins JPT, Thompson SG, Deeks JJ, et al. Measuring
inconsistency in meta-analyses. BMJ 2003;327:557–60.i 72 Vasileiou E, Simpson CR, Shi T, et al. Interim findings from first-
dose mass COVID-19 vaccination roll-out and COVID-19 hospital
admissions in Scotland: a national prospective cohort study. Lancet
2021;397:1646–57. 61 de Lusignan S, Sherlock J, Akinyemi O. Household presentation of
influenza and acute respiratory illnesses to a primary care sentinel
network: retrospective database studies (2013–2018). BMC Public
Health 2020;20. copyright.
on February 22, 202
http://bmjopen.bmj.com/
BMJ Open: first published as 10.1136/bmjopen-2021-050062 on 14 February 2022. Downloaded from Excess mortality in the first
COVID pandemic peak: cross-sectional analyses of the impact of
age, sex, ethnicity, household size, and long-term conditions in
people of known SARS-CoV-2 status in England. Br J Gen Pract
2020;70:e890–8. ;
p
22 Farrington CP, Nash J, Miller E. Case series analysis of adverse
reactions to vaccines: a comparative evaluation. Am J Epidemiol
1996;143:1165–73. 23 de Lusignan S, Lopez Bernal J, Zambon M, et al. Emergence of a
novel coronavirus (COVID-19): protocol for extending surveillance
used by the Royal College of general practitioners research and
surveillance centre and public health England. JMIR Public Health
Surveill 2020;6:e18606. 47 NHS Digital. National health application and infrastructure services
(NHAIS). Available: https://digital.nhs.uk/services/nhais 48 Liyanage H, Williams J, Byford R, et al. Ontology to identify pregnant
women in electronic health records: primary care sentinel network
database study. BMJ Health Care Inform 2019;26:e100013. 24 Simpson CR, Robertson C, Vasileiou E, et al. Early pandemic
evaluation and enhanced surveillance of COVID-19 (EAVE II):
protocol for an observational study using linked Scottish national
data. BMJ Open 2020;10:e039097. 49 Liyanage H, Williams J, Byford R, et al. Near-Real time monitoring
of vaccine uptake of pregnant women in a primary care sentinel
network: ontological case definition across heterogeneous data
sources. Stud Health Technol Inform 2019;264:1855–6. 25 Swansea University led team secures funding from COVID-19
Rapid Response Call - Population Data Science. Available: https://
popdatasci.swan.ac.uk/swansea-university-led-team-secures-
funding-from-covid-19-rapid-response-call/ 50 Business Services Organisation. Northern Ireland maternity system
(NIMATS). Available: http://www.hscbusiness.hscni.net/services/
2512.htm 51 Stock SJ, McAllister D, Vasileiou E, et al. COVID-19 in pregnancy
in Scotland (cops): protocol for an observational study using linked
Scottish national data. BMJ Open 2020;10:e042813. 26 Lyons J, Akbari A, Torabi F, et al. Understanding and responding to
COVID-19 in Wales: protocol for a privacy-protecting data platform
for enhanced epidemiology and evaluation of interventions. BMJ
Open 2020;10:e043010. 52 Moderna. Available: https://www.modernatx.com/covid19vaccine-
eua/providers/clinical-trial-data 27 The secure Anonymised information linkage (Sail) databank. Available: https://saildatabank.com/ 53 European Medicines Agency. Interim guidance on enhanced safety
surveillance for seasonal influenza vaccines in the EU. Available:
https://www.ema.europa.eu/en/documents/scientific-guideline/ 28 de Lusignan S, Jones N, Dorward J, et al. The Oxford Royal College
of general practitioners clinical informatics digital hub: protocol to 11 Vasileiou E, et al. BMJ Open 2022;12:e050062. doi:10.1136/bmjopen-2021-050062 Open access 73 Centers for Disease Control and Prevention. Vaccine safety. rapid
cycle analysis (RCA) to monitor the safety of COVID-19 vaccines in
near real-time within the vaccine safety Datalink. Available: https://
www.cdc.gov/vaccinesafety/pdf/VSD-1342-COVID19-RCA-Protocol_
FinalV1.1_508.pdf copyright. on February 22, 2022 at University of G
http://bmjopen.bmj.com/
bruary 2022. Downloaded from 62 Northern Ireland Statistics & Research agency. Review of the
statistical classification and delineation of settlements. Available:
https://www.nisra.gov.uk/sites/nisra.gov.uk/files/publications/review-
of-the-statistical-classification-and-delineation-of-settlements-
march-2015%20%281%29.pdf 74 Li X, Ostropolets A, Makadia R, et al. Characterizing the incidence
of adverse events of special interest for COVID-19 vaccines across
eight countries: a multinational network cohort study. medRxiv
2021;373:n1435. 74 Li X, Ostropolets A, Makadia R, et al. Characterizing the incidence
of adverse events of special interest for COVID-19 vaccines across
eight countries: a multinational network cohort study. medRxiv
2021;373:n1435. 63 Clift AK, Coupland CAC, Keogh RH, et al. Living risk prediction
algorithm (QCOVID) for risk of hospital admission and mortality from
coronavirus 19 in adults: national derivation and validation cohort
study. BMJ 2020;371:m3731. 75 STROBE Statement. Available: https://www.strobe-statement.org/
index.php?id=strobe-home 75 STROBE Statement. Available: https://www.strobe-statement.org/
index.php?id=strobe-home 76 RECORD. Available: http://www.record-statement.org/ 64 Fukushima W, Hirota Y. Basic principles of test-negative
design in evaluating influenza vaccine effectiveness. Vaccine
2017;35:4796–800. 64 Fukushima W, Hirota Y. Basic principles of test-negative
design in evaluating influenza vaccine effectiveness. Vaccine
2017;35:4796–800. 77 European network of centres for pharmacoepidemiology and
pharmacovigilance. Available: http://www.encepp.eu/index.shtml 12 BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
plemental material
placed on this supplemental material which has been supplied by the author(s)
BMJ Open BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
placed on this supplemental material which has been supplied by the author(s) BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
placed on this supplemental material which has been supplied by the author(s) Supplemental material BMJ Open Supplementary Material Supplementary Material Very common (≥1/10), common (≥1/100 to <1/10), uncommon (≥1/1,000 to <1/100), rare
(≥1/10,000 to <1/1,000), very rare (<1/10,000), not known (cannot be estimated). Very rare events of neuroinflammatory disorders have been reported following vaccination with
the Oxford AstraZeneca vaccine, but a causal relationship has not been established. doi: 10.1136/bmjopen-2021-050062
:e050062.
12
2022;
BMJ Open
, et al.
Vasileiou E Supplementary Material Appendix 1: Adverse Events Following Immunisation (AEFI) reported in pre-licensure COVID-
19 vaccine trials
Adverse event
Pfizer-BioNTech
(BNT162b2)
Oxford-AstraZeneca
(AZD1222)
Moderna
Abdominal pain
Uncommon
Acute peripheral facial
paralysis (/palsy)
Rare (37 days after
dose 1, 3-48 days
after dose 2)
Rare (22-32 days
after dose 2)
Anaphylaxis*
Not known
Not known
Arthralgia
Very common
Very common
Very common
Chills
Very common
Very common
Very common
Decreased appetite
Uncommon
Dizziness
Uncommon
Facial swelling
Rare (1-2 days post-
vaccination in
vaccinees with history
of injection of
dermatological fillers)
Fatigue
Very common
Very common
Very common
Headache
Very common
Very common
Very common
Hyperhidrosis
Uncommon
Hypersensitivity
Not known
Not known
Influenza-like illness
Common
Injection site bruising**
Very common
Injection site erythema
Very common
Common
Injection site induration
Common
Injection site pain
Very common
Very common
Very common
Injection site pruritus
Uncommon
Very common
Uncommon
Injection site rash
Common
Injection site redness
Common
Injection site swelling
Very common
Very common
Very common
Injection site tenderness
Very common
Injection site urticaria
Common
Injection site warmth
Very common
Insomnia
Uncommon
Lymphadenopathy***
Uncommon
Uncommon
Very common
Malaise
Uncommon
Very common
Myalgia
Very common
Very common
Very common
Nausea****
Common
Very common
Very common
Pain in extremity
Uncommon
Pruritus
Uncommon
Pyrexia*****
Very common
Very common
Very common
Rash
Uncommon
Common
Vomiting
Common
* Anaphylaxis reported in post-marketing setting for Moderna vaccine. Appendix 1: Adverse Events Following Immunisation (AEFI) reported in pre-licensure COVID-
19 vaccine trials 1 1 doi: 10.1136/bmjopen-2021-050062
:e050062. 12
2022;
BMJ Open
, et al. Vasileiou E BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
placed on this supplemental material which has been supplied by the author(s) BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
placed on this supplemental material which has been supplied by the author(s) BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
placed on this supplemental material which has been supplied by the author(s) Supplemental material BMJ Open ** Injection site bruising includes injections site haematoma
*** Lymphadenopathy captured as axillary lymphadenopathy on the same side as the injection
site for Moderna vaccine. **** A higher frequency of pyrexia observed after dose 2 for the Pfizer BioNTech vaccine. ***** Pyrexia includes feverishness
Note. Appendix 2: List of AEFI for influenza vaccines 2 doi: 10.1136/bmjopen-2021-050062
:e050062. 12
2022;
BMJ Open
, et al. Vasileiou E BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
rial
placed on this supplemental material which has been supplied by the author(s)
BMJ Open BMJ Publishing Group Limited (BMJ) disclaims all liability and responsibility arising from any reliance
placed on this supplemental material which has been supplied by the author(s) Supplemental material BMJ Open Appendix 3: Schematic presentation of the self-controlled case series study design 3 doi: 10.1136/bmjopen-2021-050062
:e050062. 12
2022;
BMJ Open
, et al. Vasileiou E
|
https://openalex.org/W2262205322
|
https://www.nature.com/articles/srep14610.pdf
|
English
| null |
The role of shear in crystallization kinetics: From suppression to enhancement
|
Scientific reports
| 2,015
|
cc-by
| 5,997
|
The role of shear in crystallization
kinetics: From suppression to
enhancement received: 28 June 2015
accepted: 27 August 2015
Published: 29 September 2015 David Richard & Thomas Speck In many technical applications crystallization proceeds in the presence of stresses and flows, hence
the importance to understand the crystallization mechanism in simple situations. We employ
molecular dynamics simulations to study the crystallization kinetics of a nearly hard sphere
liquid that is weakly sheared. We demonstrate that shear flow both enhances and suppresses the
crystallization kinetics of hard spheres. The effect of shear depends on the quiescent mechanism:
suppression in the activated regime and enhancement in the diffusion-limited regime for small strain
rates. At higher strain rates crystallization again becomes an activated process even at densities close
to the glass transition. The making of a material is a process that often involves phase transformations. How a material trans-
forms from one stable phase to another has wide-spread consequences: for technological applications such
as metal alloys1, colloids2–4, and the graphite-diamond transition of carbon5; but also for the nucleation
of ice in clouds6 affecting our climate. Phase transformations have been studied primarily after a sudden
change of thermodynamic conditions but with dynamics that obey detailed balance. More realistically
however, such transformations proceed away from thermal equilibrium and in the presence of external
mechanical stresses and flows, for example when preparing colloidal crystals through spin-coating7. To
study the basic physical mechanisms, here we consider as a model system a supersaturated liquid of hard
spheres8–10 and generate a non-vanishing stress through constantly shearing the liquid.t p
g
g
g
y
g
q
Hard spheres (or more generally, hard particles11) are a paradigm for a wide range of soft materials in
which entropy dominates over energetic forces and is one of the best-studied model systems in statistical
mechanics. Moreover, many aspects of liquids are dominated by the packing of atoms. In the absence
of shear, even though there are no direct forces between particles, hard spheres crystallize at sufficiently
high packing fractions φ > φf with φf ≃ 0.492 when the entropy of the crystal has become higher than
that of the disordered liquid. Experimentally, the limit of true hard spheres can be approached using
colloidal suspensions12, which allow the direct observation of nucleation events3,13. The exact microscopic
pathway from liquid to solid remains the focus of intensive research. Institut für Physik, Johannes Gutenberg-Universität Mainz, Staudingerweg 7-9, 55128 Mainz, Germany.
Correspondence and requests for materials should be addressed to T.S. (email: thomas.speck@uni-mainz.de) www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports received: 28 June 2015
accepted: 27 August 2015
Published: 29 September 2015 Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 Results
h
b As has been done in previous studies9,10, we do not simulate true hard spheres but particles interacting
pairwise via the Weeks-Chandler-Andersen potential, which is mapped onto hard spheres through an
effective diameter d (see Methods). We calculate the crystallization rate density k (in Brownian units τBd3)
for different values of the packing fraction φ and strain rate γ. To this end we bracket the crystallization
time τ
τ
τ
= (
+
)/
<
>
2
x
x
x
(the spread is included in the error estimation) by the two times τ<
x τ
(
)
>
x such
that the size n of the largest cluster obeys n < ns (n > ns) for all
τ
<
<
t
x
τ
( >
)
>
t
x . The exact value
nc < ns ≪ N of the threshold ns is not important as long as it is larger than the critical nucleus size nc and
much smaller than the system size. We found that ns = 200 is a convenient value, which in the following
is used for all packing fractions studied. For the lowest density we have performed a committor analy-
sis24,25 and checked that the probability to commit to the solid state is unity for n ≥ 200. For the highest
density n ≃ 200 roughly corresponds to the onset of the linear growth regime. From 100 independent
runs, the crystallization rate is then determined as k = (V〈 τx〉 )−1, where V is the volume of the simulation
box. In the quiescent case (γ =
0) the rate is a non-monotonic function of the packing fraction, see Fig. 1a:
It has a maximum around φ ≃ 0.56 and is decreasing fast when going to lower densities (lower supersat-
uration). The calculated rates agree well with previous simulation results9,10 and within errors also with
experimental data (for a detailed discussion see ref. 12. Note that densities even closer to freezing can be
studied using rare-event sampling methods8,10 but predict absolute rates that are several orders of mag-
nitude too small compared to experimental results12. A comprehensive explanation of this discrepancy
is still an open issue.h The crystallization rate also decreases at higher densities due to two competing factors: going to
higher densities the free energy barrier against nucleation decreases while at the same time the diffusivity
of particles also decreases. The role of shear in crystallization
kinetics: From suppression to
enhancement The classical picture has been that
of a one-step processes in which a rare fluctuation leads to densification and the emergence of a nucleus
with the same symmetry as the solid14. More recent work has observed different pre-cursors during the
initial stage that have a different symmetry than the final solid. This leads to a picture of crystallization
as a two-step9,15, or even three-step3, process. Increasing the density, the entropic barrier to nucleation
shrinks with dynamics that effectively become arrested on experimental time scales for packing fractions
φ > φg with φg ≃ 0.58. How the crystallization pathway then changes is currently under investigation16.i g
g
y
p
y
g
y
g
Weakly sheared liquids still crystallize but with kinetics that are significantly altered. Understanding
and controlling these kinetics at least qualitatively is of technological importance in the search of new
protocols to process materials. For example, growing crystals without defects requires a small growth
rate once the critical nucleus has formed. Typically this implies conditions close to coexistence2, where,
however, the nucleation time (the time for the critical nucleus to appear) becomes prohibitively large. No
consensus has emerged so far regarding the role of shear in numerical17–20 and experimental studies21–23 Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 1 www.nature.com/scientificreports/ Figure 1. Crystallization kinetics. (a) Crystallization rate k vs. the (effective) packing fraction φ for γ =
0. The arrow indicates the melting point φm ≃ 0.545 of hard spheres. Closed symbols show our work employing
molecular dynamics (MD), open symbols refer to results obtained in refs 9,10 employing Brownian
dynamics (BD). (b) Crystallization rate k vs. the square of the strain rate γ2 for the different packing
fractions (colors agree with a). The solid lines are fits to Equation (1). Inset: The fitted values for A as a
function of packing fraction φ, where the solid line is A ∝ (φ − φ0) with φ0 ≃ 0.56. If not shown then error
bars in this figure are smaller than the symbol size. Figure 1. Crystallization kinetics. (a) Crystallization rate k vs. the (effective) packing fraction φ for γ =
0. The arrow indicates the melting point φm ≃ 0.545 of hard spheres. Closed symbols show our work employing
molecular dynamics (MD), open symbols refer to results obtained in refs 9,10 employing Brownian
dynamics (BD). (b) Crystallization rate k vs. The role of shear in crystallization
kinetics: From suppression to
enhancement the square of the strain rate γ2 for the different packing
fractions (colors agree with a). The solid lines are fits to Equation (1). Inset: The fitted values for A as a
function of packing fraction φ, where the solid line is A ∝ (φ − φ0) with φ0 ≃ 0.56. If not shown then error
bars in this figure are smaller than the symbol size. with and without attractive interactions. On one hand the suppression of crystallization has been reported
for weak, moderate, and high strain rates17,19,22, which is characterized by a decrease of the structural
order in the sheared crystal22, larger critical nuclei and nucleation barriers compared to the quiescent
case17, and finally the break-up and melting of solid clusters19. On the other hand, weak shear can induce
crystallization in the disordered liquid and glassy state18,23. To complicate matters, an optimal strain rate
has been reported19–21, where at first crystallization is promoted but hampered at larger strain rates. We
will show that all of these features are reproduced in a sheared hard sphere liquid. Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 Results
h
b The non-monotonicity thus reflects the turnover from an activated process
at lower densities, where a sufficiently large solid cluster has to be nucleated to overcome interfacial
tension, to a crystallization process that is limited by diffusion26. In colloidal suspensions and complex
fluids it is the mobility of particles that is rate-limiting, while in atomistic fluids it is the conduction of
the released latent heat. Activated regime. We now apply a steady shear flow leading to a non-vanishing stress. The shear
flow is weak so that for the range of strain rates studied the system remains in the linear response Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 2 www.nature.com/scientificreports/ Figure 2. (a) Committor analysis for packing fraction φ ≃ 0.539. Scatter plot showing the correlations
between the committor PB and the size n of the largest cluster for the quiescent (gray) and shear driven case
(red) with strain rate γτ
. 0 07
B
. The shaded area indicates n ≥ ns = 200, for which the probability that solid
clusters continue to grow has reached PB ≃ 1. The dashed lines limit the transition state ensemble, for which
the distribution of nucleus sizes is shown in the inset. (b) Effective chemical potential for packing fractions
φ < φ0. The crystallization rates k for several strain rates collapse when plotted against an effective chemical
potential. The dashed line is a guide to the eye. Figure 2. (a) Committor analysis for packing fraction φ ≃ 0.539. Scatter plot showing the correlations Figure 2. (a) Committor analysis for packing fraction φ ≃ 0.539. Scatter plot showing the correlations
between the committor PB and the size n of the largest cluster for the quiescent (gray) and shear driven case
(red) with strain rate γτ
. 0 07
B
. The shaded area indicates n ≥ ns = 200, for which the probability that solid
clusters continue to grow has reached PB ≃ 1. The dashed lines limit the transition state ensemble, for which
the distribution of nucleus sizes is shown in the inset. (b) Effective chemical potential for packing fractions
φ < φ0. The crystallization rates k for several strain rates collapse when plotted against an effective chemical
potential. The dashed line is a guide to the eye. Figure 2. (a) Committor analysis for packing fraction φ ≃ 0.539. Results
h
b Scatter plot showing the correlations
between the committor PB and the size n of the largest cluster for the quiescent (gray) and shear driven case
(red) with strain rate γτ
. 0 07
B
. The shaded area indicates n ≥ ns = 200, for which the probability that solid
clusters continue to grow has reached PB ≃ 1. The dashed lines limit the transition state ensemble, for which
the distribution of nucleus sizes is shown in the inset. (b) Effective chemical potential for packing fractions
φ < φ0. The crystallization rates k for several strain rates collapse when plotted against an effective chemical
potential. The dashed line is a guide to the eye. regime and the temperature is approximately constant, see Supplementary Figure 1. Since we consider
a non-equilibrium situation we require a thermostat in order to remove the dissipated heat. We have
been particularly careful in selecting this thermostat in order to minimize the deviation of the kinetic
energy from the bath temperature while not perturbing collective dynamics. Supplementary Figure 2
demonstrates that the kinetic energy remains unperturbed also during crystallization, indicating that the
latent heat is removed sufficiently fast by the thermostat. Note that the strain rates studied here are much
smaller than what is required for shear-induced ordering27.h q
g
In Fig. 1b, we observe for packing fractions φ ≤ 0.56 a strong suppression of crystallization. The rate
ecreases as a function of the square of the strain rate, φ γ
φ
φ γ
( ,
) ≈
( ) +
( )
,
( )
k
k
A
ln
ln
1
0
2 φ γ
φ
φ γ
( ,
) ≈
( ) +
( )
,
k
k
A
ln
ln
0
2 ( )
1 where k0 is the quiescent rate. Such a quadratic dependence to lowest order is expected from symmetry
considerations alone since the rate should be invariant under the inversion γ
γ
(
−)
of the flow profile. Moreover, the fitted expansion coefficients A < 0 for the lowest densities are well described by a linear
function A ∝ (φ − φ0) with φ0 ≃ 0.56 well below the glassy regime. Given the strong dependence of the
quiescent rate k0 on density, this simple result is somewhat surprising. Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 Results
h
b This would imply that under shear there are two effective
chemical potentials: one determines the nucleation of the new phase and one determines the final coex-
istence in the steady state. Both cannot be the same, which is in striking contrast to the quiescent liquid. Diffusion-limited regime. We finally study the regime φ ≥ 0.56. In Fig. 3a the mean crystallization
time 〈 τx〉 is plotted for the largest packing fraction φ ≃ 0.587, which indeed shows an enhancement of
crystallization for weak shear flow. For consistency, we maintain the same criteria for determining the
crystallization time although now multiple solid clusters appear and grow. While at low supersaturation
the distinction between the actual nucleation time (random waiting time to reach the critical cluster size)
and crystallization time (random waiting time τx to reach ns) is negligible, this is no longer the case. At
this density, the solidification process is limited by the rate with which additional particles “attach” (there
are no direct attractive forces but arranging into ordered structures locally increases the entropy). Shear
flow increases the diffusion both parallel and perpendicular to the direction of the shear flow30, and thus
speeds up the attachment while the barrier to nucleate small solid clusters is still small. However, we
observe that increasing γ the mean crystallization time reaches a minimum before it again increases for
higher strain rates.f g
In Fig. 3b the evolution of the largest cluster is shown for φ ≃ 0.587. To separate the effects of nucle-
ation and growth, the single trajectories have been shifted by τx before averaging. In the quiescent liquid,
the growth of the largest nucleus is gradually and slow before 〈 n〉 becomes an approximately linear
function of time for 〈 n〉 > ns. Hence, the value ns = 200 is also a good estimate for the beginning of the
linear growth regime. In the presence of shear flow, the initial increase of 〈 n〉 is less gradual and the
following growth is more rapid. Interestingly, for both non-zero strain rates the curves lie on top of each
other while the crystallization rates differ by a factor of two. The reason is revealed in Fig. 3c, which
shows that the distribution of the single crystallization times τx is strongly affected by the shear flow. Results
h
b These Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 3 www.nature.com/scientificreports/ configurations constitute the transition state ensemble, for which the distribution of cluster sizes are
shown in the inset of Fig. 2(a). The mean values nc ≃ 36 for γ =
0 and nc ≃ 68 for γτ
. 0 07
B
are esti-
mates of the critical cluster sizes for the quiescent and sheared liquid, respectively. Moreover, PB ≃ 1 for
n ≥ ns, which shows that the threshold is sufficiently large. For higher densities critical cluster sizes are
smaller and we use the same threshold for all densities. Effective chemical potential. Classical nucleation theory predicts a crystallization rate
k0 = κexp(− Δ G/kBT) with two contributions: a kinetic pre-factor κ and an exponential free energy bar-
rier Δ G ∝ |Δ μ|−2. Here, T is the temperature, kB is Boltzmann’s constant, and Δ μ < 0 is the difference
in chemical potential of the solid and the liquid. The proportionality depends on the interfacial tension
and geometric factors due to the average shape of the critical nuclei.flh g
g
p
Both contributions to the rate are affected when turning on the shear flow. The pre-factor is deter-
mined by the fluctuations and correlations between solid-like particles in the meta-stable liquid, the
reduction of which is not strong enough to explain the observed exponential reduction of the crystal-
lization rate. Alternatively, it has been proposed that the suppression can be accounted for through an
effective free energy with an increased barrier17. To test this idea, we convert packing fractions to chem-
ical potential differences using a linear fit to the data of ref. 10. Indeed, plotting the rates as a function
of an effectively reduced chemical potential difference μ
μ
αγ
μ
Δ
= Δ
(
+
) < Δ
( )
1
2
eff
2 ( )
2 (while keeping the interfacial tension constant) with constant α ≃ − 15, all rates for different strain rates
collapse onto a single curve as shown in Fig. 2(b). This demonstrates that nucleation under shear remains
a rare, collective fluctuation to overcome a single barrier. Interestingly, Butler and Harrowell have argued
for the non-equilibrium coexistence of a sheared liquid and the solid that the magnitude of the chemical
potential difference is likely to increase28,29. Results
h
b The density φ0 approximately
indicates the crossover from a regime where crystallization is suppressed by shear flow to a regime where
it is enhanced with A > 0 (at least for weak shear). The location of this crossover agrees with the location
for the qualitative change from activated to diffusion-limited. Committor analysis. We now analyze in more detail the lowest density φ ≃ 0.539 studied to gain
some insights into the transition state ensemble, which comprises the configurations at the top of the
free energy barrier separating the liquid from the solid. To this end we perform a committor analysis24,25
computing the probability PB to commit to the solid state, which is a good reaction coordinate to unam-
biguously describe the process of crystallization. Specifically, PB is computed from several (20 in our case)
fleeting trajectories – short runs of length τf – for every configuration along a stored trajectory with
randomized velocities. The fleeting time τ
τ
τ
≪
18
f
B
x is much shorter than the nucleation time τx
with mean τ
τ
750
x
B, but large enough to allow the system to unambiguously reach the threshold
(ns = 200). The committor for one configuration is calculated as the ratio between the number of fleeting
trajectories that reach the solid divided by the total number of trials fired from that configuration. Such
an analysis can also be performed in a driven system. Some care has to be taken regarding the initial
velocities, which here are taken from the equilibrium Maxwell-Boltzmann distribution. Due to the small
strain rates, the perturbation of the steady state is negligible compared to the fleeting time τf (cf. Supplementary Figure 3). pp
y
g
Figure 2(a) shows for φ ≃ 0.539 that the correlations between PB and the cluster size n are similar for
both the quiescent and the sheared liquid. For the latter, equal PB typically have larger cluster sizes which
indicates that smaller clusters are more likely to break up under shear. This intuitively agrees with the
observation of a suppression of nucleation. Of particular interest are configurations for which PB ~ 0.5,
i.e., for which the chances to fall back to the liquid or to surmount the barrier are equal. Results
h
b In
the quiescent liquid the barrier to nucleation has basically vanished and we observe multiple nuclei (see
snapshot Fig. 3d). The mean nucleation time 〈 τx〉 ≃ 16.5τB is small (compare 〈 τx〉 ≃ 750τB for φ ≃ 0.539)
while the distribution is approximately Gaussian, which qualitatively agrees with a diffusive evolution
under a constant force given by the chemical potential difference between liquid and solid. Going to a
small strain rate γτ
. 0 15
B
, the distribution of nucleation times remains a Gaussian but becomes more
narrow with a smaller mean. At this strain rate solid clusters thus appear more frequently and grow faster
compared to the quiescent liquid (see Fig. 3e). At higher strain rate γτ
. 0 3
B
the distribution of τx
becomes very broad with a pronounced tail, which implies a delayed induction of solid clusters and the
qualitative change to activated behavior. Once these have formed, however, clusters grow faster than in
the absence of shear flow (Fig. 3f). Conclusionshf The effect of weakly shearing a hard sphere liquid on crystallization strongly depends on the density: At
low supersaturation the driving force of crystallization, the difference of the chemical potential between
liquid and solid, is also small. Here the forces exerted by the shear flow might overcome the gain of
entropy and lead to a larger probability for small solid clusters to lose particles (or even break up). Larger Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 4 www.nature.com/scientificreports/ Figure 3. Shear-enhanced crystallization for φ ≃ 0.587. (a) Mean crystallization time 〈 τx〉 vs. the strain
rate γ (black, other packing fractions are shown using the same colors as in Fig. 1). The solid lines show the
quadratic fits, the dashed line is a guide to the eye. (b) Evolution of average cluster size 〈 n〉 as a function of
shifted time. (c) Histograms of crystallization times for three strain rates and their respective means. Solid
lines are Gaussian fits. (d–f) Snapshots after t = 5τB starting from the same initial particle configuration for
(d) the quiescent liquid, (e) at strain rate γτ
. 0 15
B
, and (f) at strain rate γτ
. 0 3
B
. Red particles have
been identified as solid-like, green particles as pre-structured (i.e., particles with high local order but less
orientational “bonds” with their neighbors). For clarity, liquid-like particles are shown with a reduced size. Figure 3. Shear-enhanced crystallization for φ ≃ 0.587. (a) Mean crystallization time 〈 τx〉 vs. the strain
rate γ (black, other packing fractions are shown using the same colors as in Fig. 1). The solid lines show the
quadratic fits, the dashed line is a guide to the eye. (b) Evolution of average cluster size 〈 n〉 as a function of
shifted time. (c) Histograms of crystallization times for three strain rates and their respective means. Solid
lines are Gaussian fits. (d–f) Snapshots after t = 5τB starting from the same initial particle configuration for
(d) the quiescent liquid, (e) at strain rate γτ
. 0 15
B
, and (f) at strain rate γτ
. 0 3
B
. Red particles have
been identified as solid-like, green particles as pre-structured (i.e., particles with high local order but less
orientational “bonds” with their neighbors). For clarity, liquid-like particles are shown with a reduced size. Conclusionshf clusters are not affected, which, in combination, leads to a shift of the critical cluster size that can be
interpreted as an effectively larger barrier to nucleation. No enhancement of crystallization occurs in this
regime. This result might also shed some light onto the controversy regarding the discrepancy between
experimental and simulation results at low supersaturations. As pointed out by Russo et al.31, sedimenta-
tion of not fully density-matched colloidal particles has an influence on the crystallization rate. However,
the actual mechanism is not known and combined with the suppression of crystallization found here
seems to rule out shear-induced effects.fhf f
At high supersaturation there is a combination of two effects: (i) The diffusion of particles in the
surrounding liquid is increased. This enhanced exploration of configuration space accelerates the growth
of solid clusters. (ii) The shear flow disrupts the subtle order in the liquid and thus suppresses the forma-
tion of small solid clusters. At larger strain rates this suppression is so strong that crystallization again
becomes an activated process comparable to crystallization at lower supersaturation in the quiescent
liquid. We expect that these physical mechanisms are valid beyond hard spheres also in the presence of
short-ranged interactions. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Random configurations of dense hard spheres without preformed structures were created with the
algorithm by Clarke and Wiley34, where the non-overlapping distance between particles was chosen to
be equal to the effective diameter d. These configurations are thermalized in a short run without shear at
high collision frequency Γ ≃ 100 before the production runs at given strain rate with Γ ≃ 10. g
q
y
p
g
To distinguish between liquid-like and solid-like particles, we follow ref. 10. We employ the local
bond order parameter35 (
)
∑
θ
ϕ
( ) =
( )
,
( )
,
=
( )
,
,
,
q
i
N
i
Y
1
3
l m
n
j
N
i
l m
i j
i j
1
n ( )
3 for particle i, where Yl,m(θ, φ) are spherical harmonics and Nn is the number of neighbors within distance
rij < 1.5σ. We construct a bond network through the scalar product for particle i, where Yl,m(θ, φ) are spherical harmonics and Nn is the number of neighbors within distance
rij < 1.5σ. We construct a bond network through the scalar product ( , ) =
∑
( )
( )
(∑
|
( )|)
(∑
|
( )|)
( )
=−
,
,
=−
,
/
=−
,
/
⁎
d i j
q
i q
j
q
i
q
j
4
m
l
l
l m
l m
m
l
l
l m
m
l
l
l m
1 2
1 2 ( )
4 sing l = 6 with d(i, j) ≥ 0.7 defining a bond. A particle is defined as “solid-like” (“pre-structured”) if the
umber of bonds is ≥ 9 (≥ 6), and clusters are constructed from mutually bonded solid-like particles. using l = 6 with d(i, j) ≥ 0.7 defining a bond. A particle is defined as “solid-like” (“pre-structured”) if the
number of bonds is ≥ 9 (≥ 6), and clusters are constructed from mutually bonded solid-like particles. References Blaak, R., Auer, S., Frenkel, D. & Löwen, H. Crystal nucleation of colloidal suspensions under shear. Phys. Rev. Lett. 93
(2004). 18. Mokshin, A. V. & Barrat, J.-L. Shear-induced crystallization of an amorphous system. Phys. Rev. E 77, 021505 (2008).f 19. Cerdà, J. J., Sintes, T., Holm, C., Sorensen, C. M. & Chakrabarti, A. Shear effects on crystal nucleation in colloidal suspe
Phys. Rev. E 78, 031403 (2008). y
20. Lander, B., Seifert, U. & Speck, T. Crystallization in a sheared colloidal suspension. J. Chem. Phys. 138, 224907 (2013). 21. Holmqvist, P., Lettinga, M. P., Buitenhuis, J. & Dhont, J. K. G. Crystallization kinetics of colloidal spheres under stationary shear
flow. Langmuir 21, 10976–10982 (2005). l
22. Wu, Y. L., Derks, D., van Blaaderen, A. & Imhof, A. Melting and crystallization of colloidal hard-sphere suspensions under
Proc. Natl. Acad. Sci. USA. 106, 10564–10569 (2009). 23. Shao, Z. et al. Shear-accelerated crystallization in a supercooled atomic liquid. Phys. Rev. E 91, 020301 (2015).h 24. Bolhuis, P. G., Chandler, D., Dellago, C. & Geissler, P. L. Transition path sampling: Throwing ropes over rough moun
in the dark. Annual Review of Physical Chemistry 53, 291–318 (2002). f
y
y
25. Jungblut, S. & Dellago, C. Heterogeneous crystallization on tiny clusters. EPL (Europhysics Letters) 96, 56006 (2011). 25. Jungblut, S. & Dellago, C. Heterogeneous crystallization on tiny clusters. EPL (Europhysics Letters) 96, 56006 (2011). 26. Harland, J. L., Henderson, S. I., Underwood, S. M. & van Megen, W. Observation of accelerated nucleation in dense c
fluids of hard sphere particles. Phys. Rev. Lett. 75, 3572–3575 (1995). l
p
p
y
27. Vermant, J. & Solomon, M. J. Flow-induced structure in colloidal suspensions. J. Phys.: Condens. Matter 17, R187 (2005). B
l
S & H
ll P F
d
l l
d
d
h
N
(
) 27. Vermant, J. & Solomon, M. J. Flow-induced structure in colloidal suspensions. J. Phys.: Condens. Matter 17, R187 (2005). 28. Butler, S. & Harrowell, P. Factors determining crystal–liquid coexistence under shear. Nature 415, 1008–1011 (2002). , J
,
J
p
J
y
,
(
28. Butler, S. & Harrowell, P. Factors determining crystal–liquid coexistence under shear. Nature 415, 1008–1011 (2002). 29. Butler, S. & Harrowell, P. Simulation of the coexistence of a shearing liquid and a strained crystal. J. Chem. Phys. 118, 4115
(2003).f 30. Lander, B., Seifert, U. & Speck, T. References (
)
4. Peng, Y. et al. Two-step nucleation mechanism in solid-solid phase transitions. Nature Mater. 14, 101–108 (2015). (
)
4. Peng, Y. et al. Two-step nucleation mechanism in solid-solid phase transitions. Nature Mater. 14, 101–108 (2015). 5. Khaliullin, R. Z., Eshet, H., Kühne, T. D., Behler, J. & Parrinello, M. Nucleation mechanism for the direct graphite-to-dia
phase transition. Nature Mater. 10, 693–697 (2011). 6. Virtanen, A. et al. An amorphous solid state of biogenic secondary organic aerosol particles. Nature 467, 824–827 (2010). 6. Virtanen, A. et al. An amorphous solid state of biogeni 6. Virtanen, A. et al. An amorphous solid state of biogenic secondary organic aerosol particles. Nature 467, 824–827 (2010). 7. Jiang, P. & McFarland, M. J. Large-scale fabrication of wafer-size colloidal crystals, macroporous polymers and nanocomposites
by spin-coating. J. Am. Chem. Soc. 126, 13778–13786 (2004). ,
p
g
y
g
p
,
(
)
7. Jiang, P. & McFarland, M. J. Large-scale fabrication of wafer-size colloidal crystals, macroporous polymers and nanocompo
by spin-coating. J. Am. Chem. Soc. 126, 13778–13786 (2004). y p
g
(
)
8. Auer, S. & Frenkel, D. Prediction of absolute crystal-nucleation rate in hard-sphere colloids. Nature 409, 1020–1023 (2001 8. Auer, S. & Frenkel, D. Prediction of absolute crystal-nucleatio y
9. Kawasaki, T. & Tanaka, H. Formation of a crystal nucleus from liquid. Proc. Natl. Acad. Sci. USA. 107, 14036–14041 (2010 0. Filion, L., Ni, R., Frenkel, D. & Dijkstra, M. Simulation of nucleation in almost hard-sphere colloids: The discrepancy betwee
experiment and simulation persists. J. Chem. Phys. 134, 134901 (2011). 1. Damasceno, P. F., Engel, M. & Glotzer, S. C. Predictive self-assembly of polyhedra into complex structures. Science 337, 453–457
(2012). 2. Palberg, T. Crystallization kinetics of colloidal model suspensions: recent achievements and new perspectives. J. Phys.: Condens
Matter 26, 333101 (2014).i 3. Gasser, U., Weeks, E. R., Schofield, A., Pusey, P. N. & Weitz, D. A. Real-space imaging of nucleation and growth in colloida
crystallization. Science 292, 258–262 (2001). y
4. Becker, R. & Döring, W. Kinetische behandlung der keimbildung in übersättigten dämpfen. Ann. Phys. 24, 719–752 (1935). 15. Schilling, T., Schöpe, H. J., Oettel, M., Opletal, G. & Snook, I. Precursor-mediated crystallization process in suspensions of hard
spheres. Phys. Rev. Lett. 105, 025701 (2010). 16. Sanz, E. et al. Avalanches mediate crystallization in a hard-sphere glass. Proc. Natl. Acad. Sci. USA. 111, 75–80 (2014). 17. Methods
W
d We study a model liquid composed of N = 5000 monodisperse, nearly hard spheres in a periodic box
with volume V employing standard NVT molecular dynamics32. Particles interact via the
Weeks-Chandler-Andersen potential (WCA)
ε
σ
σ
( ) =
( / )
−( / ) +
/
u r
r
r
4 [
1 4]
12
6
for r < 21/6σ. The
temperature is held constant via the stochastic Lowe-Andersen thermostat33, which is characterized by
the bath collision frequency Γ . This thermostat has desirable properties, in particular it is Galilean invar-
iant and conserves angular momentum. The WCA potential can be mapped onto hard spheres by means
of an effective diameter d10, which we compute from φ
ρ
= π
d
f
HS
6
f
WCA
3 with freezing packing fraction
φ
. 0 492
f
HS
of hard spheres and freezing density ρ
. 0 712
f
WCA
of the WCA liquid10. The packing
fraction is φ = πd N
V
6
3
. As time scale we employ the Brownian time τB = d2/D0, where D0 is the bare dif-
fusion coefficient in the infinitely dilute system. The system is driven through Lees-Edwards periodic
boundary conditions leading to a linear flow profile
γ
/
=
d v
dy
x
. Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 5 References
1. Porter, D. A., Easterling, K. E. & Sherif, M. Phase Transformations in Metals and Alloys (CRC Press, 2008). www.nature.com/scientificreports/ 34. Clarke, A. S. & Wiley, J. D. Numerical simulation of the dense random packing of a binary mixture of hard spheres: Amorphous
metals. Phys. Rev. B 35, 7350 (1987). 35. Steinhardt, P. J., Nelson, D. R. & Ronchetti, M. Bond-orientational order in liquids and glasses. Phys. Rev. B 28, 784–805 (1983). 34. Clarke, A. S. & Wiley, J. D. Numerical simulation of the dense random packing of a binary mixture of hard spheres: Amorphous
metals. Phys. Rev. B 35, 7350 (1987). 35. Steinhardt, P. J., Nelson, D. R. & Ronchetti, M. Bond-orientational order in liquids and glasses. Phys. Rev. B 28, 784–805 (1983). Acknowledgements Acknowledgementsi Acknowledgements
We acknowledge financial support by DFG through collaborative research center TRR 146, and ZDV
Mainz for computing time on the MOGON supercomputer. Author Contributions Author Contributions D.R. and T.S. designed the research and wrote the manuscript, D.R. wrote the code, performed simulations,
and analyzed the data. All authors reviewed the manuscript. References Mobility and diffusion of a tagged particle in a driven colloidal suspension. EPL 92, 5
(2010).h 31. Russo, J., Maggs, A. C., Bonn, D. & Tanaka, H. The interplay of sedimentation and crystallization in hard-sphere suspensions. Soft Matter 9, 7369–7383 (2013). ft
(
)
32. Allen, M. P. & Tildesley, D. J. Computer Simulation of Liquids (Clarendon Press, New York, NY, USA, 1989). y
p
f
q
33. Koopman, E. A. & Lowe, C. P. Advantages of a lowe-andersen thermostat in molecular dynamics simulations. J. Chem. Phys. 124,
204103 (2006). Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 6 www.nature.com/scientificreports/ Scientific Reports | 5:14610 | DOI: 10.1038/srep14610 Additional Information upplementary information accompanies this paper at http://www.nature.com/srepi Supplementary information accompanies this paper at http://www.nature.com/srep Competing financial interests: The authors declare no competing financial interests. Competing financial interests: The authors declare no competing financial interests. How to cite this article: Richard, D. and Speck, T. The role of shear in crystallization kinetics: From
suppression to enhancement. Sci. Rep. 5, 14610; doi: 10.1038/srep14610 (2015). How to cite this article: Richard, D. and Speck, T. The role of shear in crystallization kinetics: From
suppression to enhancement. Sci. Rep. 5, 14610; doi: 10.1038/srep14610 (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/ 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 | 5:14610 | DOI: 10.1038/srep14610 7
|
https://openalex.org/W4200080762
|
https://www.frontiersin.org/articles/10.3389/fendo.2021.750135/pdf
|
English
| null |
Table_1.docx
| null | 2,021
|
cc-by
| 6,925
|
ORIGINAL RESEARCH
published: 25 November 2021
doi: 10.3389/fendo.2021.750135 Keywords: type 1 diabetes mellitus, ketosis, ketoacidosis, NK cells subset, differentially expressed genes Reviewed by: Reviewed by:
Alpna Tyagi,
University of Colorado Anschutz
Medical Campus, United States
Joubert Kharlyngdoh,
Rush University Medical Center,
United States Rush University Medical Center,
United States *Correspondence:
Datong Deng
13855134251@163.com
Qiu Zhang
aynfmk@163.com Results: A total of 70 DEGs were identified between T1DM patients recovered from
ketosis or ketoacidosis and healthy control blood samples in GSE44314. Among the
DEGs, 10 hub genes were screened out. The mature NK cell-specific gene co-expression
network for DEGs in T1DM was built using NetworkAnalyst tools. DEGs between
activated CD56+CD16+ NK cells and CD56brightCD16- NK cells were identified from
GSE1511. After intersection, 13 overlapping genes between GSE44314 and GSE1511
microarray datasets were screened out, in which 7 hub genes were identified. Additionally,
59 target miRNAs were predicted according to the 7 hub genes. After validating with the
exosome miRNA expression profile dataset of GSE97123, seven differentially expressed
miRNAs (DEmiRNAs) in plasma-derived exosome were selected. Finally, a mRNA–miRNA
network was constructed, which was involved in the T1DM ketosis or ketoacidosis
process. Specialty section:
This article was submitted to
Diabetes: Molecular Mechanisms,
a section of the journal
Frontiers in Endocrinology Received: 30 July 2021
Accepted: 05 November 2021
Published: 25 November 2021 ORIGINAL RESEARCH
published: 25 November 2021
doi: 10.3389/fendo.2021.750135 Objectives: Alterations in natural killer (NK) cells activity cause damage to pancreatic
islets in type 1 diabetes mellitus (T1DM). The aim of this study is to identify T1DM ketosis-
or ketoacidosis-related genes in activated CD56+CD16+ NK cells. Edited by:
Ahmet Uc¸ar,
S¸is¸li Hamidiye Etfal Education and
Research Hospital, Turkey Edited by:
Ahmet Uc¸ar,
S¸is¸li Hamidiye Etfal Education and
Research Hospital, Turkey Methods: Microarray datasets were downloaded from the Gene Expression Omnibus
(GEO) database. Differentially expressed genes (DEGs) were analyzed using the GEO2R
tool. Enrichment analyses were performed using Metascape online database and GSEA
software. Cell-specific gene co-expression network was built using NetworkAnalyst tools. Cytoscape software was used to identify hub genes and construct co-expressed
networks. Target miRNAs were predicted based on the DIANA-micro T, miRDB, and
miRWalk online databases. Identification and Enrichment Analysis of
Differentially Expressed Genes in T1DM
Ketosis or Ketoacidosis The dataset GSE44314 contained five classical T1DM recovered
from ketosis or ketoacidosis and six healthy controls. There was
no difference in gender (male: 20.0% vs. 33.3%, p > 0.05) or age
(53.8 ± 7.6 vs. 47.0 ± 6.4, p > 0.05) between the two groups in
GSE44314 (Table S1). As shown in Figure 1A, a total of 70
DEGs were identified, including 32 upregulated genes and 38
downregulated genes. The GO and KEGG enrichment analyses
were performed using Metascape online tools. In enriched
functional category terms, five enriched GO terms and four
KEGG pathways were identified (Figure 1B). A network of
GO and KEGG enriched terms colored by clusters is shown in
Figure 1C. MCODE algorithm was applied to this network to
identify neighborhoods where proteins were densely
connected (Figure 1D). Citation: Shi R, Dai F, He Y, Sun L, Xu M,
Deng D and Zhang Q (2021)
Comprehensive Analyses of Type 1
Diabetes Ketosis- or Ketoacidosis-
Related Genes in Activated
CD56+CD16+ NK Cells. Front. Endocrinol. 12:750135. doi: 10.3389/fendo.2021.750135 Conclusion: This work identified seven hub genes in activated CD56+CD16+ NK cells and
seven miRNAs in plasma-derived exosome as potential predictors of T1DM ketoacidosis,
which provided a novel insight for the pathogenesis at the transcriptome level. November 2021 | Volume 12 | Article 750135 1 Frontiers in Endocrinology | www.frontiersin.org Ketoacidosis Genes in NK Cells Shi et al. INTRODUCTION NK cell subset samples. The miRNA (in plasma-derived exosomes)
expression profile GSE97123 included 12 T1DM and 12 control
subjects. The differentially expressed genes (DEGs) and
differentially expressed miRNAs (DEmiRNAs) were analyzed
using online tool GEO2R (https://www.ncbi.nlm.nih.gov/geo/
geo2r/). The p-value < 0.05 and |log2 (Fold-Change)| ≥1 were
considered criteria for DEGs. Overlapping genes were identified by
the Venn diagram webtool (http://bioinformatics.psb.ugent.be/
webtools/Venn/). Diabetic ketoacidosis (DKA) is one kind of serious acute
hyperglycemic complication of type 1 diabetes mellitus (T1DM)
(1). DKA can be a preliminary sign of T1DM and is associated with
high morbidity and mortality without optimal treatment. The cost
of hospital treatment for patients experiencing DKA exceeds the
cost ofroutinetreatment for diabetes (2).The most common causes
of DKA include inadequate dose of insulin, infection, intercurrent
illness, and drugs (3). For some patients, DKA is an initial
manifestation of T1DM (4). Therefore, early identification of
DKA-related geneexpression isofgreat significance for prevention. The development of T1DM is associated with various
immune cell populations as it is a multifactorial autoimmune
disease (5–8). Natural killer (NK) cells as a crucial component of
immune system are also involved in this process. The inhibitory
receptors and activating receptors expressed on human NK cells
have been demonstrated to play a vital role in pathological
situations (9, 10). Additionally, NK cells can secrete cytokine
participating in kinds of immune regulation. Recent studies focus
on the association between NK cells and autoimmune diabetes. The frequencies and counts of NK cells in peripheral blood were
reported to be altered in newly diagnosed T1DM patients (11,
12). The peripheral blood of LADA patients also exhibited a
significant decrease in NK cells frequency (13). Therefore, NK
cells might serve as a primary immune regulator in T1DM due to
their immunoregulatory properties. However, only the activated
NK cell subset is abundant with cytokine producers (14). Diabetic ketoacidosis (DKA) is one kind of serious acute
hyperglycemic complication of type 1 diabetes mellitus (T1DM)
(1). DKA can be a preliminary sign of T1DM and is associated with
high morbidity and mortality without optimal treatment. The cost
of hospital treatment for patients experiencing DKA exceeds the
cost ofroutinetreatment for diabetes (2).The most common causes
of DKA include inadequate dose of insulin, infection, intercurrent
illness, and drugs (3). For some patients, DKA is an initial
manifestation of T1DM (4). Therefore, early identification of
DKA-related geneexpression isofgreat significance for prevention. Construction of a PPI Network A PPI (protein–protein interaction) network was built with
Search Tool for the Retrieval of Interacting Genes (STRING)
database (http://string-db.org/) (22). The cytoHubba plugin in
Cytoscape software (version 3.7.2) was used to select hub genes
and construct mRNA–miRNA network. Human NK cells are divided into different populations based
on their cell surface density of CD56 and CD16 (15). The
CD56brightCD16- NK cells are inactivated and low cytotoxic NK
cells, while the CD56+CD16+ NK cells are activated NK cells in
inflamed tissue (16). Inflammation has a broad role in T1DM,
which contributes to the induction and amplification of immune
assault against islet b cells (17). As activated CD56+CD16+ NK
cells in T1DM have been investigated scarcely, this study was to
explore potential genes in activated CD56+CD16+ NK cells
associated with T1DM ketosis or ketoacidosis. Exosomes are
important mediators in cell communication. Evidence shows a
distinct exosome miRNA signature in T1DM (18). Since a better
understanding of exosome miRNA may provide novel insight into
DKA, exosome miRNAs related to NK cells in T1DM will also be
explored in our study. Prediction and Validation of Target miRNA
Online miRNA databases DIANA-micro T, miRDB, and
miRWalk were used to predict target miRNAs based on hub
genes (23–25). In addition, the DEmiRNA in GSE97123 was
analyzed. Only the overlapping miRNA that was found in all the
above three databases and verified with the GSE97123 dataset
was considered as target miRNA. Enrichment Analysis The Metascape online database (http://metascape.org) was used
for Gene Ontology (GO) annotation analysis and Kyoto
Encyclopedia of Genes and Genomes (KEGG) pathway
enrichment analysis of DEGs (19). The enriched KEGG
pathway and GO terms were selected with a criterion of p < 0.05. The gene expression information of all T1DM was uploaded to
GSEA software to assess the distribution trend of genes, which
determine their contribution to the phenotype (20). Cell-specific
gene co-expression network was built using NetworkAnalyst
tools (21). g
p
g
g
p
The development of T1DM is associated with various
immune cell populations as it is a multifactorial autoimmune
disease (5–8). Natural killer (NK) cells as a crucial component of
immune system are also involved in this process. The inhibitory
receptors and activating receptors expressed on human NK cells
have been demonstrated to play a vital role in pathological
situations (9, 10). Additionally, NK cells can secrete cytokine
participating in kinds of immune regulation. Recent studies focus
on the association between NK cells and autoimmune diabetes. The frequencies and counts of NK cells in peripheral blood were
reported to be altered in newly diagnosed T1DM patients (11,
12). The peripheral blood of LADA patients also exhibited a
significant decrease in NK cells frequency (13). Therefore, NK
cells might serve as a primary immune regulator in T1DM due to
their immunoregulatory properties. However, only the activated
NK cell subset is abundant with cytokine producers (14). GSEA Analysis of T1DM Ketosis- or
Ketoacidosis-Related Genes were PID_TXA2PATHWAY, REACTOME_LONG_TERM_
POTENTIATION, PID_EPO_PATHWAY, TERAO_AOX4_
TARGETS_HG_UP, WP_GABA_RECEPTOR_SIGNALING,
WP_PDGF_PATHWAY, and ISSAEVA_MLL2_TARGETS. were PID_TXA2PATHWAY, REACTOME_LONG_TERM_
POTENTIATION, PID_EPO_PATHWAY, TERAO_AOX4_
TARGETS_HG_UP, WP_GABA_RECEPTOR_SIGNALING,
WP_PDGF_PATHWAY, and ISSAEVA_MLL2_TARGETS. The gene in expression profile was analyzed using Molecular
Signatures Database at a holistic level via GSEA software. A total
of 2,565 gene sets were upregulated in the classical T1DM
samples compared to healthy controls. A total of 1,046 gene
sets were significantly enriched at FDR < 0.25 and 1,194 gene sets
were significantly enriched at nominal p-value < 0.01. The
enrichment results of GSEA analysis showed pathways
enriched in the T1DM ketosis or ketoacidosis samples (Table
S2). As shown in Figure 2, the top seven gene sets with NES>2.5 Microarray Data Acquisition and
Processing The gene expression profiles including GSE44314, GSE1511, and
GSE97123 were downloaded from the Gene Expression Omnibus
(GEO, https://www.ncbi.nlm.nih.gov/geo/).The microarray profile
dataset GSE44314, deposited by Shinsuke et al., was conducted on
blood samples from five classical type 1A diabetes recovered from
ketosisorketoacidosisandsixhealthycontrols.Thegeneexpression
dataset GSE1511, provided by Mandelboim et al., was selected for
containing CD56brightCD16- and activated CD56+CD16+ human November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 2 Shi et al. Ketoacidosis Genes in NK Cells A
B
D
C
FIGURE 1 | Differentially expressed genes in T1DM ketosis or ketoacidosis. (A) Volcano plot for differentially expressing genes between T1DM recovered from ketosis
or ketoacidosis and healthy control samples. Red dots represented upregulated genes, while green dots represented downregulated genes. (B) Heatmap of Gene
Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by p-value. (C) Network of GO and KEGG enriched terms colored
by clusters. (D) MCODE algorithm was applied to this network to identify neighborhoods. Each MCODE network was assigned a unique color. GO enrichment analysis
was applied to each MCODE network to assign “meanings” to the network component. B D D FIGURE 1 | Differentially expressed genes in T1DM ketosis or ketoacidosis. (A) Volcano plot for differentially expressing genes between T1DM recovered from ketosis
or ketoacidosis and healthy control samples. Red dots represented upregulated genes, while green dots represented downregulated genes. (B) Heatmap of Gene
Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by p-value. (C) Network of GO and KEGG enriched terms colored
by clusters. (D) MCODE algorithm was applied to this network to identify neighborhoods. Each MCODE network was assigned a unique color. GO enrichment analysis
was applied to each MCODE network to assign “meanings” to the network component. Identification and Cluster Analysis of
Overlapping Genes Overlapping Genes
As shown in Figure 5A, there were 13 overlapping genes
(COX7B, HLA-DQA1, RPS3A, PFDN1, PSMA6, KIAA0101,
HLA-DQB1, GZMK, NDUFA4, CKLF, LTF, TIMM8B, and
IER3IP1) between DEGs in T1DM and DEGs in the activated
CD56+CD16+ NK cell subset. Based on the STRING online
database, a PPI network with an interaction score >0.4 was
constructed (Figure 5B). The hub genes (COX7B, HLA-DQA1,
RPS3A, PFDN1, PSMA6, HLA-DQB1, and NDUFA4) were
identified using Cytoscape software (Figure 5C). Enriched
KEGG pathways included “Downstream TCR signaling” and
“Cytoprotection by HMOX1”, which were identified using
Metascape online tools (Figure 5D). Hub Gene Identification of T1DM Ketosis
or Ketoacidosis A PPI network with 63 nodes and 28 edges was obtained using
the STRING tools (Figure S1). The CytoHubba plugin in
Cytoscape software was used to cluster network genes to FIGURE 2 | The whole gene expression value of T1DM ketosis or ketoacidosis and control samples analyzed by GSEA software. The top seven gene sets were
enriched with criterion of NES>2.5, FDR < 0.25, and p-value < 0.01. FIGURE 2 | The whole gene expression value of T1DM ketosis or ketoacidosis and control samples analyzed by GSEA software. The top seven gene sets were
enriched with criterion of NES>2.5, FDR < 0.25, and p-value < 0.01. FIGURE 2 | The whole gene expression value of T1DM ketosis or ketoacidosis and control samples analyzed by GSEA software
enriched with criterion of NES>2.5, FDR < 0.25, and p-value < 0.01. November 2021 | Volume 12 | Article 750135 3 Frontiers in Endocrinology | www.frontiersin.org Ketoacidosis Genes in NK Cells Shi et al. identify hub genes in network. The network with an interaction
score >0.4 was built according to the STRING online database
(Figure 3A). The edge represented the link between different
genes. As shown in Figures 3B, a key module with eight
upregulated genes (RPS15A, RPS7, RPL9, RPS3A, NDUFA4,
MRPL43, PSMA6, and PFDN1) and two downregulated genes
(GART and TUBB2A) was identified. It was consistent with
Figure 1D in which one module was made up of RPS15A, RPS7,
RPL9, and RPS3A. In addition, cell-specific gene co-expression
network was built using NetworkAnalyst tools. The mature NK
cell-specific gene co-expression network for DEGs in T1DM
ketosis or ketoacidosis is shown in Figure 3C. establishment of protein localization to organelle, small molecule
biosyntheticprocess,cellcyclecheckpoint,virallifecycle,andpeptide
biosynthetic process (Table 1). The summary of enrichment analysis
in PaGenBase confirmed tissue and cell specific for these genes
(Figure 4C and Table 2). NK Cell Subset The microarray expression dataset GSE1511 was analyzed to acquire
DEGsbetweenCD56brightCD16-andactivatedCD56+CD16+human
NK cell subsets (Figure 4A). A total of 2,671 DEGs were identified
including 282 upregulated genes and 2,389 downregulated genes. Enriched GO terms and KEGG pathways were identified using
Metascape online tools (Figure 4B). Cell cycle, Cellular responses
to stress, Retinoblastoma Gene in Cancer, Mitotic Prometaphase,
Transcriptional Regulation by TP53, Processing of Capped Intron-
Containing Pre-mRNA, and Ciliary landscape were significantly
enriched in KEGG pathway. The enriched GO terms included
DNA repair, cell division, mitochondrion organization, DNA
replication, leukocyte activation involved in immune response,
regulation of chromosome organization, mitochondrial translation, Prediction and Validation of Target miRNA
The target miRNAs were predicted based on the DIANA-micro
T, miRDB, and miRWalk online databases. A total of 1,718
target miRNAs to seven specifically expressed hub genes were
obtained. There were 59 miRNAs after intersection
(Figure 6A). The miRNA–mRNA regulatory network was
constructed using CytoHubba (Figure 6B). DEmiRNAs in
T1DM patients were acquired by analyzing the GSE97123 A
C
B
FIGURE 3 | PPI network analysis of DEGs in T1DM ketosis or ketoacidosis. The node represented gene and the edge represented link between genes. (A) PPI network
of differentially expression genes in T1DM ketosis or ketoacidosis. (B) Cytoscape network clustering visualization of hub DEGs in T1DM ketosis or ketoacidosis samples. The node represented gene and the edge represented link between genes. The red/orange/yellow color meant the MMC score was highest/moderate high/mild high. (C) The mature NK cell-specific gene co-expression network for DEGs in T1DM ketosis or ketoacidosis. C A A C C B B FIGURE 3 | PPI network analysis of DEGs in T1DM ketosis or ketoacidosis. The node represented gene and the edge represented link between genes. (A) PPI network
of differentially expression genes in T1DM ketosis or ketoacidosis. (B) Cytoscape network clustering visualization of hub DEGs in T1DM ketosis or ketoacidosis samples. The node represented gene and the edge represented link between genes. The red/orange/yellow color meant the MMC score was highest/moderate high/mild high. (C) The mature NK cell-specific gene co-expression network for DEGs in T1DM ketosis or ketoacidosis. November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org Shi et al. Shi et al. Ketoacidosis Genes in NK Cells A
B
C
FIGURE 4 | Differentially expressed genes in activated CD56+CD16+ human NK cell subset samples. NK Cell Subset (A) Volcano plot for differentially expressing genes between
CD56brightCD16- and activated CD56+CD16+ human NK cell subset samples. Red dots represented significantly upregulated genes, while green dots represented
significantly downregulated genes. (B) Heatmap of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by
p-value. (C) The summary of enrichment analysis in PaGenBase confirmed tissue and cell specific for these genes. A A B B C C FIGURE 4 | Differentially expressed genes in activated CD56+CD16+ human NK cell subset samples. (A) Volcano plot for differentially expressing genes between
CD56brightCD16- and activated CD56+CD16+ human NK cell subset samples. Red dots represented significantly upregulated genes, while green dots represented
significantly downregulated genes. (B) Heatmap of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by
p-value. (C) The summary of enrichment analysis in PaGenBase confirmed tissue and cell specific for these genes. TABLE 1 | Top clusters with their representative enriched GO terms (one per cluster). GO
Category
Description
Count
%
Log10(p)
Log10(q)
GO:0006281
GO Biological Processes
DNA repair
164
7.13
−47.59
−44.28
GO:0051301
GO Biological Processes
Cell division
156
6.79
−39.36
−36.37
GO:0007005
GO Biological Processes
Mitochondrion organization
146
6.35
−38.15
−35.18
GO:0006260
GO Biological Processes
DNA replication
95
4.13
−33.93
−31.14
GO:0002366
GO Biological Processes
Leukocyte activation involved in immune response
162
7.05
−32.62
−29.90
GO:0033044
GO Biological Processes
Regulation of chromosome organization
85
3.70
−27.51
−25.12
GO:0032543
GO Biological Processes
Mitochondrial translation
56
2.44
−25.58
−23.31
GO:0072594
GO Biological Processes
Establishment of protein localization to organelle
124
5.39
−22.99
−20.89
GO:0044283
GO Biological Processes
Small molecule biosynthetic process
138
6.00
−22.38
−20.32
GO:0000075
GO Biological Processes
Cell cycle checkpoint
66
2.87
−21.88
−19.84
GO:0019058
GO Biological Processes
Viral life cycle
87
3.78
−20.77
−18.79
GO:0043043
GO Biological Processes
Peptide biosynthetic process
139
6.05
−19.94
−17.99
“Count” is the number of genes in the given ontology term. “%” is the percentage of all genes that are found in the given ontology term. “Log10(p)” is the p-value in log base 10. “Log10(q)” is
the multi-test adjusted p-value in log base 10. TABLE 1 | Top clusters with their representative enriched GO terms (one per cluster). November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 5 dataset, in which all miRNAs were obtained from plasma-
derived exosome. There was no difference in gender (male:
50.0% vs. NK Cell Subset 50.0%, p > 0.05) or age (41.3 ± 2.9 vs. 46.4 ± 4.0,
p > 0.05) between the two groups in GSE97123 (Table S3). After
intersection with the above 59 predicted miRNAs, 7 miRNAs
were screened out (Figure 6C). A co-expressed network on
T1DM ketosis or ketoacidosis was built based on the predicted
miRNA–RNA pairs (Figure 6D). TABLE 2 | Summary of enrichment analysis in PaGenBase. GO
Description
Count
%
Log10(p)
Log10(q)
PGB:00041
Tissue-specific: blood
58
2.50
−14.00
−11.00
PGB:00016
Tissue-specific: thymus
43
1.90
−7.70
−5.70
PGB:00043
Cell-specific: CD56+ NK Cells
18
0.78
−5.80
−4.00
PGB:00048
Tissue-specific: bone marrow
40
1.70
−5.50
−3.80
PGB:00011
Tissue-specific: spleen
70
3.00
−5.20
−3.50
PGB:00046
Cell-specific: 721B lymphoblasts
21
0.91
−5.20
−3.50
PGB:00101
Tissue-specific: Colorectal adenocarcinoma
12
0.52
−4.10
−2.60
PGB:00060
Tissue-specific: retinoblastoma
19
0.83
−3.50
−2.10
PGB:00111
Cell-specific: ZR75_1
5
0.22
−2.40
−1.10
PGB:00026
Cell-specific: CD71+ Early Erythroid
22
0.96
−2.40
−1.10
PGB:00036
Cell-specific: MOLT4
20
0.87
−2.10
−0.91
A
B
D
C
FIGURE 5 | Identification and cluster analysis of overlapping genes. (A) Venn diagram of differentially expressed genes between the DEGs in T1DM ketosis or ketoacidosis
and DEGs in the activated CD56+CD16+ human NK cell subset. (B) PPI network for the 13 overlapping genes. (C) Analysis of hub genes using cytoHubba for the overlapped
genes. (D) Heatmap of Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by p-value. Shi et al. Ketoacidosis Genes in NK Cells Ketoacidosis Genes in NK Cells Shi et al. TABLE 2 | Summary of enrichment analysis in PaGenBase. GO
Description
Count
%
Log10(p)
Log10(q)
PGB:00041
Tissue-specific: blood
58
2.50
−14.00
−11.00
PGB:00016
Tissue-specific: thymus
43
1.90
−7.70
−5.70
PGB:00043
Cell-specific: CD56+ NK Cells
18
0.78
−5.80
−4.00
PGB:00048
Tissue-specific: bone marrow
40
1.70
−5.50
−3.80
PGB:00011
Tissue-specific: spleen
70
3.00
−5.20
−3.50
PGB:00046
Cell-specific: 721B lymphoblasts
21
0.91
−5.20
−3.50
PGB:00101
Tissue-specific: Colorectal adenocarcinoma
12
0.52
−4.10
−2.60
PGB:00060
Tissue-specific: retinoblastoma
19
0.83
−3.50
−2.10
PGB:00111
Cell-specific: ZR75_1
5
0.22
−2.40
−1.10
PGB:00026
Cell-specific: CD71+ Early Erythroid
22
0.96
−2.40
−1.10
PGB:00036
Cell-specific: MOLT4
20
0.87
−2.10
−0.91
A TABLE 2 | Summary of enrichment analysis in PaGenBase. NK Cell Subset GO
Description
Count
%
Log10(p)
Log10(q)
PGB:00041
Tissue-specific: blood
58
2.50
−14.00
−11.00
PGB:00016
Tissue-specific: thymus
43
1.90
−7.70
−5.70
PGB:00043
Cell-specific: CD56+ NK Cells
18
0.78
−5.80
−4.00
PGB:00048
Tissue-specific: bone marrow
40
1.70
−5.50
−3.80
PGB:00011
Tissue-specific: spleen
70
3.00
−5.20
−3.50
PGB:00046
Cell-specific: 721B lymphoblasts
21
0.91
−5.20
−3.50
PGB:00101
Tissue-specific: Colorectal adenocarcinoma
12
0.52
−4.10
−2.60
PGB:00060
Tissue-specific: retinoblastoma
19
0.83
−3.50
−2.10
PGB:00111
Cell-specific: ZR75_1
5
0.22
−2.40
−1.10
PGB:00026
Cell-specific: CD71+ Early Erythroid
22
0.96
−2.40
−1.10
PGB:00036
Cell-specific: MOLT4
20
0.87
−2.10
−0.91 A B
D
C
FIGURE 5 | Identification and cluster analysis of overlapping genes. (A) Venn diagram of differentially expressed genes between the DEGs in T1DM ketosis or ketoacidosis
and DEGs in the activated CD56+CD16+ human NK cell subset. (B) PPI network for the 13 overlapping genes. (C) Analysis of hub genes using cytoHubba for the overlapped
genes. (D) Heatmap of Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by p-value. C B
D
C C B D FIGURE 5 | Identification and cluster analysis of overlapping genes. (A) Venn diagram of differentially expressed genes between the DEGs in T1DM ketosis or ketoacidosis
and DEGs in the activated CD56+CD16+ human NK cell subset. (B) PPI network for the 13 overlapping genes. (C) Analysis of hub genes using cytoHubba for the overlapped
genes. (D) Heatmap of Kyoto Encyclopedia of Genes and Genomes (KEGG) enriched clusters colored by p-value. dataset, in which all miRNAs were obtained from plasma-
derived exosome. There was no difference in gender (male:
50.0% vs. 50.0%, p > 0.05) or age (41.3 ± 2.9 vs. 46.4 ± 4.0,
p > 0.05) between the two groups in GSE97123 (Table S3). After intersection with the above 59 predicted miRNAs, 7 miRNAs
were screened out (Figure 6C). A co-expressed network on
T1DM ketosis or ketoacidosis was built based on the predicted
miRNA–RNA pairs (Figure 6D). November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 6 Shi et al. Ketoacidosis Genes in NK Cells A
B
D
C
FIGURE 6 | Prediction and validation of target miRNA. (A) Venn diagram showing the numbers of predicted miRNAs based on the DIANA-micro T, miRDB, and
miRWalk online databases. (B) The relationship between 7 hub genes and 59 miRNAs (miRNA–mRNA regulatory network). DISCUSSION still unclarified (17). T cells are proved to infiltrate pancreatic islets,
resulting in b cell destruction. However, NK cells are the first type of
cells to infiltrate islets without the need for previous activation (28). NK cells have been demonstrated to be involved in several steps of
the immune-mediated attack (29). A more recent study shows that
NK cell subsets are associated with the partial remission of T1DM
(30). Based on CD56 and CD16 expression, human NK cells can be
purified into different subpopulations, which have unique
repertoires of the chemokine receptor (14, 15, 31). CD56+CD16+
NK cells can be activated by cytokine IL-21 in combination with
IL-15 (32). Moreover, activated CD56+CD16+ NK cells have been
demonstrated to be highly cytotoxic and strikingly distinct from
other subsets (16). However, the study on activated CD56+CD16+
NK cells in T1DM ketone or ketoacidosis is rare. Our study analyzed DEGs between healthy controls and T1DM
who recovered from ketosis or ketoacidosis, as well as the DEGs
between activated CD56+CD16+ NK cells and CD56brightCD16-
NK cells. In order to explore the correlation between T1DM
ketone prone and activated CD56+CD16+ NK cells, the
intersection of DEGs in the two data series was performed and
13 overlapped genes were screened out. Moreover, seven hub
genes were picked out by PPI analysis. The seven hub genes in
activated CD56+CD16+ NK cells might play a critical role in type
1A diabetes ketosis or ketoacidosis. Based on predicted miRNAs
for the seven hub genes and miRNAs in the GSE97123 dataset,
seven miRNAs in plasma-derived exosomes were picked out,
which might become detectable biomarkers in plasma. In our study, DEGs analysis for T1DM with a history of
ketone or ketoacidosis and activated CD56+CD16+ NK cells were
combined to identify potential predicted genes for T1DM
ketoacidosis. After PPI analysis, seven key genes were
identified from 13 overlapping genes, which formed two
modules. One module was formed with HLA-DAQ1 and
HLA-DBQ1. It is well known that human leukocyte antigen
(HLA) class II gene alleles at the DQA1 and DQB1 loci are the
major genetic determinants for T1DM (27). According to the
GeneCards database (https://www.genecards.org/), five other
genes in the other module are involved in cell metabolism. Cytochrome C Oxidase Subunit 7B (COX7B) is the last
enzyme in the mitochondrial electron transport chain that
drives oxidative phosphorylation. Mitochondrial Complex
Associated (NDUFA4) codes protein that has NADH
dehydrogenase activity and oxidoreductase activity. NK Cell Subset (C) Venn diagram showing the intersection
between predicted miRNAs and DEmiRNAs in T1DM patients from the GSE97123 dataset. (D) The relationship between seven hub genes and seven validated miRNAs
(miRNA–mRNA regulatory network). A B B C D D C FIGURE 6 | Prediction and validation of target miRNA. (A) Venn diagram showing the numbers of predicted miRNAs based on the DIANA-micro T, miRDB, and
miRWalk online databases. (B) The relationship between 7 hub genes and 59 miRNAs (miRNA–mRNA regulatory network). (C) Venn diagram showing the intersection
between predicted miRNAs and DEmiRNAs in T1DM patients from the GSE97123 dataset. (D) The relationship between seven hub genes and seven validated miRNAs
(miRNA–mRNA regulatory network). Frontiers in Endocrinology | www.frontiersin.org DISCUSSION Ribosomal Diabetes increases ketone production and decreases ketone
clearance (26). Genetic factors play a dominant role in the
progress. The association between genes and the risk for DKA
is still unclarified (27). The type 1A diabetes in GSE4431 have
been recovered from ketosis or ketoacidosis and treated with
insulin intensively for at least 1 month. Therefore, samples from
T1DM were free of metabolic derangements and represented the
genetic difference for ketosis or ketoacidosis prone. A total of 70
DEGs were identified in our study. Additionally, most of them
were clustered according to mature NK cell-specific gene co-
expression network. This was in line with a previous study,
which reported that NK cells participated in the process of
T1DM (28). Type 1A diabetes is mediated by islet-associated autoimmunity,
in which immune cells play a critical role, while the mechanism is November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 7 Shi et al. Ketoacidosis Genes in NK Cells Protein S3A (RPS3A) is a protein coding gene. Among its related
pathways are metabolism of proteins and HIV Life Cycle. Prefoldin Subunit 1 (PFDN1)-related pathways are metabolism
of proteins and cooperation of Prefoldin and TriC/CCT in actin
and tubulin folding. Proteasome 20S Subunit Alpha 6 (PSMA6)
is a protein coding gene. Among its related pathways are Cellular
Senescence (REACTOME) and RET signaling. In summary, seven hub genes were identified from two
datasets. In addition, seven target miRNAs were predicted and
validated using GEO expression profiling data. Finally, a
miRNA–mRNA network was constructed. Our study provided
a reliable comprehensive analysis on the DEGs profile in
activated CD56+CD16+ NK cells for T1DM ketoacidosis, which
provided a novel insight for the pathogenesis at transcriptome. The result of enrichment analysis for the seven hub genes
included downstream TCR signaling and cytoprotection by
HMOX1. T cell receptors (TCRs) play a vital role in T-cell
function and immunological synapse formation. TCR activation
promotes a number of signaling cascades that determine cell fate
through regulating cytokine production, cell survival,
proliferation, and differentiation. TCR signaling events drive
the progression of T1DM by affecting T-cell development (33). Sequencing of TCR gene in pancreatic islets of T1DM donors
reveals repeat clonal expansion and supports the existence of
public TCRs shared among T1DM (34–37). FUNDING This study was supported by the National Natural Science
Foundation of China (No. 82100845) and the Cultivation Plan
of First Affiliated Hospital of Anhui Medical University for
National Natural Science Foundation of China Youth Science
Foundation in 2021 (2021kj03). Exosome miRNA profiling in different body fluids have been
reported to have potential in the diagnosis of disease (40). Exosomes, as small single-stranded non-coding RNAs, have
been demonstrated to take part in islet autoimmunity (41). Emerging studies focus on the relationship between exosomes
and T1DM development (42). Our study predicted target
miRNAs according to seven hub genes. Moreover, the
predicted miRNAs were verified with the data from GSE97123,
which were derived from plasma exosome. Therefore, the
predicted miRNAs in our study could be accurate and
detectable predictors for early ketoacidosis. The role of miRNA
as a key regulator of mRNA has been well established (43). Accordingly, a co-expressed network of mRNAs–miRNAs was
constructed in our study. Nevertheless, our results were based on
bioinformatics analysis, which was the limitation of this study. Future research is needed to explore the clinical application value
of these potential biomarkers. DISCUSSION Heme Oxygenase 1
(HOMX1) is an essential enzyme in heme catabolism and cleaves
heme to form biliverdin, which is subsequently converted to
bilirubin by biliverdin reductase, and carbon monoxide, a
putative neurotransmitter. Heme oxygenase 1 (HO-1), also
named heme oxygenase-1 (HO-1), expression upregulation in
high glucose plus oxidized LDL-treated primary peritoneal
macrophages from wild-type mice and Nrf2/HO-1 can be a
therapeutic target for diabetic nephropathy (38, 39). It is
consistent with our enrichment result that downstream TCR
signaling and cytoprotection by HMOX1 may be involved in
T1DM with ketosis or ketoacidosis. Therefore, the seven key
genes in activated CD56+CD16+ NK cells might play a vital role
in T1DM ketosis or ketoacidosis. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found online at:
https://www.frontiersin.org/articles/10.3389/fendo.2021.750135/
full#supplementary-material Supplementary Figure 1 | A PPI network for T1DM ketosis or ketoacidosis
obtained using the STRING tools. Supplementary Table 1 | The Characteristic of 5 classical T1DM recovered from
ketosis or ketoacidosis and 6 healthy controls samples in GSE44314. Supplementary Table 2 | The enrichment results of GSEA analysis for pathways
enriched in the T1DM ketosis or ketoacidosis samples. Supplementary Table 3 | The Characteristic of 12 T1DM and 12 healthy controls
samples in GSE97123. Supplementary Table 3 | The Characteristic of 12 T1DM and 12 healthy controls
samples in GSE97123. AUTHOR CONTRIBUTIONS RS was involved in the overall study, designed the analysis plan,
analyzed the data, and wrote the manuscript. FD, YH, LS, and MX
collected the data and analyzed the data. DD and QZ contributed
to the discussion and reviewed the manuscript. All authors
contributed to the article and approved the submitted version. 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 at: https://www.ncbi.nlm. nih.gov/geo/, GSE44314; https://www.ncbi.nlm.nih.gov/geo/,
GSE1511; https://www.ncbi.nlm.nih.gov/geo/, GSE97123. 4. Wang ZH, Kihl-Selstam E, Eriksson JW. Ketoacidosis Occurs in Both Type 1
and Type 2 Diabetes–A Population-Based Study From Northern Sweden.
Diabetic Med J Br Diabetic Assoc (2008) 25(7):867–70. doi: 10.1111/j.1464-
5491.2008.02461.x Frontiers in Endocrinology | www.frontiersin.org REFERENCES The Biology of Human Natural
Killer-Cell Subsets. Trends Immunol (2001) 22(11):633–40. doi: 10.1016/
S1471-4906(01)02060-9 34. Michels AW, Landry LG, McDaniel KA, Yu L, Campbell-Thompson M,
Kwok WW, et al. Islet-Derived CD4 T Cells Targeting Proinsulin in
Human Autoimmune Diabetes. Diabetes (2017) 66(3):722–34. doi:
10.2337/db16-1025 16. Hanna J, Bechtel P, Zhai Y, Youssef F, McLachlan K, Mandelboim O. Novel
Insights on Human NK Cells' Immunological Modalities Revealed by Gene
Expression Profiling. J Immunol (Baltimore Md 1950) (2004) 173(11):6547–
63. doi: 10.4049/jimmunol.173.11.6547 17. Eizirik DL, Colli ML, Ortis F. The Role of Inflammation in Insulitis and Beta-
Cell Loss in Type 1 Diabetes. Nat Rev Endocrinol (2009) 5(4):219–26. doi:
10.1038/nrendo.2009.21 35. Seay HR, Yusko E, Rothweiler SJ, Zhang L, Posgai AL, Campbell-Thompson
M, et al. Tissue Distribution and Clonal Diversity of the T and B Cell
Repertoire in Type 1 Diabetes. JCI Insight (2016) 1(20):e88242. doi:
10.1172/jci.insight.88242 18. Garcia-Contreras M, Shah SH, Tamayo A, Robbins PD, Golberg RB, Mendez
AJ, et al. Plasma-Derived Exosome Characterization Reveals a Distinct
microRNA Signature in Long Duration Type 1 Diabetes. Sci Rep (2017) 7
(1):5998. doi: 10.1038/s41598-017-05787-y 36. Babon JA, DeNicola ME, Blodgett DM, Crèvecoeur I, Buttrick TS, Maehr R,
et al. Analysis of Self-Antigen Specificity of Islet-Infiltrating T Cells From
Human Donors With Type 1 Diabetes. Nat Med (2016) 22(12):1482–7. doi:
10.1038/nm.4203 19. Zhou Y, Zhou B, Pache L, Chang M, Khodabakhshi AH, Tanaseichuk O, et al. Metascape Provides a Biologist-Oriented Resource for the Analysis of
Systems-Level Datasets. Nat Commun (2019) 10(1):1523. doi: 10.1038/
s41467-019-09234-6 37. Pathiraja V, Kuehlich JP, Campbell PD, Krishnamurthy B, Loudovaris T,
Coates PT, et al. Proinsulin-Specific, HLA-DQ8, and HLA-DQ8-Transdimer-
Restricted CD4+ T Cells Infiltrate Islets in Type 1 Diabetes. Diabetes (2015) 64
(1):172–82. doi: 10.2337/db14-0858 20. Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA,
et al. Gene Set Enrichment Analysis: A Knowledge-Based Approach for
Interpreting Genome-Wide Expression Profiles. Proc Natl Acad Sci USA
(2005) 102(43):15545–50. doi: 10.1073/pnas.0506580102 38. Landis RC, Quimby KR, Greenidge AR. M1/M2 Macrophages in Diabetic
Nephropathy: Nrf2/HO-1 as Therapeutic Targets. Curr Pharm design (2018)
24(20):2241–9. doi: 10.2174/1381612824666180716163845 21. Xia J, Gill EE, Hancock REW. NetworkAnalyst for Statistical, Visual and
Network-Based Meta-Analysis of Gene Expression Data. Nat Protoc (2015) 10
(6):823–44. doi: 10.1038/nprot.2015.052 39. Xie L, Gu Y, Wen M, Zhao S, Wang W, Ma Y, et al. Hydrogen Sulfide
Induces Keap1 S-Sulfhydration and Suppresses Diabetes-Accelerated
Atherosclerosis via Nrf2 Activation. Diabetes (2016) 65(10):3171–84. REFERENCES Diabetes Care (2016) 39(3):434–40. doi: 10.2337/dc15-1765 28. Alba A, Planas R, Clemente X, Carrillo J, Ampudia R, Puertas MC, et al. Natural Killer Cells Are Required for Accelerated Type 1 Diabetes Driven by
Interferon-Beta. Clin Exp Immunol (2008) 151(3):467–75. doi: 10.1111/j.1365-
2249.2007.03580.x 9. Yokoyama WM, Plougastel BF. Immune Functions Encoded by the Natural
Killer Gene Complex. Nat Rev Immunol (2003) 3(4):304–16. doi: 10.1038/
nri1055 29. Atkinson MA. The Pathogenesis and Natural History of Type 1 Diabetes. Cold Spring Harbor Perspect Med (2012) 2(11). doi: 10.1101/cshperspect. a007641 10. López-Larrea C, Suárez-Alvarez B, López-Soto A, López-Vázquez A, Gonzalez
S. The NKG2D Receptor: Sensing Stressed Cells. Trends Mol Med (2008) 14
(4):179–89. doi: 10.1016/j.molmed.2008.02.004 30. Gomez-Muñoz L, Perna-Barrull D, Villalba A, Rodriguez-Fernandez S,
Ampudia R-M, Teniente-Serra A, et al. NK Cell Subsets Changes in Partial
Remission and Early Stages of Pediatric Type 1 Diabetes. Front Immunol
(2021) 11(3551). doi: 10.3389/fimmu.2020.611522 11. Rodacki M, Svoren B, Butty V, Besse W, Laffel L, Benoist C, et al. Altered
Natural Killer Cells in Type 1 Diabetic Patients. Diabetes (2007) 56(1):177–85. doi: 10.2337/db06-0493 12. Oras A, Peet A, Giese T, Tillmann V, Uibo R. A Study of 51 Subtypes of
Peripheral Blood Immune Cells in Newly Diagnosed Young Type 1 Diabetes
Patients. Clin Exp Immunol (2019) 198(1):57–70. doi: 10.1111/cei.13332 31. Campbell JJ, Qin S, Unutmaz D, Soler D, Murphy KE, Hodge MR, et al. Unique Subpopulations of CD56+ NK and NK-T Peripheral Blood
Lymphocytes Identified by Chemokine Receptor Expression Repertoire. J Immunol (Baltimore Md 1950) (2001) 166(11):6477–82. doi: 10.4049/
jimmunol.166.11.6477 13. Akesson C, Uvebrant K, Oderup C, Lynch K, Harris RA, Lernmark A, et al. Altered Natural Killer (NK) Cell Frequency and Phenotype in Latent
Autoimmune Diabetes in Adults (LADA) Prior to Insulin Deficiency. Clin
Exp Immunol (2010) 161(1):48–56. doi: 10.1111/j.1365-2249.2010.04114.x 32. Parrish-Novak J, Dillon SR, Nelson A, Hammond A, Sprecher C, Gross JA,
et al. Interleukin 21 and its Receptor Are Involved in NK Cell Expansion and
Regulation of Lymphocyte Function. Nature (2000) 408(6808):57–63. doi:
10.1038/35040504 14. Poli A, Michel T, Thérésine M, Andrès E, Hentges F, Zimmer J. CD56bright
Natural Killer (NK) Cells: An Important NK Cell Subset. Immunology (2009)
126(4):458–65. doi: 10.1111/j.1365-2567.2008.03027.x 33. Clark M, Kroger CJ, Ke Q, Tisch RM. The Role of T Cell Receptor Signaling in
the Development of Type 1 Diabetes. Front Immunol (2021) 11(3709). doi:
10.3389/fimmu.2020.615371 15. Cooper MA, Fehniger TA, Caligiuri MA. REFERENCES 3. Nyenwe EA, Kitabchi AE. The Evolution of Diabetic Ketoacidosis: An Update
of its Etiology, Pathogenesis and Management. Metabolism: Clin Exp (2016)
65(4):507–21. doi: 10.1016/j.metabol.2015.12.007 1. Dhatariya KK, Glaser NS, Codner E, Umpierrez GE. Diabetic Ketoacidosis. Nat Rev Dis Primers (2020) 6(1):40. doi: 10.1038/s41572-020-0165-1 1. Dhatariya KK, Glaser NS, Codner E, Umpierrez GE. Diabetic Ketoacidosis. Nat Rev Dis Primers (2020) 6(1):40. doi: 10.1038/s41572-020-0165-1 4. Wang ZH, Kihl-Selstam E, Eriksson JW. Ketoacidosis Occurs in Both Type 1
and Type 2 Diabetes–A Population-Based Study From Northern Sweden. Diabetic Med J Br Diabetic Assoc (2008) 25(7):867–70. doi: 10.1111/j.1464-
5491.2008.02461.x 2. Umpierrez G, Korytkowski M. Diabetic Emergencies - Ketoacidosis,
Hyperglycaemic Hyperosmolar State and Hypoglycaemia. Nat Rev
Endocrinol (2016) 12(4):222–32. doi: 10.1038/nrendo.2016.15 2. Umpierrez G, Korytkowski M. Diabetic Emergencies - Ketoacidosis,
Hyperglycaemic Hyperosmolar State and Hypoglycaemia. Nat Rev
Endocrinol (2016) 12(4):222–32. doi: 10.1038/nrendo.2016.15 November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 8 Shi et al. Ketoacidosis Genes in NK Cells 5. Thompson WS, Pekalski ML, Simons HZ, Smyth DJ, Castro-Dopico X, Guo
H, et al. Multi-Parametric Flow Cytometric and Genetic Investigation of the
Peripheral B Cell Compartment in Human Type 1 Diabetes. Clin Exp
Immunol (2014) 177(3):571–85. doi: 10.1111/cei.12362 25. Lewis BP, Burge CB, Bartel DP. Conserved Seed Pairing, Often Flanked by
Adenosines, Indicates That Thousands of Human Genes Are microRNA
Targets. Cell (2005) 120(1):15–20. doi: 10.1016/j.cell.2004.12.035 26. Kanikarla-Marie P, Jain SK. Hyperketonemia and Ketosis Increase the Risk of
Complications in Type 1 Diabetes. Free Radical Biol Med (2016) 95:268–77. doi: 10.1016/j.freeradbiomed.2016.03.020 6. Vuckovic S, Withers G, Harris M, Khalil D, Gardiner D, Flesch I, et al. Decreased Blood Dendritic Cell Counts in Type 1 Diabetic Children. Clin
Immunol (Orlando Fla) (2007) 123(3):281–8. doi: 10.1016/j.clim.2007.03.002 27. Vicinanza A, Messaaoui A, Tenoutasse S, Dorchy H. Diabetic Ketoacidosis
in Children Newly Diagnosed With Type 1 Diabetes Mellitus: Role of
Demographic, Clinical, and Biochemical Features Along With Genetic and
Immunological Markers as Risk Factors. A 20-Year Experience in a Tertiary
Belgian Center. Pediatr Diabetes (2019) 20(5):584–93. doi: 10.1111/
pedi.12864 7. Nieminen JK, Vakkila J, Salo HM, Ekström N, Härkönen T, Ilonen J, et al. Altered Phenotype of Peripheral Blood Dendritic Cells in Pediatric Type 1
Diabetes. Diabetes Care (2012) 35(11):2303–10. doi: 10.2337/dc11-2460 8. Deng C, Xiang Y, Tan T, Ren Z, Cao C, Huang G, et al. Altered Peripheral B-
Lymphocyte Subsets in Type 1 Diabetes and Latent Autoimmune Diabetes in
Adults. REFERENCES doi:
10.2337/db16-0020 22. Szklarczyk D, Gable AL, Lyon D, Junge A, Wyder S, Huerta-Cepas J, et al. STRING V11: Protein-Protein Association Networks With Increased Coverage,
Supporting Functional Discovery in Genome-Wide Experimental Datasets. Nucleic Acids Res (2019) 47(D1):D607–d13. doi: 10.1093/nar/gky1131 40. Skog J, Würdinger T, van Rijn S, Meijer DH, Gainche L, Sena-Esteves M, et al. Glioblastoma Microvesicles Transport RNA and Proteins That Promote
Tumour Growth and Provide Diagnostic Biomarkers. Nat Cell Biol (2008)
10(12):1470–6. doi: 10.1038/ncb1800 23. Paraskevopoulou MD, Georgakilas G, Kostoulas N, Vlachos IS, Vergoulis T,
Reczko M, et al. DIANA-microT Web Server V5.0: Service Integration Into
miRNA Functional Analysis Workflows. Nucleic Acids Res (2013) 41(W1):
W169–W73. doi: 10.1093/nar/gkt393 41. Rahman MJ, Regn D, Bashratyan R, Dai YD. Exosomes Released by Islet-
Derived Mesenchymal Stem Cells Trigger Autoimmune Responses in NOD
Mice. Diabetes (2014) 63(3):1008–20. doi: 10.2337/db13-0859 24. Chen Y, Wang X. miRDB: An Online Database for Prediction of Functional
microRNA Targets. Nucleic Acids Res (2020) 48(D1):D127–31. doi: 10.1093/
nar/gkz757 42. Pang H, Luo S, Xiao Y, Xia Y, Li X, Huang G, et al. Emerging Roles of
Exosomes in T1DM. Front Immunol (2020) 11:593348. doi: 10.3389/
fimmu.2020.593348 November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 9 Shi et al. Ketoacidosis Genes in NK Cells 43. Carthew RW. Gene Regulation by microRNAs. Curr Opin Genet Dev (2006)
16(2):203–8. doi: 10.1016/j.gde.2006.02.012 43. Carthew RW. Gene Regulation by microRNAs. Curr Opin Genet Dev (2006)
16(2):203–8. doi: 10.1016/j.gde.2006.02.012 this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. 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 Shi, Dai, He, Sun, Xu, Deng and Zhang. 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. 43. Carthew RW. Gene Regulation by microRNAs. Curr Opin Genet Dev (2006)
16(2):203–8. doi: 10.1016/j.gde.2006.02.012 Frontiers in Endocrinology | www.frontiersin.org November 2021 | Volume 12 | Article 750135 REFERENCES 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 November 2021 | Volume 12 | Article 750135 Frontiers in Endocrinology | www.frontiersin.org 10
|
https://openalex.org/W2635658300
|
https://curis.ku.dk/ws/files/199170326/1_s2.0_S000632231732245X_main.pdf
|
English
| null |
A Genetic Investigation of Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity Disorder
|
Biological psychiatry
| 2,018
|
cc-by
| 10,009
|
university of copenhagen university of copenhagen
A Genetic Investigation of Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity
Disorder
Martin, Joanna; Walters, Raymond K.; Demontis, Ditte; Mattheisen, Manuel; Lee, S. Hong;
Robinson, Elise; Brikell, Isabell; Ghirardi, Laura; Larsson, Henrik; Lichtenstein, Paul;
Eriksson, Nicholas; 23andMe Research Team; Psychiatric Genomics Consortium: ADHD
Subgroup; iPSYCH–Broad ADHD Workgroup; Werge, Thomas; Nordentoft, Merete
Published in:
Biological Psychiatry university of copenhagen A Genetic Investigation of Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity
Disorder
Martin, Joanna; Walters, Raymond K.; Demontis, Ditte; Mattheisen, Manuel; Lee, S. Hong;
Robinson, Elise; Brikell, Isabell; Ghirardi, Laura; Larsson, Henrik; Lichtenstein, Paul;
Eriksson, Nicholas; 23andMe Research Team; Psychiatric Genomics Consortium: ADHD
Subgroup; iPSYCH–Broad ADHD Workgroup; Werge, Thomas; Nordentoft, Merete
Published in:
Biological Psychiatry Download date: 24. Oct. 2024 Citation for published version (APA):
Martin, J., Walters, R. K., Demontis, D., Mattheisen, M., Lee, S. H., Robinson, E., Brikell, I., Ghirardi, L.,
Larsson, H., Lichtenstein, P., Eriksson, N., 23andMe Research Team, Psychiatric Genomics Consortium: ADHD
Subgroup, iPSYCH–Broad ADHD Workgroup, Werge, T., & Nordentoft, M. (2018). A Genetic Investigation of
Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity Disorder. Biological Psychiatry, 83(12), 1044-1053.
https://doi.org/10.1016/j.biopsych.2017.11.026 A Genetic Investigation of Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity
Disorder Martin, Joanna; Walters, Raymond K.; Demontis, Ditte; Mattheisen, Manuel; Lee, S. Hong;
Robinson, Elise; Brikell, Isabell; Ghirardi, Laura; Larsson, Henrik; Lichtenstein, Paul;
Eriksson, Nicholas; 23andMe Research Team; Psychiatric Genomics Consortium: ADHD
Subgroup; iPSYCH–Broad ADHD Workgroup; Werge, Thomas; Nordentoft, Merete
Published in:
Biological Psychiatry Published in:
Biological Psychiatry Published in:
Biological Psychiatry DOI:
10.1016/j.biopsych.2017.11.026 DOI:
10.1016/j.biopsych.2017.11.026 Publication date:
2018 Document version
Publisher's PDF, also known as Version of record Document version
Publisher's PDF, also known as Version of record Document version
Publisher's PDF, also known as Version of record Document license:
CC BY Document license:
CC BY Document license:
CC BY Citation for published version (APA):
Martin, J., Walters, R. K., Demontis, D., Mattheisen, M., Lee, S. H., Robinson, E., Brikell, I., Ghirardi, L.,
Larsson, H., Lichtenstein, P., Eriksson, N., 23andMe Research Team, Psychiatric Genomics Consortium: ADHD
Subgroup, iPSYCH–Broad ADHD Workgroup, Werge, T., & Nordentoft, M. (2018). A Genetic Investigation of
Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity Disorder. Biological Psychiatry, 83(12), 1044-1053. https://doi.org/10.1016/j.biopsych.2017.11.026 Citation for published version (APA):
Martin, J., Walters, R. K., Demontis, D., Mattheisen, M., Lee, S. H., Robinson, E., Brikell, I., Ghirardi, L.,
Larsson, H., Lichtenstein, P., Eriksson, N., 23andMe Research Team, Psychiatric Genomics Consortium: ADHD
Subgroup, iPSYCH–Broad ADHD Workgroup, Werge, T., & Nordentoft, M. (2018). A Genetic Investigation of
Sex Bias in the Prevalence of Attention-Deficit/Hyperactivity Disorder. Biological Psychiatry, 83(12), 1044-1053. https://doi.org/10.1016/j.biopsych.2017.11.026 Download date: 24. Oct. 2024 Archival Report Biological
Psychiatry A Genetic Investigation of Sex Bias in the
Prevalence of Attention-Deficit/Hyperactivity
Disorder Joanna Martin, Raymond K. Walters, Ditte Demontis, Manuel Mattheisen, S. Hong Lee,
Elise Robinson, Isabell Brikell, Laura Ghirardi, Henrik Larsson, Paul Lichtenstein,
Nicholas Eriksson, 23andMe Research Team, Psychiatric Genomics Consortium: ADHD
Subgroup, iPSYCH–Broad ADHD Workgroup, Thomas Werge, Preben Bo Mortensen,
Marianne Giørtz Pedersen, Ole Mors, Merete Nordentoft, David M. Hougaard,
Jonas Bybjerg-Grauholm, Naomi R. Wray, Barbara Franke, Stephen V. Faraone,
Michael C. O’Donovan, Anita Thapar, Anders D. Børglum, and Benjamin M. Neale ABSTRACT The first robust genome-wide significant single nucleotide
polymorphisms (SNPs) were recently identified in a GWAS
meta-analysis of 20,183 ADHD cases and 35,191 controls/
pseudocontrols (7). While such efforts are beginning to shed
light on ADHD biology, secondary genome-wide analyses can
address important issues regarding the etiological and clinical
heterogeneity of ADHD. In children, boys show a two to seven times higher ADHD
diagnosis rate than girls (1,8). The male excess is more
pronounced in
the community
hood (2). The r
lence are unclea
at elucidating th
Sex-Specific
One possibility
from male ADH
not detected an
ADHD heritabili
the same gene
both sexes. If A
SEE COMMENTARY ON PAGE e5
1044
ª 2017 Society of Biological Psychiatry. This is an open access article under the
CC BY license (http://creativecommons.org/licenses/by/4.0/). Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal Attention-deficit/hyperactivity disorder (ADHD) is a common
(w5% childhood prevalence), highly heritable (70%–80%)
neurodevelopmental
disorder
(1,2). Recent
genome-wide
association studies (GWASs) implicate thousands of genetic
risk variants across the allele frequency spectrum (3–7). The first robust genome-wide significant single nucleotide
polymorphisms (SNPs) were recently identified in a GWAS
meta-analysis of 20,183 ADHD cases and 35,191 controls/
pseudocontrols (7). While such efforts are beginning to shed
light on ADHD biology, secondary genome-wide analyses can
address important issues regarding the etiological and clinical
heterogeneity of ADHD. Attention-deficit/hyperactivity disorder (ADHD) is a common
(w5% childhood prevalence), highly heritable (70%–80%)
neurodevelopmental
disorder
(1,2). Recent
genome-wide
association studies (GWASs) implicate thousands of genetic
risk variants across the allele frequency spectrum (3–7). The first robust genome-wide significant single nucleotide
polymorphisms (SNPs) were recently identified in a GWAS
meta-analysis of 20,183 ADHD cases and 35,191 controls/
pseudocontrols (7). While such efforts are beginning to shed
light on ADHD biology, secondary genome-wide analyses can
address important issues regarding the etiological and clinical
heterogeneity of ADHD. pronounced in individuals ascertained from clinics than from
the community, and this difference attenuates during adult-
hood (2). The reasons for the difference in childhood preva-
lence are unclear. Here, we present a series of analyses aimed
at elucidating the basis for this difference. Sex-Specific Heterogeneity One possibility is that female ADHD is qualitatively different
from male ADHD. Although the majority of twin studies have
not detected any quantitative or qualitative sex differences in
ADHD heritability (9–12), this does not necessarily imply that
the same genetic variants are involved in ADHD etiology in
both sexes. If ADHD in clinically diagnosed male individuals is In children, boys show a two to seven times higher ADHD
diagnosis rate than girls (1,8). The male excess is more ABSTRACT ABSTRACT
BACKGROUND: Attention-deficit/hyperactivity disorder (ADHD) shows substantial heritability and is two to seven
times more common in male individuals than in female individuals. We examined two putative genetic mechanisms
underlying this sex bias: sex-specific heterogeneity and higher burden of risk in female cases. ABSTRACT
BACKGROUND: Attention-deficit/hyperactivity disorder (ADHD) shows substantial heritability and is two to seven
times more common in male individuals than in female individuals. We examined two putative genetic mechanisms
underlying this sex bias: sex-specific heterogeneity and higher burden of risk in female cases. METHODS: We analyzed genome-wide autosomal common variants from the Psychiatric Genomics Consortium and
iPSYCH Project (n = 20,183 cases, n = 35,191 controls) and Swedish population register data (n = 77,905 cases, n = y g
p
g
y
g
METHODS: We analyzed genome-wide autosomal common variants from the Psychiatric Genomics Consortium and
iPSYCH Project (n = 20,183 cases, n = 35,191 controls) and Swedish population register data (n = 77,905 cases, n =
1,874,637 population controls). RESULTS: Genetic correlation analyses using two methods suggested near complete sharing of common variant
effects across sexes, with rg estimates close to 1. Analyses of population data, however, indicated that female in-
dividuals with ADHD may be at especially high risk for certain comorbid developmental conditions (i.e., autism
spectrum disorder and congenital malformations), potentially indicating some clinical and etiological heterogeneity. Polygenic risk score analysis did not support a higher burden of ADHD common risk variants in female cases (odds
ratio [confidence interval] = 1.02 [0.98–1.06], p = .28). In contrast, epidemiological sibling analyses revealed that the
siblings of female individuals with ADHD are at higher familial risk for ADHD than the siblings of affected male
individuals (odds ratio [confidence interval] = 1.14 [1.11–1.18], p = 1.5E-15). (
[
]
[
] p
)
CONCLUSIONS: Overall, this study supports a greater familial burden of risk in female individuals with ADHD and
some clinical and etiological heterogeneity, based on epidemiological analyses. However, molecular genetic analyses
suggest that autosomal common variants largely do not explain the sex bias in ADHD prevalence. Keywords: ADHD, Epidemiology, GWAS, Neurodevelopmental disorders, Polygenic risk score analysis, Sex bias
https://doi.org/10.1016/j.biopsych.2017.11.026 Keywords: ADHD, Epidemiology, GWAS, Neurodevelopmental disorders, Polygenic risk score analysis, Sex bias
https://doi.org/10.1016/j.biopsych.2017.11.026 https://doi.org/10.1016/j.biopsych.2017.11.026
Attention-deficit/hyperactivity disorder (ADHD) is a common
(w5% childhood prevalence), highly heritable (70%–80%)
neurodevelopmental
disorder
(1,2). Recent
genome-wide
association studies (GWASs) implicate thousands of genetic
risk variants across the allele frequency spectrum (3–7). Genetic Data Data for ADHD cases and controls were available from the
Psychiatric Genomics Consortium (PGC) and the Lundbeck
Foundation
Initiative
for
Integrative
Psychiatric
Research
(iPSYCH). See GWAS publication for full details of quality
control, imputation, and principal components analysis (7) and
the Supplement for a more detailed description of all methods. The iPSYCH samples were genotyped, processed, and
analyzed in 23 separate waves. See Supplemental Table S1 for
sex-stratified sample sizes for each PGC study and iPSYCH
wave. The total sample size after all quality control was n =
20,183 cases (25% female) and n = 35,191 pseudocontrols/
population
controls
(38%
female). Analyses
that
were
restricted to European-only samples consisted of 19,099
cases and 34,194 controls. ADHD GWAS summary statistics
were also available from research participants of the personal
genetics company 23andMe Inc. (n = 5857 self-reported ADHD
cases, n = 70,393 controls) (Mountain View, CA). Data for ADHD cases and controls were available from the
Psychiatric Genomics Consortium (PGC) and the Lundbeck
Foundation
Initiative
for
Integrative
Psychiatric
Research
(iPSYCH). See GWAS publication for full details of quality
control, imputation, and principal components analysis (7) and
the Supplement for a more detailed description of all methods. The iPSYCH samples were genotyped, processed, and
analyzed in 23 separate waves. See Supplemental Table S1 for
sex-stratified sample sizes for each PGC study and iPSYCH
wave. The total sample size after all quality control was n =
20,183 cases (25% female) and n = 35,191 pseudocontrols/
population
controls
(38%
female). Analyses
that
were
restricted to European-only samples consisted of 19,099
cases and 34,194 controls. ADHD GWAS summary statistics
were also available from research participants of the personal
genetics company 23andMe Inc. (n = 5857 self-reported ADHD
cases, n = 70,393 controls) (Mountain View, CA). Genetic Investigation of Sex Bias in ADHD distinct from ADHD in diagnosed female individuals, this could
yield differences in prevalence. Sex-based genetic heteroge-
neity in common variants has been shown for several complex
human traits (e.g., blood pressure, waist-hip ratio) (13,14). Here, we assessed the genome-wide autosomal genetic cor-
relation of ADHD in male and female individuals to determine
whether genetic heterogeneity from common variation con-
tributes to the observed biased prevalence. prevalence in ADHD. First, autosomal common variant data
were used to estimate the genetic correlation of ADHD in male
and female individuals. We then used population register data
to examine whether female individuals with ADHD are at an
increased
risk
for
comorbid
developmental
conditions
compared with affected male individuals. Next, genome-wide
autosomal SNP data were used to test whether female in-
dividuals diagnosed with ADHD carry a higher burden of
common risk variants than affected male individuals. Finally,
using register data, we tested whether relatives of female in-
dividuals with ADHD are at an increased risk for ADHD
compared with relatives of diagnosed male individuals. p
The absence of extensive sequencing data currently pre-
cludes analogous analyses of rare genetic variants. Instead, to
evaluate whether such variants play differential roles in male
and female individuals with ADHD, we used risk for comorbid
brain-related developmental disorders (i.e., autism spectrum
disorder [ASD], intellectual disability [ID], epilepsy, motor
developmental delay) and rare syndromic phenotypes (i.e.,
congenital malformations, syndromes related to chromosomal
abnormalities) as proxies for possible presence of de novo or
rare segregating alleles. Rare, highly deleterious (including
noninherited) genetic variation has been implicated in such
phenotypes (15–25). Indeed, comorbid ID has been associated
with an increased likelihood that an individual with ADHD is a
carrier of a large, rare copy number variant (CNV) (26). It has
also long been known that rare genetic syndromes (e.g., fragile
X syndrome, velocardiofacial syndrome) are associated with
ADHD (27,28). Evidence for an increase in comorbid conditions
in female individuals with ADHD, when compared with affected
male individuals, would imply a more severe syndromal
phenotypic presentation of ADHD in a higher proportion of
female individuals. Such more complex presentations are
arguably more likely to be linked to deleterious rare mutations. A higher rate of these comorbidities in female individuals would
also be consistent with clinical heterogeneity, which may
pertain to the observed prevalence differences. Female Protective Effect Sex-specific logistic regression GWAS analyses of imputed
autosomal data were performed in each PGC study and
iPSYCH wave separately. Results were filtered for each study/
wave based on minor allele frequency, imputation quality, call
rate, and expected minor allele frequency in cases. Sex-
specific GWAS results for samples of European ancestry
were meta-analyzed and also filtered based on sample size
and presence of each SNP in both sets of results. This yielded
results for n = 7,531,543 common variants (hereafter PGC 1
iPSYCH). GWAS summary statistics can be downloaded at
https://www.med.unc.edu/pgc/results-and-downloads. Aside from heterogeneity, prevalence differences may be
caused by a female protective effect, whereby female in-
dividuals are resilient to developing ADHD and thus require a
higher burden of genetic liability to develop it. Three family
studies have observed indirect evidence for this hypothesis in
the form of increased risk of ADHD in first-degree relatives of
affected female individuals compared with affected male in-
dividuals, suggesting that families with an affected female in-
dividual may have a higher burden of genetic risk (29–31). Not
all studies report an increase in the recurrence rate of ADHD in
relatives of female probands, however (32,33). Two molecular
genetic studies tested this hypothesis more directly using
ADHD GWAS discovery data to calculate the burden of com-
mon risk alleles, as estimated by polygenic risk scores (PRSs),
in independent samples. In both studies, female children with
ADHD-related phenotypes had higher scores for ADHD than
affected male individuals (3,34). Although these preliminary
studies are consistent with the family studies mentioned
above, they were based on small discovery studies. Additional
tests using large GWAS datasets are needed to test whether
there is an increased burden of common genetic risk variants
in female individuals with ADHD. SEE COMMENTARY ON PAGE e55 1044
ª 2017 Society of Biological Psychiatry. This is an open access article under the
CC BY license (http://creativecommons.org/licenses/by/4.0/). Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal 1044
ª 2017 Society of Biological Psychiatry. This is an open access article under the
CC BY license (http://creativecommons.org/licenses/by/4.0/). Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal ISSN: 0006-3223 Testing the Female Protective Effect Hypothesis Testing the Female Protective Effect Hypothesis A leave-one-study/wave-out approach was used to maximize
power and maintain independent target and discovery samples
for PRS analyses using the standard approach (39,40). GWAS
results from 23andMe were also included in discovery meta-
analyses. A PRS was calculated for each individual in each
target sample (European-only samples) by scoring the number
of alleles weighted by log(odds ratio [OR]) across the set of
clumped, meta-analyzed SNPs in PLINK version 1.9 (see
Supplemental Table S2). PRSs were standardized using
z-score transformations; ORs can be interpreted as increase in
risk of the outcome per standard deviation in PRS. Logistic
regression analyses including principal components were used
to test for association of PRS with sex in cases (female in-
dividuals were coded as 1). Results of these leave-one-study/
wave-out analyses were meta-analyzed. Figure 1. Genetic correlation estimates for attention-deficit/hyperactivity
disorder in male and female individuals obtained from genomic related-
ness matrix restricted maximum likelihood (GREML) and linkage disequi-
librium score regression (LDSC) for the Lundbeck Foundation Initiative for
Integrative Psychiatric Research (iPSYCH), Psychiatric Genomics Con-
sortium (PGC), and combined PGC 1 iPSYCH datasets. Because of strict
restrictions on raw individual genotype access and transfer, GREML ana-
lyses could only be performed separately in the PGC and iPSYCH samples. Bars display standard errors. The horizontal dashed line indicates a genetic
correlation of 1. The estimator was left unconstrained for these analyses to
allow for an unbiased assessment of the standard errors of the estimates; as
such, some of the estimates exceed 1. Epidemiological Analyses Analyses of Swedish register data were based on all in-
dividuals of known parents born in Sweden between 1987 and
2006, living in Sweden at least until 12 years of age (n = 77,905
ADHD cases and n = 1,874,637 population controls). See
Supplement for details of the sample and analyses. PGC dataset was lower, but large standard errors were seen in
this dataset for both methods. Additional cross-dataset and cross-sex LDSC genetic cor-
relation estimates were used to assess the extent of heteroge-
neity across PGC and iPSYCH (see Supplemental Figure S1 and
Table S5). The genetic correlation between these subsamples
was not significantly different from 1 [rg (SE) = 1.13 (0.22)]. Cross-
datasetrg values forPGCmaleindividuals withiPSYCH maleand
female individuals were also not significantly different from 1. Estimates for PGC female individuals with iPSYCH female in-
dividuals were lower (significantly different from 0 and 1),
although this is likely related to the small sample size of the PGC
female individuals (n = 1067 cases and n = 5178 controls). Testing for Sex-Specific Heterogeneity Bivariate linkage disequilibrium (LD) score regression (LDSC)
(35,36) analyses were run on the sex-specific meta-analyzed
summary statistics. The primary analyses (with greatest power)
are those for the full PGC 1 iPSYCH sample; we also exam-
ined estimates in the PGC and iPSYCH samples separately
using LDSC and a second method, genomic relatedness
matrix restricted maximum likelihood (GREML), using genome-
wide complex trait analysis (37). Because of strict restrictions
on access to individual genotypes, bivariate GREML analyses
(38) were performed separately in PGC and iPSYCH. Analyses
were
restricted
to
European-only
samples. Sex-specific We present a series of analyses to test the qualitative and
quantitative
difference
hypotheses
for
the
biased
sex 1045 Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal Biological
Psychiatry Biological
Psychiatry Genetic Investigation of Sex Bias in ADHD Figure 1. Genetic correlation estimates for attention-deficit/hyperactivity
disorder in male and female individuals obtained from genomic related-
ness matrix restricted maximum likelihood (GREML) and linkage disequi-
librium score regression (LDSC) for the Lundbeck Foundation Initiative for
Integrative Psychiatric Research (iPSYCH), Psychiatric Genomics Con-
sortium (PGC), and combined PGC 1 iPSYCH datasets. Because of strict
restrictions on raw individual genotype access and transfer, GREML ana-
lyses could only be performed separately in the PGC and iPSYCH samples. Bars display standard errors. The horizontal dashed line indicates a genetic
correlation of 1. The estimator was left unconstrained for these analyses to
allow for an unbiased assessment of the standard errors of the estimates; as
such, some of the estimates exceed 1. heritability
was
estimated
using
univariate
models
(see
Supplement for detailed methods). Testing the Female Protective Effect Hypothesis We estimated whether risk of ADHD in siblings of female in-
dividuals with ADHD was higher than that in siblings of
affected male individuals after adjusting for sex of the com-
parison sibling. Analyses stratified by sex of the comparison
sibling are also presented. Analyses were restricted to pairs of
full siblings where at least one child had an ADHD diagnosis
(n = 71,691 observations, including n = 21,784 unique index
individuals). Testing for Sex-Specific Heterogeneity We assessed sex-specific differences in association between
ADHD and the following categories of developmental disor-
ders/syndromes: ID, ASD, developmental coordination disor-
der, epilepsy, congenital malformations, and chromosomal
abnormalities (see Supplemental Table S3 for details, including
International Classification of Diseases codes). Generalized
estimating equations were used to test for the effect of an
ADHD-by-sex
interaction
term
on
each
outcome,
while
accounting for related samples. SNP-h2 was estimated at 0.123 (SE = 0.025) in female in-
dividuals
and
0.247
(SE
=
0.021)
in
male
individuals
(Supplemental Figure S2 and Table S4). Downsampling male
cases and controls randomly to match the female sample size
and case-control ratio showed more similar SNP-h2 estimates
(see Supplemental Figure S2 and Table S6). Results varying
the relative population prevalence assumed are shown in
Supplemental Table S7. Figure 2 summarizes these results,
illustrating the impact of the assumed male:female ratio (which
affects assumed sex-specific population prevalence rates) and
sample size on SNP-h2 estimates; SNP-h2 estimates increased
in male individuals and decreased in female individuals as the
ratio was increased, and downsampling male cases and con-
trols gave similar SNP-h2 estimates in both sexes. Sex-Specific Heterogeneity Genome-Wide
Association
Studies. Sex-specific
quantile–quantile and Manhattan plots are shown in Figure 3. Three loci were genome-wide significant in the male-only
GWAS (n = 14,154 cases, n = 17,948 controls). No SNPs
surpassed the genome-wide significance threshold in the
female-only GWAS (n = 4945 cases, n = 16,246 controls). (See
Supplemental Table S8 for top 10 LD-independent SNPs for
each GWAS, annotated with the nearest gene.) Female Protective Effect Hypothesis Figure 2. Sex-specific single nucleotide polymorphism (SNP) herita-
bility estimates for attention-deficit/hyperactivity disorder, varying the
assumed population prevalence based on different male:female ratios
(ranging from 1:1 to 7:1). Estimates are presented for the total available
sample of male individuals as well as for a downsampled set of male
cases and controls to match the available sample size in female
individuals. Figure 2. Sex-specific single nucleotide polymorphism (SNP) herita-
bility estimates for attention-deficit/hyperactivity disorder, varying the
assumed population prevalence based on different male:female ratios
(ranging from 1:1 to 7:1). Estimates are presented for the total available
sample of male individuals as well as for a downsampled set of male
cases and controls to match the available sample size in female
individuals. Figure 2. Sex-specific single nucleotide polymorphism (SNP) herita-
bility estimates for attention-deficit/hyperactivity disorder, varying the
assumed population prevalence based on different male:female ratios
(ranging from 1:1 to 7:1). Estimates are presented for the total available
sample of male individuals as well as for a downsampled set of male
cases and controls to match the available sample size in female
individuals. PRS Analysis. Results of meta-analyses of each leave-one-
study/wave-out
regression
analysis
for
ADHD
PRS
are
shown in Figure 4. There was no association of ADHD PRS
with sex in cases (OR [confidence interval (CI)] = 1.02
[0.98–1.06], p = .28, mean R2 [SE] = .0019 [.00039]). Sensi-
tivity tests were run excluding the data from 23andMe and
non-European
ancestry
individuals
and
then
also
not
including sex as a covariate in the discovery GWAS analyses;
results remained similar (Supplemental Figure S7). There was
no association of ADHD PRS with sex in controls (OR [CI] =
0.99 [0.96–1.01], p = .23, mean R2 [SE] = .0011 [.00024])
(Supplemental Figure S8). Mothers and fathers (in parent-
offspring trio design studies) also did not differ in ADHD
PRS (Supplemental Table S11). Several secondary analyses support the high genetic cor-
relation, suggesting that there is little or no difference in the
ADHD results for male and female individuals. First, no
genome-wide significant heterogeneity is observed when
meta-analyzing the sex-specific GWAS results (Supplemental
Figure S3). Second, a GWAS of sex-by-genotype interactions
for ADHD identifies no variants with differential effects by sex,
nor does it show any deviation from the null distribution of test
statistics genome-wide (Supplemental Figure S4). Genetic Correlation. Genetic Correlation. Figure 1 displays genetic correlation
(rg) results for male and female ADHD from bivariate analyses
using GREML and LDSC (see Supplemental Table S4 for exact
estimates). The LDSC rg estimate in the full dataset (PGC 1
iPSYCH) was near 1. Similar results were found for bivariate
GREML analyses in both iPSYCH and PGC and for the LDSC
analyses in the iPSYCH dataset. The LDSC estimate in the Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal 1046 Genetic Investigation of Sex Bias in ADHD Figure 2. Sex-specific single nucleotide polymorphism (SNP) herita-
bility estimates for attention-deficit/hyperactivity disorder, varying the
assumed population prevalence based on different male:female ratios
(ranging from 1:1 to 7:1). Estimates are presented for the total available
sample of male individuals as well as for a downsampled set of male
cases and controls to match the available sample size in female
individuals. comorbidities. Supplemental Table S9 displays the frequency
of the disorder categories examined and the proportion of
individuals affected overall and split by ADHD case status
and sex. The male:female ratio for ADHD was 2:1. ADHD
cases were at higher risk for all diagnostic categories, as
compared with sex-matched controls (Table 1). Significant
ADHD-by-sex
interactions
were
observed
for
ASD
and
congenital malformations, suggesting that although in the
context of ADHD both sexes are at increased risk for these
comorbid problems, the increase in risk is even higher in
female individuals compared with controls. A nominally sig-
nificant association was observed for the interaction term for
ID, which did not survive correction for multiple testing
(Bonferroni correction for six independent tests: p-value
threshold = .0083). Secondary analyses of severity of ID
(where information was available) indicated that this weak
association signal came from mild ID (IQ = 50–70), not
moderate (IQ = 35–49) or severe/profound (IQ , 35) ID
(Supplemental Table S10). Interaction terms were nonsignif-
icant for epilepsy, developmental coordination disorder, and
chromosomal abnormalities. Female Protective Effect Hypothesis Similarly,
GWAS results for ADHD in the combined sample with or
without including sex as a covariate are nearly perfectly
correlated, with a low standard error (rg = .97, SE = .007). Narrowing the focus to only ADHD cases also finds no
genome-wide significant differences between male and female
cases (Supplemental Figure S5). Although some genome-wide
inflation is observed for this final analysis in the iPSYCH
sample, it is not replicated in the PGC data and appears to be
attributable to one locus driven by a single low-frequency
genotyped SNP (minor allele frequency = 0.02). Investigation
of this locus shows no support for differences between male
and female cases in neighboring genotyped SNPs, suggesting
that the signal is likely a technical artifact (Supplemental
Figure S6). There was a clear association of ADHD PRS with ADHD
case status, with similar differences in PRS between cases and
controls observed for female individuals (OR [CI] = 1.57
[1.50–1.64], p = 4.1xE-91, mean R2 [SE] = .039 [.0034]) and
male individuals (OR [CI] = 1.50 [1.46–1.53], p = 7.3xE-216,
mean R2 [SE] = .032 [.0024]). In this analysis, several individual
PGC studies did not show a significant association with case-
control status in female individuals; this is likely due to low
power (e.g., n = 27 female case/pseudocontrol pairs in the
Canadian study). Epidemiological
Analysis. To
test
for
evidence
of
increased risk for ADHD in siblings of female individuals with
ADHD, we used Swedish population data to select sibling
pairs where at least one child had ADHD. The results showed
that siblings of female individuals diagnosed with ADHD are
at higher risk for ADHD than siblings of affected male in-
dividuals (OR [CI] = 1.14 [1.11–1.18], p = 1.5E-15); results
stratified by comparison sibling sex were similar for male
individuals (OR [CI] = 1.18 [1.13–1.23], p = 1.8E-13) and
female individuals (OR [CI] = 1.09 [1.01–1.16], p = .017). Covarying for presence of ASD, congenital malformations, Epidemiological Analyses. We examined the association
between having an ADHD diagnosis and risk of having a
comorbid developmental phenotype using Swedish register
data. We were interested in whether there is an interaction
between
sex
and
ADHD
as
it
pertains
to
these Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal 1047 Biological
Psychiatry Genetic Investigation of Sex Bias in ADHD Figure 3. Quantile–quantile and Manhattan plots for sex-specific genome-wide association meta-analyses. (A) Female case-control analysis quantile–
quantile plot. Female Protective Effect Hypothesis (B) Female case-control analysis Manhattan plot. (C) Male case-control analysis quantile–quantile plot. (D) Male case-control analysis Manhattan
plot. In (B) and (D), the horizontal red (upper) line indicates genome-wide significance (p , 5E-8) and the horizontal green (lower) line indicates suggestive
subthreshold signals (p , 5E-6). Figure 3. Quantile–quantile and Manhattan plots for sex-specific genome-wide association meta-analyses. (A) Female case-control analysis quantile–
quantile plot. (B) Female case-control analysis Manhattan plot. (C) Male case-control analysis quantile–quantile plot. (D) Male case-control analysis Manhattan
plot. In (B) and (D), the horizontal red (upper) line indicates genome-wide significance (p , 5E-8) and the horizontal green (lower) line indicates suggestive
subthreshold signals (p , 5E-6). and ID in the proband did not affect the overall results (OR
[CI] = 1.15 [1.11–1.19], p = 7.3E-16). and ID in the proband did not affect the overall results (OR
[CI] = 1.15 [1.11–1.19], p = 7.3E-16). and ID in the proband did not affect the overall results (OR
[CI] = 1.15 [1.11–1.19], p = 7.3E-16). The observed high SNP-based genetic correlation (consis-
tent across two methods) suggests that largely the same
common autosomal risk variants are involved in ADHD for both
sexes. While sex-specific heterogeneity from common auto-
somal variants seems unlikely based on our results, we cannot
rule out the possibility that heterogeneous effects exist for rare
or nonautosomal variation or that with increased sample sizes,
weaker effects of common variant heterogeneity could be
detected. DISCUSSION We tested two specific hypotheses for the male bias in ADHD:
first, that sex-specific genetic heterogeneity may affect prev-
alence rates via clinical heterogeneity in ADHD diagnosis by
sex, and second, that female individuals affected with ADHD
may carry an increased burden of genetic risk variants
compared with affected male individuals. We analyzed auto-
somal common variant data from the largest available ADHD
case-control GWAS sample (n = 55,374 individuals) and
Swedish population register data (n = 1,952,542 individuals). We demonstrated a high level of genome-wide autosomal
genetic correlation for ADHD across sex and found no in-
crease of polygenic burden in affected female individuals
compared with affected male individuals. However, in register-
based data, we observed that siblings of female individuals
with ADHD are at increased risk for ADHD compared with
siblings of affected male individuals. The results also sug-
gested that female individuals diagnosed with ADHD may be
at an especially high risk for certain comorbid developmental
conditions. Indeed, the epidemiological analyses of Swedish population
data suggest some degree of clinical and/or etiological het-
erogeneity. ADHD was associated with comorbid diagnoses of
developmental conditions in both sexes. The strength of as-
sociation was greater in female individuals for ASD, congenital
malformations, and (to a lesser extent) mild ID, but it was
similar for both sexes for motor problems, epilepsy, and
chromosomal abnormalities. There are several possible ex-
planations for these findings. First, female individuals with ADHD may have a higher than
expected risk of comorbid severe conditions and so may have
a higher level of clinical heterogeneity as compared with male
cases. This could indirectly point to a greater role of rare
deleterious variants in female individuals with ADHD because
such variants are strongly implicated in some of the comorbid Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal 1048 Genetic Investigation of Sex Bias in ADHD Table 1. Results of Logistic Regression Analyses of ADHD Case Status on Comorbid Developmental Conditions, Stratified by
Sex, in the Swedish Population Sample (Total N = 1,952,542) Table 1. DISCUSSION Results of Logistic Regression Analyses of ADHD Case Status on Comorbid Developmental Conditions, Stratified by
Sex, in the Swedish Population Sample (Total N = 1,952,542) Outcome
Sex
% of ADHD Cases
With Outcome
Sex-Specific Association
ADHD by Sex Interaction
OR
LCI
UCI
p
OR
LCI
UCI
p
ASD
Male
14.82
18.91
18.33
19.50
, 2.2E-308a
1.52
1.44
1.61
2.9E-50a
Female
12.04
28.68
27.38
30.04
, 2.2E-308a
DCD
Male
1.86
17.90
16.38
19.57
, 2.2E-308a
0.97
0.82
1.14
.71
Female
1.08
17.61
15.25
20.33
, 2.2E-308a
ID
Male
5.30
9.82
9.38
10.28
, 2.2E-308a
1.11
1.03
1.20
.0090
Female
4.89
10.89
10.23
11.60
, 2.2E-308a
Epilepsy
Male
2.57
3.27
3.09
3.47
, 2.2E-308a
1.08
0.99
1.19
.099
Female
2.85
3.55
3.29
3.82
6.6E-238a
Congenital Malformations
Male
8.20
1.40
1.36
1.45
1.8E-109a
1.11
1.05
1.17
2.5E-04a
Female
6.46
1.54
1.47
1.62
8.9E-72a
Chromosomal Abnormalities
Male
0.60
2.96
2.63
3.34
2.7E-70a
0.84
0.68
1.03
.096
Female
0.52
2.48
2.07
2.96
9.5E-24a
Sex is coded as 0 for male and 1 for female. Birth year is included as a covariate. ADHD, attention-deficit/hyperactivity disorder; ASD, autism spectrum disorder; DCD, developmental coordination disorder; ID, intellectual
disability; LCI, lower confidence interval; OR, odds ratio; UCI, upper confidence interval. aEstimated p value below a Bonferroni-adjusted threshold for multiple testing (p , .0083). Sex is coded as 0 for male and 1 for female. Birth year is included as a covariate. ADHD, attention-deficit/hyperactivity disorder; ASD, autism spectrum disorder; DCD, developmental coordination disorder; ID, intellectual
disability; LCI, lower confidence interval; OR, odds ratio; UCI, upper confidence interval. aEstimated p value below a Bonferroni-adjusted threshold for multiple testing (p , .0083). likely to be diagnosed with ADHD if they have a more severe
phenotypic presentation, could be involved. Individuals who
receive one diagnosis become the focus of clinical attention
and are more likely to receive subsequent diagnoses, whereas
individuals with less complex phenotypes might not come to
clinical attention. If female individuals are routinely under-
diagnosed with ADHD or other neurodevelopmental disorders,
this issue may disproportionately affect ascertainment of likely to be diagnosed with ADHD if they have a more severe
phenotypic presentation, could be involved. Individuals who
receive one diagnosis become the focus of clinical attention
and are more likely to receive subsequent diagnoses, whereas
individuals with less complex phenotypes might not come to
clinical attention. Genetic Investigation of Sex Bias in ADHD Despite these differences, we find very high
genetic correlation between PGC and iPSYCH, suggesting that
overall these diagnostic differences have no perceptible
impact on the involvement of common risk variants. PGC-only
and iPSYCH-only sex-specific analysis results were similar,
with the caveat that the PGC study was smaller and results had
larger confidence intervals. p
Epidemiological analyses also showed that siblings of fe-
male individuals diagnosed with ADHD were at higher risk for
being diagnosed with ADHD than siblings of diagnosed male
individuals. This confirms results from previous family studies
(29–31) indirectly supporting the hypothesis that female in-
dividuals require a greater burden of genetic risk to manifest
ADHD. Although these analyses do not distinguish between
genetic and shared environmental effects, twin studies have
consistently demonstrated high heritability of ADHD with
typically nonsignificant contributions from shared environ-
mental factors (2), suggesting that this effect is most likely to
be genetic in origin. However, the effect sizes were not large
(OR = 1.09–1.18), suggesting that any increased burden of
inherited genetic variation might be only a small contribution to
the sex bias in ADHD prevalence. These results could also
occur if clinicians had a higher threshold for diagnosing ADHD
in female individuals or were more likely to diagnose it if
accompanied by a comorbid disorder. However, the results did
not attenuate when comorbid conditions were accounted for. Alternatively, sex-specific ascertainment biases could inflate
estimated risk of ADHD in siblings of female individuals. Although female cases were more likely to be ascertained if
they had an already diagnosed brother (64.6%) than vice
versa, the sex-stratified results indicate that such biases
cannot fully explain our results. A limitation of the analyses was
restricting the sample to full siblings, which may have led to a
conservative estimate of the effect size and the possibility that
the results might not generalize to families with one child or
half-siblings. Another possible contribution to sex bias, beyond the scope
of the current study, is the role of sex hormones and chro-
mosomes. There is evidence for a specific role of sex hor-
mones
(e.g.,
estrogen)
and
sex
chromosomes
(e.g.,
X
chromosome aneuploidy) in early brain development and
neurodevelopmental disorders such as ADHD (28,50,51),
suggesting that future efforts to examine the role of sex
chromosomes and their downstream products in ADHD may
be worthwhile. Genetic Investigation of Sex Bias in ADHD obscured. Although the variance in ADHD PRS did not appear
to differ between male and female cases (p = .31; see
Supplement), limited power of this analysis prevents us from
conclusively ruling out this possibility. obscured. Although the variance in ADHD PRS did not appear
to differ between male and female cases (p = .31; see
Supplement), limited power of this analysis prevents us from
conclusively ruling out this possibility. female cases, leading to the observed pattern of results. Other
possible sources of bias include typical exclusion criteria for
diagnosing ADHD (e.g., ID, ASD) and the possibility of an
inflated false positive rate of diagnoses due to diagnostic un-
certainty and change over time. We limited the impact of the
latter by considering diagnoses only in individuals with at least
two reported diagnoses. Although the results are consistent
with increased etiological heterogeneity in female individuals
with ADHD, studies of rare variation are required to rule out
these alternative explanations. y
g
p
y
Although the focus of this paper is on possible genetic
sources of influence on ADHD sex bias, other factors, such as
ascertainment and diagnostic biases, may play an important
role. Female individuals are more likely to be diagnosed with
the predominantly inattentive subtype of ADHD, whereas male
individuals are more likely to be diagnosed with the combined
subtype of ADHD and present with hyperactive-impulsive and
disruptive behavioral problems (46–49). Relative prevalence
rates also vary by diagnostic instrument used and case
ascertainment. For example, the ratio of male:female cases in
the Swedish population was 2:1, somewhat lower than that in
the iPSYCH Danish population (2.8:1) and PGC clinical data
(3.5:1). Individuals with moderate to severe ID (IQ , 50) were
excluded from iPSYCH. ADHD cases in the PGC studies were
primarily ascertained from clinics; ADHD was confirmed with
structured interviews, and children with comorbid ASD, epi-
lepsy, ID (IQ , 70), and other conditions were excluded. As
such, the false positive rate for an ADHD diagnosis is likely
higher in the iPSYCH and Swedish register-based datasets
than in the PGC studies, while the latter is likely underrepre-
sented for individuals with neurodevelopmental comorbidities. Another major difference is that many of the PGC studies used
DSM criteria and thus included children with inattentive and
hyperactive-impulsive
subtypes
of
ADHD,
whereas
the
Swedish and iPSYCH studies (and some European PGC
studies) used the stricter International Classification of Dis-
eases definition. DISCUSSION If female individuals are routinely under-
diagnosed with ADHD or other neurodevelopmental disorders,
this issue may disproportionately affect ascertainment of conditions assessed (15–25) and this effect has been seen in
other neurodevelopmental disorders (15–19). However, this
needs to be tested directly because common variants also play
an important role in such complex disorders (41,42), and little is
currently known about the contribution of rare variants to
ADHD. An alternative explanation for the results is that ascertain-
ment and diagnostic biases, where female individuals are more Figure 4. Forest plots of meta-analysis results for logistic regression analyses of attention-deficit/hyperactivity disorder polygenic risk scores with case sex
as the outcome (A), case-control status in female individuals (B), and case-control status in male individuals (C). Box sizes reflect sample sizes. Refer to
Table 1 for exact sample sizes. CIs, confidence intervals; iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research; PGC, Psychiatric
Genomics Consortium. Figure 4. Forest plots of meta-analysis results for logistic regression analyses of attention-deficit/hyperactivity disorder polygenic risk scores with case sex
as the outcome (A), case-control status in female individuals (B), and case-control status in male individuals (C). Box sizes reflect sample sizes. Refer to
Table 1 for exact sample sizes. CIs, confidence intervals; iPSYCH, Lundbeck Foundation Initiative for Integrative Psychiatric Research; PGC, Psychiatric
Genomics Consortium. Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal 1049 Biological
Psychiatry Genetic Investigation of Sex Bias in ADHD Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal ACKNOWLEDGMENTS AND DISCLOSURES This work was supported by the National Human Genome Research Insti-
tute of the National Institutes of Health (NIH) (Grant No. R44HG006981 to
the 23andMe Team), the Wellcome Trust (Grant No. 106047 to JM). the
Australian National Health and Medical Research Council (Grant Nos. 1078901 and 1087889 to NRW). The Broad Institute and Massachusetts
General Hospital investigators acknowledge support from the Stanley
Medical Research Institute and NIH grants: Grant No. 1R01MH094469
(principal investigator, BMN) and Grant No. 1R01MH107649-01 (principal
investigtor, BMN). The iPSYCH team acknowledges funding from the
Lundbeck Foundation (Grant Nos. R102-A9118 and R155-2014-1724), the
Stanley Medical Research Institute, the European Research Council (Project
No. 294838), the European Community’s Horizon 2020 Programme (H2020/
2014-2020) under Grant No. 667302 (Comorbid Conditions of ADHD), the
Novo Nordisk Foundation for supporting the Danish National Biobank
resource, and grants from Aarhus and Copenhagen universities and uni-
versity hospitals, including support to the Centre for Integrative Sequencing,
the GenomeDK HPC facility, and the Centre for Integrated Register-Based
Research at Aarhus University. Consortium members (listed alphabetically; for consortium authors’ af-
filiations, see Supplement): JM contributed to study conception, data analysis, interpretation of the
results, and drafting of the manuscript. RKW, DD, and MM contributed to
data analysis, interpretation of the results, and critical revision of the
manuscript. AT, MCO, and BMN contributed to study conception, inter-
pretation of the results, and critical revision of the manuscript. IB and LG
contributed to data analysis and critical revision of the manuscript. SHL and
NRW contributed to interpretation of the results and critical revision of the
manuscript. ADB contributed to data generation, design of the overall
project, and critical revision of the manuscript. TW, PBM, MGP, OM, MN,
DMH, and JB-G contributed to data generation and design of the overall
project. HL, PL, ER, NE, BF, and SVF contributed to critical revision of the
manuscript. Psychiatric Genomics Consortium: ADHD Subgroup—Özgür Albayrak,
Richard J.L. Anney, Alejandro Arias Vasquez, Maria Jesús Arranz, Philip
Asherson, Tobias Banaschewski, Tobias J. Banaschewski, Claiton Bau,
Joseph Biederman, Preben Bo Mortensen, Anders Børglum, Jan K. Buite-
laar, Miguel Casas, Alice Charach, Bru Cormand, Jennifer Crosbie, Soeren
Dalsgaard, Mark J. Daly, Ditte Demontis, Astrid Dempfle, Alysa E. Doyle,
Richard P. Ebstein, Josephine Elia, Stephen V. Faraone, Stephen V. ARTICLE INFORMATION From the Department of Medical Epidemiology & Biostatistics (JM, IB, LG,
HL, PL) and Centre for Psychiatry Research (MM), Department of Clinical
Neuroscience, Karolinska Institutet, and Stockholm Health Care Services
(MM), Stockholm County Council, Stockholm; and School of Medical Sci-
ences (HL), Örebro University, Örebro, Sweden; Stanley Center for Psychi-
atric Research (JM, RKW, ER, BMN), Broad Institute, Cambridge, and
Analytic and Translational Genetics Unit (JM, RKW, ER, BMN), Massachu-
setts General Hospital, Boston, Massachusetts; 23andMe Inc. (NE, 2RT),
Mountain View, California; Departments of Psychiatry and of Neuroscience
and Physiology (SVF), SUNY Upstate Medical University, Syracuse, New
York; MRC Centre for Neuropsychiatric Genetics and Genomics (JM, MCO,
AT), Cardiff University, Cardiff, United Kingdom; Lundbeck Foundation
Initiative for Integrative Psychiatric Research [iPSYCH] (DD, MM, TW, PBM,
MGP, OM, MN, DMH, JB-G, ADB); Centre for Integrative Sequencing [iSEQ]
(DD, MM, PBM, ADB), Department of Biomedicine–Human Genetics (DD,
MM, ADB), National Centre for Register-Based Research (PBM, MGP), and
Centre for Integrated Register-Based Research (PBM, MGP), Aarhus Uni-
versity, Aarhus; Institute of Biological Psychiatry (TW), MHC Sct. Hans,
Mental Health Services Copenhagen, Roskilde; Department of Clinical
Medicine (TW), Mental Health Services in the Capital Region of Denmark
(MN), Mental Health Center Copenhagen, University of Copenhagen, and
Center for Neonatal Screening (DMH, JB-G), Department for Congenital
Disorders, Statens Serum Institut, Copenhagen; and Psychosis Research
Unit (OM), Aarhus University Hospital, Risskov, Denmark; Queensland Brain
Institute (SHL, NRW), University of Queensland, Brisbane, Queensland,
School of Environmental and Rural Science (SHL), University of New En-
gland, Armidale, New South Wales, and Centre for Population Health
Research (SHL), School of Health Sciences and Sansom Institute of Health
Research, University of South Australia, Adelaide, Australia; Departments of
Human Genetics and Psychiatry (BF), Donders Institute for Brain, Cognition
and
Behaviour,
Radboud
University
Medical
Center,
Nijmegen,
The
Netherlands; and K.G. Jebsen Centre for Research on Neuropsychiatric
Disorders (SVF), University of Bergen, Bergen, Norway. Genetic Investigation of Sex Bias in ADHD Genetic Investigation of Sex Bias in ADHD The high genetic correlation and lack of difference in poly-
genic burden between male and female ADHD cases support
combining GWAS data from both sexes in ADHD meta-analyses
and further suggest that current clinical practices of diagnosing
ADHD are capturing a clinical phenotype that is similar at the
level of common genetic risk variants in both sexes. Thus, our
results indicate that genome-wide autosomal common variants
largely do not explain the observed sex bias in ADHD preva-
lence. On the other hand, the epidemiological results also
suggest some degree of clinical heterogeneity, with ADHD
showing a stronger phenotypic association with comorbid ASD,
congenital malformations, and mild ID in female individuals. We
also found evidence for a modest increase in familial risk for
ADHD in female individuals based on sibling analysis. Further
work simultaneously examining variants across the spectrum of
frequencies is needed to comprehensively determine the role of
genetic risk in the sex bias in ADHD prevalence. Press: Straight Talk About Your Child’s Mental Health; Oxford University
Press: Schizophrenia: The Facts; and Elsevier: ADHD: Non-Pharmacologic
Interventions. He is principal investigator of www.adhdinadults.com. All
other authors report no biomedical financial interests or potential conflicts of
interest. Genetic Investigation of Sex Bias in ADHD Future studies should also examine the degree
of shared genetic risks across ADHD and other developmental
conditions (e.g., ASD, ID, congenital abnormalities) in a sex-
specific manner as well as the role of rare variants (e.g.,
CNVs, single nucleotide mutations) in ADHD sex bias. Contrary to smaller studies (3,34), we did not find an
enrichment of polygenic burden from common variants in fe-
male individuals compared with male individuals with ADHD. Consistently, analyses in ASD have not found an increased
burden from common variants in affected female individuals
(43,44), in contrast to rare variant studies (15–19). One possibility is that a higher degree of genetic hetero-
geneity within female individuals masked any differences in
PRS burden by sex in the current study. Common and rare
variants may contribute additively to ADHD risk, with non-CNV
carrier cases having lower ADHD PRSs than cases with large
rare CNVs (45). Thus, if female cases are more likely to have a
complex syndromic phenotype (as suggested by the register-
based analyses), and given that such phenotypes are more
likely to be associated with rare variants (15–25), this subgroup
of female individuals could have on average lower PRSs than
male individuals with ADHD. On the other hand, affected fe-
male individuals with a less severe phenotypic presentation,
who are not carriers of such rare variants, could have higher
PRSs than affected male individuals. If this were the case, any
overall differences in PRS between the sexes could be The results of this study demonstrate a clear polygenic
contribution from common autosomal genetic variants to
ADHD in both sexes, as evidenced by moderate SNP-h2 esti-
mates using two methods (similar in both sexes once
nonrandom sample ascertainment is taken into account via
sample size matching), clear deviation of test statistics on sex-
specific GWAS quantile–quantile plots, and significantly higher
overall PRSs in cases compared with sex-matched controls. Top hits from sex-specific GWAS analyses corroborate results
from a combined analysis of both sexes (7). 050
Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal 1050 REFERENCES 1. Polanczyk G, de Lima MS, Horta BL, Biederman J, Rohde LA (2007):
The worldwide prevalence of ADHD: A systematic review and meta-
regression analysis. Am J Psychiatry 164:942–948. 21. Pescosolido M, Gamsiz E (2013): Distribution of disease-associated
copy number variants across distinct disorders of cognitive develop-
ment. J Am Acad Child Adolesc Psychiatry 52:414–430. 2. Faraone SV, Asherson P, Banaschewski T, Biederman J, Buitelaar JK,
Ramos-Quiroga JA, et al. (2015): Attention-deficit/hyperactivity disor-
der. Nat Rev Dis Primers 1:15020. 22. Guilmatre A, Dubourg C, Mosca A-LL, Legallic S, Goldenberg A,
Drouin-Garraud V, et al. (2009): Recurrent rearrangements in synaptic
and neurodevelopmental genes and shared biologic pathways in
schizophrenia, autism, and mental retardation. Arch Gen Psychiatry
66:947–956. 3. Hamshere ML, Langley K, Martin J, Agha SS, Stergiakouli E,
Anney RJL, et al. (2013): High loading of polygenic risk for ADHD
in
children
with
comorbid aggression. Am J
Psychiatry
170:
909–916. 3. Hamshere ML, Langley K, Martin J, Agha SS, Stergiakouli E,
Anney RJL, et al. (2013): High loading of polygenic risk for ADHD
in
children
with
comorbid aggression. Am J
Psychiatry
170:
909–916. 23. Iossifov I, O’Roak BJ, Sanders SJ, Ronemus M, Krumm N, Levy D,
et al. (2014): The contribution of de novo coding mutations to autism
spectrum disorder. Nature 515:216–221. 4. Cross-Disorder Group of the PGC (2013): Genetic relationship be-
tween five psychiatric disorders estimated from genome-wide SNPs. Nat Genet 45:984–994. 24. De Rubeis S, He X, Goldberg AP, Poultney CS, Samocha K, Ercument
Cicek A, et al. (2014): Synaptic, transcriptional and chromatin genes
disrupted in autism. Nature 515:209–215. 5. Williams NM, Franke B, Mick E, Anney RJL, Freitag CM, Gill M, et al. (2012): Genome-wide analysis of copy number variants in attention
deficit hyperactivity disorder: The role of rare variants and duplications
at 15q13.3. Am J Psychiatry 169:195–204. 25. Samocha KE, Robinson EB, Sanders SJ, Stevens C, Sabo A,
McGrath LM, et al. (2014): A framework for the interpretation of de
novo mutation in human disease. Nat Genet 46:944–950. 6. Yang L, Neale BM, Liu L, Lee SH, Wray NR, Ji N, et al. (2013): Poly-
genic transmission and complex neuro developmental network for
attention deficit hyperactivity disorder: Genome-wide association
study of both common and rare variants. Am J Med Genet B Neuro-
psychiatr Genet 162:419–430. 26. Williams NM, Zaharieva I, Martin A, Langley K, Mantripragada K,
Fossdal R, et al. Genetic Investigation of Sex Bias in ADHD Address correspondence to Joanna Martin, Ph.D., Stanley Center for
Psychiatric Research, Broad Institute, Cambridge, MA 02142; E-mail:
martinjm1@cardiff.ac.uk. Address correspondence to Joanna Martin, Ph.D., Stanley Center for
Psychiatric Research, Broad Institute, Cambridge, MA 02142; E-mail:
martinjm1@cardiff.ac.uk. 19. Jacquemont S, Coe BP, Hersch M, Duyzend MH, Krumm N,
Bergmann S, et al. (2014): A higher mutational burden in females
supports a “female protective model” in neurodevelopmental disor-
ders. Am J Hum Genet 94:415–425. Received Jul 8, 2017; revised and accepted Nov 14, 2017. Received Jul 8, 2017; revised and accepted Nov 14, 2017. Supplementary material cited in this article is available online at https://
doi.org/10.1016/j.biopsych.2017.11.026. Supplementary material cited in this article is available onlin Supplementary material cited in this article is available online at https://
doi.org/10.1016/j.biopsych.2017.11.026. doi.org/10.1016/j.biopsych.2017.11.026. 20. Girirajan S, Rosenfeld JA, Coe BP, Parikh S, Friedman N, Ch B, et al. (2012): Phenotypic heterogeneity of genomic disorders and rare copy-
number variants. N Engl J Med 367:1321–1331. ACKNOWLEDGMENTS AND DISCLOSURES Far-
aone, Manuel Föcker, Barbara Franke, Christine Freitag, Joel Gelernter,
Michael Gill, Eugenio Grevet, Jan Haavik, Hakon Hakonarson, Ziarih Hawi,
Johannes Hebebrand, Beate Herpertz-Dahlmann, Amaia Hervas, Anke
Hinney, Sarah Hohmann, Peter Holmans, Mara Hutz, Abel Ickowitz, Stefan
Johansson, Lindsey Kent, Sarah Kittel-Schneider, Henry Kranzler, Jonna
Kuntsi, Nanda Lambregts-Rommelse, Kate Langley, Gerd Lehmkuhl, Klaus-
Peter Lesch, Sandra K. Loo, Joanna Martin, James J. McGough, Sarah E. Medland, Jobst Meyer, Eric Mick, Frank Middletion, Ana Miranda, Fernando
Mulas, Aisling Mulligan, Benjamin M. Neale, Stan F. Nelson, T. Trang
Nguyen, Michael C. O’Donovan, Robert D. Oades, Michael J. Owen, Haukur
Palmason, Josep Antoni Ramos-Quiroga, Andreas Reif, Tobias J. Renner,
Luis Rhode, Marta Ribasés, Marcella Rietschel, Stephan Ripke, Olga Rivero,
Herbert Roeyers, Marcel Romanos, Jasmin Romanos, Nina Roth Mota,
Aribert Rothenberger, Cristina Sánchez-Mora, Russell Schachar, Helmut
Schäfer, André Scherag, Benno G. Schimmelmann, Joseph Sergeant, Judith
Sinzig, Susan L. Smalley, Edmund J S Sonuga-Barke, Hans-Christoph
Steinhausen, Patrick F. Sullivan, Anita Thapar, Margaret Thompsom, Alex-
andre Todorov, Irwin Waldman, Susanne Walitza, Raymond Walters, Yufeng
Wang, Andreas Warnke, Nigel Williams, Stephanie H. Witt, Li Yang, Tetyana
Zayats, and Yanli Zhang-James. We thank the research participants and employees of 23andMe for
making this work possible. An earlier version of this manuscript is available as a preprint on bioRxiv. BMN is a member of Deep Genomics Scientific Advisory Board and has
received travel expenses from Illumina. He also serves as a consultant for
Avanir and Trigeminal Solutions. BF has received educational speaking fees
from Merz and Shire. HL has served as a speaker for Eli Lilly and Shire and
has received research grants from Shire, all outside of the submitted work. PL has served as a speaker for Medice. During the past year, SVF received
income, potential income, travel expenses, and continuing education sup-
port and/or research support from Lundbeck, Rhodes, Arbor, KenPharm,
Ironshore, Shire, Akili Interactive Labs, CogCubed, Alcobra, VAYA, Suno-
vion, Genomind, and NeuroLifeSciences. With his institution, he has U.S. patent US20130217707 A1 for the use of sodium-hydrogen exchange in-
hibitors in the treatment of ADHD. During previous years, he received sup-
port from Shire, Neurovance, Alcobra, Otsuka, McNeil, Janssen, Novartis,
Pfizer, and Eli Lilly. SVF receives royalties from books published by Guilford 1051 Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal Biological
Psychiatry Genetic Investigation of Sex Bias in ADHD Genetic Investigation of Sex Bias in ADHD Genetic Investigation of Sex Bias in ADHD iPSYCH-Broad ADHD Workgroup—Esben Agerbo, Thomas Damm Als,
Marie Bækved-Hansen, Rich Belliveau, Anders D. Børglum, Jonas Bybjerg-
Grauholm, Felecia Cerrato, Kimberly Chambert, Claire Churchhouse, Søren
Dalsgaard, Mark J. Daly, Ditte Demontis, Ashley Dumont, Jacqueline
Goldstein, Jakob Grove, Christine S. Hansen, Mads Engel Hauberg, Mads V. Hollegaard, David M. Hougaard, Daniel P. Howrigan, Hailiang Huang, Julian
Maller, Alicia R. Martin, Joanna Martin, Manuel Mattheisen, Jennifer Moran,
Ole Mors, Preben Bo Mortensen, Benjamin M. Neale, Merete Nordentoft,
Jonatan Pallesen, Duncan S. Palmer, Carsten Bøcker Pedersen, Marianne
Giørtz Pedersen, Timothy Poterba, Jesper Buchhave Poulsen, Stephan
Ripke, Elise B. Robinson, F. Kyle Satterstrom, Christine Stevens, Patrick
Turley, Raymond K. Walters, and Thomas Werge. 12. Larsson H, Chang Z, D’Onofrio BM, Lichtenstein P (2014): The heri-
tability of clinically diagnosed attention deficit hyperactivity disorder
across the lifespan. Psychol Med 44:2223–2229. 13. Weiss LA, Pan L, Abney M, Ober C (2006): The sex-specific genetic
architecture of quantitative traits in humans. Nat Genet 38:218–222. 14. Yang J, Bakshi A, Zhu Z, Hemani G, Vinkhuyzen AAE, Nolte IM, et al. (2015): Genome-wide genetic homogeneity between sexes and pop-
ulations for human height and body mass index. Hum Mol Genet
24:7445–7449. 15. Gilman SR, Iossifov I, Levy D, Ronemus M, Wigler M, Vitkup D (2011):
Rare de novo variants associated with autism implicate a large func-
tional network of genes involved in formation and function of synap-
ses. Neuron 70:898–907. y
y
g
23andMe Research Team—Michelle Agee, Babak Alipanahi, Adam
Auton, Robert K. Bell, Katarzyna Bryc, Sarah L. Elson, Pierre Fontanillas,
Nicholas A. Furlotte, David A. Hinds, Bethann S. Hromatka, Karen E. Huber,
Aaron Kleinman, Nadia K. Litterman, Matthew H. McIntyre, Joanna L. Mountain, Carrie A.M. Northover, Steven J. Pitts, J. Fah Sathirapongsasuti,
Olga V. Sazonova, Janie F. Shelton, Suyash Shringarpure, Chao Tian, Joyce
Y. Tung, Vladimir Vacic, and Catherine H. Wilson. 16. Levy D, Ronemus M, Yamrom B, Lee Y, Leotta A, Kendall J, et al. (2011): Rare de novo and transmitted copy-number variation in autistic
spectrum disorders. Neuron 70:886–897. 17. Neale BM, Kou Y, Liu L, Ma’ayan A, Samocha KE, Sabo A, et al. (2012): Patterns and rates of exonic de novo mutations in autism
spectrum disorders. Nature 485:242–245. 18. Iossifov I, Ronemus M, Levy D, Wang Z, Hakker I, Rosenbaum J, et al. (2012): De novo gene disruptions in children on the autistic spectrum. Neuron 74:285–299. Genetic Investigation of Sex Bias in ADHD 33. Chen Q, Brikell I, Lichtenstein P, Serlachius E, Kuja-Halkola R,
Sandin S, et al. (2017): Familial aggregation of attention-deficit/
hyperactivity disorder. J Child Psychol Psychiatry 58:231–239. 42. Klei L, Sanders SJ, Murtha MT, Hus V, Lowe JK, Willsey AJ, et al. (2012): Common genetic variants, acting additively, are a major source
of risk for autism. Mol Autism 3:9. 43. Mitra I, Tsang K, Ladd-Acosta C, Croen LA, Aldinger KA, Hendren RL,
et al. (2016): Pleiotropic mechanisms indicated for sex differences in
autism. PLoS Genet 12:e1006425. 34. Martin J, Hamshere ML, Stergiakouli E, O’Donovan MC, Thapar A
(2014): Genetic risk for attention-deficit/hyperactivity disorder con-
tributes to neurodevelopmental traits in the general population. Biol
Psychiatry 76:664–671. 44. Weiner DJ, Wigdor EM, Ripke S, Walters RK, Kosmicki JA, Grove J,
et al. (2017): Polygenic transmission disequilibrium confirms that
common and rare variation act additively to create risk for autism
spectrum disorders. Nat Genet 49:978–985. 35. Bulik-Sullivan B, Finucane HK, Anttila V, Gusev A, Day FR, Loh P-R,
et al. (2015): An atlas of genetic correlations across human diseases
and traits. Nat Genet 47:1236–1241. 45. Martin J, O’Donovan MC, Thapar A, Langley K, Williams N (2015): The
relative contribution of common and rare genetic variants to ADHD. Transl Psychiatry 5:e506. 36. Bulik-Sullivan B, Loh P-R, Finucane HK, Ripke S, Yang J, Patterson N,
et al. (2015): LD score regression distinguishes confounding from pol-
ygenicity in genome-wide association studies. Nat Genet 47:291–295. 37. Yang J, Lee SH, Goddard ME, Visscher PM (2011): GCTA: A tool for
genome-wide complex trait analysis. Am J Hum Genet 88:76–82. 46. Biederman J, Mick E, Faraone SV, Braaten E, Doyle A, Spencer T, et al. (2002): Influence of gender on attention deficit hyperactivity disorder in
children referred to a psychiatric clinic. Am J Psychiatry 159:36–42. 38. Lee SH, Yang J, Goddard ME, Visscher PM, Wray NR (2012): Esti-
mation
of
pleiotropy
between
complex
diseases
using
single-
nucleotide
polymorphism-derived
genomic
relationships
and
restricted maximum likelihood. Bioinformatics 28:2540–2542. 47. Weiss M, Worling D, Wasdell M (2003): A chart review study of the
inattentive and combined types of ADHD. J Atten Disord 7:1–9. 48. Willcutt EG (2012): The prevalence of DSM-IV attention-deficit/hyper-
activity
disorder:
A
meta-analytic
review. Neurotherapeutics
9:
490–499. 39. The International Schizophrenia Consortium (2009): Common poly-
genic variation contributes to risk of schizophrenia and bipolar disor-
der. Nature 460:748–752. 49. Staller J, Faraone SV (2006): Attention-deficit hyperactivity disorder in
girls. REFERENCES (2010): Rare chromosomal deletions and duplications
in attention-deficit hyperactivity disorder: A genome-wide analysis. Lancet 376:1401–1408. 7. Demontis D, Walters RK, Martin J, Mattheisen M, Als TD, Agerbo E,
et al. (2017): Discovery of the first genome-wide significant risk loci for
ADHD [published online ahead of print Jun 03]. bioRxiv. 27. Vorstman JASS, Ophoff RA (2013): Genetic causes of developmental
disorders. Curr Opin Neurol 26:128–136. 28. Scerif G, Baker K (2015): Annual research review: Rare genotypes
and childhood psychopathology—Uncovering diverse develop-
mental mechanisms of ADHD risk. J Child Psychol Psychiatry 56:
251–273. 8. Lahey BB, Applegate B, McBurnett K, Biederman J, Greenhill L,
Hynd GW, et al. (1994): DMS-IV field trials for attention deficit hyper-
activity disorder in children and adolescents. Am J Psychiatry
151:1673–1685. 29. Rhee SH, Waldman ID (2004): Etiology of sex differences in the
prevalence of ADHD: An examination of inattention and hyperac-
tivity-impulsivity. Am J Med Genet B Neuropsychiatr Genet 127:
60–64. 9. Polderman TJC, Benyamin B, de Leeuw CA, Sullivan PF, van
Bochoven A, Visscher PM, et al. (2015): Meta-analysis of the herita-
bility of human traits based on fifty years of twin studies. Nat Genet
47:702–709. 30. Taylor MJ, Lichtenstein P, Larsson H, Anckarsäter H, Greven CU,
Ronald A (2016): Is there a female protective effect against attention-
deficit/hyperactivity disorder? Evidence from two representative twin
samples. J Am Acad Child Adolesc Psychiatry 55:504–512. 10. Larsson H, Anckarsater H, Råstam M, Chang Z, Lichtenstein P (2011):
Childhood attention-deficit hyperactivity disorder as an extreme of a
continuous trait: A quantitative genetic study of 8,500 twin pairs. J Child Psychol Psychiatry 53:73–80. 31. Smalley SL, McGough JJ, Del’Homme M, NewDelman J, Gordon E,
Kim T, et al. (2000): Familial clustering of symptoms and disruptive
behaviors in multiplex families with attention-deficit/hyperactivity dis-
order. J Am Acad Child Adolesc Psychiatry 39:1135–1143. 11. McLoughlin G, Ronald A, Kuntsi J, Asherson P, Plomin R (2007):
Genetic support for the dual nature of attention deficit hyperactivity
disorder: Substantial genetic overlap between the inattentive and
hyperactive-impulsive components. J Abnorm Child Psychol 35:
999–1008. 32. Faraone SV (2000): Family Study of Girls With Attention Deficit
Hyperactivity Disorder. Am J Psychiatry 157:1077–1083. 1052 Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal Biological Psychiatry June 15, 2018; 83:1044–1053 www.sobp.org/journal Genetic Investigation of Sex Bias in ADHD CNS Drugs 20:107–123. 40. Wray
NR,
Lee
SH,
Mehta
D,
Vinkhuyzen
AAE,
Dudbridge
F,
Middeldorp CM (2014): Research review: Polygenic methods and their
applicationtopsychiatrictraits.JChildPsycholPsychiatry55:1068–1087. 50. Printzlau F, Wolstencroft J, Skuse DH (2017): Cognitive, behavioral,
and neural consequences of sex chromosome aneuploidy. J Neurosci
Res 95:311–319. 41. Gaugler T, Klei L, Sanders SJ, Bodea CA, Goldberg AP, Lee AB, et al. (2014): Most genetic risk for autism resides with common variation. Nat Genet 46:881–885. 51. Loke H, Harley V, Lee J (2015): Biological factors underlying sex dif-
ferences in neurological disorders. Int J Biochem Cell Biol 65:139–150. 51. Loke H, Harley V, Lee J (2015): Biological factors underlying sex dif-
ferences in neurological disorders. Int J Biochem Cell Biol 65:139–150. 1053
|
https://openalex.org/W2290708267
|
https://europepmc.org/articles/pmc4772538?pdf=render
|
English
| null |
Quercitrin-nanocoated titanium surfaces favour gingival cells against oral bacteria
|
Scientific reports
| 2,016
|
cc-by
| 7,251
|
Quercitrin-nanocoated titanium
surfaces favour gingival cells
against oral bacteria g
Manuel Gomez-Florit1,2, Miguel A. Pacha-Olivenza3,4, Maria C. Fernández-Calderón3,5,
Alba Córdoba1,2, Maria L. González-Martín3,4, Marta Monjo1,2 & Joana M. Ramis1,2 g
Manuel Gomez-Florit1,2, Miguel A. Pacha-Olivenza3,4, Maria C. Fernández-Calderón3,5,
Alba Córdoba1,2, Maria L. González-Martín3,4, Marta Monjo1,2 & Joana M. Ramis1,2 received: 11 December 2015
accepted: 15 February 2016
Published: 01 March 2016 received: 11 December 2015
accepted: 15 February 2016
Published: 01 March 2016 Many dental implants fail due to the infection and inflammation that walk hand in hand with poor
healing and soft tissue integration. Titanium surfaces were nanocoated with quercitrin, a natural
flavonoid, with the aim to improve soft tissue integration and increase dental implants success. Streptococcus mutans attachment and biofilm formation was analysed. Then, the anti-inflammatory
properties and the potential of quercitrin-nanocoated surfaces to boost soft tissue regeneration
were tested using human gingival fibroblasts. An inflammatory situation was mimicked using
interleulin-1-beta. We found that quercitrin-nanocoated surfaces decreased initial bacterial adhesion
while increasing human gingival fibroblasts attachment. Furthermore, quercitrin-nanocoated
Ti increased collagen mRNA levels and decreased matrix metalloproteinase-1/tissue inhibitor of
metalloproteinanse-1 mRNA ratio, which is related to a reduced metalloproteinase-mediated collagen
degradation, while also decreasing the pro-inflammatory prostaglandin E2 release under basal and
inflammatory conditions. These results suggest that quercitrin-nanocoated surfaces could enhance the
soft tissue integration and increase dental implants success. Success of a dental implant depends on osseo- and soft tissue-integration. Many dental implants fail due to the
infection and inflammation that walk hand in hand with poor healing and soft tissue integration1,2. Soft tissue
integration to dental implants establishes a biological seal between the oral environment and the implant which
prevents microbial invasion, gingival recession and inflammatory peri-implantitis2–4. Therefore, the development
of antibacterial, anti-inflammatory and tissue-regenerative surface modifications constitutes a major challenge to
guarantee implant success.f g
Research efforts to develop a new generation of dental implants are focused in bioactive surface coatings
intended to provoke a defined cellular reaction5. A number of modified surfaces with integrated antibiotics,
growth factors, antiresorptive drugs, synthetic peptides or complex formulations of artificial extracellular matrix
(ECM) components have been developed. However, biocompatibility of most anti-bacterial surfaces is still uncer-
tain while the lack of stability of growth factors after implantation is the main reason for the absence of such a
product from the current implant market6,7.i p
p
An interesting option for surface modification is the use of natural multi-target molecules. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 Results Bacterial adhesion and biofilm formation. QUER surfaces significantly decreased S. mutans adhesion
after 30 min compared to Ti and A controls. After 60 and 90 min A and QUER surfaces decreased bacterial adhe-
sion compared to Ti control. Unexpectedly, A Red and QUER Red surfaces increased bacterial adhesion at all
time points compared to Ti control and to non-reduced surfaces (Fig. 2). Moreover, in all surfaces studied and
times, the bacterial viability was not compromised.ifif y
p
We did not find statistical differences in biofilm formation between the different groups. However, A and
QUER groups decreased biofilm formation by 12 and 6% respectively, compared to Ti control (Fig. 2). Higher
biofilm formation was observed for A Red and QUER Red surfaces compared to the non-reduced surfaces. Furthermore, SEM images confirmed these trends (Fig. 2). gi
( g
)
Due to the increased bacterial adhesion of A Red and QUER Red surfaces, we decided to select A and QU
surfaces for further analysis. Cell adhesion. We found that QUER surfaces increased hGF adhesion compared to Ti and A controls after
30 min although we did not observe this clear effect at longer adhesion times, i.e. 60 and 120 min (Fig. 3). When
comparing the total number of cells adhered to the surfaces, A surfaces decreased cell number by almost the half
while QUER surfaces increased it almost 20% compared to Ti. Furthermore, QUER surfaces increased cell adhe-
sion compared to A control surfaces.ti p
Confocal images reveal that after 30 min, hGFs on QUER surfaces showed the typical spindle-shaped fibro-
blastic morphology while on Ti and A surfaces were more rounded. Also, hGFs on QUER surfaces showed higher
vinculin staining and filopodia than cells on Ti and A surfaces (Fig. 3). Response of hGF to the different surfaces. In basal conditions, QUER surfaces increased collagens
mRNA levels compared to Ti and A controls and decreased MMP1/TIMP1 mRNA ratio and COX2 mRNA levels
compared to Ti. When hGF growing on Ti surfaces were challenged with IL-1β , we observed decreased colla-
gens and TIMP1 mRNA levels while increasing COX2 mRNA. Under this challenging condition, QUER surfaces
increased the mRNA levels of collagens while decreasing MMP1/TIMP1 mRNA ratio and COX2 mRNA com-
pared to Ti and A controls (Fig. 4).t p
g
After 14 days of cell culture, PGE2 released to culture media was increased on the groups cultured under
inflammatory conditions (Fig. Results 5). Furthermore, A and QUER surfaces decreased PGE2 production, compared
to Ti surfaces. Effect of disinfection on the bioactivity of the different surfaces. We hypothesized that the disin-
fection process with dry heat at 100 °C would not affect the coatings bioactivity since this temperature is lower
than the melting temperature of quercitrin (176–179 °C) and lower than the boiling temperatures of APTES and
quercitrin (223 °C and 316 °C respectively). To confirm this hypothesis, we compared the response of hGF on dis-
infected (heated) surfaces to non-heated surfaces (see Supplementary Fig. S1). Disinfection process did not affect
coatings bioactivity since we only found that COX2 mRNA on Ti disinfected surfaces was decreased compared
to Ti non-heated surfaces. Quercitrin-nanocoated titanium
surfaces favour gingival cells
against oral bacteria Natural mole-
cules, which promise higher therapeutic efficacy and safety8, represent an alternative to pharmaceuticals and
animal-derived compounds due to low immunogenicity and toxicity9. Flavonoids are natural phenolic com-
pounds derived from plants with antioxidant10, anti-inflammatory11 and antimicrobial capacity12,13, among
other functions9. In previous studies, we screened among different flavonoids and selected quercitrin due to its
potential in soft and hard periodontal tissues regeneration and its anti-inflammatory activity14. Furthermore,
we successfully grafted quercitrin to titanium (Ti) surfaces, producing a quercitrin-nanocoating, and observed
that the resulting surfaces have promising biological activities in vitro15. In a posterior work, to increase the
nanocoating stability and reproducibility, quercitrin grafting conditions were optimized (Fig. 1). The opti-
mized quercitrin-nanocoated Ti surfaces enhance human mesenchymal stem cells initial adhesion and promote 1Group of Cell Therapy and Tissue Engineering, Research Institute on Health Sciences (IUNICS), University of Balearic
Islands, Palma de Mallorca, Spain. 2Instituto de Investigación Sanitaria de Palma, 07010 Palma, Spain. 3Networking
Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Badajoz, Spain. 4Department of
Applied Physics, Faculty of Science, University of Extremadura, Av. Elvas s/n, 06071 Badajoz, Spain. 5Department of
Biomedical Sciences, University of Extremadura, Badajoz, Spain. Correspondence and requests for materials should
be addressed to J.M.R. (email: joana.ramis@uib.es) Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 1 www.nature.com/scientificreports/ Figure 1. Schema of surface nanocoatings. Ti, titanium passivated surfaces; A, aminosilanised surfaces;
QUER, quercitrin-nanocoated surfaces; QUER Red, reduced quercitrin-nanocoated surfaces. Figure 1. Schema of surface nanocoatings. Ti, titanium passivated surfaces; A, aminosilanised surfaces;
QUER, quercitrin-nanocoated surfaces; QUER Red, reduced quercitrin-nanocoated surfaces. osteoblast differentiation16. One step closer for the exploitation of quercitrin-nanocoated Ti-surfaces for their
use in dental implant abutments would be the evaluation of their antibacterial, anti-inflammatory and soft
tissue-regenerative properties.f In the present study, we aimed at evaluating the effects of quercitrin-nanocoated Ti-surfaces in bacterial adhe-
sion and biofilm formation using Streptococcus mutans. Furthermore, human gingival fibroblasts were used to
evaluate the effects of quercitrin-nanocoated Ti-surfaces in cell adhesion, anti-inflammatory properties and soft
tissue regeneration in normal and in inflammatory microenvironments. Discussion One, two and
three symbols represent a significant difference between two groups with P ≤ 0.05, P < 0.01 and P < 0.001,
respectively: (a) versus Ti control at each time point; (b) versus A control at each time point; (c) effect of
reduction within each group at each time point. attachment. Furthermore, quercitrin-nanocoated surfaces increased collagen mRNA levels and decreased MMP1/
TIMP1 mRNA ratio while decreasing COX2 mRNA and PGE2 release under basal and inflammatory conditions. These results suggest that quercitrin-nanocoated surfaces could enhance the soft tissue integration and increase
dental implants success.tt p
Peri-implant soft tissue healing follows the four overlapping phases of wound healing3. After an implant
placement a blood coagulum is formed which provides a provisional ECM. Inflammatory cells migrate, phago-
cytise foreign particles and release inflammatory mediators to either finalise the inflammation or to amplify it. Fibroblasts then invade the fibrin network and produce collagen fibres to form a connective tissue in contact with
the implant surface. The final phase involves collagen remodelling which can produce either a scarred (repaired)
tissue or a structural and functional regenerated tissue, depending on the microenvironmental signals. During
this process, bacterial accumulation (dental plaque formation), may trigger the inflammatory process. However,
it depends on the soft tissue integration to resist the deletereous effects of plaque accumulation, thus, avoiding
peri-implantitis to guarantee long-term efficacy of dental implants.ll p
p
g
gfi
y
p
Peri-implant tissue is colonized by the same flora as the periodontium17. Among oral micro flora, S. mutans
is one of the initial colonizers during dental plaque formation, which prepare a favourable environment for the
late colonizers, and it is a recognised biofilm forming specie18. We found that quercitrin-nanocoated surfaces
inhibited initial S. mutans attachment, in line with the results obtained on glass and hydroxyapatite surfaces
using S. mutants suspensions in tea extract solutions (containing flavonoids, tannins and indolic compounds)19. Furthermore, biofilm formation was slightly inhibited on quercitrin-nanocoated surfaces. In previous studies,
quercitrin had a bacteriostatic effect on Staphylococcus epidermidis14 while Hasan et al.20 found that quercitrin
decreased S. mutans biofilm formation. However, in both studies quercitrin concentrations were much higher
than the amount of biomolecule grafted to our surfaces, which was 0.2 to 0.8 nmol of quercitrin per Ti coin on
QUER surfaces16. It is interesting to highlight that aminosilanized surfaces (A group) also decreased bacterial
adhesion, in agreement with previous reports21. Discussion In this study we present a surface nanocoated with quercitrin, a natural flavonoid with multi-target
actions, designed to improve soft tissue integration and to increase dental implants long-term success. Quercitrin-nanocoated Ti surfaces decreased initial bacterial adhesion while increasing human gingival fibroblasts Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 2 www.nature.com/scientificreports/ Figure 2. Bacterial adhesion and biofilm formation. (A) Dinamic bacterial adhesion: quantitative analysis
of the live bacteria adhered to the control and modified surfaces after 30, 60 and 90 min. (B) Biofilm formation:
quantitative analysis of the percentage of biofilm formation on the different surfaces after 24 hours. (C) Scanning
electron microscope images of the biofilm formed on the different surfaces (scale bar = 100 μm). One, two and
three symbols represent a significant difference between two groups with P ≤ 0.05, P < 0.01 and P < 0.001,
respectively: (a) versus Ti control at each time point; (b) versus A control at each time point; (c) effect of
reduction within each group at each time point. Figure 2. Bacterial adhesion and biofilm formation. (A) Dinamic bacterial adhesion: quantitative analysis
of the live bacteria adhered to the control and modified surfaces after 30, 60 and 90 min. (B) Biofilm formation:
quantitative analysis of the percentage of biofilm formation on the different surfaces after 24 hours. (C) Scanning
electron microscope images of the biofilm formed on the different surfaces (scale bar = 100 μm). One, two and
three symbols represent a significant difference between two groups with P ≤ 0.05, P < 0.01 and P < 0.001,
respectively: (a) versus Ti control at each time point; (b) versus A control at each time point; (c) effect of
reduction within each group at each time point. Figure 2. Bacterial adhesion and biofilm formation. (A) Dinamic bacterial adhesion: quantitative analysis
of the live bacteria adhered to the control and modified surfaces after 30, 60 and 90 min. (B) Biofilm formation:
quantitative analysis of the percentage of biofilm formation on the different surfaces after 24 hours. (C) Scanning
electron microscope images of the biofilm formed on the different surfaces (scale bar = 100 μm). Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 Discussion It has been shown that bacterial adhesion depends on the sur-
face’s terminal functionality and that, in fact, decreases on amino (NH2)-terminated surfaces22. Further studies on
anti-bacterial properties of surfaces should confirm the present results. p
pi
p
Our surfaces reduced with sodium cyanoborohydride (Red groups) showed an increased bacterial adhe-
sion and biofilm formation. In a previous work, the amount of quercitrin grafted on QUER Red surfaces was
around 0.1 nmol per Ti coin, less than that grafted to the non-reduced QUER surfaces16. The hydrolytic stability Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 3 www.nature.com/scientificreports/ Figure 3. Adhesion of hGF to the different surfaces. (A) Quantitative analysis of the cells adhered to the
different surfaces after 15, 30, 60 and 120 minutes. (B) Cells were allowed to adhere to the surfaces for 30 min. Then, cells were stained with phalloidin-FITC (a–c; green) or with anti-vinculin antibodies (d–f; red) and
nuclei were stained with DAPI (blue). Ti (a,d); A (b,e); QUER (c,f) surfaces (scale bars: upper = 100 μm;
bottom = 25 μm). One, two and three symbols represent a significant difference between two groups with
P ≤ 0.05, P < 0.01 and P < 0.001, respectively: (a) versus Ti for each time point; (b) versus A for each time point;
(c) the total number of cells on the different surfaces was compared. Figure 3. Adhesion of hGF to the different surfaces. (A) Quantitative analysis of the cells adhered to the
different surfaces after 15, 30, 60 and 120 minutes. (B) Cells were allowed to adhere to the surfaces for 30 min. Then, cells were stained with phalloidin-FITC (a–c; green) or with anti-vinculin antibodies (d–f; red) and
nuclei were stained with DAPI (blue). Ti (a,d); A (b,e); QUER (c,f) surfaces (scale bars: upper = 100 μm;
bottom = 25 μm). One, two and three symbols represent a significant difference between two groups with
P ≤ 0.05, P < 0.01 and P < 0.001, respectively: (a) versus Ti for each time point; (b) versus A for each time point;
(c) the total number of cells on the different surfaces was compared. of siloxanes at pH 7.5 has been reported to be poor23. Discussion Therefore, the grafting conditions used to produce QUER
Red and A Red samples, at pH 7.5, may favour the hydrolisis of APTES grafted to Ti; on one hand, decreasing the
availability of amino-terminal groups on A Red surfaces, and, on the other hand, decreasing the amount of quer-
citrin that can be grafted on QUER Red surfaces, all in all, increasing bacterial adhesion and biofilm formation. For these reasons, we decided to select QUER surfaces for further analysis.ti y
After installation of a dental implant, gingival fibroblasts are the preferred cells to repopulate the wound
and to form a collagen-rich connective tissue24. We found that quercitrin-nanocoated surfaces increased initial
hGF attachment. This fact together with the decreased bacterial attachment on quercitrin-nanocoated surfaces,
increase hGF possibilites to win the “race for the surface” against oral bacteria25 since it depends on both an
increased biomaterial surface area cell coverage and a decreased number of bacteria present on the surface26,27. Compared with often-reported monofunctional surface coatings on which bacterial adhesion and biofilm forma-
tion is discouraged or they promote host tissue integration7,28, quercitrin-nanocoated surfaces decrease bacterial
adhesion while increasing cell attachment. Furthermore, quercitrin-nanocoated surfaces avoid toxicity concerns
of some anti-bacterial coatings. Therefore, the surfaces presented herein may form the required connective tissue
around the implant to establish the biological seal that could prevent further bacterial colonization and ultimately
preventing the implant loss by peri-implantitis.lf Inflammation is necessary for the effective defence against pathogens and to set in motion tissue repair fol-
lowing injury29. However, excessive inflammation has been shown to delay healing and to result in increased
scarring, compromising tissue regeneration30. Thus, a controlled inflammatory process after an implant place-
ment is critical for their success. Here, we found that quercitrin-nanocoated surfaces effectively inhibited COX2
expression and decreased its functional product PGE2 under basal and inflammatory conditions. Furthermore,
the antioxidant properties of quercitrin14 could also contribute to the inflammation resolution since oxidative
stress is considered one of the major causes of inflammation and inhibition of tissue regeneration31. l
Collagen synthesis and remodelling is a requisite for complete wound healing. Here we found that
quercitrin-nanocoated surfaces increased COL1A1 and COL3A1 mRNA levels in basal and inflammatory
conditions. Moreover, in inflammatory conditions MMPs are upregulated while TIMPs, their inhibitors,
are downregulated, all together boosting collagen degradation32. Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 Discussion Quercitrin-nanocoated surfaces decreased
MMP1 and increased TIMP1 mRNA levels in inflammatory conditions, thus decreasing inflammation-driven Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 4 www.nature.com/scientificreports/ Figure 4. Gene expression of hGF on the different surfaces. Gene expression analysis was performed after 14
days of cell culture. Cells were cultured with IL-1β to mimic inflammation (inflammatory group) or without it
(basal group). One, two and three symbols represent a significant difference between two groups with P ≤ 0.05,
P < 0.01 and P < 0.001, respectively: (a) versus Ti within each condition; (b) versus A within each condition;
(c) effect of IL-1β addition for each surface. Figure 4. Gene expression of hGF on the different surfaces. Gene expression analysis was performed after 14
days of cell culture. Cells were cultured with IL-1β to mimic inflammation (inflammatory group) or without it
(basal group). One, two and three symbols represent a significant difference between two groups with P ≤ 0.05,
P< 0.01 and P< 0.001, respectively: (a) versus Ti within each condition; (b) versus A within each condition; Figure 4. Gene expression of hGF on the different surfaces. Gene expression analysis was performed after 14
days of cell culture. Cells were cultured with IL-1β to mimic inflammation (inflammatory group) or without it
(basal group). One, two and three symbols represent a significant difference between two groups with P ≤ 0.05,
P < 0.01 and P < 0.001, respectively: (a) versus Ti within each condition; (b) versus A within each condition;
(c) effect of IL-1β addition for each surface. Figure 5. PGE2 release of hGF on the different surfaces. The release of PGE2 to the culture media was
evaluated after 14 days of cell culture. Cells were cultured with IL-1β to mimic inflammation (inflammatory
group) or without it (basal group). One, two and three symbols represent a significant difference between two
groups with P ≤ 0.05, P < 0.01 and P < 0.001, respectively: (a) versus Ti within each condition; (b) versus A
within each condition; (c) effect of IL-1β addition for each surface. Figure 5. PGE2 release of hGF on the different surfaces. The release of PGE2 to the culture media was
evaluated after 14 days of cell culture. Cells were cultured with IL-1β to mimic inflammation (inflammatory
group) or without it (basal group). Methods
Materials Methods
Materials. Machined Ti disks, c.p. grade IV, 6.2 mm diameter and 2 mm height were purchased from
Implantmedia (Lloseta, Spain). (3-Aminopropyl)triethoxysilane (APTES), quercitrin and sodium cyanoborohy-
dride (NaCNBH3) were purchased from Sigma–Aldrich (St. Louis, MO, USA). Surface nanocoatings. Surfaces were prepared as previously described (Table 1)15,16. Briefly, Ti disks were
passivated by immersion in 30% (v/v) HNO3 for 30 min followed by immersion in H2O for 24 h (Ti group). Immediately after Ti passivation, aminosilanization was performed with 2% (v/v) APTES solution in dry toluene
for 24 h under a dry nitrogen atmosphere. Then, disks were gently rinsed with dry toluene, acetone, and ethanol,
and finally dried under a nitrogen flow. Aminosilanised Ti disks (A group) were then immersed either in quer-
citrin (1 mM) at pH 5.0 (QUER group), in NaCNBH3 (100 μM) at pH 7.5 (A Red group) or in quercitrin (1 mM)
and NaCNBH3 (100 μM) at pH 7.5 (QUER Red group) aqueous solutions. Samples were stirred for 1 h (150 rpm),
gently rinsed with water, and dried under a nitrogen flow. NaCNBH3 was used to reduce the imine bond, resulting
from the reaction between the terminal amino group of APTES and the ketone group of quercitrin, to a single
-C–N- bond to decrease bond reactivity and increase coating reproductibility16. This reduction is known to be
selective for imine bonds at mildly basic pH. For bacterial experiments, surfaces were polished and cleaned35
prior to surface modification. Some samples were disinfected with dry heat (100 °C, 30 min) previous to bacteria/
cell seeding. Bacterial experiments. The bacterial strain used in this study was Streptococcus mutans ATCC 25175
(S. mutans). The strain was maintained in brain heart infusion (BHI; Sigma–Aldrich) agar plates and cultured in
BHI broth for 24 h at 37 °C and 5% CO2. Bacterial adhesion. Bacterial suspension was homogenized through a 3 min ultrasonic bath (Ultrasons; JP
Selecta, Barcelona, Spain) and harvested by centrifugation, washed two times with artificial saliva36 precondi-
tioned at 37 °C, and resuspended at a concentration of 3 × 108 bacteria/ml in artificial saliva. The flow system was
a modified Robbins device where disks were fixed to removable ports that allow contact between the surfaces
under study and a flow of suspended bacteria in laminar conditions. Before each experiment, the whole system
was filled with artificial saliva and preconditioned at 37 °C. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Group
Treatment
Ti
Titanium passivated
A
Ti + APTES
A Red
Ti + APTES + NaCNBH3
QUER
Ti + APTES + QUER
QUER Red
Ti + APTES + QUER + NaCNBH3
Table 1. Groups included in the experiment. Table 1. Groups included in the experiment. ECM-destruction. Noteworthy, quercitrin decreased the expression of pro-fibrotic markers in a wound healing
in vitro model14 and higher proportions of type III collagen are related to more-regenerative than more-scarring
responses33. Thus, data suggest that quercitrin-nanocoated surfaces may induce connective tissue forma-
tion around a dental implant even in the inflammatory conditions found after a dental implant installation. Furthermore, in previous studies of our group using mesenchymal stem cells, quercitrin-nanocoated surfaces
increased cell adhesion and osteoblastic differentiation16. Therefore, quercitrin-nanocoated surfaces could also
increase the osseointegration process of dental implants. Further clinical studies should confirm the potential of
quercitrin-nanocoated surfaces to enhance soft and hard tissue integration of dental implants. ECM-destruction. Noteworthy, quercitrin decreased the expression of pro-fibrotic markers in a wound healing
in vitro model14 and higher proportions of type III collagen are related to more-regenerative than more-scarring
responses33. Thus, data suggest that quercitrin-nanocoated surfaces may induce connective tissue forma-
tion around a dental implant even in the inflammatory conditions found after a dental implant installation. Furthermore, in previous studies of our group using mesenchymal stem cells, quercitrin-nanocoated surfaces
increased cell adhesion and osteoblastic differentiation16. Therefore, quercitrin-nanocoated surfaces could also
increase the osseointegration process of dental implants. Further clinical studies should confirm the potential of
quercitrin-nanocoated surfaces to enhance soft and hard tissue integration of dental implants. qt
g
p
In concusion, nanocoating of titanium surfaces with quercitrin decreased initial bacterial adhesion and
increased human gingival fibroblasts attachment. Furthermore, quercitrin-nanocoated Ti increased colla-
gen mRNA levels and decreased MMP1/TIMP1 mRNA ratio while also decreasing COX2 mRNA and PGE2
release under basal and inflammatory conditions. These results are in agreement with previous studies where we
found that quercitrin had positive effects on cells from soft and hard tissue when added to the culture media34. From a clinical perspective, quercitrin-nanocoated surfaces could increase dental implants efficacy by enhanc-
ing peri-implant soft tissue regeneration and decreasing peri-implantitis. Furthermore, this study constitutes an
example that quercitrin, and flavonoids in general, could be used in combination with other biomaterials, i.e. hydrogels or scaffolds required in severe cases of periodontal and peri-implant diseases. Discussion One, two and three symbols represent a significant difference between two
groups with P ≤ 0.05, P < 0.01 and P < 0.001, respectively: (a) versus Ti within each condition; (b) versus A
within each condition; (c) effect of IL-1β addition for each surface. Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 5 Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 Methods
Materials Primary human gingival fibroblasts (hGF) were purchased from Provitro GmbH, Berlin,
Germany). Three different donors were used (range 19–47 years; male:female ratio 2:1). Provitro assures that cells
were obtained ethically and legally and that all donors provided written informed consent. Cells were routinely
cultured at 37 °C and 5% CO2, and maintained in fibroblast growth medium (Provitro GmbH) supplemented with
foetal calf serum (10%; Provitro GmbH), amphotericin (50 ng/ml) and gentamicin (50 μg/ml). Experiments were
performed with hGF between passages 7 and 8 after isolation and media was supplemented with ascorbic acid
(100 μM; Sigma-Aldrich).hfh μ
g
The different coins were placed in 96-well plates in sterile conditions. Three replicates for each donor were
seeded at a density of 7.0 × 103 cells on each coin (n = 9). For cell adhesion experiments, four replicates from one
randomly selected donor were used (n = 4).l In order to create inflammatory conditions, interleukin-1 beta (1 ng/ml) (IL-1β ; R&D systems, Abingd
UK) was added 1 d after cell seeding and kept until day 3, according to previous studies34. Cell adhesion and vinculin immunostaining. Once seeded, hGFs were allowed to adhere for 15, 30,
60 and 120 minutes to the different surfaces. Then, unbounded cells were removed by washing twice with PBS. Cells were fixed with paraformaldehyde (4%, 15 min) and permeabilised with Triton X-100 (0.25%, 10 min). For
nucleus counting, cells were stained with Phalloidin-FITC (5 μg/ml, 30 min). For vinculin immunostaining, cells
were blocked with bovine serum albumin (5%, 1 h; Sigma-Aldrich) followed by incubation with anti-vinculin
recombinant rabbit monoclonal antibody (4 μg/ml, 3 h, Invitrogen) and then labelled with Alexa Fluor® 488 goat
anti-rabbit IgG secondary antibody (5 μg/ml, 30 min, Thermo Scientific, Rockford, IL, USA). Samples were then
mounted with DAPI-Fluoroshield (Sigma-Aldrich) and visualized under a fluorescence microscope and a confo-
cal microscope. For nucleus counting, two pictures from the same positions of each coin were taken. Cells were
counted using ImageJ software (National Institutes of Health, Bethesda, MD, USA). RNA isolation and real-time RT-PCR analysis. After, 14 days of cell culture, total RNA was isolated
using Tripure (Roche Diagnostics, Mannheim, Germany), according to the manufacturer’s protocol. Total RNA
was quantified at 260 nm using a nanodrop spectrophotometer (NanoDrop Technologies, Wilmington, DE,
USA). Methods
Materials Afterward, the bacterial suspension was allowed to
flow through the system at a flow rate of 2 ml/min, corresponding to a shear rate of 0.97 s−1 at the wall of the flow
chamber (unpublished results). This shear rate is such that the specific interactions that could occur between
the cells and the different substrata dominate over the drag force of the fluid flow. The bacterial suspension was
perfused through the system with recirculation for 30, 60 and 90 min. Samples were carefully removed from the
flow chamber and bacteria were stained with the kit Live/Dead Baclight L-7012 (Invitrogen, Camarillo, CA, USA)
according to the manufacturer. Then, 5–6 pictures at randomly chosen locations from each sample were taken
under fluorescence and the number of bacteria per unit area was counted. The experiments were run in triplicate
from separately grown bacterial suspensions. iofilm formation. Biofilm formation was quantified as previously described37. Briefly, bacteria were resus-
ended at a concentration of 3 × 108 bacteria/ml in BHI. Ti-modified surfaces were disinfected and placed in Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 6 www.nature.com/scientificreports/ 96-well plates in sterile conditions. Then, bacterial suspension (200 μl) was cultured on the surfaces at 37 °C and
gentle shaking (20 rpm). After 90 min, bacterial suspension was carefully removed and fresh BHI was added. Samples were cultured at 37 °C and gentle shaking (20 rpm) for 24 h. Biofilm formation was quantified using
BacTiter-Glo (Promega, Fitchburg, WI, USA) according to the manufacturer’s instructions. Culture media
was removed and BacTiter-Glo (200 μl) was added to the wells and incubated (10 min). Then, the content of
each well was transferred to wells 96-well white polystyrene flat-bottomed microtiter plates. The light emission
(luciferin-luciferase reaction) was measured in a microplate reader. Each assay was performed in duplicate and
repeated two times from separately grown bacterial suspension in order to confirm reproducibility. Scanning electron microscopy. To visualise biofilm formation on the surfaces, bacteria were fixed with glutaral-
dehyde in PBS (4%, 2 h) and washed with distilled water. At 30 min intervals, the samples were dehydrated by the
addition of 50%, 70%, 90% and 100% ethanol solutions. Samples were left at room temperature to evaporate the
remaining ethanol before sputter gold coating. A scanning electron microscope (SEM; Hitachi S-3400 N, Krefeld,
Germany) using secondary electrons, low vacuum conditions and 15 kV of voltage was used to acquire images. Cell culture. Methods
Materials The same amount of RNA (0.2 μg) was reverse transcribed to cDNA (42 °C, 60 min) according to the pro-
tocol of the supplier (High Capacity RNA-to-cDNA kit, Applied Biosystems, Foster City, CA, USA). Aliquots of
each cDNA were frozen (− 20 °C) until the PCR reactions were carried out. Real-time PCR was performed for two reference genes, glyceraldehyde-3-phosphate dehydrogenase
(GAPDH) and beta-actin (ACTBL2), and target genes (Table 2). Real-time PCR was performed in a thermocy-
cler (Lightcycler 480, Roche Diagnostics) using SYBR green detection. Each reaction contained 7 μl of master mix
(Lightcycler 480 SYBR Green I Master, Roche Diagnostics), the sense and the antisense specific primers (0.5 μM)
and cDNA sample (3 μl) in a final volume of 10 μl. The amplification program consisted of a pre-incubation step
for denaturation of the template cDNA (5 min 95 °C), followed by 45 cycles consisting of a denaturation step (10 s
95 °C), an annealing step (10 s 60 °C) and an extension step (10 s 72 °C). After each cycle, fluorescence was meas-
ured at 72 °C. A negative control without cDNA template was run in each assay. g
p
y
All samples were normalized by the geometric mean of the expression levels of ACTBL2 and GAPDH and
fold changes were related to the control groups using the following equation: ratio = Etarget
ΔCp target (mean control – sample)/
Ereference
ΔCp reference (mean control – sample) adapted from38, where Cp is the is the crossing point of the reaction amplifi-
cation curve and E is the eficiency from the given slopes using serial dilutions, as determined by the software
(Lightcycler 480 software, Roche Diagnostics). Stability of reference genes was calculated using a statistical tool
(BestKeeper software, Technical University of Munich, Weihenstephan, Germany)39. References Phytomedicine 18, 990–993 (2011).l p y
y
3. Cushnie, T. P. T. & Lamb, A. J. Recent advances in understanding the antibacterial properties of flavonoids. Int. J. Antimicrob. Agent
38, 99–107 (2011).i 4. Gómez-Florit, M., Monjo, M. & Ramis, J. M. Identification of quercitrin as potential therapeutic agent for periodontal applications
J. Periodontol. 85, 966–974 (2014).il 15. Córdoba, A. et al. Flavonoid-modified surfaces: multifunctional bioactive biomaterials with osteopromotive, anti-inflammatory, and
anti-fibrotic potential. Adv. Healthc. Mater. 4, 540–549 (2015). 16. Córdoba, A., Monjo, M., Hierro-Oliva, M., González-Martín, M. L. & Ramis, J. M. Bioinspired quercitrin nanocoatings: a
fluorescence-based method for its surface quantification, and its effect on stem cell adhesion and differentiation to the osteoblastic
lineage. ACS Appl. Mater. Interfaces (2015) doi: 10.1021/acsami.5b05044.i ineage. ACS Appl. Mater. Interfaces (2015) doi: 10.1021/acsami.5b0 g
pp
f
7. Hultin, M. et al. Microbiological findings and host response in patients with peri-implantitis. Clin. Oral Implants Res. 13, 349–58
(2002).i 8. Lévesque, C. M. et al. Involvement of sortase anchoring of cell wall proteins in biofilm formation by Streptococcus mutans. Infect
Immun. 73, 3773–3777 (2005).fi 9. Wang, Y., Lee, S. M. & Dykes, G. A. Potential mechanisms for the effects of tea extracts on the attachment, biofilm formation and cel
size of Streptococcus mutans. Biofouling 29, 307–18 (2013). p
f
g
0. Hasan, S., Singh, K., Danisuddin, M., Verma, P. K. & Khan, A. U. Inhibition of major virulence pathways of Streptococcus mutan
by quercitrin and deoxynojirimycin: a synergistic approach of infection control. PLoS One 9, e91736 (2014). d
l
ll d
l
h
l
f
f
b
d
l
l
ll d 1. Rodríguez-Cano, A. et al. Controlled silanization-amination reactions on the Ti6Al4V surface for biomedical applications. Colloid
Surf. B Biointerfaces 106, 248–257 (2013).il 2. Katsikogianni, M. G. & Missirlis, Y. F. Bacterial adhesion onto materials with specific surface chemistries under flow conditions. In
J. Mat. Sci. Mater. Med. 21, 963–968 (2010). g
pil
J. Mat. Sci. Mater. Med. 21, 963–968 (2010). 23. Silverman, B. M., Wieghaus, K. a. & Schwartz, J. Comparative properties of siloxane vs phosphonate monolayers on a key titanium
alloy Langmuir 21 225–228 (2005) 3. Silverman, B. M., Wieghaus, K. a. & Schwartz, J. Comparative properties of siloxane vs phosphonate monolayers on a key titanium
alloy. Langmuir 21, 225–228 (2005).if y
g
4. Palaiologou, A. A., Yukna, R. A., Moses, R. & Lallier, T. E. www.nature.com/scientificreports/ www.nature.com/scientificreports/ Gene
Primer sequence (5′–3′)
Product size (bp)
Beta-actin (ACTBL2)
S: CTGGAACGGTGAAGGTGACA
136
A: AAGGGACTTCCTGTAACAATGCA
Collagen I α 1 (COL1A1)
S: AGAGCATGACCGATGGATTC
122
A: TTCTTGAGGTTGCCAGTC
Collagen III α 1 (COL3A1)
S: GGCCTACTGGGCCTGGTGGT
190
A: CCACGTTCACCAGGGGCACC
Cyclooxygenase-2 (COX2)
S: ATGGGGTGATGAGCAGTTGT
221
A: GAAAGGTGTCAGGCAGAAGG
Glyceraldehyde 3-phosphate dehydrogenase (GAPDH)
S: TGCACCACCAACTGCTTAGC
87
A: GGCATGGACTGTGGTCATGAG
Matrix metalloproteinase-1 (MMP1)
S: TGTCAGGGGAGATCATCGGGACA
177
A: TGGCCGAGTTCATGAGCTGCA
Metalloproteinase inhibitor-1 (TIMP1)
S: TTCCGACCTCGTCATCAGGG
144
A: TAGACGAACCGGATGTCAGC Table 2. Sense (S) and antisense (A) primers used in the real-time PCR of reference and target genes. USA) and GraphPad Prism (version 6, La Jolla, CA, USA) were used. Results were considered statistically signifi-
cant at P ≤ 0.05. One, two and three symbols represent a significant difference between two groups with P ≤ 0.05,
P < 0.01 and P < 0.001, respectively. References References
1. Jung, R. E. et al. A systematic review of the 5-year survival and complication rates of implant-supported single crowns. Clin. Ora
Implants Res. 19, 119–30 (2008).t p
(
)
2. Sculean, A., Gruber, R. & Bosshardt, D. D. Soft tissue wound healing around teeth and dental implants. J. Clin. Periodontol. 41 Supp
1, S6–22 (2014). 3 Vill
C C H
h B
G Mill M P & C
h
D L W
d h
li
d d
t l i
l
t E d d T
25 44 62 (2011) ,
(
)
3. Villar, C. C., Huynh-Ba, G., Mills, M. P. & Cochran, D. L. Wound healing around dental implants. Endod. Top. 25, 44–62 (2011).l 3. Villar, C. C., Huynh-Ba, G., Mills, M. P. & Cochran, D. L. Wound healing around dental implants. Endod. Top. 25, 44–62 (2011
4. Martin, P. & Leibovich, S. J. Inflammatory cells during wound repair: the good, the bad and the ugly. Trends Cell Biol. 15, 599 4. Martin, P. & Leibovich, S. J. Inflammatory cells during wound repair: the good, the bad and the ugly. Trends Cell Biol. 15, 599–607
(2005). 5. Gruber, R. & Bosshardt, D. D. In Stem Cell Biology and Tissue Engineering in Dental Sciences (eds Vishwakarma, A. et al.) Ch. 54
735–747 (Elsevier Inc., 2015).t (
)
6. Bhatavadekar, N. Peri-implant soft tissue management: Where are we ? J. Indian Soc. Periodontol. 16, 623–7 (2012). 7. Busscher, H. J. et al. Biomaterial-associated infection: locating the finish line in the race for the surface. Sci. Transl. M
153rv10–153rv10 (2012).l 8. Koeberle, A. & Werz, O. Multi-target approach for natural products in inflammation. Drug Discov. Today 19, 1871–1882 (2014 9. Friedman, M. Overview of antibacterial, antitoxin, antiviral, and antifungal activities of tea flavonoids and teas. Mol. Nutr. Food Res. 51, 116–34 (2007). G
l
d
d
d
(
) 10. Pietta, P. G. Flavonoids as antioxidants. J. Nat. Prod. 63, 1035–1042 (2000).hfll 10. Pietta, P. G. Flavonoids as antioxidants. J. Nat. Prod. 63, 1035–1042 (2000).hfll 11. Izzi, V. et al. The effects of dietary flavonoids on the regulation of redox inflammatory networks. Front. Biosci. (Landmark Ed.) 17,
2396–418 (2012). 12. An, J., Zuo, G. Y., Hao, X. Y., Wang, G. C. & Li, Z. S. Antibacterial and synergy of a flavanonol rhamnoside with antibiotics against
clinical isolates of methicillin-resistant Staphylococcus aureus (MRSA). Methods
Materials g
p
y
All samples were normalized by the geometric mean of the expression levels of ACTBL2 and GAPDH and
fold changes were related to the control groups using the following equation: ratio = Etarget
ΔCp target (mean control – sample)/
E
f
ΔCp reference (mean control – sample) adapted from38 where Cp is the is the crossing point of the reaction amplifi- g
g
g
g
g
Ereference
ΔCp reference (mean control – sample) adapted from38, where Cp is the is the crossing point of the reaction amplifi-
cation curve and E is the eficiency from the given slopes using serial dilutions, as determined by the software
(Lightcycler 480 software, Roche Diagnostics). Stability of reference genes was calculated using a statistical tool
(BestKeeper software, Technical University of Munich, Weihenstephan, Germany)39. Prostaglandin E2 quantification. A commercially available enzyme-linked immunosorbent assay kit
was run to quantify prostaglandin E2 (PGE2; Thermo Scientific) from cell culture media according to supplier
instructions. Statistical analysis. All data are presented as mean values ± standard error of the mean (SEM). The
Kolmogorov-Smirnov test was done to assume parametric or non-parametric distributions. Differences between
groups were assessed by paired t-test or Wilcoxon test, depending on data distribution. Two-way ANOVA test
using Fisher’s LSD comparisons was used for adhesion experiments. SPSS software (version 17.0, Chicago, IL, Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 7 References 5, 16593 (2015).fii y
p
5. Gómez-Florit, M. et al. Differential response of human gingival fibroblasts to titanium- and titanium-zirconium-modified surfaces
J. Periodontal Res. 49, 425–36 (2013). (
)
36. Gal, J. Y., Fovet, Y. & Adib-Yadzi, M. About a synthetic saliva for in vitro studies. Talanta 53, 1103–1115 (2001).t 36. Gal, J. Y., Fovet, Y. & Adib-Yadzi, M. About a synthetic saliva fo 7. Gallardo-Moreno, A. M. et al. Bactericidal behaviour of Ti6Al4V surfaces after exposure to UV-C light. Biomaterials 31, 5159–6
(2010).fli (
)
38. Pfaffl, M. W. A new mathematical model for relative quantification in real-time RT-PCR. Nucleic Acids Res. 29, e45 (2001).flf . Pfaffl, M. W. A new mathematical model for relative quantificatio fl
qi
9. Pfaffl, M. W., Tichopad, A., Prgomet, C. & Neuvians, T. P. Determination of stable housekeeping genes, differentially regulated targe
genes and sample integrity: BestKeeper - Excel-based tool using pair-wise correlations. Biotechnol. Lett. 26, 509–515 (2004). References Gingival, dermal, and periodontal ligament fibroblasts express differen
extracellular matrix receptors. J. Periodontol. 72, 798–807 (2001). . Gristina, A. G. Biomaterial-centered infection: microbial adhesio
bb hd
d g
26. Subbiahdoss, G., Kuijer, R., Grijpma, D. W., van der Mei, H. C. & Busscher, H. J. Microbial biofilm growth vs. tissue integration: ‘the
race for the surface’ experimentally studied. Acta Biomater. 5, 1399–404 (2009). 8 Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 www.nature.com/scientificreports/ 27. Subbiahdoss, G., Kuijer, R., Busscher, H. J. & Van Der Mei, H. C. Mammalian cell growth versus biofilm formation on bioma
surfaces in an in vitro post-operative contamination model. Microbiology 156, 3073–3078 (2010). 28. He, T., Zhang, Y., Lai, A. C. K. & Chan, V. Engineering bio-adhesive functions in an antimicrobial polymer multilayer. Bio
Mater. 10, 015015 (2015). (
)
29. Gurtner, G. C., Werner, S., Barrandon, Y. & Longaker, M. T. Wound repair and regeneration. Nature 453, 314–321 (2008).l 29. Gurtner, G. C., Werner, S., Barrandon, Y. & Longaker, M. T. Wound repair and regeneration. Nature 453, 314–321 (2008). 30. Eming, S. a., Krieg, T. & Davidson, J. M. Inflammation in wound repair: molecular and cellular mechanisms. J. Invest. Dermatol. 127,
(
) 29. Gurtner, G. C., Werner, S., Barrandon, Y. & Longaker, M. T. Wound repair and regeneration. Nature 453, 314 321 (2008). 30. Eming, S. a., Krieg, T. & Davidson, J. M. Inflammation in wound repair: molecular and cellular mechanisms. J. Invest. Dermatol. 127,
514–525 (2007). 30. Eming, S. a., Krieg, T. & Davidson, J. M. Inflammation in wound repair: molecular and cellular mechanisms. J. Invest. Dermatol
514–525 (2007).h 31. Chapple, I. L. C. & Matthews, J. B. The role of reactive oxygen and antioxidant species in periodontal tissue destruction. Periodontol. 2000 43, 160–232 (2007). (
)
2. Soell, M., Elkaim, R. & Tenenbaum, H. Cathepsin C, matrix metalloproteinases, and their tissue inhibitors in gingiva and gingiva
crevicular fluid from periodontitis-affected patients. J. Dent. Res. 81, 174–178 (2002).i 32. Soell, M., Elkaim, R. & Tenenbaum, H. Cathepsin C, matrix metalloproteinases, and their tissu
crevicular fluid from periodontitis-affected patients. J. Dent. Res. 81, 174–178 (2002).i lf
33. Satish, L. & Kathju, S. Cellular and molecular characteristics of scarless versus fibrotic wound healing. Dermatol. Res. Pract. 2010,
790234 (2010). (
)
34. Gómez-Florit, M., Monjo, M. & Ramis, J. M. Quercitrin for periodontal regeneration: effects on human gingival fibroblasts and
mesenchymal stem cells. Sci. Rep. Author Contributions M.G.F., M.P.O., M.F.C., A.C., M.G.M., M.M. and J.M.R. contributed to the conception and design. M.G.F. and
A.C. produced the samples. M.G.F., M.P.O. and M.F.C. acquired and analysed data. M.G.F. wrote the main
manuscript text. M.G.F., M.P.O., M.F.C., A.C., M.G.M., M.M. and J.M.R. contributed to interpretation of the
results and reviewed the manuscript. Acknowledgementsh g
This work was supported by the Conselleria d’Educació, Cultura i Universitats of the Balearic Islands Government
and the European Social Fund (contract to JMR - PD/018/2014), by the Osteology Foundation (Grant Number:
13-069) and by the Instituto de Salud Carlos III (CIBER-BBN Mobility grant to MGF). The authors thank Dr. Ferran Hierro (University of the Balearic Islands) for his technical contribution with SEM. g
This work was supported by the Conselleria d’Educació, Cultura i Universitats of the Balearic Islands Government
and the European Social Fund (contract to JMR - PD/018/2014), by the Osteology Foundation (Grant Number:
13-069) and by the Instituto de Salud Carlos III (CIBER-BBN Mobility grant to MGF). The authors thank Dr. Ferran Hierro (University of the Balearic Islands) for his technical contribution with SEM. Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 Additional Information Supplementary information accompanies this paper at http://www.nature.com/srep Supplementary information accompanies this paper at http://www.nature.com/srep Competing financial interests: The authors declare the following conflict of interests: M.G.F., A.C., M.M. and
J.M.R. are inventors of a pending patent application based on some aspects of this work (PCT/EP2013/058116). Competing financial interests: The authors declare the following conflict of interests: M.G.F., A.C., M.M. and
J.M.R. are inventors of a pending patent application based on some aspects of this work (PCT/EP2013/058116). How to cite this article: Gomez-Florit, M. et al. Quercitrin-nanocoated titanium surfaces favour gingival cells
against oral bacteria. Sci. Rep. 6, 22444; doi: 10.1038/srep22444 (2016). How to cite this article: Gomez-Florit, M. et al. Quercitrin-nanocoated titanium surfaces favour gingival cells
against oral bacteria. Sci. Rep. 6, 22444; doi: 10.1038/srep22444 (2016). This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/ Scientific Reports | 6:22444 | DOI: 10.1038/srep22444 9
|
https://openalex.org/W4234435811
|
https://myukk.org/SM2017/sm_pdf/SM1889.pdf
|
English
| null |
Thermal Design and In Situ Temperature Measurement of Heterogeneous Material during Ultrafast Laser Scribing
|
Sensors and materials
| 2,019
|
cc-by
| 4,364
|
(Received March 26, 2018; accepted April 3, 2019) Keywords: in situ temperature, ultrafast laser, heterogeneous material, surface temperature distribution Keywords: in situ temperature, ultrafast laser, heterogeneous material, surface temperature distributions In this paper, an in situ technique is developed to measure the temperature distribution
during the ultrafast laser scribing (machining) of heterogeneous materials using embedded
sensors. The materials investigated in this study are an epoxy molding compound (EMC),
solder bumps, and a specially designed ultrathin printed circuit board (PCB). The laser
machining processes involved in this study are cutting/scribing through EMC and PCB, and
trenching/scribing through EMC alone. Small thermocouples have been designed and inserted
inside the heterogeneous materials to record the in situ temperature distribution during ultrafast
laser irradiation and the thermal effect is carefully investigated. The highest temperature
of 100.94 °C is recorded at the corner scribing position. For comparison, a forward-looking
infrared (FLIR) thermal imaging camera was applied to capture the real-time surface
temperature distributions of PCB and EMC. Owing to the ambient heat radiation, material
emissivity, and reflective apparent temperature, the peak surface temperature detected by FLIR
would be slightly lower than the in situ temperature measured by an embedded sensor. The
thermal design in this jam-packed area is then applied to a standard laser manufacturing
process. *Corresponding author: e-mail: hchsu@isu.edu.tw
https://doi.org/10.18494/SAM.2019.2328 1667 1667 Sensors and Materials, Vol. 31, No. 5 (2019) 1667–1677
MYU Tokyo Sensors and Materials, Vol. 31, No. 5 (2019) 1667–1677
MYU Tokyo
S & M 1889 Sensors and Materials, Vol. 31, No. 5 (2019) 1667–1677
MYU Tokyo Thermal Design and In Situ Temperature Measurement
of Heterogeneous Material during Ultrafast Laser Scribing Wen-Fei Lin,1 Hsiang‑Chen Hsu,2,3,4* Shih-Jeh Wu,4 and Boen Houng1 Wen-Fei Lin,1 Hsiang‑Chen Hsu,2,3,4* Shih-Jeh Wu,4 and Boen Houng1 1Department of Material Science and Engineering, I-Shou University,
No. 1, Sec. 1, Syuecheng Rd., Dashu District, Kaohsiung City 84001, Taiwan, ROC
2Department of Mechanical and Computer-Aided Engineering, St. John’s University,
No. 499, Sec. 4, Tam King Rd., Tamsui District, New Taipei City 25135, Taiwan, ROC
3Department of Industrial Management, I-Shou University,
No. 1, Sec. 1, Syuecheng Rd., Dashu District, Kaohsiung City 84001, Taiwan, ROC
4Department of Mechanical and Automation Engineering, I-Shou University,
No. 1, Sec. 1, Syuecheng Rd., Dashu District, Kaohsiung City 84001, Taiwan, ROC 1.
Introduction The epoxy molding compound (EMC) has been widely applied to the IC packaging material
in the semiconductor industry for decades.(1–3) EMC consists of 20 raw materials, such as
epoxy resin (organic resin), fused silica (inorganic filler), catalysts, mold release material,
pigment, flame retardants, adhesion promoters, ion traps, and stress relievers.(1) Usually, epoxy
and filler dominate the mechanical property of EMC, that is, 12–15 wt% epoxy resin provides
good machining quality and 70–80 wt% filler increases the strength and thermal conduction, *Corresponding author: e-mail: hchsu@isu.edu.tw
https://doi.org/10.18494/SAM.2019.2328 *Corresponding author: e-mail: hchsu@isu.edu.tw
https://doi.org/10.18494/SAM.2019.2328 ISSN 0914-4935 © MYU K.K. https://myukk.org/ ISSN 0914-4935 © MYU K.K. https://myukk.org/ 1668 Sensors and Materials, Vol. 31, No. 5 (2019) and reduces the coefficient of thermal expansion. After the components on the printed circuit
board (PCB) are encapsulated by EMC and singulated as one single unit, the whole package of
heterogeneous materials undergoes a burn-in test process at the early stage of the mass product
period. This test purposely induces certain failures under stringent conditions, such as that of
the end product, and determines the reliability of the end product.(4,5) Traditionally, saw cutting is the main solution to singulate the integrated circuit unit. As new technology innovation emerges, there are new challenges; for example, in cutting
irregular shapes and rigid and flexible materials, a mechanical saw can no longer meet the
requirement, and a laser has become a new solution for singulation.(6) As a mechanical saw
has to be operated in cutting fluid media, a laser works with air similarly. However, that is no
comparison to the heat effect related to product reliability.(7) For instance, laser scribing creates
a warmer environment than a normal burn-in temperature, i.e., 250 °C in most cases, and a
regular burn-in test should be exercised under a more rigorous condition in the cases related to
the laser process. There will be more laser applications to come during the assembly of system-
in-package (SiP) products. More applications need more components in a regular PCB area,
which would result in the undesired crosstalk of signals. 1.
Introduction SiP is a design with high-density
components on PCB, so high-giga components need to be isolated to prevent the noise effect on
other components by shielding.(8) The specific structure of SiP shielding in a compound, which
is hard to build by molding, can be created by laser scribing.(9) It is interesting to researchers and engineers to investigate how to maintain the performance
of the components shielded in the package after the laser machining of the shielding structure. High temperature causes defects on the cured epoxy, such as material melting, deterioration,
cracks, and loss of adhesion to copper.(10) Using a short or ultrashort pulse laser is a solution
for semiconductor processes.(11) The main reason for this is that they cause a minimal thermal
effect during the scribing processes. Those reasons explain why both researchers and engineers
are interested in how high the temperature is during laser scribing. In this study, the authors
present the design of the in situ temperature measurement of heterogeneous materials during
ultrafast laser scribing. A noncontact forward-looking infrared (FLIR) thermal imaging camera
is capable of scanning and visualizing the temperature distribution of an entire surface in many
industrial applications.(12,13) However, there is still some difficulty encountered when FLIR
is detecting the temperature of the surface during laser machining. Thus, the use of K-type
thermocouples inserted inside the material near laser scribing has been demonstrated to be an
accurate approach to measure the temperature in situ. 2.
Materials and Methods A nanosecond UV laser (355 nm wavelength, 20 W power, <1.3 M2 beam quality, 200 μJ
pulse energy, and 90–110 kHz base frequency) was used, and the optimal machining parameters
for the cutting and trenching of the molding compound and PCB of SiP were explored. In laser
scribing, the target material is a mixture of heterogeneous materials of EMC and PCB. The
epoxy compound with a thickness of 0.8 mm in an ultrafine filler size range of 15–35 μm and
PCB with a thickness of 0.36 mm were tested to investigate thermal behaviors during laser Sensors and Materials, Vol. 31, No. 5 (2019) 1669 scribing. There are four copper layers in PCB, where three copper layers are in the cutting
street and the one copper layer is solder-printed for trenching. Each copper layer is 0.5 oz, and
between EMC and PCB, there is a solder of about 45 μm height printed on the copper pad for
the trenching dump, as shown in Fig. 1. Note that a solder microball has been deformed by laser
trenching. 2.1
Optics system The original laser beam is insufficient for cutting through a SiP structure and needs optics to
support the scribing process. A galvo-scanner head was used for high-feed-rate scribing, and a
telecentric lens was used for a more vertical wall side, which was installed with a laser. Figure
2(a) schematically illustrates an innovated optical installation developed in this study.(14) A
focal shifter helps in the installation, which easily makes the beam focus on the material bottom
and is fixed during scribing. The theoretical spot size is designed to be 13.7 μm for this system. Fig. 1. (Color online) Cross section of SiP material. Fig. 1. (Color online) Cross section of SiP material. Fig. 2. (Color online) (a) Schematic illustration of optics design system. (b) Actual installation inside the laser
machine. (a)
(b) (b) (a) (b) (a) Fig. 2. (Color online) (a) Schematic illustration of optics design system. (b) Actual installation inside the las
machine. 1670 Sensors and Materials, Vol. 31, No. 5 (2019) Figure 2(b) shows the actual optics system used in this study. First, a laser beam is generated
by the laser resonator. The beam was manipulated by a focal shifter and a galvo to scribe on
the position designed on the material, which will be described in Sect. 2.3. The telecentric lens
makes the beam a small spot with a machine ability on the material. 2.2 Laser trench/cutting in scribing process For trenching, the parameters are as follows: a feed speed of 800 mm/s, a repetition rate of
100 kHz, and an output average power of 17.5 W measured under the lens. The scribing process
used 146 passes to create the trench, which is shown in Fig. 3. For the cutting process, the parameters measured under the lens are as follows: a feed speed
of 800 mm/s, a repetition rate of 100 kHz, and an output average power of 17.5 W. The scribing
process was repeated 100 times to cut through the material. After trenching and removing the material, the top view of the test sample is shown in Fig. 4. The cutting shape is a rectangle and the trenching shape is a turned L shape from the top view
of the SiP. The total cutting length is 108 mm with four corners, and the total trenching length
is 14 mm with one corner. Note again that there are three copper layers in the cutting street and
one more copper layer in the trenching position for solder-printed trenching. 2.3 In situ temperature measurement K-type thermocouples were used for in situ measurement in this study. The SiP was drilled
with some 1-mm-diameter holes and then thermocouples were inserted into the holes. All
the holes were drilled from PCB side with different depths as shown in Fig. 5, i.e., (a) a sensor
inserted into the middle of EMC, (b) a sensor inserted into the middle of PCB, and (c) a sensor
inserted into the middle of a solder bump. Note that the K-type thermocouple is the most common sensor calibration type providing the
widest operating temperature range and generally works in most applications. A thermocouple Fig. 4. (Color online) Top view of test sample for
scribing (trenching and cutting). Fig. 3. (Color online) Cross section of trenching
structure designed in SiP. Fig. 3. (Color online) Cross section of trenching
structure designed in SiP. Fig. 4. (Color online) Top view of test sample for
scribing (trenching and cutting). 1671 Sensors and Materials, Vol. 31, No. 5 (2019) Fig. 5. (Color online) Cross sections of drilling holes with different depths for a thermocouple to measure (a) EMC, (b)
PCB, and (c) solder bump. (a)
(b)
(c) (c) (b) (a) (b) (c) (a) Fig. 5. (Color online) Cross sections of drilling holes with different depths for a thermocouple to measure (a) EMC, (
PCB, and (c) solder bump. circuit contains two alloy junctions, such as wire sand connectors and a voltage-measuring
device. When two different temperatures were detected, measurable current flows through
the circuit. The current is related to the temperature differential, which presents the detected
temperature. Normally, the output signals from the K-type thermocouple are very small
and need to be carefully calibrated before use. Owing to its reliability and accuracy, the
K-type thermocouple is used extensively at temperatures up to 1260 °C. However, the K-type
thermocouple with a temperature range of 0–275 °C was used in this study. For EMC and PCB temperature measurements, the in situ temperature was assessed for
both cutting and trench processes, respectively. For solder temperature measurement, the in
situ temperature was assessed only for the trench process. The thermocouples’ positions were
gauged, as shown in Fig. 6, and designed 200 μm away from the scribing area, which is a
normal position where an electronic component is located. For the temperature measured in a
printed solder bump, Fig. 2.3 In situ temperature measurement 6(c) illustrates the thermocouples measured for the trenching process
only, which were only inserted at the trenching position. There would be four thermocouples inserted in four different holes, labeled T1 to T4
in Fig. 6(a), to collect temperature data at the same time in one cutting process, and three
thermocouples in three different holes, labeled T1 to T3 in Fig. 6(b), to collect temperature data
at the same time in one trenching process. The positions of three thermocouples used to collect
the in situ temperature data of the solder in the trenching process are labeled T1 to T3, as shown
in Fig. 6(c). 2.4 Design of experiment (DOE) Three materials (EMC, PCB, and solder), in situ temperature measurement (positions labeled
T1 to T5), and two scribing processes (cutting and trenching) were used to create five DOEs,
which are summarized in Table 1. Note that there is no temperature measured in the solder
bump for the cutting process. Each DOE was carried out individually, namely, DOE1 to DOE3 show one trench process to
obtain three temperatures from three thermocouples for one material, and DOE4 to DOE5 show
one cutting process to obtain four temperatures from four thermocouples for one material. Sensors and Materials, Vol. 31, No. 5 (2019) 1672 (a) Fig. 6. (Color online) Schematic diagrams of thermocouples’ positions of (a) cutting, (b) trenching, and (c) solder
bump in trenching. (a)
(b)
(c) (c) (b) (b) (c) (a) Fig. 6. (Color online) Schematic diagrams of thermocouples’ positions of (a) cutting, (b) trenching, and (c) solder
bump in trenching. Table 1
DOEs used in this study. DOE No. Process
Material
Position label of in situ
temperature measurement
DOE1
Trench
EMC
T1
T2
T3
—
DOE2
Trench
PCB
T1
T2
T3
—
DOE3
Trench
Solder
T1
T2
T3
—
DOE4
Cutting
EMC
T1
T2
T3
T4
DOE5
Cutting
PCB
T1
T2
T3
T4 Table 1
DOEs used in this study. 2.5 Surface temperature real-time detection An alternative real-time temperature detected using a FLIR thermal imaging camera was
used for comparison. The FLIR thermal imaging camera can distinguish fixed forward-looking
thermal images from sideways-tracking infrared systems, which can very easily generate a
real-time high-resolution image. A noncontact FLIR thermal imaging camera can scan and
visualize the temperature distribution of an entire surface. However, the system requires
material emissivity and reflective apparent temperature to precisely detect the temperatures of
the target materials. Figure 7 shows the material emissivity calibration scheme used in this study. The object
under test (PCB) was inserted with a K-type thermocouple and placed on a heating plate. The
FLIR thermal imaging camera was aimed toward the target PCB with the thermocouple. The
real-time temperature was recorded as the heating plate was continuously heating. Once
the temperature in the thermal image was exactly the same as that detected by the K-type
thermocouple, the material emissivity was then determined using the FLIR thermal imaging
camera system. The calibrated material emissivity for PCB is 0.96. Figure 8 shows the real-
time temperature detection equipment used in this study. 1673 Sensors and Materials, Vol. 31, No. 5 (2019) Fig. 7. (Color online) Emissivity calibration for
PCB material. Fig. 8. (Color online) Real-time surface temperature
detection using FLIR 440 cameras. Fig. 7. (Color online) Emissivity calibration for
PCB material. Fig. 8. (Color online) Real-time surface temperature
detection using FLIR 440 cameras. 3.
Results and Discussion Figure 2(b) shows the main devices for laser machining. The test samples (workpiece)
were mounted on an XY table and exposed to the atmosphere (air). At the upper right corner,
there is an air blower (nozzle) to remove ash, dust, and residues from the machined surface. The temperature of the laser’s front end is assumed to be high enough to melt the workpiece. However, the temperature of the machined surface will be easily transferred to the operating
ambient. Hence, the real-time surface temperature measured using the FLIR thermal imaging
camera would be relatively lower than the actual laser machining temperature. Therefore, the
embedded K-type thermocouple would be appropriate for measuring the in situ temperature
along the cut depth. The thermocouples were connected to a monitor and recorded the accumulated temperature
in the sample during laser scribing. It was one cycle with four steps, i.e., start of thermocouple
sampling, start of laser scribing, end of laser scribing, and finally, end of thermocouple
sampling. The temperature-time chart for each DOE was then automatically graphed. When
laser scribing started, the temperature also rose at the same time. The temperature immediately
fell after laser scribing. The measured peak temperature for every positioned thermocouple was
also reported for the five DOEs. The temperatures measured in situ are shown in Figs. 9–13. After the 5 DOEs were carried out, the maximum temperature from the thermocouple
sampled in one cycle received for all 25 graphs. Results were collected and are listed in Table 2. The obtained temperature variances were as follows: DOE1, 23.62 ℃; DOE2, 19.65 ℃; DOE3,
32.45 ℃; DOE4, 12.60 ℃; DOE5, 19.38 ℃. This implies that the area near the solder bump
would cause a large thermally induced warpage owing to the mismatch of the coefficient of
thermal expansion among heterogeneous materials. For comparison in the cutting process, the FLIR thermal imaging camera system with a
thermal imaging system was used to detect the surface real-time temperature distributions
of PCB and EMC, which are depicted in Figs. 14(a) and 14(b), respectively. PCB is a typical
multilayer material consisting of copper foil, resin matrix, reinforcement, prepreg, and fillings. The temperature captured on PCB may vary owing to laser cutting on a metal or resin. Also, Sensors and Materials, Vol. 31, No. 5 (2019) 1674 Fig. 11. (Color online) DOE3: temperatures of solder measured in situ during trenching (℃). Fig. 12. 3.
Results and Discussion (Color online) DOE4: temperatures of EMC measured in situ during cutting (℃). Fig. 9. (Color online) DOE1: temperatures of EMC measured in situ during trenching (℃). Fig. 10. (Color online) DOE2: temperatures of PCB measured in situ during trenching (℃). Fig. 9. (Color online) DOE1: temperatures of EMC measured in situ during trenching (℃). Fig. 10. (Color online) DOE2: temperatures of PCB measured in situ during trenching (℃). Fig. 9. (Color online) DOE1: temperatures of EMC measured in situ during trenching (℃). Fig 10
(Color online) DOE2: temperatures of PCB measured in situ during trenching (℃) Fig. 9. (Color online) DOE1: temperatures of EMC measured in situ during trenching (℃). Fig. 9. (Color online) DOE1: temperatures of EMC measured in situ during trenching (℃). Fig. 10. (Color online) DOE2: temperatures of PCB measured in situ during trenching (℃). Fig. 10. (Color online) DOE2: temperatures of PCB measured in situ during trenching (℃). Fig. 11. (Color online) DOE3: temperatures of solder measured in situ during trenching (℃). Fig. 12. (Color online) DOE4: temperatures of EMC measured in situ during cutting (℃). Fig. 12. (Color online) DOE4: temperatures of EMC measured in situ during cutting (℃). 1675 Sensors and Materials, Vol. 31, No. 5 (2019) Fig. 13. (Color online) DOE5: temperatures of PBC measured in situ during cutting (℃). Fig. 13. (Color online) DOE5: temperatures of PBC measured in situ during cutting (℃). Fig. 14. (Color online) Cutting temperature distributions captured using FLIR camera system: (a) PCB and (b)
EMC. Table 2
In situ temperature of laser scribing (unit: ℃). DOE No. Process
Material
Position label
T1
T2
T3
T4
T5
DOE1
Trench
EMC
62.56
72.37
63.98
53.21
64.89
DOE2
Trench
PCB
67.63
78.77
87.28
77.66
69.37
DOE3
Trench
Solder
68.49
100.94
91.99
79.30
75.32
DOE4
Cutting
EMC
71.21
81.63
76.36
69.03
72.22
DOE5
Cutting
PCB
72.8
91.18
86.82
82.28
75.45
(a)
(b) Fig. 14. (Color online) Cutting temperature distributions captured using FLIR camera system: (a) PCB and (b)
EMC. Table 2
In situ temperature of laser scribing (unit: ℃). DOE No. 3.
Results and Discussion Process
Material
Position label
T1
T2
T3
T4
T5
DOE1
Trench
EMC
62.56
72.37
63.98
53.21
64.89
DOE2
Trench
PCB
67.63
78.77
87.28
77.66
69.37
DOE3
Trench
Solder
68.49
100.94
91.99
79.30
75.32
DOE4
Cutting
EMC
71.21
81.63
76.36
69.03
72.22
DOE5
Cutting
PCB
72.8
91.18
86.82
82.28
75.45
(a)
(b) Table 2
In situ temperature of laser scribing (unit: ℃). DOE No. Process
Material
Position label
T1
T2
T3
T4
T5
DOE1
Trench
EMC
62.56
72.37
63.98
53.21
64.89
DOE2
Trench
PCB
67.63
78.77
87.28
77.66
69.37
DOE3
Trench
Solder
68.49
100.94
91.99
79.30
75.32
DOE4
Cutting
EMC
71.21
81.63
76.36
69.03
72.22
DOE5
Cutting
PCB
72.8
91.18
86.82
82.28
75.45 Table 2
In situ temperature of laser scribing (unit: ℃). Table 2 Fig. 14. (Color online) Cutting temperature distributions captured using FLIR camera system: (a) PCB and (b)
EMC. (a)
(b) (b) (a) (a) (b) Fig. 14. (Color online) Cutting temperature distributions captured using FLIR camera system: (a) PCB and (b)
EMC. the in-depth temperature of PCB was difficult to reflect on the surface owing to the various
conductivities of the materials. The temperature of EMC is slightly higher than the temperature
measured by the thermocouple. This may be caused by the ambient radiation effects on direct
laser cutting. the in-depth temperature of PCB was difficult to reflect on the surface owing to the various
conductivities of the materials. The temperature of EMC is slightly higher than the temperature
measured by the thermocouple. This may be caused by the ambient radiation effects on direct
laser cutting. 1676 Sensors and Materials, Vol. 31, No. 5 (2019) Acknowledgments This work was supported by ASE Kaohsiung, Taiwan and ENR Corporation. The authors
thank Bear Jiang and Peter Ku for providing the test materials. We also thank the ENR RD
team for providing an integral laser scribing machine. 4.
Conclusions In this paper, the authors describe the temperature response of a material and how it was
detected by sensors. Engineers would very much like to have more space to mount more
components and ICs in a very limited space in PCB. During cutting, the highest temperature T2 was observed by T2 on a trench pad, i.e.,
81.63 ℃ for EMC and 91.18 ℃ for PCB. During the trenching, the highest temperature was
obseved at T2 in the corner, i.e., 72.37 ℃ for EMC, 78.77 ℃ for PCB, and 100.94 ℃ for a solder
bump. During laser cutting, the solder on the trench pad would be the key medium to dissipate more
heat to the T2 position shown in Fig. 6(a). During trenchire, heat was spread from two sides to
the T2 position shown in Fig. 6(b). All the temperatures measured in situ during the laser process are lower than the burn-in
test temperature and even lower than the curing temperature of EMC. Thermal effects from
laser irradiation will not cause any damage to the electronic components under the parameter
provided in Sect. 2, i.e., 0.2 mm. The FLIR thermal imaging camera system is capable of measuring the real-time temperature
distributions near the laser cutting surface. However, the system highly depends on the ambient
radiation, material emissivity, and reflective apparent temperature. The in situ temperature
measurement with embedded thermocouples inside the material developed in this research is
much more feasible and reliable. References 1 H. C. Hsu, S. J. Wu, W. F. Lin, and B. Houng: Polym. Polym. Compos. 26 (2018) 1. 1 H. C. Hsu, S. J. Wu, W. F. Lin, and B. Houng: Polym. Polym. Compos. 26 (2018) 1. 2 D. E. Lee, H. W. Kim, B. S. Kong, and H. O. Choi: J. Appl. Polym. Sci. 134 (2017) 45252. 3 Y. Huang, D. Bigio, and M. G. Pecht: IEEE Trans. Comp. Packag. Technol. 29 (2006) 364. 4 S. H. Park, J. Y. Park, and T. H. Kim: Electron. Mater. Lett. 9 (2013) 459. 5 J. A. Herbsommer: IEEE Trans. Comp. Packag. Technol. 2 (2012) 1293. 6 A. Alwaidh, M. Sharp, and P. French: Opt. Lasers Eng. 58 (2014) 109. 7 X. C. Wang, Z. L. Li, T. Chen, B. K. Lok, and D. K. Y. Low: Opt. Lasers Eng. 48 (2008) 5. . C. Wang, Z. L. Li, T. Chen, B. K. Lok, and D. K. Y. Low 8 J. M. Yannou, C. Zinck, E. Cheng, V. K. Liao, A. Chan, and N. Tien: Proc. Semicon West (2016). 10 K. Ahn, S. H. Park, and Y. H. Kim: Microelectron. Reliab. 78 (2017) 1.f 11 J. Meijer, K. Du, A. Gillner, D. Hoffmann, V. S. Kovalenko, T. Masuzawa, A. Ostendorf, R. Poprawe, and W
Schulzc: CIRP Ann. 51 (2002) 2. (
)
12 M. Popescu, A. Paino, K. Stone, and J. K. Keller: IEEE Symp. Computational Intelligence for Security and
Defence Applications (IEEE, 2012) 1–5.l 12 M. Popescu, A. Paino, K. Stone, and J. K. Keller: IEEE Symp. Computational Intelligence for Security an
Defence Applications (IEEE 2012) 1 5 13 FLIR System: https://www.flir.com/ (accessed July 2018). 14 W. F. Lin and C. H. Chang: ROC Patent No. M510208 (2015). 1677 Sensors and Materials, Vol. 31, No. 5 (2019) About the Authors Wen-Fei Lin received his B.S. degree from Chang Gung University, Taiwan,
in 1997 and his M.S. degree from National Sun Yat-sen University, Taiwan,
in 2000. Currently, he is a Ph.D. candidate of the Department of Material
Science and Engineering, I-Shou University. Since 2015, he has been a
director of Engineering, Process & Field Application at E&R Engineering
Corporation, Taiwan. His research interests are in laser machining, material
behavior, and assembly. Hsiang-Chen Hsu received his B.S. degree from National Cheng Kung
University, Taiwan, in 1981 and his M.S. and Ph.D. degrees from North
Carolina State University, USA in 1988 and 1993, respectively. After
graduation, he was an associate professor and became a full professor at
I-Shou University, Taiwan. Since 2017, he has been temporarily transferred
to St. John’s University as vice president. His research interests are in IC
packaging, reliability design, and automation. Shih-Jeh Wu received his B.S. degree from National Chen-Kung University,
Taiwan, in 1982 and his M.S. and Ph.D. degrees from Pennsylvania State
University, USA, in 1995 and 1997, respectively. Since 2000, he has been a
faculty member and now an associate professor at I-Shou University, Taiwan. His research interests are in nondestructive evaluation, ultrasonics, laser
engineering, bioengineering, and sensory systems. Boen Houng received his B.S. degree from Taipei Institute of Technology,
Taiwan, in 1986 and his M.S. and Ph.D. degrees from Drexel University and
Colorado School of Mines, USA, in 1991 and 1996, respectively. From 2003
to 2007, he was an assistant professor at I-Shou University, Taiwan. Since
2013, he has been a professor at I-Shou University. His research interests are
in thin film technology, oxide ceramics, and electronic materials.
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.